YSM Issue 95.1
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Yale Scientific
THE NATION’S OLDEST COLLEGE SCIENCE PUBLICATION • ESTABLISHED IN 1894
MARCH 2022
VOL. 95 NO. 1 • $6.99
12
HAZARDS OF THE HIMALAYAS
CLASH WITH TODAY’S
URBANIZATION PROCESS
MODELING
14
MINDS
HUMANIZING
16
MOUSE MODELS
THE META GUT: CONSERVATIONAL
19
CLUES PROVIDED BY HIPPO POOP
VISUALIZING THE HEART OF
22
PHOTOSYNTHESIS
TABLE OF
VOL. 95 ISSUE NO. 1
COVER
12
A R T
I C L E
Hazards of the Himalayas Clash with
Today's Urbanization Process
Daniel Ma
Nearly half the population of the Himalayas live in areas susceptible to multiple natural hazards. A
new machine learning model lets Yale researchers examine all of those hazards at once.
14 Modeling Minds
Katrina Starbird
Linguistic communication can often seem like a stunning miracle when it works and like an
insurmountable challenge when it doesn’t. Dr. Jara-Ettinger and Dr. Rubio-Fernandez test how
psychology explains this feat.
16 Humanizing Mouse Models
Ryan Bose-Roy
Normal laboratory mice don’t usually get COVID-19, but a team of researchers at the Yale School
of Medicine have created a humanistic mouse model that mimics the severe infection symptoms
in humans. Their work has big implications for the study and treatment of the disease.
19 The Meta Gut: Conservational Clues
Provided by Hippo Poop
Risha Chakraborty and Hannah Shi
Can research on hippo poop change our understanding of biodiversity? Find out how the hippo gut
microbiome may participate in the biological and geochemical processes in the Mara River Valley.
22 Visualizing the Heart of Photosynthesis
Hannah Barsouk and Shudipto Wahed
Yale researchers have reported a novel, high-resolution structure of the protein responsible for capturing
light energy in all photosynthetic organisms. Their findings promise to help unlock longstanding mysteries
about the mechanism of photosynthesis and how it can be used to generate artificial solar fuels.
2 Yale Scientific Magazine March 2022 www.yalescientific.org
CONTENTS
More articles online at www.yalescientific.org & https://medium.com/the-scope-yale-scientific-magazines-online-blog
4
6
25
34
Q&A
NEWS
FEATURES
SPECIALS
Fishy Driving: Can Fish Navigate Outside of Water? • Eva Syth
Palm Reading Isn't a Myth: What Fingerprints Tell Us About Limb
Development • Odessa Goldberg
Could Carbon Dioxide Be Renewable Energy's Newest Rising
Star? • Maya Khurana
To Diagnose or Not To Diagnose • Gonna Nwakudu
A Holistic Model of Electric Vehicle Carbon Emissions • Tiffany Liao
Stressed Out? You Could Be Aging Faster • Kelly Chen
These Are Not the Genes You're Looking for • Sophia Burick
Delving into Dopamine • Victoria Vera
Halting and Revving the Engines of Sperm Cells • Christopher Esneault
Hello Haloscopes • Isabel Trinidade
Bomb-Sniffing Insects • Elisa Howard
A Sticky Situation... Underwater • Eunsoo Hyun
Can Dogs Distinguish Human Languages? • Breanna Brownson
How Pigs Could Help Us Pee • Kayla Yup
The Precise Choreography of Nature's Master Weavers • Hannah Han
Video Games for the Win • Crystal Liu
Undergraduate Profile: Kate Pundyk (BF '22) • Catherine Zheng
Alumni Profile: James Diao (MY '18) • Yusuf Rasheed
Science in the Spotlight: Science Denial: Why It Happens in Don't
Look Up • Sophia David
Science in the Spotlight: Reviewing The Anthropocene Reviewed • Lucy Zha
Counterpoint: Salamanders Should Not Be Alive • Nathan Wu
Hidden Histories: The Shrewd Family Business That Sold Time • Dhruv Patel
www.yalescientific.org
March 2022 Yale Scientific Magazine 3
&
By Odessa Goldberg
FISHY DRIVING: CAN
FISH NAVIGATE OUTSIDE
OF WATER?
By Eva Syth
Goldfish are able to drive vehicles, suggests a new study
from researchers at Ben-Gurion University of the
Negev, Israel. Yes, you did read that correctly. The
researchers studied the concept of domain transfer methodology,
which refers to when a species applies an existing skill in an
environment outside its own. In this study, the researchers
investigated the ability of goldfish to transfer navigation skills
from aquatic to terrestrial environments.
To carry out this study, the researchers constructed a Fish
Operated Vehicle (FOV), consisting of a rectangular prism-shaped
fish tank mounted on wheels. When the fish swam to an edge of
the tank, the FOV would move in the direction of that edge. To
test the terrestrial navigation capabilities of the goldfish in the
study, the researchers mounted a colored panel on the wall of the
examination room. The goldfish received a food pellet reward
when they drove the FOV to the panel. The researchers found that
even after changing the panel’s location or adding decoy panels,
the goldfish were able to reach the panel consistently.
The results of this successful goldfish navigation led to several
key findings. For example, goldfish are cognitively able to learn
tasks outside their natural environment. Additionally, while you
likely won’t catch a goldfish driver cruising down the highway
alongside you anytime soon, the success of the goldfish navigation
skills in both aquatic and terrestrial environments implies a
potential universality in spatial representation, whether in water
or on land. ■
PALM READING ISN’T A MYTH:
WHAT FINGERPRINTS TELL US
ABOUT LIMB DEVELOPMENT
Come, come! Enter my ancient and mysterious tent where
I can tell you your fears, dreams, and futures with only
a glance at the palm of your hand. Well…maybe not
exactly, but I could tell you about the expression of your gene,
EV11. A group of scientists from the International Human
Phenome Project decided to compare people’s fingerprints to
their genomes. They found forty-three regions of interest but
focused on the EV11 gene, which is involved in regulating how
your limbs develop in the womb. So instead of your future,
fingerprints may actually reveal the length of your fingers or your
risk of leukemia. Fingerprint readings are a serious business.
Certain patterns on your hands, such as skin patterning or
palm creases, are associated with congenital genetic disorders
like Down’s syndrome. These interrelated traits suggest that
genes associated with fingerprint development are pleiotropic,
meaning that the same genes affect multiple traits with different
phenotypes. These scientists plan to further investigate how
exactly this pleiotropic mechanism works. Perhaps fingerprints
could be used as a diagnostic tool in the future. So, I may not
be able to read your future by studying your palms, but by
studying your fingertips, I could tell you about your embryonic
limb development. And that’s pretty cool. ■
4 Yale Scientific Magazine March 2022 www.yalescientific.org
The Editor-in-Chief Speaks
MICROSCALE POWER
This year marks the second anniversary of the ongoing COVID-19
pandemic. Heading into 2022, we are grateful for the science and
technology that have allowed us to approach a post-pandemic world.
The first vaccines, composed of tiny strands of mRNA, were critical steps
to overcoming the hardships and suffering caused by the virus. Currently,
researchers are finding novel methods to combat variants and make vaccines
more accessible, missions at both cellular and societal levels. Science as a whole
parallels these themes—the smallest agents can have the largest effects.
In this issue of the Yale Scientific Magazine, our articles highlight the
meticulous nature of the world around us, from the influence of microorganisms
on the greater environment (pg. 19) to the molecular structures that make
photosynthesis possible (pg. 22). In our minds, subtle shifts in personal mental
states can interact with interpersonal communication (pg. 14) while small but
powerful changes can replicate human SARS-CoV-2 infection in mice, shedding
light on how to best treat infection (pg. 16).
Our cover article spotlights an example of the seemingly minor affecting the
largest of phenomena: natural disasters. Researchers developed machine learning
models using factors in urban Himalayan environments to indicate the risk for
natural hazards (pg. 12). These discoveries reveal the power of a single unit in a larger
network and how investigating the minuscule leads to learning about ourselves, the
environment, and potential solutions to global issues.
In this era of pervasive interconnectedness, often too vast to comprehend, we
are reminded that the actions of one do impact the world—beyond one’s uniquely
perceived world. Regarding the pandemic, heroic sacrifices of front-line workers
and individuals doing their part to protect the greater community all contribute to a
continued inhabitance of the “new normal.” We must respect each human existence
as a distinct impression and perspective; each human contribution is undoubtedly
invaluable, especially in scientific endeavors. For example, Kate Pundyk ’22 (pg. 34)
brings a unique perspective on the intersection between social policy and technology,
and James Diao’s ‘18 (pg. 35) integration of machine learning with pathology is already
helping develop wearable medical technologies.
With the beautifully intricate connections between the micro and macro levels
in which society and science operate, we would like to express our most sincere
gratitude to everyone who participates and contributes to the Yale Scientific team—
mentors, staff members, and masthead alike. Our partnership with Yale Science and
Engineering Association and the Yale Alumni Association has also been essential for
our ability to communicate beyond Yale’s campus. Finally, thank you to each and every
reader for giving us the opportunity to share these stories and discoveries.
About the Art
Jenny Tan, Editor-in-Chief
This issue’s cover illustrates just
some of the natural disasters—
flooding and earthquakes—that
occur in the Himalayan region.
A new machine learning model
may help assess the risk of natural
disasters in micro-urbanized
regions and allow for better
preventative measures.
Anasthasia Shilov, Cover Artist
MASTHEAD
March 2022 VOL. 95 NO. 1
EDITORIAL BOARD
Editor-in-Chief
Managing Editors
News Editor
Features Editor
Special Sections Editor
Articles Editor
Online Editors
Copy Editors
Scope Editors
Website Editor
PRODUCTION & DESIGN
Production Manager
Layout Editors
Art Editor
Cover Artist
Photography Editor
BUSINESS
Publisher
Operations Manager
Advertising Manager
Subscriptions Manager
OUTREACH
Synapse Presidents
Synapse Vice President
Synapse Outreach Coordinators
Synapse Events Coordinator
WEB
Web Managers
Head of Social Media Team
Social Media Coordinators
SENIOR STAFF WRITERS
Hannah Barsouk
Ryan Bose-Roy
Rayyan Darji
Krishna Dasari
Alex Dong
STAFF
Tejita Agarwal
Luna Aguilar
Gaukhar Alzhanova
Ryan Bose-Roy
Kelly Chen
Patryk Dabek
Sophia David
Danielle de Haerne
Chris Esneault
Odessa Goldberg
Saacchi Grewal
Bella Guzman
Sydney Hirsch
Elisa Howard
Eunsoo Hyun
Hannah Han
Elisa Howard
Cindy Kuang
Sophia Li
Dhruv Patel
Maya Khurana
Iva Knezevic
Catherine Kwon
Tiffany Liao
Elizabeth Lin
Cynthia Lin
Crystal Liu
Daniel Ma
Anjali Mangla
Cindy Mei
Chloe Nield
Gonna Nwakudu
Dhruv Patel
Himani Pattisam
Alexandra Paulus
Jenny Tan
Tai Michaels
Maria Fernanda Pacheco
Madison Houck
Alex Dong
Sophia Li
Cindy Kuang
Ethan Olim
Tori Sodeinde
Breanna Brownson
Hannah Han
Kayla Yup
Anna Calame
Hannah Huang
Meili Gupta
Catherine Zheng
Ann-Marie Abunyewa
Brianna Fernandez
Malia Kuo
Anasthasia Shilov
Jenny Wong
Jared Gould
Lauren Chong
Sophia Burick
Shudipto Wahed
Krishna Dasari
Lucy Zha
Rayyan Darji
Hannah Barsouk
Risha Chakraborty
Bella Xiong
Katherine Moon
Emily Shang
Anavi Uppal
Abigail Jolteus
Elizabeth Watson
Raquel Sequeria
Anavi Uppal
Kayla Yup
Yusuf Rasheed
Noora Said
Sydney Scott
Hannah Shi
Georgia Spurrier
Katrina Starbird
Eva Syth
Zeki Tan
Connie Tian
Isabel Trindade
Victoria Vera
Sherry Wang
Norvin West
Nathan Wu
Sophia Zhao
The Yale Scientific Magazine (YSM) is published four times a year by Yale
Scientific Publications, Inc. Third class postage paid in New Haven, CT
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NEWS
Chemistry / Medicine
COULD CARBON
DIOXIDE BE
RENEWABLE
ENERGY’S NEWEST
RISING STAR?
BY MAYA KHURANA
TO DIAGNOSE
OR NOT TO
DIAGNOSE
BY GONNA NWAKUDU
IMAGE COURTESY OF THE ECONOMIC TIMES
IMAGE COURTESY OF PXHERE
Carbon dioxide has long been branded an irredeemable
chemical waste, but new research is showing that it can
be extremely useful if harnessed correctly.
A study by graduate student Conor Rooney and his colleagues
at the Wang Lab in Yale’s Department of Chemistry highlighted
alternative uses for this chemical waste. In their experiments,
carbon dioxide was converted using electricity and water such
that it could undergo bond formation with a nitrogen-containing
molecule. “Carbon-nitrogen species are [very common] in
a lot of the valuable chemicals that we rely on in our economy,”
Rooney said. “If we can take carbon from CO 2
instead of from [a]
fossil fuel byproduct, then we’re able to make these carbon-nitrogen
bonds in a sustainable fashion.”
The research team was able to synthesize a common class of
chemicals known as N-methylamines with electrochemical
reduction, a process that “hasn’t really been done [before],”
Rooney said. But what is most exciting about the transformation
of carbon dioxide into fuels is that it can create a green
source of energy. Carbon dioxide would be converted using
an energy source, which, in the case of electrochemical reduction,
is electricity. The reaction would, in turn, produce
an energy-dense fuel that could then be used to further fuel
the reaction. “It’s an energy storage idea to have a circular
carbon economy,” Rooney said.
Moving forward, the Wang Lab will continue to investigate
ways to create a circular carbon economy by researching sustainable
methods to synthesize more carbon-nitrogen species.
In the meantime, it is time to rebrand carbon dioxide as a promising
resource that could play a prominent role in the future of
sustainable energy. ■
After the opioid epidemic peaked between 1990
and 2013, one challenge healthcare professionals
continue to face is how to treat patients on long-term
opioid therapy (LTOT) who are at risk of addiction.
To better comprehend this challenge, Dr. William Becker
and his team at the VA Connecticut Healthcare System and
Yale School of Medicine invited medical specialists from the
U.S. and Europe to discuss new diagnostic criteria for patients
on LTOT for whom the benefit of the therapy is no longer outweighing
the harm, but who may not meet criteria for opiate
use disorder (OUD).
Specialists who favored the creation of new diagnostic criteria,
like Becker, want to shine light on the unique circumstances these
patients face. “We did have a substantial minority of experts who
said… there should not be a different entity,” Becker said. “We’ve
heard from these experts that if we create a new diagnosis, it
may… have the unintended consequence of stigmatizing people
who have opioid addiction to non-medical sources of opioids.”
In continuing this conversation, Becker strives to incorporate
more specialists from diverse racial backgrounds, as well as
patient voices. “There has been a strong movement in bringing
persons with lived experiences into clinical research,” he said. “It
hasn’t happened much… in terms of thinking of creating diagnostic
entities, but it probably should.”
Nevertheless, Becker is excited for this conversation to lead
to new ways of tackling patient needs. “We have to be proactive
earlier,” Becker said. “We can identify this early, give it a name,
and then develop protocols for getting appropriate treatment to
patients sooner rather than waiting until more adverse consequences
develop.” ■
6 Yale Scientific Magazine March 2022 www.yalescientific.org
Environment & Technology / Psychology
NEWS
A HOLISTIC MODEL
OF ELECTRIC
VEHICLE CARBON
EMISSIONS
STRESSED OUT?
YOU COULD BE
AGING FASTER
BY TIFFANY LIAO
BY KELLY CHEN
IMAGE COURTESY OF AAA LIVING
IMAGE COURTESY OF WIKIMEDIA COMMONS
Electric vehicle companies like Tesla and Rivian are
making waves in the automotive industry, with Tesla
expected to surpass General Motors’ vehicle sales by 2023.
However, as the electric vehicle (EV) industry has erupted into
the spotlight, concerns regarding the indirect emissions from
the EV life cycle have emerged. While it is clear that tailpipe
emissions from combustion engines are significantly reduced
with EV adoption, the effects of indirect emissions from the full
life cycle of an EV can be difficult to capture.
Researchers at the Yale School of Environment, led by postdoctoral
researcher Paul Wolfram, have applied an integrative
approach, combining supply-demand concepts of economics
with ecology to accurately capture the effects of indirect emissions.
“Combining engineering and economics methods allows
us to capture more of the dynamics that life-cycle cost models
themselves can’t, such as market cycle and supply-demand mechanisms,”
Wolfram said.
The group found evidence contradicting concerns around the
“dirtiness” of battery life cycles stemming from raw materials
mining and a material-intensive manufacturing process. The effects
of the latter can be mitigated by recycling. The electricity
emissions of battery electric vehicles (BEVs) overall are still far
less than fossil fuel emissions. Furthermore, once the external effects
of carbon on the public are priced into both fossil fuel and
electric vehicles, EVs become the more cost-efficient option.
