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<strong>Department</strong> <strong>of</strong><br />
<strong>Biomedical</strong> <strong>Engineering</strong><br />
Graduate Studies Manual<br />
2012–2013
TABLE OF CONTENTS<br />
Welcome 2<br />
<strong>Biomedical</strong> <strong>Engineering</strong> 4<br />
Research Programs 5<br />
About Washington University in St. Louis 6<br />
Graduate Curriculum 8<br />
Application and Admissions 10<br />
Faculty Pr<strong>of</strong>i les 12<br />
Collaborative Research & Educational Programs in <strong>BME</strong> 31<br />
Biomaterials and Tissue <strong>Engineering</strong> 32<br />
Cardiovascular <strong>Engineering</strong> 34<br />
Imaging Technologies 36<br />
Molecular, Cellular and Systems <strong>Engineering</strong> 38<br />
Neural <strong>Engineering</strong> 40<br />
<strong>Biomedical</strong> <strong>Engineering</strong><br />
Washington University in St. Louis<br />
Campus Box 1097<br />
One Brookings Drive<br />
St. Louis, Missouri 63130<br />
phone: (314) 935-6164<br />
fax: (314) 935-7448<br />
bme.wustl.edu<br />
bme@seas.wustl.edu<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 1
WELCOME<br />
Greetings from the <strong>Department</strong> <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong> at Washington University in St. Louis.<br />
Since its founding in 1997, the tireless efforts <strong>of</strong> our<br />
faculty, students and staff, along with generous<br />
support <strong>of</strong> many friends and colleagues, have<br />
enabled us to build one <strong>of</strong> the most highly-ranked<br />
departments in the U.S. Our department now consists<br />
<strong>of</strong> 19.5 core faculty, more than 100 graduate and more<br />
than 400 undergraduate students. We are housed in<br />
two fi rst-class research and teaching facilities, the<br />
Uncas A. Whitaker Hall for <strong>Biomedical</strong> <strong>Engineering</strong><br />
and the adjoining Stephen F. and Camilla T. Brauer<br />
Hall. We are eagerly looking to the future with confi -<br />
dence, optimism and anticipation. We hope that you<br />
will join us for your further training.<br />
2 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
Our department builds upon a long tradition <strong>of</strong> excellence and cooperation<br />
across the university, especially with our world-class medical school.<br />
The result is a modern and truly interdisciplinary approach to advancing<br />
basic science and to enabling us to better understand, diagnose, and treat<br />
diseases affecting humankind. As described herein, our core faculty's<br />
research focuses on fi ve cutting-edge areas <strong>of</strong> biomedical engineering:<br />
• Biomaterials and tissue engineering<br />
• Cardiovascular engineering<br />
• Imaging technologies<br />
• Molecular, cellular and systems engineering<br />
• Neural engineering<br />
Our core and more than 60 affi liated faculty work together in a number<br />
<strong>of</strong> interdisciplinary research centers and pathways. This large community<br />
enables us to cover a diverse and rich spectrum <strong>of</strong> <strong>BME</strong> research areas,<br />
spanning length scales from molecules to the whole organism. This superb<br />
research training, together with a solid curriculum grounded in biomedical<br />
engineering, have enabled our graduate alumni to make a meaningful impact<br />
in many <strong>of</strong> the premier academic, medical, legal and industrial organizations<br />
around the world.<br />
I enjoyed watching the department grow rapidly during the last decade, and<br />
as we look to the future, even more exciting opportunities lie ahead as we<br />
continue to build upon our strengths and leverage special opportunities<br />
to increase our impact. We plan to expand the number <strong>of</strong> core faculty to<br />
provide even more depth and breadth to our research areas. Whitaker Hall<br />
and the adjoining Stephen F. and Camilla T. Brauer Hall provide the physical<br />
infrastructure necessary for our expanded research and teaching efforts.<br />
It has been a privilege for me to have participated in helping build this<br />
endeavor. We greatly appreciate the contributions, encouragement,<br />
commitment and guidance <strong>of</strong> a multitude <strong>of</strong> colleagues, students, friends<br />
and supporters who have been instrumental in the success <strong>of</strong> the department.<br />
To all <strong>of</strong> them, I and my colleagues express our sincerest and utmost<br />
appreciation.<br />
Shelly E. Sakiyama-Elbert, Ph.D.<br />
Director <strong>of</strong> Graduate Studies<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 3
BIOMEDICAL ENGINEERING<br />
Frank C-P Yin<br />
The Stephen F. and Camilla T. Brauer<br />
Distinguished Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong> and <strong>Department</strong> Chairman,<br />
Pr<strong>of</strong>essor <strong>of</strong> Medicine<br />
M.D., University <strong>of</strong> California- San<br />
Diego, 1973<br />
Ph.D., Applied Mechanics (Bioengineering),<br />
University <strong>of</strong> California-San<br />
Diego, 1970<br />
M.S., Massachusetts Institute <strong>of</strong><br />
Technology, 1967<br />
B.S., Massachusetts Institute <strong>of</strong><br />
Technology, 1965<br />
Offi ce: Whitaker Hall, Room 190A<br />
Phone: (314) 935-6164<br />
yin@wustl.edu<br />
Modern biomedical engineers face a far different<br />
world than those trained even two decades ago.<br />
Explosive advances in our ability to probe and understand<br />
molecular and cellular processes and their<br />
interconnnections now make it imperative that the<br />
powers <strong>of</strong> engineering be brought to bear at ever<br />
smaller as well as at systemwide levels. This will not<br />
only produce new discoveries at the most fundamental<br />
levels but also accelerate the translation <strong>of</strong> these<br />
discoveries into practical applications.<br />
Our vision is that future leaders and lasting impact<br />
will arise from successfully integrating engineering<br />
concepts and approaches across molecular to<br />
whole body levels. Moreover, those also trained to<br />
integrate the analytical, modeling, and systems approaches<br />
<strong>of</strong> engineering to the complex and, sometimes<br />
overwhelming, descriptive details <strong>of</strong> biology<br />
will be uniquely positioned to address new and exciting<br />
opportunities. We are committed to educating<br />
and training the next generation <strong>of</strong> biomedical engineers<br />
with this vision in mind. Consequently, we have<br />
leveraged our existing strengths to build our department<br />
around the fi ve research programs representing<br />
some <strong>of</strong> the most exciting frontiers.<br />
4 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
RESEARCH PROGRAMS<br />
r<br />
We focus on fi ve overlapping research programs that represent frontier areas <strong>of</strong><br />
<strong>Biomedical</strong> <strong>Engineering</strong> and leverage the existing strengths <strong>of</strong> our current faculty<br />
and resources. These areas provide exciting training opportunities for students<br />
with a variety <strong>of</strong> backgrounds and interests.<br />
<strong>BME</strong> Research Programs<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 5
ABOUT WASHINGTON UNIVERSITY IN ST. LOUIS<br />
BETWEEN CAMPUSES<br />
The two campuses are three miles<br />
apart, separated by Forest Park - one <strong>of</strong><br />
the largest (one-third larger than<br />
Central Park in New York) and most<br />
beautiful public parks in the country.<br />
The park has a golf course, an art<br />
museum, a public zoo, the Missouri History<br />
Museum and the largest and oldest<br />
continuously-running municipal outdoor<br />
theater in the country. Transportation<br />
between campuses, and the residential<br />
areas between them, is easy by bicycle<br />
or University-run shuttle buses. In addition,<br />
three stations for Metrolink, the<br />
light rail system, serve the university.<br />
Free passes for bus and Metrolink service<br />
are available to full-time students.<br />
HOUSING INFORMATION<br />
The university owns more than 250<br />
apartment complexes available for<br />
rent to graduate students. Many <strong>of</strong><br />