Ultimately, Wolfram’s work serves as a reminder that curbing
climate change requires multiple moving parts. “It’s a ripple effect—carbon
emission reduction in every sector from manufacturing
to car transport will lead to a much faster transition to
electric vehicles,” Wolfram said. ■
In popular culture, we commonly believe that stress
makes one age faster. A simple Google image search of
“stress and aging” returns pictures of presidents from
when they first started their term to a couple of years later,
the difference being a head full of gray hair.
Previous research has proven this idea to be true in patients
with high stress, including those with post-traumatic
stress disorder, trauma histories, or other mental illnesses.
Now, researchers from Yale’s Department of Psychiatry, including
psychiatry resident Zachary Harvanek, have shown
that stress makes even healthy populations age faster. Using
GrimAge—an epigenetic clock or biochemical test that correlates
with chronological age, disease, and mortality—the
researchers found that stress might contribute to accelerated
aging even before contributions from chronic illnesses start
taking a toll. In this study, most participants were white and
between 18-50 years old.
How can we slow down the effects of epigenetic aging when
stress is a pervasive element in most of our lives? “People who
have stronger emotion regulation or stronger self-control
seem to be more resilient not just to the psychological effects
of stress but also to the physical effects,” Harvanek said.
Future research could involve investigating the impact of
race and culture on epigenetic aging and testing whether
methods that build emotion regulation actually lessen the
psychological and physical effects of stress. And what can
communities like New Haven and Yale do to help with these
stress-causing factors? “The more important thing is going
to be providing those sorts of resources,” Harvanek said. ■
www.yalescientific.org
March 2022 Yale Scientific Magazine 7
NEWS
Biochemistry
THESE ARE NOT
THE GENES YOU’RE
LOOKING FOR
Filtered editing opens doors to new
possibilities in genome editing
BY SOPHIA BURICK
Since its inception in the early 2000s, genome editing has been
revolutionizing biotechnology. Methods like CRISPR/Cas9
empower scientists with “genetic scissors” that allow them to
make remarkably precise edits to DNA—the genetic instructions in
cells that control cell function, development, and reproduction.
This technology has widespread applications, from engineering to
genetic diseases to globally threatening plant pathogens. However,
CRISPR/Cas9 is greatly limited by its inability to distinguish
between genetic sequences that repeat several times throughout
the genome, which occurs often. Farren Isaacs, Associate Professor
of Molecular, Cellular, and Developmental Biology at Yale
University, and his colleagues have discovered a powerful method
to uniquely alter the genetic address of repeated genetic sequences.
This method of “filtered editing” allows CRISPR to identify and
edit specific sites of repeated sections of DNA.
For Felix Radford, a graduate student at Yale and first author of a
recently published Nature Communications article on filtered editing,
this discovery has been a long time coming. “As an undergrad
taking molecular biology, I started to think more about biology as a
technology,” Radford said. “Previously, I was thinking about biology as
various processes in life, in the human body, but these very complicated
systems started to remind me more of how computers work.”
Radford’s view of biology as a tool to facilitate creative engineering
was foundational to his interest in synthetic biology and ultimately
led him to the Isaacs Lab as a graduate student. “When I first joined
the Isaacs Lab, my initial project was to engineer the ribosome, a
molecular machine central to the function of all living organisms that
are responsible for the synthesis of proteins or protein biomaterials,”
Radford said. But he quickly ran into an issue—even in bacteria,
which generally have much less repetitive genomes than humans,
their genomes contained seven repeated copies of the ribosomal DNA,
genetic material serving as a template for the production of ribosomes.
CRISPR/Cas9 was unable to distinguish the repeated sites of ribosomal
DNA, preventing Radford from making the edits he wanted.
“It’s like on the computer—you find a string that you want to edit
in a sequence. How do you search for that and find it?” Radford
said. “It’s like Ctrl-F in the genome, but we have these repeated
sequences that will lead you astray.”
PHOTO COURTESY OF NORVIN WEST
Yale Ph.D. candidate Felix Radford picking bacterial colonies for genome editing.
Radford needed a solution. So he turned to self-splicing
introns. These are RNA sequences that do not code for proteins
and can excise themselves from exons (segments of RNA that
do code for proteins). “You can put them into an RNA, and they
will cut themselves out, leaving only the sequence that you want
to edit remaining,” Radford said.
DNA segments encoding self-splicing introns can be inserted
into the genome to distinguish one repetitive site from another,
providing a unique genetic address for CRISPR to recognize and
target. When the DNA is transcribed into RNA, the self-splicing
introns cut themselves out of the RNA strand and stitch together
the gap. This solution was incredibly exciting to the Isaacs Lab
since it would allow them to edit these repetitive sequences
which had previously been exceptionally difficult to target.
After the initial discovery, Issacs posed an interesting
question to Radford: what if he expanded this method
to modify many sites at once instead of just one site in the
ribosome? “To do that, I needed to have different types of
introns that could work in parallel,” Radford said. “We ended
up combining two different introns into one, and it worked in
the same way as the original intron.” This only widened the
door to applications of this technology.
“One application of this is that these repetitive genetic elements
are found in many different organisms,” Radford said. Repetitive
genetic elements comprise over 50 percent of the human genome.
The ability to specifically edit these repetitive sequences offers
great potential for studying and combatting genetic diseases.
Another application that the Isaacs Lab is readily exploring is
the use of filtered editing to alter ribosomes and translation factors
in the cell, repurposing cells to manufacture new sequencedefined
polymers, proteins, and biomaterials. “This can be very
important in utilizing biology as a means to evolve new materials
and medicines,” Radford said.
As for Radford’s future, he is interested in applying this technique
to new problems. “In science, when you have new techniques,
they open up a lot of possibilities that were not possible before,”
Radford said. “I’m curious to see where this goes, to see what new
capabilities are available now that we can do this.” ■
8 Yale Scientific Magazine March 2022 www.yalescientific.org
Neuroscience
NEWS
DELVING INTO
DOPAMINE
Environmental factors
could affect our brain
chemistry
IMAGE COURTESY OF ISTOCK PHOTOS
BY VICTORIA VERA
Dopamine, a chemical that acts as a neurotransmitter, is
responsible for sending thousands of tiny “messages”
that ultimately help generate several of our thoughts and
actions. It has a myriad of functions within the body and brain,
but it is best known for allowing us to feel pleasure, satisfaction,
and motivation. With this in mind, it is no surprise that it is a
major point of focus when discussing addiction and reward. Social
factors are also known to heavily influence the human brain and
psychiatric outcomes, although there is scarce research proving a
biological connection. Because of that, leading researchers at Yale
have set out to explore these connections.
In this project, Katina Calakos and Aleksandra Rusowicz, research
assistants at the Yale University School of Medicine, used Positron
Emission Tomography (PET scans) to image dopamine receptor
(D 2/3
R) availability. This data was obtained from previous studies
and then correlated to population and socio-economic measures
obtained from the Social Explorer Analyses of the 2014-2018 Census.
The results were surprising. For one, they found that higher
D 2/3
R availability was significantly associated with a higher total
population in residential ZIP codes. Similarly, in zip codes where a
lower percentage of the population possessed a bachelor’s degree or
higher, there was a higher dopamine D 2/3
R availability. Functionally,
this could mean that environment does have a significant impact
on our brain chemistry.
Dopamine in and of itself is extremely useful and, as previously
mentioned, necessary for normal bodily functions. However,
issues can arise when there is too much or little of it. For example,
excessive dopamine activity has been linked to anxiety, insomnia,
and mania. On the other end of the spectrum, low dopamine
activity can cause problems like muscular issues, cognitive
impairment, and attention deficits. Considering this background
and the findings from this research, one could assume that the
environment does impact the way your brain works.
David Matuskey, Associate Professor of Radiology and
Biomedical Imaging and Medical Director of the Yale (PET) Center,
and Aleksandra Rusowicz, PhD, discussed both the inspiration
and the implications of this research, in addition to what it could
mean going forward. This project was driven by prior animal
studies focusing on how dopamine availability was affected by
the animal’s position within its “society” and how that could later
predispose them to develop drug dependency. Initially, this team
asked questions focused on how green spaces could affect brain
chemistry, as environmental surroundings have been shown to
affect brain activation. All those contexts came together to produce
this more recent research.
Their findings represent one small step in filling this gap that is
all too common for health research. Most of the evidence comes
from epidemiological or longitudinal studies focusing on certain
aspects of a population—living conditions, education, health,
and correlations. However, the biological data to back-up these
findings is simply scarce and a relatively new area of focus. This
is why research like this could help inform future findings that
focus even more closely on the type of social factors that impact
social development. The investigators also expressed their hope
that research like this could potentially have policy implications,
providing a biological backbone to diversity and education
initiatives in communities that are often neglected.
While Matuskey described the use of census data as
“advantageous” because they could focus on surroundings and
environments, their research had some limitations. Despite how
useful it was in gaining insight into these communities, it was
fairly broad and could be considered outdated when we take into
account the changes brought about by newer factors such as the
COVID-19 pandemic. It is likely that if this team had had access to
more specific data, they would have been able to discern even more
detailed patterns about how location and social circumstances
impact the brain developments in question.
Social factors have been correlated to health for years, but thus
far, we have lacked the biological data to support this claim.
Thanks to work like this, we now have biological data that can
support the existing studies. As this type of science gains more
traction, we will see more and more detailed results. Maybe one
day, we can use those findings to push for policy change that
ameliorates the roots of these problems. ■
www.yalescientific.org
March 2022 Yale Scientific Magazine 9
NEWS
Molecular / Cellular Biology
HALTING AND
REVVING THE ENGINES
OF SPERM CELLS
Exploring sperm cell motility
as a potential avenue for
male birth control
BY CHRISTOPHER ESNEAULT
IMAGE COURTESY OF TBIT
It may seem like women will forever be plagued with the
unfair burden of popping pills to decrease the odds of an
unwanted pregnancy. However, researchers at the Yale
School of Medicine are currently looking into the molecular
processes that could either rev or halt the engines involved in
sperm motility and how those mechanisms could be altered to
potentially create a method of birth control for men.
Jae Yeon Hwang, associate research scientist from Dr. Jean-
Ju Chung’s lab at the Yale School of Medicine, is currently
carrying out research regarding male germ cells. “In a birth
process, the major two factors which can achieve new life are
the sperm and egg,” he said. “After the female reproductive
tract is inseminated with sperm cells, sperm simply migrate to
meet the egg and penetrate it.”
However, there is more to the story. After insemination, sperm
cells begin their journey to the egg and are met with diverse
female reproductive tract environmental factors. During this
journey, sperm cells obtain fertilizing abilities—a process
referred to as capacitation. This biological process triggers these
cells to develop a unique motility pattern called hyperactivated
motility, characterized by the beating of the flagellum, the tail
on the end of the sperm, at high amplitudes. “Hyperactivated
motility is triggered by an calcium influx,” Hwang said.
While researchers knew that calcium was essential for the
development of hyperactivated motility, they did not know
how the CatSper channel, a cation channel specific to sperm, is
expressed in the sperm tail. It was the work of this lab that built
upon knowledge of the previously discovered CatSper channel
to understand how it is arranged on the sperm tail. When
functional, CatSper allows for crucial calcium influx into
sperm cells, which results in hyperactivated motility. However,
if the CatSper channel is deficient, calcium cannot enter sperm
cells, which means that hyperactivated motility cannot be
triggered. This phenomenon results in male infertility.
Hwang’s work comes into play because the goal of his study
was to understand how the CatSper channel is linearly arranged
along the sperm tail. Without CatSperτ, a protein found on
the membrane of sperm cells, Hwang found that the linear
arrangement of the CatSper channel fails to occur, thus impairing
sperm hyperactivated motility and resulting in male infertility.
With the accomplishment of valuable research comes great
moments of pride. Hwang mentioned that while learning that
Cell Reports was going to publish his work was enough to
make him incredibly proud, what made him even happier was
reading the peer reviewers’ comments on his paper describing
how much they enjoyed reading his study. Realizing other
experts in his field valued the work he was doing, Hwang felt a
sense of pure fulfillment.
At the end of the day, this work has important implications.
Hwang said that a new method of male contraception could
theoretically be possible if they could block the CatSper channel
and associated proteins. Conversely, he also added that if someone
is having problems with fertility, the problem can be approached
using knowledge of the CatSperτ-CatSper relationship.
Looking into the future, with the help of the scientific
progress made by Hwang and his colleagues, we are getting
closer and closer to tremendous possibilities regarding the
manipulation of male germ cells. ■
10 Yale Scientific Magazine March 2022 www.yalescientific.org
Physics
NEWS
HELLO
HALOSCOPES
A new detection method
for dark photons
IMAGE COURTESY OF PIXABAY
BY ISABEL TRINDADE
Dark matter is known to permeate our universe, but its exact
nature has long remained a mystery. Now, new research
from the Wright Laboratory at Yale sheds light on the
presence of dark photons, a candidate for dark matter. The team,
led by Sumita Ghosh, a graduate student in the Department of
Applied Physics at the Wright Laboratory, developed new methods
of analyzing existing data sets from devices known as haloscopes,
which have previously been used to detect particles known as
axions. This new method of detecting dark photons could help
answer long-standing questions about dark matter.
Ghosh says that she had previously read about dark photons but
had not studied them in her research before. Her greatest motivation,
she says, coincided with the pandemic. “I couldn’t do my regularly
scheduled work anymore,” Ghosh said. Thus, she decided to focus
on this project combining algebra, probability, and coding, all
of which she could do at home. Ghosh was inspired by previous
research on dark photons, including two studies in particular: one
by Arias et al. on WISPy Dark Matter, and another by Caputo et
al., “Dark photons: a cookbook.” “[The Caputo paper] is absolutely
brilliant,” said Ghosh, “and inspired me to do a more rigorous job
on one of the experiments [she analyzed], the CAPP haloscope.”
This research is part of an ongoing scientific investigation into
the nature of dark matter. Previous astrophysical observations
indicate that around eighty-five percent of the matter in the
universe is dark matter, the nature of which is still, for the most
part, unknown. However, most of the previous research in dark
matter has pointed to certain characteristics of dark matter: it is
massive, stable, and manifests primarily through interactions with
the observable universe, particularly gravitational interactions.
One candidate for the basic, or elementary, dark matter particle is
the axion, which is identified using detectors known as haloscopes. A
haloscope is a device made of a strong magnetic field in a microwave
cavity, within which we search for signals matching the range of axion
frequencies. Haloscopes can also detect the presence of dark photons,
which are another dark matter candidate. Not much is yet known about
dark photons, but according to Ghosh, they are a possible “flavor” of the
photon and the mediator of a “dark electromagnetic force.”
“All particles in particle physics have parameters, including
mass, charge, and other properties with a numeric value,” said
Ghosh. Particles such as axions and dark photons, which we know
less about, have is a range of possible values for each property.
The combination of these ranges in vector form is known as the
parameter space. This study describes a procedure to convert
haloscope data from axion parameter space into dark photon
parameter space, thus allowing for more potential detection of
dark photons using haloscopes.
Dark photon fields can be uniformly or non-uniformly polarized,
both of which are considered in this study. “The method outlined
in this work for using a single cavity haloscope as a dark photon
detector may be applicable to any haloscope that employs a similar
analysis procedure,” Ghosh said. Regarding the viability of the dark
photon as a dark matter candidate, they have several mechanisms
that allow them to naturally produce relic abundance—the amount
of a particle that is still around after the Big Bang—of dark matter.
However, Ghosh said, “the motivation for dark photons is not
contingent on their comprising all of dark matter.”
This research is significant because there are many materials
that dark matter could consist of, each of which has a large
parameter space. “It’s important to try to narrow that down
faster than we’re currently able to,” said Ghosh. “Each
experiment built is so expensive, and it would be amazing if we
could make them all more productive by being able to interpret
the same data in many different ways.” Ghosh also noted
that, since the publication of her research, other researchers
have contacted her about ways to extend the results of their
experiments, paving the way for further exploration of other
particles beyond standard-model photons.
Future research in the direction of this study may include
potential improvements in the signal strength detected by the
haloscopes. In addition, the dark photon limits in the polarized
case may be enhanced by tailoring the method of conversion to
each haloscope experiment’s analysis method. “This technique will
be greatly enhanced by single photon detection, similarly to axion
detection,” Ghosh said. ■
www.yalescientific.org
March 2022 Yale Scientific Magazine 11
FOCUS
Environment / Climate Change
HAZARDS OF THE
HIMALAYAS
CLASH WITH TODAY'S
URBANIZATION
PROCESS
using maximum
entropy modeling
to combine multiple
hazards into a
single framework
BY DANIEL MA
The Himalayan region—Nepal, Bhutan,
and the India Himalaya—hosts not
only intrepid mountaineers but also
seventy-four million regular inhabitants.
Thirty-six million of them live in areas
susceptible to multiple natural hazards.
Yale researcher Jack Rusk, a graduate student
at the Yale School of the Environment
and the Yale School of Architecture who
works at the Karen Seto lab, led a project
whose machine learning model produced
that last statistic. When considering wildfires,
floods, and landslides as “hazards,”
forty-nine percent of people in the Himalayas
live in areas susceptible to more than
one of them—despite those areas only encompassing
thirty-one percent of the region’s
land. The model produced by Rusk
and his colleagues provides data on the susceptibility
of the Himalayas and allows geographers
to consider hazard management
in a new way, treating different hazards not
individually but all at once.
Achievements of the Model
Rusk’s study is a part of the Urban Himalaya
project, a NASA-sponsored
collaboration between Yale,
the University of British
Columbia, Kumaun
University in India,
and the International
Centre for Integrated
Mountain
Development
(ICIMOD), an
intergovernmental
agency
for the Himalayan
region.
The project
seeks to understand bidirectional connections
between Himalayan urbanization and
natural hazards: how natural hazards affect
urbanization and how urbanization processes
can induce or prevent further hazards.
Rusk’s model attempted to answer the
first half of that issue.
It took three years of adjustments to get
the final model, which considers the risks of
floods, wildfires, and landslides. Using historical
records of the hazards and known
environmental characteristics, the model
would produce a map of hazard susceptibility
for each variable, then combine those into
a single map for overall multi-hazard risk.
An initial difficulty for Rusk was that the
three hazards were tracked with different parameters.
For example, he had to compare
hazard intensity data in forms as different as
flood depth at a particular location and the
total volume of a landslide. There was also the
issue of non-reported data. If a hazard happens
in a less populated area, it is less likely
to be reported, skew- ing the
distribution to favor
more populated areas.
Additionally,
not all the factors
had data for the
same number
of years.
Furthermore, to have a single model incorporating
different hazards, one would
have to consider the same environmental
factors for each variable. The final paper
used ten environmental variables, some of
the more important ones being elevation, distance
to permanent water, type of land cover,
precipitation, slope, and soil type. Certain
variables may be correlated for some hazards
but not others, and not all of these would be
relevant for every hazard. For example, slope
has little to do with wildfires but is more associated
with landslides.
Hence, a multiple-hazard informed model
seemed implausible at first. Yet, these
considerations are necessary to understand
and improve life in the Himalayas, where
multi-hazard risk is present over the long
term and in the short term. Floods, wildfires,
landslides, and earthquakes commonly
cause each other, so hazard mitigation
teams need to be prepared to handle these
hazards simultaneously.
“You need to develop a framework for
hazard mitigation that describes the overlaps
and interactions between hazards,”
Rusk said. “Practices that are good for
managing the risk of one hazard might exacerbate
the risk of another.” For example,
clear-cutting land is a common hazard prevention
method for
wildfires—creating
a fire break. But
since trees stabilize
soil with
their roots,
denuding
a
piece of
land also
makes
it more
12 Yale Scientific Magazine March 2022 www.yalescientific.org
IMAGE COURTESY OF JACK RUSK
Map of multi-hazard risk in the Himalayas.
prone to landsliding, potentially
leading to disastrous outcomes.
Understanding the Results
IMAGE COURTESY OF JACK RUSK AND MEREDITH REBA VIA JENNY WONG
Priyankar Chand (center touching the tablet), and
Karen Seto (behind Chand) working with people in a
workshop.
www.yalescientific.org
Rusk ultimately found that maximum entropy
modeling would be the best for his data.
Maximum entropy modeling works by finding
the most uniform hazard distribution for
the entire region while accounting for the environmental
variables. This methodology has
several advantages. For one, it works without
knowing where hazards did not happen,
which negated the issue of inconsistent reporting.
Additionally, it can handle both categorical
and continuous environmental factors—for
example, specific types of soil and
total precipitation are both variables in the final
model. It also does not lose accuracy when
fed irrelevant or correlated factors, allowing
for a consistent set of factors to be used for
all three hazards. Finally, it outputs a single
probability for each hazard at each location.
This simple output allowed Rusk’s team to use
a consistent methodology for defining “risk”
for all three hazards, allowing them to combine
the three hazard maps into one. When
the model was constructed using a subset of
the historical data, it was able to predict patterns
in the rest, an early indication of success.
Rusk’s results must be placed in the
context of Himalayan urbanization patterns
to make sense. Himalayan urbanization
often occurs as micro-urbanization,
a term coined by Seto to describe
the growth of settlements that are small,
scattered, and removed from existing cities.
Tzu-Hsin Karen Chen, a postdoctoral
fellow at the Seto lab who collaborated
on Rusk’s study, attributes micro-urbanization
in the Himalayas to a feedback
loop initiated by road construction. “Villages
[near a road] will have a lot of
new products that are transported to
the market in the urban area, and
therefore they have more capital
to expand,” Chen said. Thus, people
flock to settlements in
thin, fertile valleys
that are
convenient
places
for expanding existing
cities and optimal places to lay
roads leading to them.
However, these valleys are also the most hazardous
parts of the Himalayas. Their moist,
fertile soils take less water to saturate in a flood.
Their steep hillsides and low elevation make
them prone to landsliding, especially as settlement
on the valley bottoms forces people
to move up the hills and cut terraces for arable
land. These valleys also have hotter temperatures
than higher elevations do, making them
more prone to wildfires during droughts.
And yet, millions still inhabit these hazardous
areas. “There are reasons to be near
these urban agglomerations that aren’t related
directly to the presence of hazards—
access to education, access to healthcare,
access to the money economy,” Rusk said.
People choose these opportunities for socioeconomic
mobility, despite the hazards, in
the hopes of connecting with a wider world.
Where Do We Go From Here?
Rusk is the first to admit that his work
would have been impossible without his
fellow researchers physically located in the
Himalayas. “I’ve been humbled by the opportunity
to work with such an amazing
group of collaborators,” he said. Truly understanding
the impacts of hazards requires
talking to people where they happen; machine
learning models can only go so far
since they don’t explain why hazards happen
in certain patterns or how
they affect people.
“In all of this work,
you just have to
shuttle between largescale
patterns and everyday life
on the ground,” Rusk said.
The Yale team’s next project will zero in
on how urbanization changes the landscape
locally and affects hazards—the second
part of the Urban Himalaya project’s
overall goal. “We have one map that assesses
overall hazard patterns across the past
three decades,” Chen said, referring to the
output of the current model. “But now we
want to have a map for every year, from
1992 to the present.” These maps will allow
the researchers to see both hazards and urbanization
change together.
And humans are not only changing the
environment on a local scale but also on
a global scale. As climate change increases
extreme precipitation and lengthens
droughts, existing hazards will also grow
in frequency and destructiveness.
Managing multi-hazard risks requires
the coordination of normally independent
national governments, local agencies
managing separate hazards, and individuals
alike. Rusk’s group has helped illustrate
what progress can be made with an integrated,
multi-talented team looking at the
big picture. Now it is time to do the same
back on the ground. ■
ART BY DANIELLE DE HAERNE
ABOUT THE AUTHOR
Environment / Climate Change
DANIEL MA
DANIEL MA is a junior History and Ecology & Evolutionary Biology double major in Franklin College.
In addition to writing for YSM, he plays for Yale’s quiz bowl team and is an executive editor of the Yale
Historical Review. He is also a historical geography research assistant at the Digital Tokugawa Lab under
Dr. Fabian Drixler.
THE AUTHOR WOULD LIKE TO THANK Jack Rusk and Dr. Tzu-Hsin Karen Chen for the time they
offered to be interviewed and their general enthusiasm about their research.
FURTHER READING
Rusk, J., Maharjan, A., Tiwari, P., Chen, T.-H. K., Shneiderman, S., Turin, M., & Seto, K. C. (2022). Multi-hazard
susceptibility and exposure assessment of the Hindu Kush Himalaya. Science of The Total Environment,
804, 150039. https://doi.org/10.1016/j.scitotenv.2021.150039
Grainger, C., Tiwari, P. C., Joshi, B., Reba, M., & Seto, K. C. (2021). Who is vulnerable and where do they
live? Case study of three districts in the Uttarakhand region of India Himalaya. Mountain Research and
Development, 41(2). https://doi.org/10.1659/mrd-journal-d-19-00041.1
FOCUS
March 2022 Yale Scientific Magazine 13
FOCUS
Linguistics / Social Neuroscience
MODELING MINDS
The "theory of mind" in linguistic communication
BY KATRINA
Consider a Thanksgiving dinner
where your mother asks you to set
the table. She tells you to put out the
square plates, the nice water glasses, and
the large napkins. But when you go into
the kitchen, you find that there are multiple
square plates, you have forgotten which
glasses your mom likes, and the napkins are
all the same size. You guess which ones she
wants and bring them all out. Unfortunately,
all your guesses were wrong. You’ve let your
mother down. And now Thanksgiving is off
to a highly traditional start—all because of
an issue in communication.
Communication is fundamental to the
functioning of our society, but too many of us
often fail to use it effectively in our interpersonal
interactions. Researchers in psychology like
Yale University’s Julian Jara-Ettinger and the
University of Oslo’s Paula Rubio-Fernandez
are deep in the weeds trying to understand
what underlies this miscommunication. Most
recently, they have focused on studying how
our minds use linguistic communication to
reference objects. Through their research, they
hope to learn how we come to know what is in
another person’s mind.
STARBIRD
The Experiment
In a series of three experiments, Jara-
Ettinger and Rubio-Fernandez presented
participants with a virtual trackpad that
has four quadrants, each containing an
object. For the first two experiments,
this object is a simple shape. Its size and
color vary from quadrant to quadrant.
Participants also see a line of text that
refers to one of these objects—for instance,
“the rectangle”—and are expected to
click on that object. The participants
are informed that these directions are
written by someone who cannot see the
contents of one of the four quadrants (‘the
director’). The participants’ mission is to
deduce where the blindspot is. Variations
in the words used to indicate the target
object may give clues.
Consider a situation in which there
are two rectangles of different colors on
the screen, but one of them lies within
the director’s blindspot. The director will
indicate “the rectangle” rather than “the
blue rectangle” because it does not know
it needs to distinguish between colors,
only between shapes. This principle
of not giving more information than
necessary is known as a Gricean maxim
of communication.
Each time after selecting the target
object, participants also identify the
quadrant they believe constitutes
the blindspot. They indicate their
confidence about both choices by
clicking closer or further away from
the center of the screen, which would
indicate complete uncertainty.
Rubio-Fernandez explained that
the research team wanted to create an
experiment that would ask people to
work through linguistic ambiguity in the
same manner that they would encounter
ambiguity in the world. “They use what
the other person knows, which objects
they know about, and take into account
whether or not the other person uses
adjectives contrastively or not,” Rubio-
Fernandez said. “These three factors
should allow someone with good social
cognition to figure it out.”
In the first experiment, the directions
describe the target objects with adjectives
regarding their shape and color. These are
considered absolute adjectives because
they have a fixed meaning—a “red cup”
looks red regardless of what color the
cups around them might be. The second
experiment repeated the process of
the first but used size adjectives with a
relative meaning. For example, when
told to retrieve a “small cup,” one would
return with different cups depending on
how big the surrounding cups are.
The second trial had an additional layer
of uncertainty. The directions in this trial
had some unknown propensity to use
adjectives even though they would not be
helpful in distinguishing between possible
targets. For example, the director may ask
for “the small triangle” even when there
is a display of all different shapes. This
conditions the participant to believe that
the director uses adjectives like “small”
where it is not necessary. Therefore, if the
display later shows a new arrangement of
shapes and asks for “the small rectangle,”
14 Yale Scientific Magazine March 2022 www.yalescientific.org
Linguistics / Social Neuroscience
FOCUS
the participant cannot know whether the
word “small” is being used to contrast one
rectangle from a second, thus making it
harder to pinpoint the blindspot.
The third experiment replicated this
experimental paradigm with real world
objects rather than simple colored shapes.
Models of the Mind
To understand how participants used
language to identify the blindspot, the
experimenters created two probabilitybased
computer models that would go
through the same trials as the human
participants. They based these models on
two different theories of how a person
might try to approach the task.
The first model was based on a concept
in psychology known as the “Theory of
Mind”. Jara-Ettinger explained the model in
terms of our interview conversation. “You’re
representing what's happening in my mind,”
he said. “When you're talking with me, you
realize that I'm not just some regular object
like a glass of water on a table. You have a
very strong sense that there's a mental life
inside of me. It’s not just a curiosity; it's what
you use to make sense of my behavior.”
“Theory of Mind” is the process of
internally modeling the mental life of
another. “It's a huge space of possible
things that range from you knowing
nothing to you knowing everything to
you knowing some parts of things," Jara-
Ettinger said. "Then I can figure out, 'okay,
so under which states of knowledge would
your words make sense?’”
The first model, then, included three
parameters: the random chance that
the target object would be in the chosen
quadrant (a one in four probability), the
increased random chance that it would
be in one of the quadrants visible to the
director (a one in three probability), and
the probability that the director was using
as few adjectives as possible. The model
calculated the last parameter based on the
director’s word choice in each experiment.
This last probability factor allows it to
consider the likelihood that the director
is using adjectives unnecessarily, thus
presenting a model of the director’s mind.
The second model, or the “deductive”
model, is much simpler. It used only basic
logic like “the blindspot cannot be one
of the indicated squares” to identify the
blindspot. Because this model lacks the
final probability factor from the “Theory
of Mind” model, it can only reverse
engineer the director’s intent. It does not
imagine the set of possible beliefs that the
director could have. Rather, it identifies
which quadrants the director can see to
guess which quadrant is out of their sight.
Our Minds
Jara-Ettinger and Rubio-Fernandez
found that the “Theory of Mind” model
was a great fit for the data derived from
human trials across all three experiments,
while the “deductive” model was not. Both
the “Theory of Mind” model and human
participants were relatively successful at
locating the director’s blindspot. The high
correlation between “Theory of Mind” and
data from human trials suggests that it is
likely that people use “Theory of Mind” in
their everyday lives.
ABOUT THE AUTHOR
IMAGE COURTESY OF JULIAN JARA-ETTINGER AND PAULA RUBIO-FERNANDEZ
Participants identified a single object indicated by the prompt (here: “The triangle”). On the third grid, (L)
represents where participants tapped for the first prompt, (R) represents where participants tapped for the
second prompt, and (B) represents where they believed the director’s blindspot was located.
ART BY NOORA SAID
Jara-Ettinger said the results give us
reason to marvel at the power of our
minds. “If we designed the model to
make the best possible inferences it can
and participants are giving you identical
answers, it seems that on average,
participants are also giving you the best
possible inferences,” he said.
But what does this mean for daily
communication? If people are, in
fact, relatively good at determining
another’s blindspots, why is it that we
miscommunicate so many times each day?
“It’s very surprising because it seems
that one of the most salient things for
us is that in conversation, we get each
other wrong,” Jara-Ettinger admitted.
But he then reoriented the question:
“Yes, we do get things wrong, but we also
just take for granted how often we get
things right. We’re just so used to getting
inferences very quickly that we just kind
of ignore those.” ■
KATRINA STARBIRD
KATRINA STARBIRD is a junior in Timothy Dwight College majoring in Earth and Planetary
Science. She studies natural resource science and policy, is a research assistant for Professor Justin
Farrell, and is a member of the Independent Party of the Yale Political Union.
THE AUTHOR WOULD LIKE TO THANK both Julian Jara-Ettinger and Paula Rubio-Fernandez for
their time in explaining their research and for their sparkling conversations.
FURTHER READING
Jara-Ettinger, J., & Rubio-Fernandez, P. (2021). Quantitative mental state attributions in language
understanding. Science Advances, 7(47). https://doi.org/10.1126/sciadv.abj0970
Keysar, B., Lin, S., & Barr, D. J. (2003). Limits on theory of mind use in adults. Cognition, 89(1), 25-41.
www.yalescientific.org
March 2022 Yale Scientific Magazine 15
FOCUS
Immunobiology
ART BY SOPHIA ZHAO
Amid the COVID-19 pandemic, a figure crawls from the darkness. Born
from the collaborative efforts of investigators at the Yale School of Medicine,
he represents a crucial scientific weapon for COVID-19 researchers—a
bridge between understanding the disease and effectively treating it. He is
a hero that wears no cape, and his name…is Mr. G.
Okay, his full name is MISTRG6.
And he is a mouse.
16 Yale Scientific Magazine March 2022 www.yalescientific.org
Immunobiology
FOCUS
Who is Mr. G?
Mr. G is a genetically engineered mouse
with a human-like immune response to
COVID-19: through him (and mice like
him), researchers may be able to better
test both existing and new potential treatments
against the virus. Mouse models
like Mr. G can be crucial to answering key
questions about how the virus works and
how we can combat it.
Over four hundred million cumulative
cases of COVID-19 have been recorded
in the past six months. Roughly eighty
percent of them have been classified as
“mild”. The remaining twenty percent of
cases are “severe,” with symptoms including
respiratory failure, blood clotting, and
multi-organ dysfunction.
Why do some people experience only
mild cases while others face life-threatening
ones? Through Mr. G, Yale School of Medicine
Sterling Professor of Immunobiology
Richard Flavell and Esen Sefik, a post-doctoral
fellow in his lab, aimed to find out.