these apartments are connected to the<br />
University’s telephone and computer<br />
network. For more information:<br />
Parkview Properties<br />
(314) 721-7106<br />
or<br />
Quadrangle Housing Company<br />
www.<strong>of</strong>fcampushousing.wustl.edu<br />
THE CAMPUSES<br />
Founded in 1853, Washington University in St. Louis is an<br />
independent institution known internationally for its excellence<br />
in teaching and research. For example, in the 2009 U.S.<br />
News and World Report rankings <strong>of</strong> graduate and pr<strong>of</strong>essional<br />
programs, 20 programs at the University, including <strong>BME</strong>, were<br />
ranked in the top 10. The University <strong>of</strong>fers more than 80 programs<br />
and nearly 1,600 courses in interdisciplinary as well as<br />
traditional fi elds leading to bachelor’s, master’s and doctoral<br />
degrees. The University, including the Danforth and Medical<br />
Campuses, comprises 2,267 acres and more than 150 buildings.<br />
The University’s 11,000 undergraduate and graduate students<br />
come from every state <strong>of</strong> the union and more than 100 foreign<br />
countries. The School <strong>of</strong> <strong>Engineering</strong> and Applied Sciences<br />
has fi ve academic departments, many interdepartmental<br />
programs, and <strong>of</strong>fers undergraduate and graduate degrees in<br />
both traditional and emerging fi elds. The School <strong>of</strong> Medicine<br />
is one <strong>of</strong> the nation’s largest clinical and biomedical research<br />
facilities and comprises more than 60 buildings on nearly 230<br />
acres.<br />
6 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
RESEARCH SUPPORT<br />
There is ample support for students to pursue their research training. Our core faculty’s annual<br />
per capita research expenditures currently exceed $800,000, putting us in the top-tier <strong>of</strong><br />
research departments nationwide. Our school <strong>of</strong> medicine consistently ranks in the top fi ve <strong>of</strong><br />
the 125 U.S. medical schools and third in funding from the National Institutes <strong>of</strong> Health for research<br />
and training. In addition to research grants, the department has and participates in NSF<br />
and NIH-supported training grants dedicated to providing support for graduate students.<br />
FACILITIES<br />
In December 2002, the department moved into the new Uncas A. Whitaker Hall for <strong>Biomedical</strong><br />
<strong>Engineering</strong>. This $42 million, 113,000 sq. ft. building was funded, in part, by a $10 million award<br />
to the department from The Whitaker Foundation in 1999 in recognition <strong>of</strong> the extraordinary<br />
promise <strong>of</strong> biomedical engineering at Washington University. This building contains more than<br />
55,000 sq. ft. <strong>of</strong> state-<strong>of</strong>-the-art teaching and research facilities, including 15 faculty research<br />
laboratories, a nanotechnology lab, a microscopy core facility, an imaging core facility, a small<br />
animal vivarium, three teaching laboratories, a 250-seat auditorium, three large classrooms,<br />
student and faculty lounges and many conference rooms. The building was designed to enhance<br />
interactions among the faculty, students and staff by means <strong>of</strong> a three-story central atrium<br />
surrounded by corridors leading to distributed <strong>of</strong>fi ces, laboratories and classrooms.<br />
In 2010, we completed construction on the Stephen F. and Camilla T. Brauer Hall, an approximately<br />
150,000 sq. ft. building we share with our <strong>Department</strong> <strong>of</strong> Energy, Environmental and<br />
Chemical <strong>Engineering</strong>. This facility adjoins Whitaker Hall and provides the needed expansion<br />
space for us over the coming years.<br />
There are extensive state-<strong>of</strong>-the-art facilities at the medical school that also support biomedical<br />
engineering research including: a new world-class imaging center, two <strong>of</strong> the seven NIH<br />
Nanotechnology Centers, the major NIH-funded Genome Sequencing Center that was instrumental<br />
in decoding the human genome and an NIH National Cancer Center that was designated<br />
in 2001. Several other departments in the School <strong>of</strong> <strong>Engineering</strong> also have spaces used for<br />
<strong>BME</strong> research.<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 7
GRADUATE CURRICULUM<br />
DEGREE PROGRAMS AND REQUIREMENTS<br />
The department <strong>of</strong>fers programs leading to the master <strong>of</strong> science (M.S.) or doctor <strong>of</strong> philosophy<br />
(Ph.D.) in biomedical engineering and combined M.S./M.B.A. and M.D./Ph.D. degrees. The<br />
latter two degrees are given jointly with the Olin School <strong>of</strong> Business and the School <strong>of</strong> Medicine,<br />
respectively.<br />
Students pursuing an M.S. degree can do so either with or without a thesis; both options require<br />
completing a total <strong>of</strong> 30 credits <strong>of</strong> graduate work, including the core curriculum (see page<br />
9). For the thesis option, a minimum <strong>of</strong> 24 course credits and 6 research credits are required.<br />
The Ph.D. degree requires a minimum <strong>of</strong> 72 credits beyond the bachelor’s level, with a minimum<br />
<strong>of</strong> 36 being course credits (including the core curriculum) and a minimum <strong>of</strong> 24 credits <strong>of</strong> doctoral<br />
dissertation research. Generally, students complete the core curriculum and research<br />
rotations (see page 9) during their fi rst year. Then, upon successfully passing the qualifying<br />
examination, they advance to candidacy and complete the balance <strong>of</strong> their requirements.<br />
Students pursuing the combined degrees must complete the degree requirements for both<br />
schools. For the three-year M.S./M.B.A., time is saved by allowing selected courses to count<br />
as electives for the other school’s degree requirement. The M.D./Ph.D. students typically complete<br />
the fi rst two years <strong>of</strong> the medical school pre-clinical curriculum while also performing<br />
one or more research rotations, then the remaining requirements for the Ph.D. degree, and<br />
fi nally the clinical training years <strong>of</strong> the medical degree. The department generally gives graduate<br />
course credits for some <strong>of</strong> the medical school courses toward fulfi llment <strong>of</strong> course requirements<br />
for the Ph.D. degree. This is arranged on an individual basis between the student, his/her<br />
academic advisor and the director <strong>of</strong> graduate studies.<br />
8 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
RESEARCH ROTATIONS<br />
One <strong>of</strong> the popular and valuable features<br />
<strong>of</strong> our doctoral program is the<br />
research rotation requirement, which<br />
provides students with an in-depth opportunity<br />
to sample different research<br />
areas before selecting their dissertation<br />
topic. This provides both breadth<br />
and depth <strong>of</strong> training in different areas<br />
<strong>of</strong> biomedical engineering research<br />
prior to embarking on the focused training<br />
needed for dissertation research.<br />
One <strong>of</strong> the rotations is the basis for the<br />
student’s qualifying examination, helping<br />
to focus the student’s preparation<br />
for the exam. The extended experience<br />
in a laboratory enables the student and<br />
his/her potential dissertation mentor<br />
an opportunity to ensure compatibility<br />
prior to both people committing to the<br />
long-term relationship necessary for<br />
the successful completion <strong>of</strong> a dissertation.<br />
Students are required to register<br />
for (without credit) and complete<br />
two semester-long rotations during<br />
the fi rst year with a member <strong>of</strong> the<br />
Graduate Group Faculty. Students who<br />
matriculate with a research master’s<br />
degree in an engineering fi eld need only<br />
complete one rotation. The specifi c<br />
rotations are chosen in consultation<br />
with the student’s academic advisor<br />
and/or director <strong>of</strong> graduate studies and<br />