“Some [COVID-19 treatments] worked
in a subset of patients, but not all of them,”
Sefik said. “There were a lot of unknowns
at the time, and we thought that if we had a
model, we could help.”
The Challenges of an Animal Model
Scientists have traditionally relied on
animal models to evaluate the safety and
efficacy of vaccines and antiviral candidates.
However, while a plethora of animals
– ranging from rabbits to primates – have
been studied for their immune response to
SARS-CoV-2, no standard laboratory animals
have developed the severe respiratory
failure, organ failure, or cytokine storms,
which are intense inflammatory processes,
seen in severe human cases. Some animals
barely show any symptoms.
But the lack of symptom overlap with
humans does not mean that these animal
models lack usefulness as a starting
point for study. Animals are affected by
SARS-CoV-2; the difference merely lies
in how they respond. With this in mind,
if researchers could alter the response of a
COVID-infectable species to match the human
immune response, they could create a
suitable animal model to study the disease.
Of the animal species that do get infected,
mice stand out as the most promising
for this type of study. Mice have
been used in biomedical research for
nearly a century, and, as a result, scientists
understand their physiology with
near genomic-level precision. We also
share about ninety-five percent of our
DNA with mice, so our biological responses
to disease are typically similar
enough for findings to be translatable to
humans. In addition, practically speaking,
mice are small, easy to transport, and
have a fast reproduction time with an accelerated
lifespan, making them incredibly
cost-effective and efficient for studying
infectious disease processes.
However, the differences in the immune
response to COVID-19 between
humans and mice still represent a major
obstacle for researchers. In humans, inhaled
SARS-CoV-2 travels to the alveoli
in the lungs, where the exchange of carbon
dioxide for fresh oxygen in the blood
occurs. There, the virus hooks onto a
protein called the angiotensin-converting
enzyme type 2 receptor (ACE2), which
provides an entry point into the alveolar
cell lining. Once taken in, the virus
breaks the cell apart, releasing millions
of new viral particles and inflammatory
cytokines. These cytokines cause plasma
and immune cells in the blood to leak
into the alveoli, blocking gas exchange
and causing fluid buildup in the lungs.
However, unlike humans, standard laboratory
mice infected with SARS-CoV-2
do not show major signs of infection.
This is partly because the ACE2 receptor
in mice is structurally different from the
ACE2 receptor in humans, enough so that
SARS-CoV-2 generally cannot effectively
bind to the mouse receptor, enter alveolar
cells, and cause chronic infection. To
address this difference, Flavell and Sefik
turned to Akiko Iwasaki, the Waldemar
Von Zedtwitz Professor in the Department
of Immunology at Yale, who found
a way to use gene therapy to induce mice
to transiently express the human version
of ACE2. By delivering the human-ACE2
gene through a mild adeno-associated virus
(AAV) injected into the trachea, her
team successfully transferred the gene
into cells into the lung tissue of mice.
“Humanizing” a Mouse
While mice with just the human-ACE2
gene get sick, they do not necessarily exhibit
severe COVID-19 symptoms. The
immune systems of mice and humans are
just different enough that “humanized
mice,” or mice adapted to have a human
immune system, have become crucial
HUMANIZING MOUSE
MODELS By Ryan Bose-Roy
www.yalescientific.org
March 2022 Yale Scientific Magazine 17
FOCUS
Immunobiology
tools in studying the clinical applications
of anticancer and anti-HIV drugs. Thus,
Flavell and Sefik teamed up with Iwasaki
to develop a mouse with both the human
receptor to SARS-CoV-2 and the human
immune cells for disease response.
“Humanizing” the mouse immune system
occurs by taking progenitors of human
immune cells and injecting them into
a mouse. This technology is decades-old,
and Flavell, along with Markus Manz and
Regeneron Pharmaceuticals, have been
pioneering work in this field for years. To
create Mr. G, Flavell’s lab took a variety
of human hematopoietic stem cells from
fetal liver, cord blood, and adult blood and
injected them into the liver of an immunocompromised
baby mouse. Once the
mouse was eight weeks old, the stem cells
had differentiated to yield a system of human
immune cells.
Ordinarily, the mouse’s immune system
would recognize these human stem
cells as ‘foreign’ and reject them. To preemptively
address this issue, the researchers
first genetically modified the mice
when they were still clumps of embryonic
stem cells: several mouse genes were replaced
with human genes coding for proteins
that would support humanization.
The names of these ‘humanization’ proteins—M-CSF,
IL3, SIRPα, THPO, RAG2,
and IL2Rγ—can be combined to form the
acronym MISTRG, or, more concisely,
the name of our hero, Mr. G.
Once the human immune cells were
grafted, the human-ACE2 gene was
injected into Mr. G’s neck so that his
lungs would respond appropriately to
COVID-19. And after 14 additional days
of waiting, Mr. G’s “humanization” process
was finally complete.
These responses are virtually unobserved
in normal mouse models.
“As we learned more about
[COVID-19] and the patient data kept
coming, macrophages and monocytes
seemed to be at the center of pathology,”
Sefik said. “If you look at other humanized
animal models, unfortunately, most
of them lack these cells.”
Why does replacing mouse immune
cells with human ones produce such adverse
outcomes? Sefik hypothesized that
human cells contribute in a unique way.
“The way that human immune cells respond
to the virus and produce antibodies
results in delayed viral clearance, and so the
virus also stays longer,” she said. In standard
laboratory mice, COVID-19 infection
peaks in two days and goes away after four.
In Mr. G, the infection lasts over a month,
making it a chronic infection.
To test the effectiveness of different
vaccines and antiviral therapeutic agents,
Flavell and Sefik treated Mr. G with human
monoclonal antibodies collected
from patients by Michel Nussenzweig, an
immunologist at Rockefeller University.
They found that administering human antibodies
to Mr. G eight hours before infection
blocked his excessive weight loss and
reduced the amount of infectious SARS-
CoV-2 to undetectable levels. However,
when these anti-COVID-19 antibodies
were administered after infection as a therapeutic
practice, the effect was much less
pronounced, and the mice still exhibited
some, albeit milder, symptoms.
Finally, Flavell and Sefik tested the
ABOUT THE AUTHOR
effect of dexamethasone, a potent immunosuppressive
steroid currently used to
treat patients with severe COVID-19 infection.
They found that dexamethasone
administration for mice like Mr. G, as in
humans, worked best if delivered during
a specific window of time when the immune
system was activated for long
enough to fight infection but not too long
to cause infection.
Mr. G: More than a Mouse
Flavell and Sefik’s research, done in collaboration
with Iwasaki and several other
researchers in and outside of Yale, is crucial
in developing means to better understand
and treat SARS-CoV-2 infection. Nevertheless,
much work remains to be done. Mr.
G’s effectiveness as a model organism is still
limited. “We have a good representation
of monocytes and macrophages [immune
cells], which is great, but we don’t have all
the cell types in place,” Sefik said. “We are
not going to see all the pathologies that we
need.” For instance, Mr. G does not exhibit
blood clotting, a common symptom found
in patients with severe COVID-19.
Regardless, Mr. G does bear many of
the same viral and therapeutic responses
to different COVID-19 variants as humans.
His creation represents a major
milestone for researchers aiming to understand
and treat the virus. Mr. G will scurry
down the path of SARS-CoV-2 infection,
sniffing out vaccines and antiviral drugs to
save human lives. ■
RYAN BOSE-ROY
Mr. G on the Battleground
While the concentration of infectious
SARS-CoV-2 in normal mice is quite low,
the viral concentrations in Mr. G are comparable
with the high levels found in severe
human cases. “It’s a good model to
start with, and it is already telling us a lot
about how we can go about treating the
disease,” Sefik said. Physiologically, Mr. G
exhibits the same COVID-19 symptoms as
severely ill humans: fibrosis, weight loss,
and a heightened, persistent inflammatory
immune response that damages tissues.
RYAN BOSE-ROY is a sophomore in Trumbull majoring in “Something we’ll figure it out.” In
addition to writing for YSM, Ryan works the Trumbull buttery shift on Sunday nights, where he
delights in making quesadillas and regaling customers with stand-up bits while taking their orders.
THE AUTHOR WOULD LIKE TO THANK Dr. Esen Sefik for her wonderful insights on developing
humanized mouse models to study COVID-19, as well as for her time and enthusiasm about
her research. The author would also like to thank, both upon Dr. Sefik’s request and of his own
accord, Dr. Richard A. Flavell, Dr. Akiko Iwasaki, Dr. Michel Nussenzweig, Dr. Haris Mirza, and
the other authors of the paper. Dr. Sefik requested acknowledgement from Yale EHS for their
extensive assistance in providing space, resources, and training during difficult circumstances.
FURTHER READING
Rongvaux, A., Willinger, T., Martinek, J., Strowig, T., Gearty, S. V., Teichmann, L. L., Saito, Y.,
Marches, F., Halene, S., Palucka, A. K., Manz, M. G., & Flavell, R. A. (2014). Development and
function of human innate immune cells in a humanized mouse model. Nature biotechnology,
32(4), 364–372. https://doi.org/10.1038/nbt.2858
18 Yale Scientific Magazine March 2022 www.yalescientific.org
Ecology / Environment FOCUS
THE META GUT
Conservational clues provided by hippo poop
As it turns out, hippo excrements contain multitudes. In fact, the organisms that live in
feces may be powerful enough to influence an entire ecosystem.
BY HANNAH SHI AND RISHA CHAKRABORTY
Conservation ecology is on
everyone’s mind today and with
good reason. With global warming
and imminent extinctions making daily
news, the preservation of ecological
biodiversity has never felt more urgent.
To this end, conservation ecologists have
made an effort to identify the key players
in the most ecologically diverse ecosystems
in the world, hoping to find clues about
the relationships between organisms
and nonliving factors that make such
ecosystems high-functioning.
Kenya’s Mara River Valley is a prime
example. The fish, birds, and hippos in the
Kenyan Masai Mara are interdependent
for survival, but recent evidence suggests
researchers have overlooked the key players:
microbiota. The ecological stability of the
Masai Mara is characterized by the relationship
between these two biotic spheres, described by
community coalescence
theory. The
basis of this relationship, as it turns out, can be
found in hippo poop.
The Meta-Gut
Thousands of hippos in Kenya’s Mara
River Valley excrete an estimated 9.3 tons
of feces each day. This waste contains gut
microbiomes with trillions of bacteria and
archaea, which may even function outside
the animal itself. Christopher Dutton
GRD ‘19, a postdoctoral associate in the
Department of Ecology and Evolutionary
biology at Yale, and collaborators such
as Amanda Subalusky GRD ‘16, who
is also a postdoctoral associate in the
same department, have found that the
microbiome of hippos may play an
unanticipated role in regulating biological
and chemical processes within their larger
ecosystem. “Is it possible
that these pools
could actually,
in a way, be functioning like an extension
of the hippo gut?” Dutton said. “It’s kind of
crazy to think that gut microbiota can be
driving what’s happening in this whole river.”
This continual exchange of organic matter
between hippos and their environment has
led to the proposition of a novel conceptual
framework known as the “meta-gut.”
Hippo Pools: What Makes Them Special?
All animals carry specialized
microorganisms in their digestive tract,
which help facilitate biologically essential
processes such as the metabolism of
carbohydrates and the synthesis of amino
acids, fatty acids, and vitamins. As hippos
wallow in the Mara River, they unload their
gut microbiota through the excretion of
waste, introducing
nutrients and microbes
into the river. The metagut
suggests that this
continual loading
of organic matter
results in an
environmental
patch within an
ecosystem that
shares similar
characteristics
to the gut
environment of
the host animal.
In other words, the
river ecosystem inherits
characteristics of the
hippo gut.
www.yalescientific.org
ART BY LUNA AGUILAR
March 2022 Yale Scientific Magazine 19
FOCUS
Ecology / Environment
A small-sized photo of hippos fighting.
Even without expensive genomic
technologies, Dutton and his colleagues had
deduced that the constitution of the pools
that had high hippo density – high-subsidy
hippo pools – differed from pools further
upstream. High-subsidy hippo pools were
anoxic, or oxygen-depleted, with higher
concentrations of methane, hydrogen
sulfide, and minerals such as magnesium
and calcium, as well as lower concentrations
of oxygen and nitrates (compared to the
oxic conditions of low-subsidy hippo
pools and the Mara River itself). Genomic
technology allowed the researchers to
correlate these findings with the microbial
communities found in both the hippo gut
and high-subsidy hippo pools and
identify the key
PHOTO COURTESY OF CHRISTOPHER DUTTON VIA JENNY WONG
microbes causing these biochemical
differences in the pools.
Specifically, Dutton and his colleagues
used 16S rRNA sequencing technology to
compare RNA genomes across samples
from areas in the Mara River with high
and low hippo population density. 16S
rRNA sequencing confers two benefits over
other sequencing technologies. First, each
organism has 16S rRNA specific to its species,
making the 16S rRNA a highly-identifiable
label. Second, since rRNA itself is a relatively
short-lived biological molecule like RNA,
researchers were able to characterize which
members of the microbial communities
in hippo feces actually play active roles in
shaping the ecosystems the hippos inhabit.
Hippo Gut Influences on the
Biogeochemical Cycles of the Mara
The idea of the meta-gut may
revolutionize our understanding
of the abiotic and biotic
components in an
ecosystem. Within highsubsidy
hippo pools,
certain biochemical
differences were clear. For
one, active microbial
communities common
to the hippo gut and
hippo pools were
strongly associated
with higher concentrations
of biochemical oxygen demand,
methane, nitrous oxide, and
hydrogen sulfite, suggesting that
hippo gut microbes may be driving these
chemical changes in the river. Secondly, as
tons of hippo feces sink into the water, the
river environment becomes anoxic. This
chemical change may allow for the successful
transfer of hippo microbiota into the river,
and survival after, as microbes from within the
gut are adapted to anaerobic environments
present in the digestive tract of animals.
As this organic unloading occurs, the
microbial communities from the hippo gut
can colonize the digestive tracts of other
animals, including fish and insects, in the
Mara River Valley. Multiple species of fish
in tropical rivers consume hippo feces and,
in doing so, may participate in the larger
meta-gut. “If some of the hippo microbiota
is colonizing the guts of fish and insects,
you have to start asking yourself questions
like, ‘Is it possible that the fish that are living
with hippos and consuming their feces are
somehow gaining some type of physiological
advantage from the gut microbiota that they’re
taking?’” Dutton asked. If such processes are
possible, migrating gut microbiota from
one species to another can confer important
biological advantages for adaptation.
Hippo Pools Over Time and Space
These biological advantages and the
meta-gut itself are not constant over time.
Characterizing the hippo pool microbiome
before and after flushing flows (large
torrents of water that essentially recycle
the water of the hippo pools) showed that
the hippo pool’s microbiome best matched
the hippo gut’s microbiome in the intervals
between flushing. Evidently, it takes time for
the meta-gut to be established. Moreover,
the flushing flow experiment also provided
clues to how the hippo pools impacted
upstream parts of the river. Directly after
flushing, the hippo pools most resembled
the upstream river regions, indicating that
there are some innate free-living microbial
communities that are common in all parts
of the river. However, the microbes that
most contributed to the biochemical and
ecological stability of the high-subsidy
pools were directly derived from hippo
feces and were largely contained to the
hippo pools.
The Hippo Gut and Ecological Stability
Thus, there’s more to the Masai Mara hippos
than meets the eye. When hippos and their
20 Yale Scientific Magazine March 2022 www.yalescientific.org
Ecology / Environment
FOCUS
Subalusky Picnic Rock Hippo Pool.
neighbors swim around in feces, not only
are the animals propagating their own gut
microbiota but that of an entire ecosystem.
Our current understanding of ecosystems, and
the organisms that comprise the biodiversity
of the ecosystem, are largely limited to what
we can see and touch. However, the team’s
work with the hippos’ gut microbiota, and
consequently, the river ecosystem microbiota,
point to the importance and ubiquity of
microorganisms. Without them, the entire
river ecosystem could collapse. “When species
cohabitate, I think it’s really important that we
acknowledge that every organism living in
the Masai Mara is sharing their microbes,”
Dutton said. “The more diversity you have
on the landscape, the more of a chance that
you’re going to get the correct colonization in
your gut that helps you survive.”
But even if the hippo meta-gut is crucial
to the river ecosystem, why should this
matter to us? If the ecosystem functions,
as far as the planet-conscious person is
concerned, there isn’t much harm. And yet,
the preservation of biodiversity, beyond
just the preservation of ecosystems, is one
of the central goals of ecology. Dutton
explained the difference between a partially
functioning ecosystem and an effectively
functioning ecosystem. “Biodiversity is
so important, specifically [when we’re]
looking at the effective functioning of
ecosystems,” Dutton said. “When we throw
ecosystems out of whack, that’s when we
start to get these problems of excess carbon
in the atmosphere from CO2, methane,
PHOTO COURTESY OF CHRISTOPHER DUTTON VIA JENNY WONG
and nitrous oxide.” Thus, the preservation
of the gut microbiome of the larger species,
like hippos and beavers, in the Masai Mara
is just as important to the functioning of
geochemical systems as the preservation of
the observable species themselves.
Future Steps
Next, Dutton wants to specifically identify
the taxa of the hippos’ gut microbiota
involved in nitrogen and carbon recycling
that ultimately contribute to the growth
and survival of plants, animals, and our
planet. He will work with the hippos at an
ABOUT THE
AUTHORS
experimental stream facility at Disney and
do detailed sampling of the biochemistry in
microbial communities. Specifically, Dutton
is excited about using metatranscriptomics,
a technique that sequences the active
genetic code in a cell to indicate what
functions the cell is carrying out in realtime.
Identifying the communities of
microbiota that are functioning will enable
the team to distinguish between the species
that are present in the feces and those that
play significant roles in the functioning of
the meta-gut ecosystem.
Ultimately, the hippo meta-gut is a
microcosm of all ecosystems, where
the role of the microbiota has been
largely underestimated. The respective
focuses of ecologists and microbiologists
studying this have been largely divergent
until the concept of meta-guts was shown
to be critical to the geochemical cycles
that improve the welfare of the entire
ecosystem and, ultimately, the entire
planet. Thus, as we focus on the warming
of the planet and the accumulation of
carbon in the atmosphere, we must
consider the preservation of biodiversity,
from the smallest species to the largest.
Though it might seem unexpected to
think that part of the solution to climate
change and ecological preservation
is lodged in hippo poop, a better
appreciation of the interspecies relations
in an ecosystem and the roles
they play will fill a critical
gap in our understanding
of life on our planet. ■
HANNAH SHI &
RISHA CHAKRABORTY
HANNAH SHI is a junior majoring in Molecular, Cellular and Developmental Biology and the
History of Science, Public Health, and Medicine. In her free time, Hannah enjoys dancing and
growing houseplants in her dorm room.
RISHA CHAKRABORTY is a first-year Neuroscience major prospect in Saybrook College.
In addition to writing for YSM, Risha plays trumpet for the Yale Precision Marching Band
and Undergraduate Jazz Collective, volunteers for HAPPY (Hypertension Awareness and
Prevention Program at Yale) and researches Parkinson’s Disease at Chandra Lab in the School
of Medicine. She enjoys cracking jokes and having philosophical discussions with her friends
and taking Choco Pies from her PL Jenny at the Asian American Cultural Center.
THE AUTHORS WOULD LIKE TO THANK Christopher Dutton for his time and enthusiasm
about his research.
FURTHER READING
Castledine, Meaghan, et al. “Community Coalescence: An Eco-Evolutionary Perspective.”
Philosophical Transactions of the Royal Society B: Biological Sciences, vol. 375, no. 1798, 23 Mar.
2020, p. 20190252, 10.1098/rstb.2019.0252. Accessed 27 May 2021.
www.yalescientific.org
March 2022 Yale Scientific Magazine 21
FOCUS
Molecular Biology
ART BY ANN-MARIE
ABUNYEWA
How does soil organic matter help crop growth?
BY SHUDIPTO WAHED AND HANNAH BARSOUK
Water, sunlight, and a spoonful
of sugar: a simple recipe that
sustains much of life on Earth.
Plants and other organisms famously use
photosynthesis to convert light into the
chemical energy that drives their lives.
Central to this process is a protein complex
called photosystem II (PSII), an enzyme that
captures photons of light and breaks down
water to release oxygen and protons.
Scientists have been interested in PSII
since its discovery in the 1960s. Its relevance
stems from the applicability of principles
learned from biological solar fuel production
to many fields, including synthetic
photocatalysis, crop optimization, as well
as evolutionary biology. Professor of Chemistry
and Director of the Energy Sciences
Institute Gary Brudvig has been studying
photosynthesis for well over forty years. “His
group has in many ways pioneered a lot of
our most basic understanding of photosystem
II,” said Christopher Gisriel, a current
postdoctoral associate at the Brudvig lab. By
the 1980s, researchers had identified a photosynthetic
cyanobacterium that they could
easily genetically modify. Studying this species,
Synechocystis sp. PCC 6803 (Syn.6803),
provided useful insights into PSII’s photosynthetic
mechanism, such as the specifics
of water oxidation and electron transfer.
What scientists could not do, however,
was solve the molecular structure of this
species’ PSII protein. For biological proteins
and enzymes, function is considerably affected
by three-dimensional structure, like
how a house-key works because of the proper
arrangement of its grooves and how they fit
within the lock. Because water oxidation is
highly complicated, the lack of high-resolution
structures to guide functional investigation
has meant that many aspects of it remain
unclear. “So basically, we’ve been going in
somewhat blind,” Brudvig explained. “If you
try to do structure-function studies with no
structure, you’re kind of on thin ice.”
In an effort to fill in this gap, at the beginning
of 2022, Gisriel and Brudvig’s team published
a Proceedings of the National Academy of
Sciences (PNAS) study reporting the first cryo-
EM structure of PSII from Syn. 6803. To the
authors’ surprise, there were a number of differences
in the PSII structure compared to its
previously presumed architecture, underscoring
the need to re-examine previous data using
this new structural blueprint. Not only do
their findings challenge several time-honored
notions about PSII’s mechanism of action, but
the reported structure also provides a basis for
introducing tiny changes in the protein to unlock
the mysteries of biological photocatalysis.
The Troubled Heart of Photosynthesis
Much of our knowledge of PSII can be
attributed to site-directed mutagenesis
22 Yale Scientific Magazine March 2022 www.yalescientific.org
Molecular Biology
FOCUS
VISUALIZING
THE HEART OF
PHOTOSYNTHESIS
Using photosystem II, a photosynthetic enzyme, to help
solve the mysteries of solar fuel production
experiments – in which targeted changes
are made to DNA – conducted in the last
fifty years. In these specific experiments,
scientists introduced mutations in the
PSII gene to assess the role of individual
amino acids, which comprise proteins, in
the enzyme’s function. These studies have
almost entirely been performed using Syn.
6803 cyanobacteria, which can survive
with altered PSII if supplemented with
glucose. This makes it an ideal model organism
for mutagenesis because in many
other species, mutations in PSII often led
to cell death, leaving researchers unable to
investigate function further.
However, the molecular structure of
PSII in Syn. 6803 had remained unsolved
because the organism is sensitive to the
harsh conditions required for techniques
like X-ray crystallography, which is used to
elucidate molecular structures. To this day,
the only reported structures for PSII have
come from thermophilic cyanobacteria, organisms
that thrive in high temperatures.
However, they are poor model organisms
for mutagenesis experiments due to their
intolerance of growing with altered PSII.
“All this work has been going on in parallel–mutagenesis
in organisms with no
known structures, and structural determination
in thermophiles that could not
be mutated,” Brudvig said. “People just assumed
that they were all the same and that
they could use the thermophile as a basis
for structure.” Scientists have therefore been
forced to proceed with this assumption to
interpret their functional data.
www.yalescientific.org
But this approach may not be truly justified.
Firstly, there are obvious differences in
the DNA sequences of the PSII genes from
mesophilic and thermophilic organisms,
which implies diverging structure and function.
Moreover, membrane proteins from
mesophilic and thermophilic organisms are
generally known to have different molecular
characteristics. Thus, the study of PSII
function is greatly limited by the lack of a
high-resolution structure for the model organism
from which most biophysical data
comes: Syn. 6803.
A Structural Blueprint
Large, often unstable, protein structures
like PSII from Syn. 6803 are difficult, if not
downright impossible, to crystallize for use
in X-ray crystallography experiments. But
there is now an alternative technique to
visualize this three-dimensional structure:
cryo-EM. Single-particle cryo-EM bombards
a thin sheet of a protein solution with
electrons, using a camera to detect how
electron waves interact with the sample. A
computer then reconstructs a 3D model of
the protein from hundreds of thousands of
2D images in different orientations. “I like
to think of myself as a very, very high-resolution
photographer,” Gisriel said.
The Brudvig lab reported the structure
of PSII from Syn. 6803 with single-particle
cryo-EM at a resolution of 1.93 Angstroms
(Å). For reference, the average resolution
for published cryo-EM membrane protein
structures is ~5Å. At this unprecedented
resolution level, the Brudvig group could
even see the presence of some individual
protons within the complex.
PSII is biologically found in a dimeric
state, with two identical monomers, each containing
twenty one subunits. The core consists
of four subunits, with thirteen peripheral subunits
embedded in the membrane and four
“extrinsic” subunits found on the inner surface
of the membrane. With their novel structure
in hand, the Brudvig group could now
identify any major differences between the
thermophilic and Syn. 6803 PSII enzymes.
Cofactors are non-proteinous molecules
within an enzyme that promote its
catalytic activity. Most cofactors are indeed
conserved between the two species, except
for a pigment called BCR101, which helps
absorb light energy. Previous studies had
suggested that BCR101 was important to
allow PSII to dimerize, where two identical
PSII proteins chemically associate. However,
even without BCR101, Syn. 6803 still
retains a dimeric configuration, implying
that BCR101 is not as crucial for this role.
Interestingly, some peripheral and extrinsic
subunits, namely PsbO, PsbU, and PsbV,
are quite dissimilar between PSII from
the different species. This was unexpected
because these subunits surround the intricately
controlled “active site” of PSII, where
the enzyme’s catalytic activity occurs and
performs key functions in water oxidation.
The last remaining extrinsic subunit,
PsbQ, is found in both thermophilic and Syn.
6803 PSII. Notably, however, PsbQ had never
before been observed bound in complex with
March 2022 Yale Scientific Magazine 23
FOCUS
Molecular Biology
Whichever the case, this remarkable
difference between the Syn. 6803 PSII and
thermophilic PSII enzymes highlights the
importance of the authors’ reported structure.
Without structural data from the
model organism used for studying PSII,
it is difficult to accurately interpret functional
data, which could lead to assigning
function in a manner inconsistent with true
biophysical constraints.
Significance and Future Directions
the PSII protein. Its analysis revealed that its
binding in Syn. 6803 is primarily driven by
unique electrostatic interactions that are not
present in the thermophilic cyanobacteria.
PsbQ-binding does not induce any conformational
changes in the PSII complex, so the
authors believe that it mainly serves to provide
additional protection for the active site.
Water Channels
The authors were surprised to observe poor
conservation of PsbO, PsbU, and PsbV between
Syn. 6803 and thermophilic PSII structures.
For decades, these extrinsic subunits
have been thought to form channels into the
active site to provide it with water to oxidize
and routes for the protons and oxygen byproducts
to exit. The striking differences observed
in extrinsic subunit structures suggest that differences
in these water channel functions are
central to PSII’s enzymatic activity.
Scientists had previously identified what
they considered to be three main water channels:
the large, broad, and narrow channels.
Although the broad and narrow channel
structures are relatively well conserved between
Syn. 6803 and thermophilic PSII, the
most notable differences were observed in
the large channel. Analysis of thermophilic
structures had suggested that the large channel
may play an important role in transporting
water and protons to and from the active
site. However, the authors found that, in Syn.
6803, the large channel is completely blocked
by extension of the PsbV subunit.
PHOTO COURTESY OF CHRISTOPHER GISRIEL VIA JENNY WONG
A far, horizontal vantage point of Dr. Christopher Gisriel (front) pipetting. A graduate student (back) is
working in the background.
Blockage of the large channel suggests
that it may not actually be as crucial to PSII
function as researchers had previously suggested.
In fact, it is not much of a channel at
all if one end appears to be closed off. These
findings suggest that the narrow and broad
channels may be the only ones that matter
for water oxidation, which is supported by
both their conservation in all known PSII
structures and previous mutagenesis studies.
Another plausible explanation is that
PsbV may be involved in a sort of gating
mechanism that selectively opens/closes
the large channel.
ABOUT THE
AUTHORS
Photosynthesis fuels the life of many
organisms, from trees in the Arctic to hot
springs cyanobacteria, to the grass outside
Sterling Memorial Library. PSII is considered
the only global solar fuel catalyst shared between
all photosynthetic organisms and the
central water oxidation enzyme. With this
in mind, this research can help create a new
generation of synthetic fuel catalysts, which
could artificially reproduce this process of
water-splitting to generate energy.
The structural differences in PSII from
Syn. 6803 and thermophilic cyanobacteria
have important implications in understanding
the mechanism of water oxidation, suggesting
that many of the field’s prior findings
may now require re-examination.
With cryo-EM, researchers can observe
the structure of the mutated enzyme.
This work holds vast promise in
unlocking the mysteries that persist in
understanding the biomolecular mechanisms
of photosynthesis. ■
SHUDIPTO WAHED is a sophomore in Benjamin Franklin from Pittsburgh, Pennsylvania, interested in
studying Molecular Biophysics & Biochemistry. Shudipto conducts research on protein engineering in
the Ring Lab at Yale’s School of Medicine. Outside of YSM, Shudipto is a senator for the Yale College
Council and an analyst in the Yale Student Investment Group.
HANNAH BARSOUK is a first-year at Morse from Pittsburgh, Pennsylvania, interested in studying
Molecular Biophysics & Biochemistry. She is a Synapse Outreach Coordinator, senior staff writer, and
photographer for YSM. In her free time, she enjoys messing around with riboswitches at the Breaker lab,
making a ruckus with the Yale Undergraduate Skateboarding Union, and scrolling on biochem TikTok.
THE AUTHORS WOULD LIKE TO THANK Professor Gary Brudvig and Dr. Chris Gisriel for their time
and enthusiasm about their research.
FURTHER READINNG
SHUDIPTO WAHED &
HANNAH BARSOUK
Hussein, R., Ibrahim, M., Bhowmick, A., Simon, P. S., Chatterjee, R., Lassalle, L., Doyle, M., Bogacz, I., Kim,
I. S., Cheah, M. H., Gul, S., de Lichtenberg, C., Chernev, P., Pham, C. C., Young, I. D., Carbajo, S., Fuller, F. D.,
Alonso-Mori, R., Batyuk, A., . . . Yano, J. (2021). Structural dynamics in the water and proton channels of
photosystem II during the S2 to S3 transition. Nature Communications, 12(1). https://doi.org/10.1038/
s41467-021-26781-z
24 Yale Scientific Magazine March 2022 www.yalescientific.org
Biomedical Engineering
FEATURE
BOMB-SNIFFING INSECTS
DECODING ODOR-EVOKED NEURAL RESPONSES IN LOCUSTS
BY ELISA HOWARD
Have you ever considered hijacking an insect? While this
may seem like an absurd idea, the notion of exploiting
an organism for its biological attributes is not all that
foreign. Take, for instance, the use of canaries in coal mines
during the 1900s. The canary acquires oxygen both when it
inhales and exhales, and this double dose of air results in the
bird’s increased vulnerability to carbon monoxide and other
poisonous gases. Thus, the health of the canary provided a means
for coal miners to understand the safety of their environment.
Professor of Biomedical Engineering Baranidharan Raman
and colleagues at the Washington University in St. Louis aim
to harness nature’s incredible biology for a different purpose:
hijacking the locust olfactory system to engineer
bomb-sniffing insects. “Through evolutionary
processes, biology has come up with these
amazing small-molecule detectors
that are present in your nose, my
nose, as well as locusts,” Raman
said. In locusts, the approximately
fifty thousand olfactory receptor
neurons (ORNs) of each antenna
convert odorants into neural signals
that funnel into the antennal lobe. “Why
not use the insect as a sensor, tap into the
neural signals while the insect is interacting
with the environment, and use those neural
signals to understand whether chemical A or
chemical B is present?” Raman asked.
In previous work, the researchers implanted electrodes to
record neural signals in the antennal lobe. They demonstrated
that those neural responses provide a fingerprint to discern
between explosive and non-explosive vapors in addition to
different types of explosive vapors. In a recent study published
in Proceedings of the National Academy of Sciences, Raman
and his team investigated how locusts recognize a particular
odorant regardless of stimulus history, dynamics, and
context. “You can smell coffee in a coffee shop, grocery shop,
or restaurant. It smells the same whether you are on the coast
or in the driest of the Sahara Desert,” Raman said. The same
is true for locusts, but how?
In the presence of an odorant, neural signals from
ORNs of the antenna drive the activity of cholinergic
projection neurons (PNs) and GABAergic local
neurons (LNs) of the antennal lobe. PNs and LNs
reformat the signal, resulting in intricate spiking patterns
among PN ensembles. Those PN patterns encode
odor intensity and identity. To test the locust’s
invariant stimulus recognition ability, the
www.yalescientific.org
researchers conditioned the insects through methods
resembling that of Russian physiologist Ivan Pavlov. In the
presence of a food reward, locusts automatically open
their sensory maxillary palps. After the presentation of
an odorant followed by a food reward in six training
trials, the locusts learned to open their maxillary palps
in response to the odorant alone.
Raman and colleagues examined changes in palp
opening—an indicator of odorant recognition—in
response to perturbations, including varied stimulus dynamics,
altered stimulus history, the existence of competing cues, and
differences in ambient conditions. The results support the
hypothesis that locusts detect an odor regardless of such
perturbations. “Now we know the behavior is stable.