must be mutually agreeable to both student<br />
and mentor. At the completion <strong>of</strong><br />
each rotation, the student must submit<br />
to the department a written report approved<br />
by the mentor. An optional third<br />
research rotation may be performed<br />
during the summer after the fi rst academic<br />
year.<br />
CORE CURRICULUM<br />
A core curriculum must be completed<br />
by all degree candidates and consists<br />
<strong>of</strong>:<br />
• Two graduate courses in life sciences<br />
• One graduate course in mathematics<br />
• One graduate course in computer<br />
science<br />
• <strong>Biomedical</strong> engineering courses as<br />
specifi ed in the Graduate Policies and<br />
Regulations booklet.<br />
The M.S. degree requires at least three<br />
courses selected from the Educational<br />
Programs and constituent courses<br />
listed in the Graduate Policies and<br />
Regulations Booklet. The Ph.D. degree<br />
requires at least fi ve courses from the<br />
list (three <strong>of</strong> these must be in different<br />
programs). Other courses may fulfi ll<br />
this requirement at the discretion <strong>of</strong><br />
the graduate curriculum committee.<br />
SEMINARS<br />
The department sponsors a weekly<br />
seminar series by visitors or Washington<br />
University faculty or students.<br />
All full-time graduate students are<br />
required to enroll in <strong>BME</strong> 501-Graduate<br />
Seminar, which is a pass/fail course<br />
carrying no credit. A passing grade is<br />
required for each semester for all fulltime<br />
students and is earned by regular<br />
attendance at this series, or at equivalent<br />
seminars.<br />
QUALIFYING EXAMINATION<br />
To advance to candidacy, doctoral<br />
students must pass an oral qualifying<br />
examination. The oral portion <strong>of</strong> the<br />
exam is based on the four scientifi c<br />
areas related to ones research rotation.<br />
The student and future dissertation<br />
mentor select the examination committee<br />
with approval <strong>of</strong> the Director<br />
<strong>of</strong> Graduate Studies in fi elds pertinent<br />
to that rotation plus four areas. The<br />
examination begins with an oral presentation<br />
to the committee on the rotation<br />
research, followed by questions addressing<br />
biomedical engineering topics<br />
directly related to the written rotation<br />
report and oral presentation. This portion<br />
<strong>of</strong> the examination must take place<br />
before the start <strong>of</strong> the second year <strong>of</strong><br />
the doctoral program (at the end <strong>of</strong> the<br />
last rotation).<br />
TEACHING ASSISTANT<br />
REQUIREMENT<br />
Doctoral students must serve one semester<br />
as a teaching assistant (TA) for<br />
a <strong>BME</strong> course. The TA duty is in addition<br />
to the normal coursework and research<br />
duties for that semester. This usually<br />
occurs after completing the oral portion<br />
<strong>of</strong> the qualifying examination but<br />
before the thesis proposal.<br />
THESIS PROPOSAL<br />
Following successful completion <strong>of</strong> the<br />
oral portion <strong>of</strong> the qualifying examination,<br />
students will prepare a comprehensive<br />
written dissertation proposal<br />
that will be presented orally before the<br />
student’s dissertation committee. This<br />
proposal normally should be completed<br />
within two years <strong>of</strong> the qualifying exam<br />
(by the end <strong>of</strong> the third year), upon<br />
which the student completes the thesis<br />
and gives a formal defense.<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 9
APPLICATIONS AND ADMISSIONS<br />
ADMISSIONS REQUIREMENTS<br />
1. A baccalaureate degree in engineering or the physical<br />
sciences/mathematics. (A life science degree may be<br />
acceptable with evidence <strong>of</strong> adequate quantitative course<br />
work.) Admitted master’s and doctoral students typically<br />
have had grade point averages <strong>of</strong> 3.5 and 3.7 out <strong>of</strong> 4.0,<br />
respectively.<br />
2. Courses highly recommended:<br />
• Advanced Calculus and Differential Equations<br />
• Probability and Statistics<br />
• <strong>Engineering</strong> Mathematics<br />
• Physics<br />
• Introductory Computer Science<br />
• Circuits/ Electrical Networks<br />
• Basic Courses in Molecular and Cell Biology<br />
• General and Organic Chemistry<br />
3. Students seeking fi nancial aid must take the general<br />
sections <strong>of</strong> the Graduate Record Examination (admitted<br />
students have averaged a score over 775 on the quantitative<br />
section or 164 on the new GRE scale and 4.5 or greater on<br />
the analytical section). International students must also<br />
submit TOEFL scores earned with the past two years.<br />
Scores <strong>of</strong> 100 or greater are generally required with no less<br />
than 20 <strong>of</strong> each section<br />
4. Undergraduate or postgraduate research experience is<br />
highly desirable for admission to the PhD program, but not<br />
mandatory for the Master’s program. Letters <strong>of</strong><br />
recommendation from research mentors are a particularly<br />
important part <strong>of</strong> the graduate application. Descriptions <strong>of</strong><br />
previous research experience or future research goals in the<br />
personal statement portion <strong>of</strong> the application are also<br />
important in the admissions decision.<br />
5. Selected, qualifi ed students residing in the U.S. may be<br />
invited to campus to interview with faculty and other<br />
students prior to or after being <strong>of</strong>fered admission.<br />
10 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
ADMISSION PROCEDURES<br />
Prospective students normally apply to<br />
the department during the fall or winter<br />
preceding the fall semester in which<br />
they intend to enroll. Under exceptional<br />
conditions, applications for enrollment<br />
in the spring semester will be accepted.<br />
Applications are only accepted online<br />
at: http://engineering.wustl.edu/GraduateAdmissions/.<br />
Deadline to submit<br />
the application is January 15th for PhD<br />
applicants. Master’s students are admitted<br />
on a rolling basis. International<br />
master’s applicants should apply by<br />
May 1 for fall admission and November 1<br />
for spring admission.<br />
Students wishing to pursue the combined<br />
M.D./Ph.D. degrees must apply to<br />
the Medical Science Training Program<br />
<strong>of</strong> the Washington University School<br />
<strong>of</strong> Medicine and be accepted into both<br />
the School <strong>of</strong> Medicine as well as the<br />
doctoral program <strong>of</strong> the biomedical<br />
engineering department. The latter can<br />
occur before, simultaneously, or after<br />
acceptance into the School <strong>of</strong> Medicine.<br />
Information about this option can be<br />
obtained at: http://mstp.wustl.edu/<br />
Pages/index.aspx<br />
Students wishing to pursue the<br />
combined M.S./M.B.A. degrees must<br />
qualify for, apply to, and be accepted<br />
into both the M.S. program in <strong>BME</strong> and<br />
the M.B.A. program <strong>of</strong> the Olin School<br />
<strong>of</strong> Business. Application can also be<br />
made during the fi rst year <strong>of</strong> enrollment<br />
FINANCIAL AID<br />
Financial support for doctoral students<br />
is available on a competitive basis.<br />
Students desiring such aid must so<br />
indicate in their application materials.<br />
Every effort is made to provide fulltime<br />
doctoral students with full tuition<br />
support and a stipend competitive with<br />
other schools.<br />
Recent graduate degree recipients at spring 2012 commencement. Top row: Paul<br />
Wanda, Nithya Jesuraj, Pr<strong>of</strong>. Dan Moran, Lin Bai, Yuchen Yuan and Lisa Thompson.<br />
Bottom row: Pr<strong>of</strong>. Shelly Sakiyama-Elbert, Pr<strong>of</strong>. Frank Yin, Pr<strong>of</strong>. Kurt Thoroughman,<br />
and Kaitlin Burlingame.<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 11
FACULTY PROFILES<br />
Mark A. Anastasio<br />
Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong> <strong>Engineering</strong><br />
Ph.D., Medical Physics, The University<br />