How stable are the neural responses?” Raman
questioned. The researchers recorded the
activity of antennal lobe PNs and found much
variability in odor-evoked firing for singleneurons
and cell ensembles. “There was
no single feature that was reliable and
robust that allowed this perception of an
odor to remain constant independent of
all these perturbations,” Raman said.
To decode the neural responses,
Raman and colleagues used a linear
classifier. The classifier assigns a weight to each
neuron and successfully predicts the presence
of an odor if the sum of weighted neurons
exceeds a threshold value. In investigating how the classifier
works, they discovered two different ensembles of neurons in the
locust olfactory system: ON neurons, active in the presence of the
stimulus, and OFF neurons, active in the absence of the stimulus.
The classifier assigns positive weights to the ON neurons and
negative weights to the OFF neurons. “When you combine the
activity of all the ON neurons while subtracting the activity
of the OFF neurons, if that sum is above a certain threshold
value, the odor is present. Simple as that,” Raman said. In fact,
a classification scheme using only ternary weights—positive one
for ON neurons, zero for non-responders, and negative one for
OFF neurons—enables robust odor recognition.
Uncovering more of locust olfaction through the study of
ON and OFF neurons, Raman and his team are one step closer
to exploiting biology’s expertise to hijack the insect olfactory
system. Next time you try to squash a bug, look closer: bombsniffing
insects are an innovation of the near future. ■
ART BY ANASTHASIA SHILOV
March 2022 Yale Scientific Magazine 25
FEATURE
Materials Engineering
A STICKY SITUATION...
UNDERWATER
FOCUSED DELIVERY OF ENERGY
INTO DIFFUSIVE SYSTEMS
What do mussels have that we humans don’t? Well,
many things, but among them: the ability to stick to
surfaces underwater.
Strong underwater adhesives have versatile and useful realworld
applications ranging from underwater equipment repair
to surgical glue. Researchers from the Washington University
in St. Louis combined mussel foot proteins and spider silk to
create a hydrogel that can adhere to surfaces underwater. “Nature
already offers a wealth of materials, and some of them even
outperform synthetic materials,” said professor Fuzhong Zhang,
a lead researcher on the study. The mussel foot proteins naturally
secreted by mussels allow them to adhere to a variety of surfaces,
even in the harsh conditions of seawater. “We’re inspired by
natural materials that are very impressive in some aspects. The
first step is trying to reproduce it. Once we are confident that we
can synthesize the material with similar properties, then we can
engineer it to make it perform better,” Zhang said.
And engineer it they did. The new adhesive hydrogel is able
to stick to a wide range of surfaces—ranging from glass to
mammalian tissues—underwater. The researchers began with
the zipper-forming motif of an Aβ amyloid protein, which
conveniently tends to self-assemble into stable nanofibrils.
Then, they added spider silk protein for much-needed material
strength and mussel foot protein for improved surface adhesion.
Engineered microbes produced the final hybrid protein. This
process, which pushes the boundaries of traditional recombinant
DNA technology, presented unique challenges to the researchers.
“The mussel protein contains a special amino acid, DOPA, which
basically offsets tyrosine. It’s not one of the 20 canonical amino
acids. In our case, we have to engineer the bacteria so that it can
incorporate DOPA into the protein with high efficiency,” Zhang
said. The incorporation of non-canonical amino acids is critical
to the function of these tri-hybrid proteins.
This microbial production of useful, naturally-occurring
materials has the advantage of allowing advanced, specific
DNA control of functional groups. “Scientifically, the biggest
challenge is to understand the sequence-property relationship
of protein-based adhesives. With that knowledge, we will be
able to create adhesives with desirable properties,” Zhang said.
The researchers were able to fine-tune the properties of the
hydrogel—structure, strength, cohesion, and adhesion—by
adjusting the different domains and sequences of spider silk and
mussel foot proteins.
BY EUNSOO HYUN
ART BY ALEX DONG
On a
practical
level, this novel
hydrogel provides
several advantages over
pre-existing competitors in
the field. Since the hydrogel is
biocompatible and biodegradable, it is
an attractive, unique candidate for tissue repair
and surgical applications. Another feature is its mechanical
similarity to collagen, a major structural element in the
extracellular matrix. “It is critical for a surgical adhesive to
have similar properties with the natural extracellular matrix
because that can promote more rapid tissue repair and reduce
the chance of failure,” Zhang said. The hydrogel is also proteinbased,
as opposed to other previously developed polymerbased
adhesives. One area in which a protein-based adhesive
is necessary is coral restoration, where the adhesive must work
well underwater in addition to being safe, i.e., not releasing any
potentially toxic materials.
This project is an exciting example of the potential of synthetic
biology. Zhang reminisced on the team’s first, unexpected
encounter with the possibilities of mussel foot protein. “A few
years ago, one of my graduate students, Eugene Kim, who is now
an Assistant Professor at George Mason University, worked on
this project. At that time, the adhesive protein he made looked
the same as any other protein—it was just a powder that would
dissolve in solution,” Zhang said. Kim didn’t test the proteins
underwater—he simply added some protein solution between
two aluminum bars. “The next day, when he tried to pull, it was
so strong he could not pull it apart. And he’s a strong guy!” Even
before officially testing the material, the researchers found that
it was strong enough to lift a full one-liter bottle of water despite
only having a tiny area of adhesion.
Synthetic biology is a rapidly growing field, full of
innovation and growth. “I want people to learn more about
the opportunity that synthetic biology provides to material
science and material engineering. We would like to work
with many researchers who believe in the power of synthetic
biology. We welcome new students to join us and explore this
exciting field together,” Zhang said. ■
26 Yale Scientific Magazine March 2022 www.yalescientific.org
SPANISH “PERRO” VS.
HUNGARIAN “KUTYA”
CAN DOGS DISTINGUISH HUMAN LANGUAGES?
BY BREANNA BROWNSON
Just about everyone with a pet has experienced the
phenomenon of talking to an animal without any
expectation of an intelligible response. Even though our
pets don’t understand exactly what we’re saying, many pet
owners claim that they have grown closer to their pets by
talking to them. Have you ever wondered just how much your
pet takes away from these interactions? Laura Cuaya and her
fellow researchers at Eötvös Loránd University’s Department
of Ethology have made great strides in understanding how
dogs process what they hear.
Cuaya was motivated to study speech perception in dogs because
of her personal experience moving from Mexico to Hungary with
her dog, Kun-kun. “Before, I had only talked to him in Spanish. So
I was wondering whether Kun-kun noticed that people in Budapest
spoke a different language, Hungarian,” Cuaya said.
Cuaya noted that dogs are a particularly interesting species
because their evolutionary history starts completely separated
from humans but later switches to paralleling them after dog
domestication. “With dogs, we have a wonderful opportunity to
study the evolution of speech perception. Dogs needed to adapt
their social minds to a human environment. Understanding humans
became important for them,” Cuaya said. Although there
are different biological mechanisms and neuronal pathways in
dog and human brains, both species have developed unique
manners of completing the same task—recognizing human
speech patterns—over the course of their evolutionary history.
Cuaya conducted a study on eighteen family dogs, including
her own dog, Kun-kun, to determine how the canine
brain detects speech and represents language. Her research
focused on determining how dogs react to four main types of
sound: natural speech in a familiar language, natural speech
in an unfamiliar language, scrambled speech in a familiar language,
and scrambled speech in an unfamiliar language. To observe
which parts of the dogs’ brains were active in response to
different types of speech, Cuaya used functional magnetic resonance
imaging (fMRI), a scan that measures small changes in
blood flow to map brain activity. Then they used multivoxel pattern
analysis (MVPA), a technique that correlates neural activity
patterns with different areas of the brain where stimuli are
processed, to analyze the fMRI results.
One of the biggest challenges Cuaya faced was making
sure the dogs stayed still in the fMRI machine. For
fMRI scans to be usable, there can only be up to three millimeters
of movement while the dogs are laying in the scanners.
Dog trainers were brought in to teach the dogs to stay
still for the duration of the scan, and dog owners
stayed nearby throughout the entire
Neuroscience
FEATURE
scans to keep the dogs comfortable and relaxed. The dogs were
free to leave at any time.
Cuaya found that the primary auditory cortex responsible
for processing simple sounds in dog brains showed different
responses to scrambled and normal speech. Furthermore, different
neural activity patterns were seen in the secondary auditory
cortex, the part of the brain that processes more complex
noises, when dogs listened to the language they were most
often exposed to compared to a language they hadn’t heard
before. Even though we don’t teach our dogs the language we
speak, they become familiar with it because of the evolutionary
advantage associated with it. When we speak, our dogs
are actually picking up on the rhythms in our voice and the
sounds of our words. Dogs with the ability to recognize subtle
cues in their owners’ language were more easily domesticated,
and with domestication came the benefit of food and shelter.
Cuaya offered an analogy to help us better understand dog
speech perception by comparing it to an experience many of
us can relate to when traveling. “Maybe you have experienced
this feeling as a tourist in a new place. You think to yourself, ‘I
don’t know what language that is, but I know it’s not English,’”
Cuaya said. Dogs experience the same thing when hearing
people speak in a language they aren’t used to.
The next time you go to vent about your day to your pets, maybe
you’ll think twice about just how much of your speech they’re really
picking up on. They might be paying more
attention than you think, and
you have our mutualistic
evolution with dogs to
thank for that. ■
IMAGE COURTESY OF DR. CUAYA
www.yalescientific.org
March 2022 Yale Scientific Magazine 27
FEATURE
Medicine / Physiology
HOW PIGS COULD
HELP US PEE
A NEW ERA OF XENOTRANSPLANTATION
BY KAYLA YUP
F
or Jayme Locke, the hardest part
about being a transplant surgeon
is knowing that a gold standard
treatment exists yet being unable to use it.
In the face of end-stage kidney disease, the
biggest barrier to treatment is the ongoing
organ shortage. With demand drastically
exceeding supply, a radical solution is
imperative. That solution oinks, rolls
in mud, and can play video games with
their snouts. Enter the pig: an innovative
solution to the organ supply crisis.
At the University of Alabama at
Birmingham (UAB), Locke was the lead
surgeon in a study that performed the
world’s first transplant of genetically
modified kidneys from a pig into a
human. According to Locke, there are
eight-hundred thousand Americans with
kidney failure, and within that group, sixhundred
thousand are on dialysis. Only
around ten percent of these Americans
make it to the kidney transplant waiting
list, and a measly three percent receive
kidney transplants each year.
“We know kidney transplantation is
the cure for kidney failure. We want to
be able to offer the cure to everyone in
need,” Locke said.
Only about thirty-five percent of
people survive past eight years on
dialysis. Meanwhile, a kidney transplant
offers a success rate of ninety-five percent
(for deceased donor transplants) to
ninety-eight percent (for living donor
transplants). A kidney transplant also
improves a person’s quality of life. Kidney
failure is an end-stage disease—if it is not
ART BY IVA KNEZEVIC
fixed, the patient will die. Therefore, the
prospect of having an organ on the
shelf, waiting for anyone who needs
it, is truly revolutionary.
In their search for a donor source
animal, pigs stood out. In order to
meet the current and projected
demand for kidney transplants,
the research team needed an
animal that could rapidly
reproduce large litters. “The
domestic pig was chosen because
of its ability to ‘scale-up.’ They
also have a lifespan close to thirty
years, which is great when it comes
to kidney longevity,” Locke said.
However, since the pig is still
relatively foreign to the human
immune system, it was crucial to edit
ten genes to make the pig kidney more
“human.” These edits, along with the
standard immunosuppression involved
in human-to-human transplantation,
allowed the human body to tolerate the
pig kidney and for the pig kidney to
sustain the person.
The specific genetic modifications
included the targeted insertion of two
human complement inhibitor genes, two
human anticoagulant genes, and two
immunomodulatory genes, in addition
to the deletion of three pig carbohydrate
antigens and the pig growth hormone
receptor gene. The end result was a
herd of genetically engineered pigs
whose inability to express red blood
cell antigens allowed them to serve as
universal donors.
According to Locke,
one of the greatest challenges
in xenotransplantation is
understanding tissue compatibility
between the porcine donor and the
human recipient. If the tissues do
not match between the donor and the
recipient, the latter will reject the organ
within minutes of establishing blood
flow. To overcome this challenge, the
team reached out to Vera Hauptfeld-
Dolejsek and Julie Houp, co-directors
of the UAB Histocompatibility Lab, who
developed a novel assay specific to pigto-human
transplant.
28 Yale Scientific Magazine March 2022 www.yalescientific.org
Medicine / Physiology
FEATURE
The pig donor’s red blood cells were
combined with the human recipient’s
serum in a crossmatch for the assay.
This assay tested whether a kidney from
a pig could tolerate an adult human
environment. The negative control was
pooled human male AB serum, while the
positive control serum contained IgG, an
antibody known to react with porcine cells.
In the study, the human recipient’s blood
was mixed with pig cells to demonstrate a
negative crossmatch, allowing
the transplantation to
proceed. This ability to
predict compatibility
between the pig
xenograft and the
human recipient
would prove
to be very
accurate.
The second
hurdle of this
study was
testing for
hyperacute
rejection
without
harming
a living
person.
Hyperacute
rejection
occurs a few
minutes after
the transplant
due to the antigens
being completely unmatched—the body’s
immune system treats the transplanted
organ as a foreign object and attacks it.
The team’s solution was to create the first
human preclinical model.
The Parsons model was named in
honor of Jim Parsons, a fifty-sevenyear-old
man from Huntsville,
Alabama. Parsons had been a
registered organ donor through
Legacy of Hope, which is
Alabama’s organ procurement
organization. In light of
his sense of adventure and
desire to make a difference, the
Parsons family sought to pay tribute to
his character. After Parsons was declared
brain dead and his organs were deemed
unsuitable for donation, the Parsons
family ultimately consented to him
serving as the first preclinical model for
this groundbreaking study.
While human brain death had already
been used to harvest organs for human
transplantation, it was novel to leverage
brain death as a preclinical human
model. One critical concern to be
tested via the model was the vascular
integrity of pig kidneys. Pigs do not
have the same mean arterial pressure
as an adult human being, so whether
the transplanted kidney would be able
to hold its integrity was unknown.
Another goal of this preclinical model
was to determine whether the genetic
engineering, coupled with a negative
prospective crossmatch, were sufficient
to prevent hyperacute rejection.
During surgery, the two pig kidneys
were positioned in the exact anatomic
locations used for human donor kidney
transplantation and employed the same
attachments to the renal artery, renal
vein, and the ureter.
“In the present study, the crossmatch
was performed prior to transplant—
just as happens in human-to-human
transplantation—and it was negative,
predicting there would not be hyperacute
rejection. The only way to validate this
was to perform the actual transplant and
demonstrate the kidney turned pink and
made urine. We did this leveraging the
Parsons Model, and in so doing, answered
key safety questions without risking the
life of a living person,” Locke said.
To the team’s delight, the pig kidneys
reperfused promptly in the same manner
as human transplants. The kidneys retained
optimal color and turgor, the vascular
connections between donor organ and
recipient stayed intact, and there were no
major bleeding episodes. Within around
twenty minutes, the right kidney started
making urine, later followed by the left. The
ureter had successfully carried urine from
the pig kidney into the human bladder.
There was no sign of hyperacute rejection.
This success proved the accuracy of
their crossmatch and firmly established
brain death as a viable preclinical model
IMAGE COURTESY OF TYLER GREER
A Doppler probe is used to assess blood flow inside
the right pig kidney after transplantation into the
human recipient.
for studying the human condition—where
a treatment’s safety and feasibility may be
tested without doing harm to someone.
Such a model would extend far beyond
xenotransplantation—many diseases that
have yet to be understood, along with new
techniques and devices in need of testing
before use on a living person.
In a pathogen-free facility, a herd of
pigs awaits. These pigs will be the proper
size for adult human transplantation by
June 2022. The team hopes that the FDA
will approve their Investigational New
Drug Application and thereby allow the
launch of a phase I clinical trial in living
persons, a process Locke is hopeful to
begin in 2022.
Particularly in the era of COVID-19,
regulatory agencies will rigorously
assess the transmission of viral diseases
from pigs to humans. In this study, the
team tested the pig pre-procurement
to ensure that the pig did not have any
diseases. Further, the human recipient’s
blood was tested post-transplantation
to prove the absence of pig-derived
infections or diseases.
Locke is hopeful that the pig xenograft
kidney will be available for widespread
use as early as five to ten years from now.
She envisions xenotransplantation and
allotransplantation as complementary;
together, there is the real potential to
completely eliminate the waiting list and
wipe out the organ shortage.
For now, our ability to pee may be
secured, one pig at a time. Who knows
what organ or animal will be next. ■
www.yalescientific.org
March 2022 Yale Scientific Magazine 29
FEATURE
Artificial Intelligence
THE
PRECISE CHOREOGRAPHY
OF
NATURE'S MASTER WEAVERS
MAPPING THE MINUTE MOVEMENTS OF HACKLED
ORB WEAVERS CONSTRUCTING THEIR WEBS
BY HANNAH HAN
In one act of the famous ballet “Swan
Lake,” fourteen dancers raise their
arms and flutter their hands in
synchrony, while the lead ballerina spins
in a slow pirouette center-stage. As the
ballet progresses, the dancers execute a
series of choreographed motions—jumps,
twirls, and leaps—that are distinctive for
each of the four acts in the performance.