<strong>of</strong> Chicago, 2001<br />
M.S., University <strong>of</strong> Illinois at Chicago,<br />
1995<br />
M.S.E., University <strong>of</strong> Pennsylvania, 1993<br />
B.S., Illinois Institute <strong>of</strong> Technology,<br />
1992<br />
RESEARCH INTERESTS<br />
development <strong>of</strong> biomedical imaging<br />
methods; photoacoustic tomography,<br />
X-ray phase-contrast imaging, image<br />
reconstruction and inverse problems in<br />
imaging; theoretical image science<br />
Offi ce: Brauer Hall, Room 2009<br />
Phone: (314) 935-3637<br />
Email: anastasio@wustl.edu<br />
CURRENT RESEARCH<br />
The research activities in my laboratory broadly address the engineering<br />
and scientifi c principles <strong>of</strong> biomedical imaging. Almost all modern biomedical<br />
imaging systems including advanced microscopy methods, X-ray<br />
computed tomography, magnetic resonance imaging, and photoacoustic<br />
computed tomography, to name only a few, utilize computational methods<br />
for image formation. The development <strong>of</strong> image reconstruction methods<br />
for novel computed imaging systems is a theme that underlies many <strong>of</strong> our<br />
projects.<br />
Our current research projects include the development <strong>of</strong> advanced X-ray,<br />
optical, and acoustical imaging systems that are based on wave physics<br />
and can provide important structural and physiological tissue information.<br />
These projects can be grouped into the following categories: (1) photoacoustic<br />
and thermoacoustic imaging; (2) X-ray phase-contrast imaging; (3)<br />
optical and acoustical tomography and holography; and (4) improvement <strong>of</strong><br />
existing clinical imaging methods.<br />
SELECTED PUBLICATIONS<br />
Anastasio MA, Chou CY, Zysk AM, and Brankov JG. 2010. Ideal Observer<br />
Analysis <strong>of</strong> Signal Detectability in Phase-Contrast Imaging Employing<br />
Linear Shift-Invariant Optical Systems. Journal <strong>of</strong> the Optical Society <strong>of</strong><br />
America A 12: 2648-2659.<br />
Zysk AM, Schoonover RW, Carney PS and Anastasio MA. 2010. Transport<br />
<strong>of</strong> Intensity and Spectrum for Partially Coherent Fields. Optics Letters<br />
35: 2239-2241.<br />
Wang K, Ermilov SA, Brecht H-P, Su R, Oraevsky AA and Anastasio MA.<br />
2011. An Imaging Model Incorporating Ultrasonic Transducer Properties for<br />
Three-Dimensional Optoacoustic Tomography. IEEE Transactions on Medical<br />
Imaging 30: 203-214.<br />
Zhang J, Anastasio MA, Riviere PJ, and Wang LV. 2009. Effects <strong>of</strong> Imaging<br />
Model on Image Reconstruction Accuracy in Photoacoustic Tomography.<br />
IEEE Transactions on Medical Imaging 28:1781-1790.<br />
Brey EM, Appel A, Chiu Y-C, Zhong Z, and Anastasio MA. 2010. X-Ray Imaging<br />
<strong>of</strong> Poly(ethylene glycol) Hydrogels Without Contrast Agents. Tissue<br />
<strong>Engineering</strong> 16: 1597-1600.<br />
Chou C-Y and Anastasio MA. 2009. Noise Texture and Signal Detectability<br />
in Propagation- Based X-ray Phase-Contrast Tomography. Medical Physics<br />
37: 270-281.<br />
Tamhane AA, Anastasio MA, Gui M, Arfanakis K. 2010. Iterative Image<br />
Reconstruction for PROPELLER-MRI Using the Non-Uniform Fast Fourier<br />
Transform. Journal <strong>of</strong> Magnetic Resonance Imaging 32: 211-217.<br />
12 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
CURRENT RESEARCH<br />
Our research focus is split along two main lines <strong>of</strong> inquiry. The fi rst involves<br />
reverse-engineering normal brain function. The vertebrate nervous<br />
system routinely achieves feats <strong>of</strong> pattern recognition unparalleled by<br />
modern computers. The natural algorithms underlying this pattern recognition<br />
and the neuronal circuitry computing them both represent targets<br />
for research in my lab, predominantly by measuring single and bulk neuron<br />
activity in awake subjects. We are particularly interested in how complex<br />
sounds are encoded in the brain when interfering noise is present and how<br />
language is processed in human brains. A more thorough understanding <strong>of</strong><br />
these issues has the potential to contribute to the engineering <strong>of</strong> improved<br />
devices for interfacing with humans, including hearing aids, auditory prostheses<br />
and linguistic brain-computer interfaces.<br />
The second line <strong>of</strong> inquiry involves forward-engineering novel brain function<br />
by rewiring native cortical brain networks to implement new algorithms.<br />
Following brain injury such as a stroke, some function is lost and the<br />
brain network is disrupted. We apply principles <strong>of</strong> network theory and neuroplasticity<br />
toward developing brain-computer interfaces that can rewire<br />
brains and thus recover the lost function. We also develop the technology<br />
necessary to carry out this type <strong>of</strong> intervention. Collectively, our research<br />
represents a combination <strong>of</strong> neuroscientifi c and neuroengineering endeavors<br />
that have considerable potential for treating losses <strong>of</strong> nervous system<br />
function.<br />
SELECTED PUBLICATIONS<br />
X Pei, DL Barbour, EC Leuthardt and G Schalk. 2011. Decoding vowels and<br />
consonants in spoken and imagined words using electrocorticographic<br />
signals in humans. J Neural Eng 8(4): 046028.<br />
Katta N, Chen TL, Watkins PV and Barbour DL. 2011. Evaluation <strong>of</strong> techniques<br />
used to estimate cortical feature maps. J Neurosci Meth 202(1):<br />
87-98.<br />
Watkins PV and Barbour DL. 2011. Rate-level responses in awake marmoset<br />
auditory cortex. Hear Res 275(1-2): 30-42.<br />
Watkins PV and Barbour DL. 2011. Level-tuned neurons in primary auditory<br />
cortex adapt differently to loud versus s<strong>of</strong>t sounds. Cereb Cortex 21(1):<br />
178-190.<br />
Walker, EY and Barbour DL. 2010. Designing in vivo concentration gradients<br />
with discrete controlled release: a computational model. J Neural Eng.<br />
7(4): 046013.<br />
Watkins PV and Barbour DL. 2008. Specialized neuronal adaptation for<br />
preserving input sensitivity. Nature Neurosci. 11: 1259–1261.<br />
Dennis L. Barbour<br />
Associate Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong>, Associate Pr<strong>of</strong>essor <strong>of</strong><br />
Anatomy & Neurobiology,<br />
Otolarygology<br />
M.D., Johns Hopkins School <strong>of</strong> Medicine,<br />
2003<br />
Ph.D., <strong>Biomedical</strong> <strong>Engineering</strong>, Johns<br />
Hopkins University, 2003<br />
B.E.E., Georgia Institute <strong>of</strong> Technology,<br />
1995<br />
RESEARCH INTERESTS<br />
sensory neurophysiology;<br />
computational neuroscience; braincomputer<br />
interfaces; brain repair<br />
Offi ce: Whitaker Hall, Room 200E<br />
Phone: (314) 935-7548<br />
Email: dbarbour@wustl.edu<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 13
FACULTY PROFILES<br />
Jan Bieschke<br />
Assistant Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong><br />
Ph.D., Max-Planck-Institute for Biophysical<br />
Chemistry, Germany, 2000<br />
Chemistry Diploma, University Goettingen,<br />
Germany, 1996<br />
RESEARCH INTERESTS<br />
mechanisms and modulators <strong>of</strong> agerelated<br />
protein misfolding processes,<br />
amyloid formation, single molecule<br />
fl uorescence, atomic force microscopy<br />
Offi ce: Brauer Hall, Room 2003<br />
Phone: (314) 935-7038<br />
Email: bieschke@wustl.edu<br />
CURRENT RESEARCH<br />
Our research involves the misfolding <strong>of</strong> endogenous protein or peptide<br />
fragments to form cytotoxic fi brillar protein deposits characterizes amyloid<br />
diseases. These misfolded polypeptides, which are believed to be the<br />
root cause <strong>of</strong> the pathologies, are specifi c for each disease, such as amyloid<br />
(A-beta) in Alzheimer’s disease (AD), but the mechanisms <strong>of</strong> protein<br />
misfolding and amyloid formation seem to be largely generic.<br />
However, it is yet unknown by which mechanisms misfolded proteins confer<br />
their toxicity. My group aims to quantitatively understand the biophysical<br />
basis generation and fate <strong>of</strong> misfolded proteins in the cell. We are tracking<br />
the formation and degradation <strong>of</strong> single particles <strong>of</strong> misfolded proteins by<br />