The sequence of a ballerina’s movements
can be applied to the equally elegant and
complex process of spider web-building.
Andrew Gordus, an assistant professor
and behavioral biologist at John
Hopkins University, has studied spider
web construction for over five years. He
explained that spiders, like ballerinas,
build up a repertoire of techniques,
such as leg sweeping, abdomen bending,
and silk pulling, which they use during
specific phases of web-building. When
combined, these movements form the
intricate architecture of their webs.
Gordus’s fascination with web-building
began over five years ago, when he
stumbled upon a stunning web while
walking through Central Park. At the time,
he wondered how such a small organism
could accomplish such a complex feat.
“It’s amazing that an animal with a
brain no bigger than a fly’s built this
web,” Gordus said. “And it’s really
impressive because if you went to a zoo,
and you saw a chimpanzee build this
web, you would think, ’Well, that’s a
really talented chimpanzee.’ But this is
being done by an animal with a really
tiny brain.”
This discovery prompted Gordus
to read all of the existing scientific
literature on web construction and
to email researchers studying spider
It’s amazing that an animal
with a brain no bigger than a
fly’s built this web.
behavior. However, the field was
not well-developed, and some of his
questions remained unanswered.
In his last few months as a postdoc at
Rockefeller University, Gordus’s advisor
allowed him to conduct experiments
on spiders in a separate facility on their
campus in New York City. When Gordus
moved to Johns Hopkins University in 2016
to start his own lab, he continued studying
web-building as a side project. Over time,
ART BY BELLA GUZMAN
more graduate students joined his lab, and
the project gained traction, becoming the
largest undertaking in his laboratory.
Though Gordus is fascinated by the
physical web itself, he is more interested
in the behavioral processes that govern
its construction. In his 2021 study
published in Current Biology, Gordus
studied the movements of hackled orb
weavers, which are found in the western
United States. Orb weavers typically
build spiral-shaped webs using strands
of silk that have the same dry, wooly
texture as cotton candy. Gordus’s love
for these creatures is evident—a red
spider was sewn onto the black jacket he
was wearing during our interview. (His
hat was also emblazoned with a cartoon
worm—the other model organism he
primarily works with in his lab is the
roundworm, C. elegans.)
In his study, Gordus and his team
were interested in inferring the spiders’
internal states by examining the
construction of their webs. He explained
that every animal’s behavior is dictated
by a myriad of internal states, including
hunger, sexual arousal, and emotion,
that manifest in physical actions, such
as grooming or mating rituals. “The
question we wanted to know was: What
are the behaviors that this web is a
record of?” Gordus said. “What are the
30 Yale Scientific Magazine March 2022 www.yalescientific.org
Artificial Intelligence
FEATURE
IMAGE COURTESY OF FLICKR
A hackled orb weaver rests on its web. Gordus and his
team used these animals as model organisms to study
the construction of spider webs.
behaviors, the rules, [for each stage of]
web-building?”
In order to study these spiders’
movements, Gordus and his team used
infrared illumination and a high-speed
camera, which captured the minute
motions of each of the spider’s eight
legs. The entire process involved many
attempts, unexpected failures, and an
abundance of perseverance. Gordus
said that they originally tried to study
the spiders under red light, but the orb
weavers refused to build their webs
without complete darkness. The team
then transitioned to infrared light, which
is invisible to both humans and spiders.
To track the orb weavers’ movements,
the scientists placed labels with infrared
dyes on each of the spiders’ legs, a
technique commonly used to examine
fly behavior. However, they were met
with great resistance. “[The spiders]
hated having their limbs labeled, and
they would just spend the whole time
sitting there trying to take it off,” Gordus
said. “And then, they would [sometimes
stop building and would] stick to their
own web, and we would come back, and
they would just be dangling.”
Instead of the labels, the team decided to
use a camera that detected the reflection
of infrared light off of the spiders’ bodies.
They also adopted two recently published
algorithms specifically designed for limb
tracking, called LEAP and DeepLab
Cut. The scientists first trained the
algorithms on several thousand frames of
spider movements, which they manually
tracked. The algorithms were then able to
track millions upon millions of frames,
capturing the minute motions of the
spiders’ legs.
After monitoring six different
orb weavers, the team adopted a
machine learning algorithm, called
the hierarchical hidden Markov model
(HHMM) to deduce patterns in web
construction. The algorithm employed
probability models to predict the spider’s
web-stage based on transitions in its
behavior, without knowing where the
spider was on the web. The researchers
found that the predictions made by
the HHMM mapped onto established
phases of web-building based on the
spider’s position. This solidified the
association between the orb weaver’s
distinct behaviors and specific phases
of construction. Developing the model
involved trial and error—existing
algorithms used to predict fly movements
did not perform as well when applied to
orb weavers, so they had to write their
own code from scratch.
After years of troubleshooting and
diligent work, Gordus’s lab finally
developed a fully-fledged experimental
system. Upon collecting their data and
analyzing the results, the researchers
came to a startling revelation. Contrary
to their expectations, the orb weavers
did not build their webs reflexively,
moving from phase to phase without
pausing. Instead, the spiders revised
their work as they went, returning to
past locations on their webs to rearrange
misplaced strands of silk. Sometimes,
the weavers even repeated entire phases
of web construction before proceeding
again, indicating that they might have
internal models of their webs that they
are attempting to replicate.
“We were surprised [at] how frequently
the spider could go back and try a prior
phase over again,” Gordus said. “[The
spiders are] constantly assessing what
they’re building with this internal goal,
and [they have] a flexible way of trying
to get to that goal.”
Looking ahead, Gordus’s team hopes
to study the effects of certain drugs on
web construction in order to elucidate
the neurological activity associated with
each phase of building. The team is
looking into the effects of two chemicals
in particular: lysergic acid diethylamide
(LSD), a potent psychedelic drug,
and ecdysone, a steroidal hormone in
arthropods that induces molting and
influences decision making.
Already, the researchers have confirmed
that ecdysone causes the orb weavers
to stop building their webs at a certain
stage. They also know that giving the
spiders a microdose of LSD results in the
construction of perfectly symmetrical,
evenly-spaced webs. Gordus said he is
interested in further studying the effects
of LSD on neuromodulatory pathways,
or chemical pathways in the brain that
control internal states.
“If the spiders build really good
webs [after consuming LSD], then we
want to know what changed in their
behavior,” Gordus said. “Are they just
executing the behaviors really well, like
a professional web builder? Or do they
have [obsessive compulsive disorder],
and they’re constantly doing a lot of
error correction? We’d like to know,
what is the behavioral readout?”
By deducing which motor neurons
are activated in the spiders’ brains after
the administration of certain drugs, the
researchers might be able to understand
the effects of these chemicals on human
behavior. For now, though, Gordus
and his team are focused on studying
orb weavers and the graceful, intricate
choreography of their web-building. ■
www.yalescientific.org
March 2022 Yale Scientific Magazine 31
FEATURE
Behavorial Science
VIDEO GAMES FOR THE WIN
HOW SKIES OF MANAWAK IS IMPROVING LITERACY
BY CRYSTAL LIU ART BY CATHERINE KWON
Marco, a fourth-grader in an
Italian public school, plays
Skies of Manawak, a newly
developed computer game supervised by
his teacher during class time. One zone
in the game, “The Flight,” looks like a
typical action game: he collects objects,
avoids obstacles, and battles enemies to
fulfill a given quest.
Once Marco finishes a level, he is
directed to “The Village”: this zone
exhibits key characteristics of an incentive
world, and where he has to redeem points
earned from “The Flight” to decorate his
village. The village comprises nine minigames,
each designed to train a different
cognitive skill. In one game that trains
working memory, Marco is shown a
series of graphics before being prompted
to select the last three graphs he saw. In
another game designed to cultivate split
attention, he needs to control a person
and a bird simultaneously, weaving
around obstacles by jumping or sliding as
the person and flying higher or lower as
the bird. After accomplishing a few tasks
in The Village, Marco finally discovers
the next quest that leads him back to “The
Flight.” Difficulties of the action segment
and mini-games are adapted based on
Marco’s performance on each task.
Skies of Manawak (SOM) is a childfriendly
action video game created by
European researchers to improve children's
reading skills and help them develop the
ability to pronounce Italian words and
texts fluently and accurately. They recruited
151 students aged eight to twelve without
learning disorders in a public school for
training. Students were randomly assigned
either to the experimental group playing
SOM or the active control group playing
Scratch, an interactive programming game
tailored to kids.
Researchers integrated both Skies of
Manawak and Scratch into the school
curriculum. Students played the games
during class time for one hour twice a
week over the span of six weeks. They
were evaluated three times: before the
training, right after the six-week period,
and six months after the end of training.
The training was simultaneously a social
experience. “For example, the children
that played Scratch learned the basics
but also prepared a Christmas card
all together for their teachers and
parents,” said Angela Pasqualotto,
a postdoctoral researcher at the
University of Geneva and the
University of Trento who
was the first author of
the paper published
in Nature Human
Behaviour.
As expected, the
experimental group
showed significant
improvements in
visuospatial attention
and cognitive planning. The former
was measured with a Bells Test adapted
for children, where participants tried
to find as many bells as possible in a
graphic amid distractors. The Tower of
London test was administered to evaluate
planning. This test involved two boards
with pegs and several beads of different
colors. Examinees tried to move the beads
on one board to match the pattern on the
other in the least number of moves. Both
advantages were maintained at the sixmonth
follow-up.
Researchers also evaluated the
participants’ reading skills, which
were not directly trained in the game.
Besides word lists and meaningful texts,
they developed lists of pseudowords for
students to read aloud. Have you played
the word-guessing game Wordle? How
many times have you put in a word that
reads perfectly fine, only to find out that
it doesn’t exist? Pseudowords are groups
of letters that abide by pronunciation
rules but aren’t part of the vocabulary
in a certain language.
At the end of the six-week training
period, students who played SOM
demonstrated significantly higher reading
speed and accuracy than those who played
Scratch. This difference was maintained
at a follow-up test six months after the
training. This pioneering study shows
an improvement in reading accuracy in
addition to reading speed, both of which
are fundamental for literacy.
Besides reading the text aloud, scientists
also measured reading comprehension
but found no significant improvement.
“Comprehension is a more complex
ability which requires many other
subskills,” Pasqualotto said. However,
she pointed out that comprehension was
only measured right after the training.
Students in the SOM group showed a
small but significant improvement in
32 Yale Scientific Magazine March 2022 www.yalescientific.org
their grades twelve and eighteen months
after training—an advantage that grew
over time. This trend may suggest slower
and more modest progress in complicated
skills like comprehension.
Previous studies on non-conventional
training tools have been largely centered
around children with dyslexia, a learning
disorder that involves difficulty with
reading. Affected individuals have a
harder time decoding letters and words
into related speech sounds. This study
extends positive findings in dyslexic
children to a broader population.
It took the experimenters over three
years to complete the study—two years
on game design, followed by recruitment,
training, and follow-up studies for up to
eighteen months. Along the way, they
encountered a variety of challenges. Game
designers recruited over three hundred
children aged eight to fourteen to help
refine the SOM storyline and aesthetics. It
was extremely tricky to get children at this
age to follow instructions and to collect and
analyze their opinions. When the game
was finally ready for testing, researchers
had to coordinate logistics with teachers
and continuously edit their proposals to fit
into the original curriculum.
Usually, in a randomized control trial,
experimenters don’t know whether a
participant is assigned to the experimental
or control group. This process of
“blinding” reduces the researchers’ biases
when evaluating the participant. In this
study, however, it was impractical to blind
every experimenter since at least one of
them had to talk to school representatives
and supervise the training. In the end,
two experimenters were blinded, and the
third, Pasqualotto, became the one who
oversaw the entire program. Researchers
compared the results scored by the blinded
experimenters against combined results
from all three of them and found no
difference between the scores.
Italian is an extremely transparent
language. One can almost always
pronounce a word correctly following
pronunciation rules. In contrast, English
is an opaque language, with numerous
sounds corresponding to one letter and
vice versa. In logographic languages like
Chinese, there is no alphabet, and the
reader needs to remember the sounds of
each character. Pasqualotto and her team
hope to assess the efficacy of SOM in other
languages and compare it to Italian. “My
expectation is that training attentional
control and executive functions,
particularly working memory and
cognitive flexibility, could be beneficial
for all languages,” Pasqualotto said. But
it will be interesting to investigate the
potential differences in the extent of
progress made across different languages.
The researchers carried out the
training before COVID-19 when
social interactions were still largely
unrestricted. However, with the global
pandemic, it is harder not only for these
interactions to happen in the classroom
but also for experimenters to meet with
participants and administer the tests.
The pandemic pushed Pasqualotto and
her team to allow children to play the
game and carry out subsequent testing
at home. While the game was originally
Skies of Manawak Developers.
Behavorial Science
FEATURE
developed on
computers, the
researchers are now coming
up with a version on tablets
since touch-based technology is more
accessible and popular in an average
household. They are also updating
testing protocols so that cognitive tests
can be administered at home without
experimenters. They hope to eventually
develop a product complementary to
school activities that is simultaneously
useful for research purposes.
Despite the many challenges and
obstacles, Pasqualotto has been pleased
with her team's achievements. “Research
should have an impact on our life. This
type of study is certainly demanding in
terms of time and organization, but it also
gives you a bigger reward and sense of
satisfaction in the end,” Pasqualotto said. ■
IMAGE COURTESY OF STUDIO BLIQUO
www.yalescientific.org
March 2022 Yale Scientific Magazine 33
UNDERGRADUATE PROFILE
KATE PUNDYK
BF ’22
BY CATHERINE ZHENG
Amidst a mess of flour and dough in a small San Francisco
apartment, one can find 2022 Rhodes Scholar Kate Pundyk
baking away, having set stacks of research journals and
books on technology policy aside to try out a new recipe. While
STEM and the humanities often find themselves on opposite ends
of the spectrum, Pundyk found her calling in the intersection of
technology and social policy through a long-winding path with
many different research experiences and universities.
Pundyk first left her home in rural Crowsnest
Pass in Canada at seventeen-years-old to
live in Hong Kong. During her stay, she
witnessed firsthand how the citizens
stood up for their rights during
the Umbrella Revolution. “[I]
realized how powerful activism
can be, even in situations where
it feels like the opponent is a
very large and very powerful
entity,” Pundyk said. This
experience abroad quickly
became a turning point
in her life, motivating her
continued work in social
justice and activism.
Pundyk started her college
education as a political
science student at Wellesley
College following her two-year
stay in Hong Kong. She found
herself traveling to Cambridge each
semester to take classes at MIT. With her
time split between taking more humanitiesoriented
classes at Wellesley and technologyfocused
classes at MIT, the intersection between the two
came about naturally. “It was impossible to go from any of the
foreign policy, world politics courses that I kind of gravitated
to, and then go to my cybersecurity class at MIT and not think
about how those two overlapped,” Pundyk said.
Pundyk became involved in the MIT Little Devices Lab during
her time at Wellesley, which focuses on creating affordable
medical technology for people in disaster or low-resource
settings. As a technology policy researcher and political science
student, she was primarily involved in researching how access
to medical devices depended on financial stability. For example,
she investigated how big pharma’s corporate nature affects
engineering and technology access, preventing low-income
people from getting the medical care they need.
After two years at Wellesley, Pundyk decided to return to Canada
and work in the Office of the Premier in Alberta. With just two years
of undergraduate education under her belt, Pundyk was adamant
about pursuing her interests and creating change in fields that she
believed mattered, taking part in progressive campaigns. Later in
2019, Pundyk transferred to Yale to pursue her interest in technology
policy and its role in human rights abuses and equity.
At Yale, she found herself involved in a host of different
activities and organizations. One of the most notable was
reporting for the Sci-Tech desk at the Yale Daily
News (YDN). Having worked in government,
Pundyk knew that the ability to
communicate technical subjects to
lay audiences was lacking in many
politics-oriented communities,
and this was something she
was hoping to work on at the
YDN. With the COVID-19
pandemic, it was especially
important for her to easily
communicate the newly
discovered science and
engineered technology to a
broader audience.
While the pandemic
didn’t alter the course of
her education too much,
it became clear to Pundyk
that she was following the
right path. “COVID highlighted
the cleavages in our society that
urgently need to be focused [on].
[It] clarified that I’m making the right
choices and going for a career that centers
human rights and tries to build up other voices
that might be left out of the discussion,” she said.
In addition to the YDN, Pundyk started working with the Yale
Genocide Studies Program on a project known as Mass Atrocities
in the Digital Era (MADE). As part of this project, she brought
a technology-oriented angle to the research, focusing on how
technology plays a role in bringing about human rights injustices,
specifically looking into the accountability of human rights abusers,
memorialization of victims, and prevention of future atrocities.