single molecule fl uorescence and other biophysical techniques. Our further<br />
aim is to develop strategies to derail protein misfolding processes and to<br />
engineer new approaches for detoxifying these disease-related protein<br />
assemblies.<br />
SELECTED PUBLICATIONS<br />
Bieschke J, et al. 2011. An orcein-related small molecule promotes the conversion<br />
<strong>of</strong> toxic oligomers to non-toxic, (beta)-sheet-rich amyloid fi brils.<br />
Nat Chem Biol. Nov 20;8(1):93-101.<br />
Bieschke J, Russ J, Friedrich RP, Ehrnhoefer DE, Wobst H, Neugebauer K,<br />
and Wanker EE. 2010. EGCG remodels mature alpha-synuclein and amyloid-beta<br />
fi brils and reduces cellular toxicity. Proc. Natl. Acad. Sci. USA.<br />
107: 7710-7715.<br />
Ehrnhoefer DE*, Bieschke J*, Boeddrich A, Herbst M, Masino L, Lurz R,<br />
Engemann S, Pastore A, and Wanker EE. 2008. EGCG redirects amyloidogenic<br />
polypeptides into unstructured, <strong>of</strong>f-pathway oligomers. Nature<br />
Struct. Mol. Biol. 15: 558-566.<br />
Bieschke J, Zhang Q, Bosco DA, Lerner RA, Powers ET, Wentworth P Jr, and<br />
Kelly JW. 2006. Small molecule oxidation products trigger disease-associated<br />
protein misfolding. Acc. Chem. Res. 39: 611-619.<br />
Cohen E*, Bieschke J*, Perciavalle RM, Kelly JW, and Dillin A. 2006. Opposing<br />
activities protect against age-onset proteotoxicity. Science. 313:<br />
1604-1610.<br />
Bieschke J, Weber P, Saraf<strong>of</strong>f N, Beekes M, Giese A, and Kretzschmar H.<br />
2004. Autocatalytic self-propagation <strong>of</strong> misfolded prion protein. Proc.<br />
Natl. Acad. Sci. USA. 101: 12207-12211.<br />
Bieschke J, Giese A, Schulz-Schaeffer W, Zerr I, Poser S, Eigen M, and<br />
Kretzschmar H. 2000. Ultrasensitive detection <strong>of</strong> pathological prion protein<br />
aggregates by dual-color scanning for intensely fl uorescent targets.<br />
Proc Natl Acad Sci U S A. May 9;97(10):5468-73.<br />
* denotes two authors that contributed equally<br />
14 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
CURRENT RESEARCH<br />
Ion channels are the molecular units <strong>of</strong> electrical activity in all cell types,<br />
which underlie important physiological functions such as heart contraction<br />
and neural activities. My research interests focus on the mechanisms<br />
<strong>of</strong> conformational changes during channel opening and closing and on the<br />
interaction <strong>of</strong> ion channels with other molecules in the cell. Currently, we<br />
use a combination <strong>of</strong> molecular biology, protein biochemistry, patch clamp<br />
techniques, and kinetic modeling to study two potassium channels: 1) The<br />
BK type calcium-activated potassium channels, which are important in the<br />
control <strong>of</strong> blood pressure and neurotransmitter release. They are implicated<br />
in hypertension and epilepsy; 2) The IKS potassium channels that<br />
play a key role in the rhythmic control <strong>of</strong> the heart rate. Defects in the IKS<br />
channel protein have been shown to cause severe inherited cardiac arrhythmias<br />
that <strong>of</strong>ten lead to syncope and sudden death. We are interested<br />
in how these channels sense cellular signals such as the membrane voltage<br />
and intracellular calcium to open, how disease-associated mutations alter<br />
channel function, and searching for reagents such as small molecules and<br />
peptides that modulate these channels and may lead to drugs for the treatment<br />
<strong>of</strong> human diseases associated with these channels.<br />
SELECTED PUBLICATIONS<br />
Wu D, Delaloye K, Zaydman MA, Nekouzadeh A, Rudy Y and Cui J. 2010.<br />
State-dependent electrostatic interactions <strong>of</strong> S4 arginines with E1 in S2<br />
during Kv7.1 activation. J. Gen. Physiol. 135: 575-581.<br />
Yang J, Krishnamoorthy G, Saxena A, Zhang G, Shi J, Yang H, Delaloye K,<br />
Sept D and Cui J. 2010. An epilepsy-dyskinesia-associated mutation enhances<br />
BK channel activation by potentiating Ca2+ sensing. Neuron,<br />
66: 871-883.<br />
Lee US and Cui J. 2009. {beta} subunit-specifi c modulations <strong>of</strong> a mutant<br />
BK channel associated with epilepsy and dyskinesia. J. Physiol. (London).<br />
587: 1481-1498.<br />
Yang H, Shi J, Zhang G, Yang J, Delaloye K and Cui J. 2008. Activation <strong>of</strong><br />
Slo1 BK channels by Mg2+ coordinated between the voltage sensor and the<br />
RCK1 domains. Nature Structure and Molecular Biology 15: 1152-1159.<br />
Yang H, Hu L, Shi J, Delaloye K, Horrigan F, and Cui J. 2007. Mg2+ Mediates<br />
Interaction between the Voltage Sensor and Cytosolic Domain to Activate<br />
BK channels. Proc. Natl. Acad. Sci., U.S.A. 104: 18270- 18275.<br />
Shi J, Krishnamoorthy G, Yang Y, Hu L, Chaturvedi N, Harilal D, Qin J, Cui J.<br />
2002. Mechanism <strong>of</strong> magnesium activation <strong>of</strong> calcium-activated potassium<br />
channels. Nature 418:876-880.<br />
Jianmin Cui<br />
Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong> <strong>Engineering</strong> on<br />
the Spencer T. Olin Endowment,<br />
Associate Pr<strong>of</strong>essor <strong>of</strong> Cell Biology &<br />
Physiology<br />
Ph.D., Physiology & Biophysics, State<br />
University <strong>of</strong> New York, 1992<br />
M.S., Peking University, 1986<br />
B.S., Peking University, 1983<br />
RESEARCH INTERESTS<br />
molecular basis <strong>of</strong> bioelectricity and<br />
related diseases in nervous and cardiovascular<br />
systems; ion channel function<br />
and modulation; discovery <strong>of</strong> drugs that<br />
target ion channels; electrophysiology;<br />
molecular biology, biophysics<br />
Offi ce: Whitaker Hall, Room 290C<br />
Phone: (314) 935-8896<br />
Email: jcui@wustl.edu<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 15
FACULTY PROFILES<br />
John P. Cunningham<br />
Assistant Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong><br />
Ph.D., Electrical <strong>Engineering</strong>, Stanford<br />
University, 2009<br />
M.S., Stanford University, 2006<br />
B.A., Dartmouth College, 2002<br />
RESEARCH INTERESTS<br />
computational and systems neuroscience;<br />
machine learning; signal processing;<br />
pattern recognition<br />
Offi ce: Brauer Hall, Room 2005<br />
Email: cunningham@wustl.edu<br />
CURRENT RESEARCH<br />
At a high level, we study how complicated systems do interesting things.<br />
For example, we use our brain in everything that we do, but we understand<br />
relatively little about how it works. How do populations <strong>of</strong> neurons control<br />
complex, sophisticated movement? What new mathematical and computational<br />
techniques are required to investigate that, and how else can those<br />
methods be applied? How might these advances help researchers solve<br />
important problems in medicine and engineering?<br />
At a technical level, our research involves engineering, computer science,<br />
and applied statistics, and their application to neural systems. Specifi -<br />
cally, we design machine learning techniques, statistical methods, and<br />
optimization algorithms for analysis <strong>of</strong> neural data, primarily in the motor<br />
cortex. The purpose <strong>of</strong> these algorithms is fi rstly to advance scientifi c<br />
understanding <strong>of</strong> the neural basis <strong>of</strong> movement, and secondly, to advance<br />
computational learning methods in their own right. We commonly study and<br />
use dynamical systems, dimensionality reduction methods, nonparametric<br />
Bayesian statistics, approximate inference, optimization techniques, and<br />
numerical linear algebra. Many <strong>of</strong> these computational efforts require<br />
experimental validation; we collaborate closely with experimental systems<br />
neuroscientists and with brain-machine interface researchers. Overall, our<br />
research aims to advance understanding <strong>of</strong> learning and pattern generation<br />
in computational and biological systems, which has many applications<br />
across biomedicine and engineering.<br />
SELECTED PUBLICATIONS<br />
Churchland MM*, Cunningham JP* (contributing equally), Kaufman MT, Foster<br />
JD, Nuyujukian P, Ryu SI, Shenoy KV. 2012. Neural population dynamics<br />
during reaching. Nature Jul 5;487(7405): 51-6.<br />