For the upcoming fall semester, Pundyk will continue studying
the intersection of social policy and technology at Oxford during
her Rhodes scholarship, pursuing a Master of Science degree in
social data science and a Master of Philosophy degree in socio-legal
research. She is looking forward to moving home to Canada after
graduating from Oxford. “[It] was less about any individual feat and
more a confluence of a bunch of good things happening in a row and
being surrounded by good people who built me up,” Pundyk said. ■
PHOTO COURTESY OF KATE PUNDYK VIA ALEX DONG
34 Yale Scientific Magazine March 2022 www.yalescientific.org
ALUMNI PROFILE
JAMES DIAO
MY ’18
BY YUSUF RASHEED
Growing up next to the biggest medical center in the world,
James Diao YC ’18 was meant to be a doctor. A third-year
medical school student at Harvard Medical School (HMS)
and MIT, Diao was recently awarded the Churchill Scholarship to
do a year of master’s study in science policy at the University of
Cambridge for the 2022-23 academic year. With this scholarship,
he plans to take a deep dive into understanding the regulation of
healthcare technology and the efficacy of clinical algorithms
across diverse populations.
Diao’s initial interest in medicine and research stems back
to his hometown of Sugar Land, Texas, where he shadowed
Rachel Rau, a pediatric oncologist at the Texas Medical Center
in high school. “I learned a lot about science. I learned a lot
about patient care. I thought her job was the coolest job in the
world,” Diao said. At Yale, he continued to shadow clinicians
at Haven Free Clinic and became a Peer Counselor for Yale’s
anonymous and confidential hotline, Walden Peer Counseling.
Now, he’s spending time with patients in his core rotations.
In addition to his clinical experience, Diao has also spent a lot of
time on research. In April of 2020, he started studying the misuse
of race in kidney function tests with Arjun Manrai at the HMS
Department of Biomedical Informatics. Diao’s idea to pursue this
project was a bit spontaneous. “My mentor and I had previously
worked on equity and representation for cardiovascular genetics,
but kidney disease wasn’t on our radar
at all. It wasn’t until I learned about
the issue on Twitter that I began
diving into the literature and
thinking about ways to
contribute,” Diao said.
The “issue” Diao
had stumbled upon
was related to the
glomerular filtration
rate (GFR). GFR
measures how well
a person’s kidneys
can filter substances
from their blood, which
is essential in the early
detection of potential
kidney disease. The current
test to measure someone’s GFR is
an equation that involves several variables,
including age, sex, and race, with higher results indicating
healthy kidney function. “The main issue is [with] the race
and ethnicity component. If you’re Black, your number will
be assigned 16% higher,” Diao said. As a result, Black patients
with higher GFR numbers may have less access to specialist
www.yalescientific.org
PHOTO COURTESY OF JAMES DIAO VIA LAUREN CHONG
care, kidney transplants, and coverage by Medicare. Diao’s
research quantified the effect of including and removing
race from the equation, and he found that up to one million
Black Americans may receive unequal
kidney care due to their race.
When the race variable was
eliminated, he found that
access to diagnosis and
specialist care increased
for Black Americans.
Race-free equations could
also achieve the same
performance metrics
as the original ones.
In October of 2021, the
National Kidney Foundation
and the American Society of
Nephrology officially released
national recommendations supporting
a new race-free equation, citing Diao’s research.
During Diao’s first year of medical school, he joined the
machine learning team at tech startup PathAI, where he
worked on deep learning models in pathology. He then
joined Apple’s Motion Health team, where he worked on
studies to predict cardiovascular risk for the Apple Watch
using accelerometer data from consumer wearables. Diao
was named to the 2022 Forbes “30 Under 30” List for his
work and received the prestigious Paul & Daisy Soros
Fellowship in their 2021 cohort.
When he’s not conducting research, Diao is probably
ballroom dancing. This hobby started in college
when he searched for activities to get involved in.
“Ballroom was one cool [club] where they don’t
care if you’re new to it all”, Diao said. “You don’t
need to have any experience, you just show up, and
their whole thing is ‘We’ll teach you!’”
As Diao finishes medical school and approaches
the next step of his career, he hopes to continue
tackling systemic problems in medicine. He wants
to become a professor and investigator, studying
the performance and equity of medical technology
and translating this research to the realms of patient care,
company advising, and clinical trials.
Diao advises undergraduates to remember that they are only
at the very start of their careers. “There will be so much time
to double down on whatever ends up being your life’s work,”
Diao said. “I think there’s a lot of value in exploring early and
exploring all the different paths that are available to you and not
committing so early.” ■
PHOTO COURTESY OF JAMES DIAO VIA LAUREN CHONG
March 2022 Yale Scientific Magazine 35
SCIENCE DENIAL: WHY IT HAPPENS
BY SOPHIA DAVID
IN DON'T LOOK UP
SCIENCE
newspapers, scientific research, statistics, and distressing anecdotes, many
IN
IMAGE COURTESY OF THE STORY COLLIDER
The phrase “Live every day like it’s your last” is frequently thrown
around. However, this advice is remarkably difficult to obey, in
part because it is remarkably difficult to believe. In Adam McKay’s
movie Don’t Look Up, people are informed by indisputable science that
an impending comet will destroy the Earth in about six months; however,
much of the world remains disturbingly in denial. People carry on with
their lives, concerning themselves with trivial celebrity relationships and the
presidential reelection.
This film overtly underscores the pervasive denial of scientific
facts. In our society today, plagued by COVID-19 and threatened by climate
change, the movie’s message to trust science is all too relevant. Despite
refuse to get vaccinated, wear a mask, or make environmentally sustainable
life choices. Of course, it is easier to ignore the fact that thousands of people
die daily from COVID-19 or to deny that a comet is descending upon us.
Without belief, there is no need for lifestyle changes, but there is also no
hope for a solution.
What, then, does it take to make people believe? In the film, as the
end of the world looms closer and closer, hordes of Americans rally behind
the “Don’t Look Up” movement, blissfully ignorant of the enormous comet
shining above them. It is not until one man looks up that the crowd follows,
unveiling the truth. Seeing the comet for themselves makes them believe
in its existence While perceiving for oneself is likely more effective than
statistics, it is unfortunately not always possible. In this case, by the time it
became possible, their fate was imminent. Nothing could be done. Believing
no longer mattered.
This raises the more nuanced question: what does it take to make
people believe before it is too late? Perhaps we can take a lesson from
this rallying scene. It was one man, importantly an insider of the “Don’t
Look Up” movement, who catalyzed a whole crowd’s belief. We should not
underestimate the power of convincing just one disbelieving person of a
scientific truth. Not only does each vaccinated, masked, or recycling person
make a difference, but each also has the power to communicate beliefs
from within social networks. Just as one head turning up turns others, one
conversation can lead to many more.
The movie divides people into two groups: believers and deniers.
Yet, among the believers, some strive to solve the problem for the world and
some strive to solve it for themselves. While many scientists work to destroy
the comet to save Earth, others focus their attention on finding personal
escapes from the disaster. Don’t Look Up’s message is more than just to trust
science. Believing alone isn’t enough to prevent the spread of COVID or
global warming, and our conversations cannot stop there. These disasters
affect us all, and just as we do not face them alone, we must use knowledge
of them to protect, not just ourselves, but everyone. ■
36 Yale Scientific Magazine March 2022 www.yalescientific.org
REVIEWING THE ANTHROPOCENE
REVIEWED
BY LUCY ZHA
John Green, the author of several best-selling books such as Turtles
All the Way Down, or better known to us college students as the host
of the series CrashCourse which saved our world history grades, has
also been producing a podcast titled The Anthropocene Reviewed. In his
monthly episodes, he shares his epiphanies on the things that have kept
humanity, humanity.
In truth, I see this podcast more like a John Green TM personal journal. He does
not contrive himself as an expert in anthropology; instead, he simply reflects
on specific moments from his personal life. In the episode “Mortification and
Civilization,” John Green explores the evolution of the word “mortification.”
Green defines "mortification" literally as "to cause death." "[Nowadays, the
word means] extreme fear from public embarrassment... a low-level form of
death," Green said. He then gives us an anecdote when he was giving a talk
in 2008, and one student at the end pointed out to him that his fly was open
the entire time. Oops, what a great way to ruin the mood. By sharing his
mundane experiences—the Canadian geese in his backyard, the Dr. Pepper
he drinks every morning, and a few lyrics from his favorite band, “The
Mountain Goats”—Green gives the histories and scientific backgrounds of
commonplace objects in his life.
Green extends the conversation from not only everyday occurrences but
Talso problems Hthat impact the
E
world globally and that are deemed “newsworthy.”
Green admitted that he would give COVID-19 a one-star rating in the
episode “Plague.” “Plague is a one-star phenomenon, but our response needs
not to be,” Green said. He reassures us that the COVID-19 pandemic is by
no means unprecedented. The Black Death in the 14th century decimated at
least one-third of the European population. “Corpses were laid on the streets
of Florence… Father did not dare to visit their souls,” Green said. However,
IMAGE COURTESY OF PIXNIO
in community, there also lies strength. When another round of the pandemic
came around again in Eyam in 1665, the village came up with a plan together
that held church services outdoors, maintained social distancing, and buried a
family’s own dead themselves. Humans had prevailed.
From John Green’s meticulous uncovering of his life’s many intimate
SPOTLIGHT
moments, he has proved to us that the Anthropocene is an era where
happiness, loneliness, life, death, and many other contradicting emotions
coexist because we, humans, are on this earth, together. This podcast
itself is also Green’s way of connecting with his readers in a time where
we are forced to be isolated. It is a miraculous feeling to see the famous
and knowledgeable author, whom I look up to, talk to his listeners as a
part of the ordinary ether. And in this age of quarantining, at least I, John
Green, and other listeners of this podcast, are here together.
Indeed, I would give The Anthropocene Reviewed a rating of five out
of five stars. ■
www.yalescientific.org
March 2022 Yale Scientific Magazine 37
FOCUS
COUNTERPOINT
Computational Biology
SALAMANDERS SHOULD
NOT BE ALIVE
BY NATHAN WU
IMAGE COURTESY OF UNSPLASH
According to all known laws of evolution, there is no
way that salamanders should be able to exist. At first
glance, these creatures seem like marvels of evolution
with regenerative abilities and other unique adaptations that
protect them from predators. However, upon closer inspection,
their very existence seems to break all rules. Their hearts
are practically hollow, with muscle walls as thin as a single cell.
Their cells are oversized, sometimes hundreds of times larger
than those of humans. Trying to build such a small animal
with such large cells is like trying to make a detailed sketch
with a king-size Sharpie. Rather than being evolutionary marvels,
salamanders seem to be on the verge of death at all times.
Perhaps more surprising, though, is that many salamanders
seem to be barely born. They normally start their lives as
aquatic larvae and later metamorphose into terrestrial adults.
However, several species have lost their ability to metamorphose,
remaining confined to a half-larval state for the entirety
of their lives, never losing their gills or developing strong
limbs. Their bones never fully harden, remaining soft cartilage
instead. Even their brains are embryonic, with less cell differentiation
than their amphibious relatives.
So how are they still around?
The secret to this anatomical curiosity lies where most biological
secrets lie–within the genome. However, its peculiar
phenotypes may not come from specific genes. Instead, they
are a product of the quantity of DNA present.
Salamanders contain some of the largest genomes of any animal,
with some species carrying 38 times as much DNA as
humans. Their slow development can be explained by the fact
that all their “extra” DNA drastically increases the time it takes
to transcribe DNA to RNA. The size of the salamanders’ genome
goes against the common notion that larger, more complex
animals, like humans or primates, should carry larger
genomes than simpler ones, like salamanders. So why are salamander
genomes so large?
Scientists discovered that salamander genomes are riddled
with sections of DNA called “selfish genetic elements.” These
elements consist of short DNA segments, called transposons,
which contain various genes that code for their own replication.
Once copies of these transposons are produced, they
insert themselves into different parts of the genome. Transposons
can also affect the function of native genes, activating
or deactivating them, potentially harming the host.
Transposons are found in most living things, including humans,
but their density in salamanders is extremely unusual.
Usually, transposons are deleted over time through random
mutations, but it is believed that salamanders parse their genomes
at a rate much slower than humans or other organisms,
resulting in the accumulation of genetic material.
These rogue, selfish genetic elements appear to be a wrinkle
in the laws of evolution that we are familiar with. Scientists are
beginning to look at the genome itself as an ecosystem, with
transposons acting as species within it to better understand
their role. Under such a model, transposons adapt and change
to maximize their prevalence in the genome. If a transposon’s
location has a positive or neutral effect on the host, it will likely
persist there, being passed down to future generations.
Usually, if the accumulation of transposons begins to have detrimental
effects on a species, natural selection will pare down the
genome. The persistence of the salamander’s large genome suggests
that the downsides associated with it do not significantly
affect them. As a result, this genetic process created a feedback
loop where salamanders’ slowly growing genomes pushed them
into the evolutionary niche that they occupy today.
Our knowledge of salamanders and transposons is altering
our understanding of evolution. Not all changes to phenotypes
are driven by evolutionary pressure or are beneficial to the organism.
Rather than viewing DNA and organisms as inseparable,
scientists are beginning to consider DNA as something
that attempts to replicate itself through whatever means, without
consideration for the overall well-being of its host.
Salamanders’ bloated genomes seem to have pushed it to the
brink of extinction. Its mangled bones, flimsy heart, and underdeveloped
body don’t make any sense.
The salamander, of course, lives anyways. Because salamanders
don’t care what humans think is impossible. ■
38 Yale Scientific Magazine March 2022 www.yalescientific.org
BY DHRUV PATEL
HIDDEN
HISTORIES
THE SHREWD FAMILY
BUSINESS THAT SOLD TIME
ART BY MALIA KUO
In the first four decades of the twentieth century, Ruth
Belville—alongside her modest pocket-watch—sold time as
part of her family’s business. But to truly understand her story,
we must understand why she sold time. Prior to the nineteenth
century, people kept time by referencing the position of the sun:
the sun’s peak meant it was noon, and midnight was when the
peak was furthest away. When mechanical clocks were invented,
towns and cities began keeping a local time, meaning that noon
would be exactly twenty-four hours after the previous noon.
Time zones were also adopted in the mid-nineteenth century
to standardize time across vast regions. Such standardization
allowed for synchrony across cities and states in proximity to
each other, a phenomenon that frequent travelers and railroad
companies especially appreciated. Unsurprisingly, most people
began using mechanical clocks. Though these clocks were more
reliable than others, they were still not entirely accurate. For
example, such clocks would slowly deviate from the local mean
time (determined by the time zone). It is in this context that the
story of the Belville family arises.
In London, the Royal Observatory in Greenwich was
responsible for keeping the time. To signal the time to the public,
the Observatory would raise a balloon above the building at
precisely 1 p.m. every day. Later, the Observatory installed a large
clock on its gate so that anyone could see the accurate time at any
moment rather than waiting for a signal. However, to view this
clock, people had to physically make a trip from their homes and
offices across London to the Observatory, which of course, was
inconvenient. Moreover, calibrating watches and clocks in the
nineteenth and early twentieth centuries was more complicated
than it is today, requiring some level of expertise. Seeing this as
an opportunity to profit, John Belville, an assistant at the Royal
Observatory, began visiting a network of two hundred clients
around London once a week, calibrating their watches and
clocks with his own pocket watch, which he calibrated with the
Greenwich mean time daily. This business passed to his wife
when John died, and then to his daughter Ruth.
As with any business, the Belville family service faced
competition, particularly when Ruth took over after her
parents’ deaths. Telegraphs were capable of signaling time,
and different firms would compete to sell their telegraph
time service. Nevertheless, Ruth had an advantage: electric
telegraphs were not as accurate nor as reliable as her stateof-the-art
pocket watch, which was accurate to the tenth of a
second. Moreover, the firms selling telegraph time had trouble
keeping their services in order and received many complaints.
Ruth, however, was reliably consistent and professional.
Indeed, the watch’s accuracy and familiarity with the Belville
family business made it an easy decision for clients to remain
subscribed to this service.
Ruth Belville carried that pocket watch—which she fondly
called “Arnold”—around London every week for forty-eight
years. Each day, she would visit up to ten customers across
London, from the outskirt docklands to the central Mayfair.
Over these forty-eight years, radio became a prominent
method of communication (including communication about
time), and the electric telegraph also became more accurate
and reliable. However, there was still a market for Ruth’s
service—the new technologies did not simply replace the older
ones. Instead, they co-existed for quite some time.
Eventually, however, modern technologies outpaced Ruth’s
pocket watch. The invention of the telephone speaking clock,
which gave the precise time on the third stroke, signaled to
Ruth that her pocket watch could no longer compete with more
efficient and accessible modes of communication provided by
modern technologies. She finally retired at the age of eighty-six.
In all, the Belville family business spanned 104 years, from 1836
to 1940. Before Ruth passed in 1943, she donated Arnold to the
Clockmakers’ Company Museum.
Today, we are all accustomed to seeing the time on our phones
and digital watches. The Belville family business story is a tale
of the industrializing world, a world filled with the clashing of
the old and the new. ■
www.yalescientific.org
March 2022 Yale Scientific Magazine 39
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