Cunningham JP, Rasmussen CE, Ghahramani Z. 2012. Gaussian Processes<br />
for time-marked time-series data. JMLR W&CP. 22: 255-263.<br />
Cunningham JP, Nuyujukian P, Gilja V, Chestek CA, Ryu SI, and Shenoy KV.<br />
2011. A closed-loop human simulator for investigating the role <strong>of</strong> feedback-<br />
control in brain-machine interfaces. J. Neurophysiology 105: 1932-<br />
1949.<br />
Churchland MM, Cunningham JP, Kaufman MT, Ryu SI, and Shenoy KV. 2010.<br />
Cortical preparatory activity: Representation <strong>of</strong> movement or fi rst cog in a<br />
dynamical machine? Neuron 68: 387-400.<br />
Churchland MM, Yu BM, Cunningham JP, Sugrue LP, Cohen MR, Corrado GS,<br />
Newsome WT, Clark AM, Hosseini P, Scott BB, Bradley DC, Smith MA, Kohn<br />
A, Movshon JA, Armstrong KM, Moore T, Chang SW, Snyder LH, Lisberger<br />
SG, Priebe NJ, Finn IM, Ferster D, Ryu SI, Santhanam G, Sahani M, and<br />
Shenoy KV. 2010. Stimulus onset quashes neural variability: a widespread<br />
cortical phenomenon. Nature Neurosci. 13: 369-378.<br />
16 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
CURRENT RESEARCH<br />
Our laboratory investigates basic mechanisms <strong>of</strong> cardiac arrhythmias<br />
and cardiac conduction in order to improve antiarrhythmic therapies. We<br />
employ several state-<strong>of</strong>-the-art methodologies, including, fast fl uorescent<br />
imaging <strong>of</strong> electrical activity with voltage- and calcium-sensitive molecular<br />
probes and fast imaging techniques; confocal microscopy <strong>of</strong> immunolabeled<br />
human myocardium; optical coherence tomography; electrostimulation,<br />
and electroporation. Through application <strong>of</strong> these experimental<br />
methods we study fundamental mechanisms <strong>of</strong> bioelectric therapy, aiming<br />
to develop novel pain-free implantable defi brillators. Using optical imaging<br />
we investigate propagation <strong>of</strong> action potentials in the human heart<br />
during normal conduction and during arrhythmias. Using molecular biology<br />
techniques we investigate pathological remodeling processes, which alter<br />
gene expression during chronic disease, leading to life-threatening cardiac<br />
arrhythmias. We hope to learn how to reverse remodeling processes and<br />
repair damaged heart.<br />
SELECTED PUBLICATIONS<br />
Efi mov IR, Kroll MW, and Tchou PJ, Eds. 2008. Cardiac Bioelectric Therapy:<br />
Mechanisms and Practical Implications. Springer. ISBN 978-0-387-<br />
79402-0.<br />
Lou Q, Fedorov VV, Glukhov AV, Fast VG, Moazami N, and Efi mov IR. 2011.<br />
Heterogeneity and Remodeling <strong>of</strong> Transmural Ventricular Excitation-Contraction<br />
Coupling in Human Heart Failure. Circulation 123(17): 1881-1890.<br />
Glukhov AV, Fedorov VV, Lou Q, Ravikumar VK, Kalish PW, Schuessler RB,<br />
Moazami N, and Efi mov IR. 2010. Transmural Dispersion Of Repolarization<br />
In Failing And Non Failing Human Ventricle. Circ Res. 106(5): 981-991.<br />
Fedorov VV, Schuessler RB, Hemphill M, Ambrosi CM, Chang R, Voloshina<br />
AS, Brown K, Hucker WJ, and Efi mov IR. 2009. Structural and Functional<br />
Evidence for Discrete Exit Pathways that Connect the Canine Sino-Atrial<br />
Node and Atria. Circ. Res. 104(7): 915-923.<br />
Igor R. Efimov<br />
The Lucy and Stanley Lopata<br />
Distinguished Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong>, Pr<strong>of</strong>essor <strong>of</strong> Cell Biology<br />
& Physiology, Medicine, and Radiology<br />
Ph.D., Biophysics & <strong>Biomedical</strong> <strong>Engineering</strong>,<br />
Moscow Institute <strong>of</strong> Physics &<br />
Technology, 1992<br />
M.Sc., Moscow Institute <strong>of</strong> Physics &<br />
Technology, 1986<br />
B.Sc., Moscow Institute <strong>of</strong> Physics &<br />
Technology, 1983<br />
RESEARCH INTERESTS<br />
cardiac bioelectricity; biophotonic<br />
imaging; cardiovascular tissue<br />
engineering; implantable devices<br />
Offi ce: Whitaker Hall, Room 390F<br />
Phone: (314) 935-8612<br />
Email: igor@wustl.edu<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 17
FACULTY PROFILES<br />
Donald L. Elbert<br />
Associate Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong><br />
Ph.D., Chemical <strong>Engineering</strong>, University<br />
<strong>of</strong> Texas-Austin, 1997<br />
B.S., University <strong>of</strong> Notre Dame, 1990<br />
RESEARCH INTERESTS<br />
biomaterials; cell and tissue<br />
engineering<br />
Offi ce: Whitaker Hall, Room 300D<br />
Phone: (314) 935-7519<br />
Email: elbert@wustl.edu<br />
CURRENT RESEARCH<br />
Our laboratory is developing new hydrogel scaffolds that self-assemble in<br />
the presence <strong>of</strong> living cells, applying ‘bottom-up’ design principles. The materials<br />
are bioactive and designed to resist protein adsorption. “Modules’”<br />
are formed by a phase separation process, and are designed to carry out<br />
unique functions, for example, to deliver proteins or drugs, or to degrade<br />
to form pores. Assembly <strong>of</strong> the modules around the cells allows for the<br />
formation <strong>of</strong> multiple compartments that contain different cell types.<br />
We believe that these strategies hold great promise to produce synthetic<br />
scaffolds that are better mimics <strong>of</strong> natural extracellular matrix.<br />
SELECTED PUBLICATIONS<br />
Elbert DL. 2011. Bottom-up Tissue <strong>Engineering</strong>. Curr Opin Biotechnol.<br />
Oct;22(5): 674-80. Epub 2011 Apr 27.<br />
Elbert DL. 2011. Liquid-liquid two-phase systems for the production <strong>of</strong><br />
porous hydrogels and hydrogel microspheres for biomedical applications:<br />
A tutorial review. Acta Biomaterialia 7: 31-56.<br />
Flake MM, Nguyen PK, Scott RA, Vandiver LR, Willits RK, and Elbert DL.<br />
2011. Poly(ethylene glycol) microparticles produced by precipitation polymerization<br />
in aqueous solution. Biomacromolecules 12: 844-850.<br />
Roam JL, Xu H, Nguyen PK, and Elbert DL. 2010. The Formation <strong>of</strong> Protein<br />
Concentration Gradients Mediated by Density Differences <strong>of</strong><br />
Poly(ethylene glycol) Microspheres. Biomaterials 31: 8642-8650.<br />
Scott EA, Nichols MA, Willits RK, and Elbert DL. 2010. Modular scaffolds<br />
assembled around living cells using poly(ethylene glycol) microspheres<br />
with macroporation via a non-cytotoxic porogen. Acta Biomaterialia<br />
6: 29-38.<br />
Alford SK, Wang Y, Feng Y, Longmore GD, and Elbert DL. 2010. Prediction<br />
<strong>of</strong> sphingosine 1-phosphate stimulated endothelial cell migration rates<br />
using biochemical measurements. Annals <strong>of</strong> <strong>Biomedical</strong> <strong>Engineering</strong> 38:<br />
2775-2790.<br />
Nichols MA, Scott EA, and Elbert DL. 2009. Factors affecting size and<br />
swelling <strong>of</strong> poly(ethylene glycol) microspheres formed in aqueous sodium<br />
sulfate solutions without surfactants. Biomaterials 30: 5283-5291.<br />
18 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
CURRENT RESEARCH<br />
Our research focuses on synaptic function and plasticity with the goal to<br />
understand how neural circuits analyze information in the brain. We are<br />
developing novel imaging and electrophysiological techniques to study<br />
plasticity at individual synapses and functional circuits. Our lab currently<br />
focuses on three main areas <strong>of</strong> research: (1) Elucidating presynaptic release<br />
mechanisms at the level <strong>of</strong> individual synapses using high-resolution<br />
imaging techniques, advanced image analysis and computational approaches;<br />
(2) Investigating how presynaptic processes give rise to rapid forms <strong>of</strong><br />
synaptic plasticity and how this plasticity determines information processing<br />
by individual synapses and functional circuits; (3) Relating deregulation<br />
in rapid synaptic plasticity with the impairment <strong>of</strong> information processing<br />
observed in neurodegenerative diseases, such as Alzheimer’s, mental<br />
retardation and autism spectrum disorders.<br />
SELECTED PUBLICATIONS<br />
Deng PY, Sojka D, and Klyachko VA. 2011. Abnormal presynaptic shortterm<br />
plasticity and information processing in a mouse model <strong>of</strong> Fragile X<br />
Syndrome. J Neurosci. Jul 27;31(30): 10971-82.<br />
Kandaswamy U, Deng PY, Stevens CF, and Klyachko VA. 2010. The role <strong>of</strong><br />
presynaptic dynamics in processing <strong>of</strong> natural spike trains in hippocampal<br />
synapses. J. Neurosci. 30: 15904-15914.<br />
Klyachko VA and Stevens CF. 2006. Temperature-dependent shift <strong>of</strong><br />
balance among the components <strong>of</strong> short-term plasticity in hippocampal<br />
synapses. J. Neurosci. 26: 6945-6957.<br />
Klyachko VA and Stevens CF. 2006. Excitatory and feed-forward inhibitory<br />
hippocampal synapses work synergistically as an adaptive fi lter <strong>of</strong> natural<br />
spike trains. PLoS Biology 4: e207.<br />
Klyachko VA and Stevens CF. 2003. Connectivity optimization and the<br />
positioning <strong>of</strong> cortical areas. Proc. Natl. Acad. Sci. USA 100: 7937-41.<br />
Klyachko VA and Jackson MB. 2002. Capacitance steps and fusion pores <strong>of</strong><br />
small and large-dense-core vesicles in nerve terminals. Nature 418: 89-92.<br />
Klyachko VA, Ahern GP and Jackson MB. 2001. cGMP-mediated facilitation<br />
in nerve terminals by enhancement <strong>of</strong> the spike after-hyperpolarization.<br />
Neuron 31: 1015-1025.<br />
Vitaly A. Klyachko<br />
Assistant Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong>, Assistant Pr<strong>of</strong>essor <strong>of</strong><br />
Cell Biology & Physiology<br />
Ph.D., Biophysics. University <strong>of</strong> Wisconsin-Madison,<br />
2002<br />
M.S., B.S., Moscow State University,<br />
1998<br />
RESEARCH INTERESTS<br />
synaptic function and plasticity; neural<br />
circuits; information analysis; neurological<br />
disorders<br />
Offi ce: BJCIH, Room 9610 (Medical<br />
School Campus)<br />
Phone: (314) 362-5517<br />
Email: klyachko@wustl.edu<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 19
FACULTY PROFILES<br />
Daniel W. Moran<br />
Associate Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong>, Associate Pr<strong>of</strong>essor <strong>of</strong><br />
Anatomy & Neurobiology, and<br />
Physical Therapy<br />
Ph.D., Bioengineering, Arizona State<br />
University, 1994<br />
B.S., Milwaukee School <strong>of</strong> <strong>Engineering</strong>,<br />
1989<br />
RESEARCH INTERESTS<br />
motor control; brain-computer<br />
interfaces<br />
Offi ce: Whitaker Hall, Room 300F<br />
Phone: (314) 935-8836<br />
Email: dmoran@wustl.edu<br />
CURRENT RESEARCH<br />
My primary research interest is in the area <strong>of</strong> motor control. My lab investigates<br />
how various neural substrates control voluntary movement. Specifi -<br />
cally, I am interested in motor cortical representation <strong>of</strong> arm movements.<br />
Our recent fi ndings show that individual cells in primary motor cortex<br />
encode both translational and rotational kinematics <strong>of</strong> arm movement. (i.e.<br />
hand position/orientation and their time derivatives) Using novel decoding<br />
schemes in our brain-computer interface (BCI) studies, we are able to<br />
simultaneously predict movement kinematics from a population <strong>of</strong> motor<br />
cortical neurons allowing our subjects to control computer cursors through<br />
thought alone. Furthermore, we have pioneered a new recording modality,<br />
electrocorticography or ECoG, that allows us to implant minimally invasive<br />
recording electrodes on the surface <strong>of</strong> the brain or dura matter for BCI applications.<br />
Our recent results in non-human primates shows that epidural<br />
ECoG spectral power in the 60-200 Hz range is well correlated with ensemble<br />
single unit activity. Over a period <strong>of</strong> one week, the subjects learned<br />
to accurately control a 2D computer cursor through neural adaptation <strong>of</strong><br />
microECoG signals over “cortical control columns” having diameters on the<br />
order <strong>of</strong> a few mm. These results suggest that the mildly-invasive epidural<br />
microECoG is a pragmatic and possibly optimal modality for controlling<br />
neuroprosthetic devices. Future research will involve controlling complex<br />
3D musculoskeletal models with cortical signals with the eventual goal <strong>of</strong><br />
designing BCI systems for amputees or paralyzed individuals that will allow<br />
neuroprosthetic control <strong>of</strong> a robotic limb or functional electrical stimulation<br />
(FES) <strong>of</strong> a paralyzed limb.<br />
SELECTED PUBLICATIONS<br />
Pearce TM and Moran DM. 2012. Strategy-dependent encoding <strong>of</strong> planned<br />
arm movements in dorsal premotor cortex. Science PMID: 22821987 [Epub<br />
ahead <strong>of</strong> print].<br />
Wang W, Chan SS, Heldman DA and Moran DW. 2010. Motor cortical representation<br />
<strong>of</strong> hand position and rotation during reaching. Journal <strong>of</strong> Neuroscience<br />
30: 958-962.<br />
20 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
CURRENT RESEARCH<br />
Our lab is interested in understanding the regulation and function <strong>of</strong> a<br />
wide variety <strong>of</strong> post-translational modifi cations (PTMs), in cellular signaling<br />
networks. With the advent <strong>of</strong> new technologies, PTMs are being<br />
discovered at unprecedented rates, faster than their role in the cell can be<br />
understood. Our lab uses computational techniques, such as data mining<br />
and modeling, to make predictions regarding how post-translational<br />
modifi cations are regulated and their subsequent effect on the protein and<br />
the networks the protein is involved in regulating. We also use molecular<br />
biology techniques to further explore predictions and insights garnered<br />
from computational techniques. Our studies are guided by the desire to<br />
understand normal and dysregulated signaling events, which can lead to<br />
human diseases. Understanding the molecular underpinnings <strong>of</strong> cellular<br />
regulation may improve our ability to design therapeutic interventions for<br />
diseases such as cancer, diabetes, and neurodegenerative disorders.<br />
SELECTED PUBLICATIONS<br />
Naegle KM, White FM, Lauffenburger DA, Yaffe MB. 2012. Robust co-regulation<br />
<strong>of</strong> tyrosine phosphorylation sites on proteins reveals novel protein<br />
interactions. Mol BioSys DOI: 10.1039/C2MB25200G<br />
Naegle KM, Welsch RE, Yaffe MB, White FM, and Lauffenburger DA. 2011.<br />
MCAM: Multiple clustering analysis methodology for deriving hypotheses<br />
and insights from high-throughput proteomic datasets. PLoS Comput Biol.<br />
Jul;7(7): e1002119. Epub 2011 Jul 21.<br />
Naegle KM, Gymrek M, Joughin BA, Wagner JP, Welsch RE, Yaffe MB,<br />
Lauffenburger DA, and White FM. 2010. PTMScout: A web resource for<br />
analysis <strong>of</strong> high-throughput post-translational proteomic studies. Molecular<br />
and Cellular Proteomics 9(11): 2558-2570.<br />
Joughin BA, Naegle KM, Huang PH, Yaffe MB, Lauffenburger DA, and White<br />
FM. 2009. An integrated comparative phosphoproteomic and bioinformatic<br />
approach reveals a novel class <strong>of</strong> MPM-2 motifs upregulated in<br />
EGFRvIII-expressing Glioblastoma cells. Molecular BioSystems 5(1): 59-67.<br />
Kristen M. Naegle<br />
Assistant Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong><br />
Ph.D., Biological <strong>Engineering</strong>,<br />
Massachusetts Institute <strong>of</strong> Technology,<br />
2010<br />
M.S., Massachusetts Institute <strong>of</strong><br />
Technology, 2006<br />
M.S., University <strong>of</strong> Washington, 2004<br />
B.S., University <strong>of</strong> Washington, 2001<br />
RESEARCH INTERESTS<br />
computational molecular systems<br />
biology, post-translation modifi cations,<br />
signal transduction, proteomics<br />
Offi ce: Brauer Hall, Room 2004<br />
Phone: (314) 935-7665<br />
Email: knaegle@wustl.edu<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 21
FACULTY PROFILES<br />
Rohit V. Pappu<br />
Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong> <strong>Engineering</strong>,<br />
Pr<strong>of</strong>essor <strong>of</strong> Biochemistry & Molecular<br />
Biophysics, Director <strong>of</strong> the Center for<br />
Biological Systems <strong>Engineering</strong>,<br />
Ph.D., Theoretical and Biological<br />
Physics, Tufts University, 1996<br />
M.S., Tufts University, 1993<br />
B.Sc., Bangalore University, 1990<br />
RESEARCH INTERESTS<br />
protein aggregation and its effects on<br />
neurodegeneration; protein-nucleic<br />
acid interactions and modeling <strong>of</strong> transcriptional<br />
regulation; macrocolecular<br />
self-assembly and protein folding<br />
Offi ce: Brauer Hall, Room 2006<br />
Phone: (314) 935-7958<br />
Email: pappu@wustl.edu<br />
CURRENT RESEARCH<br />
Research in our lab is focused on intrinsically disordered proteomes.<br />
Eukaryotic proteomes are enriched in intrinsically disordered proteins<br />
(IDPs) that function despite being unable to fold autonomously into well<br />
defi ned three-dimensional structures. In specifi c projects, we are working<br />
on the mechanisms <strong>of</strong> IDP aggregation, specifi cally the mechanisms<br />
<strong>of</strong> aggregation <strong>of</strong> proteins with expanded polyglutamine tracts because it<br />
is directly relevant to Huntington’s disease. Recent efforts have focused<br />
on the cis-regulation <strong>of</strong> polyglutamine aggregation by fl anking sequences<br />
derived from huntingtin and the interplay between aggregation and heterotypic<br />
interactions as determinants <strong>of</strong> neurodegeneration. Investigations<br />
<strong>of</strong> sequence-to-ensemble relationships <strong>of</strong> IDPs are being leveraged to<br />
understand how conformational heterogeneity is used to achieve specifi city<br />
in molecular recognition. The systems <strong>of</strong> active investigation include<br />
transcription factors, single-stranded DNA binding proteins, the Notch<br />
intracellular domain, proteins <strong>of</strong> the nuclear transport system, microtubule<br />
associated proteins that regulate axonal transport, and RNA binding proteins.<br />
Efforts are underway to extract common principles from the study<br />
<strong>of</strong> specifi c IDP systems in order to converge on a framework that enables<br />
the prediction and remodeling <strong>of</strong> cellular phenotypes that are the result <strong>of</strong><br />
integrative responses <strong>of</strong> nested hierarchies <strong>of</strong> biomolecular networks.<br />
SELECTED PUBLICATIONS<br />
Das RK, Mao AH, Pappu RV. 2012. Unmasking functional motifs within<br />
disordered regions <strong>of</strong> proteins. Science Signaling 5: pe17,1-3.<br />
Das RK, Crick SL, Pappu RV. 2012. N-terminal segments modulate the<br />
alpha-helical propensities <strong>of</strong> the intrinsically disordered basic regions <strong>of</strong><br />
bZIP proteins. Journal <strong>of</strong> Molecular Biology 416: 287-299.<br />
Halfmann R, Alberti S, Krishnan R, Lyle N, O’Donnell CW, King OD, Berger B,<br />
Pappu RV, Lindquist S. 2011. Opposing effects <strong>of</strong> glutamine and asparagine<br />
govern prion formation by intrinsically disordered proteins. Molecular Cell<br />
43: 72-84.<br />
Mao AH, Crick SL, Vitalis A, Chicoine CL, Pappu RV. 2010. Net charge per<br />
residue modulates conformational ensembles <strong>of</strong> intrinsically disordered<br />
proteins. Proceedings <strong>of</strong> the National Academy <strong>of</strong> Sciences USA 107: 8183-<br />
8188.<br />
Williamson TE, Vitalis A, Crick SL, Pappu RV. 2010. Modulation <strong>of</strong> polyglutamine<br />
conformations and dimer formation by the N-terminus <strong>of</strong> huntingtin.<br />
Journal <strong>of</strong> Molecular Biology 396: 1295-1309.<br />
22 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
CURRENT RESEARCH<br />
My research interests are in understanding the design and computing principles<br />
<strong>of</strong> biological sensory systems and translating this knowledge into<br />
neuromorphic devices and algorithms. Specifi cally, we focus on studying<br />
the relatively simple invertebrate olfactory system. Combining a variety<br />
<strong>of</strong> electrophysiological recording techniques and computational modeling<br />
approaches, we investigate how the multi-dimensional and dynamic odor<br />
signals are encoded as neural representations and processed by olfactory<br />
circuits in the brain.<br />
Understanding how the nervous system interprets complex sensory stimuli<br />
is also important for developing bio-inspired solutions to address parallel<br />
engineering problems. In collaboration with the National Institute <strong>of</strong> Standards<br />
and Technology, we are currently developing a neuromorphic ‘electronic<br />
nose’ based on MEMS microsensor arrays for non-invasive chemical<br />
sensing. Potential target applications for the electronic nose technology<br />
include medical diagnosis, homeland security, environmental monitoring,<br />
space explorations, robotics, and human-computer interaction.<br />
SELECTED PUBLICATIONS<br />
Raman B, Stopfer M and Semancik S. 2011. Mimicking biological design<br />
and computing principles in artifi cial olfaction. ACS Chem Neurosci. May<br />
27;2(9): 487-499.<br />
Raman B, Joseph J, Tang J and Stopfer M. 2010. Temporally diverse fi ring<br />
patterns in olfactory receptor neurons underlie spatio-temporal neural<br />
codes for odors. J. Neurosci. 30(6): 1994-2006.<br />
Benkstein K, Raman B, Montgomery CB, Martinez CJ and Semancik S. 2010.<br />
Microsensors in Dynamic Backgrounds: Towards real-time breath monitoring<br />
with temperature programmed microsensors. IEEE Sensors, Special<br />
Issue on Sensors for Breath Analysis 10: 137-144.<br />
Ito I, Bazhenov M, Ong CR, Raman B and Stopfer M. 2009. Frequency transitions<br />
in odor-evoked neural oscillations. Neuron 64: 692-706.<br />
Raman B, Meier DC, Evju JK and Semancik S. 2009. Designing and Optimizing<br />
Microsensor Arrays for Recognizing Chemical Hazards in Complex<br />
Environments. Sensors & Actuators B. 137(2): 617-629.<br />
Raman B, Hertz J, Benkstein K and Semancik S. 2008. A bio-inspired methodology<br />
for artifi cial olfaction. Analytical Chemistry 80(22): 8364-8471.<br />
Ito I, Ong CR, Raman B and Stopfer M. 2008. Sparse odor representation<br />
and olfactory learning. Nature Neuroscience. 11(10): 1177-1184.<br />
Raman B, Kotseroglou T, Clark L, Lebl M and Gutierrez-Osuna R. 2007.<br />
Neuromorphic processing for optical microbead arrays: dimensionality<br />
reduction and contrast enhancement. IEEE Sensors 7(4): 506-514.<br />
Baranidharan Raman<br />
Assistant Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong><br />
Ph.D., Computer Science, Texas A&M<br />
<strong>Engineering</strong>, 2005<br />
M.S., Texas A&M <strong>Engineering</strong>, 2003<br />
B. Eng., University <strong>of</strong> Madras, 2000<br />
RESEARCH INTERESTS<br />
computational and systems neuroscience;<br />
neuromorphic engineering; pattern<br />
recognition; sensor-based machine<br />
olfaction<br />
Offi ce: Brauer Hall, Room 2007<br />
Phone: (314) 935-8538<br />
Email: barani@wustl.edu<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 23
FACULTY PROFILES<br />
Yoram Rudy<br />
The Fred Saigh Distinguished Pr<strong>of</strong>essor<br />
<strong>of</strong> <strong>Engineering</strong>, Pr<strong>of</strong>essor <strong>of</strong> Cell<br />
Biology & Physiology, Medicine,<br />
Radiology and Pediatrics<br />
Ph.D., <strong>Biomedical</strong> <strong>Engineering</strong>, Case<br />
Western Reserve University, 1978<br />
M.Sc., Technion – Israel Institute <strong>of</strong><br />
Technology, 1973<br />
B.Sc., Technion – Israel Institute <strong>of</strong><br />
Technology, 1971<br />
RESEARCH INTERESTS<br />
cardiac electrophysiology and<br />
arrhythmias; molecular dynamics <strong>of</strong> ion<br />
channels; computational biology and<br />
mathematical modeling; imaging and<br />
mapping <strong>of</strong> cardiac electrical activity<br />
Offi ce: Whitaker Hall, Room 290B<br />
Phone: (314) 935-8160<br />
Email: rudy@wustl.edu<br />
CURRENT RESEARCH<br />
Our research aims at understanding the mechanisms that underlie normal<br />
and abnormal rhythms <strong>of</strong> the heart at various levels, from the molecular<br />
(ion channel) and cellular to the whole heart. We are also developing a novel<br />
noninvasive imaging modality (Electrocardiographic Imaging, ECGI) for the<br />
diagnosis and guided therapy <strong>of</strong> cardiac arrhythmias. Rhythm disorders <strong>of</strong><br />
the heart lead to over 400,000 cases <strong>of</strong> sudden death annually in the U.S.<br />
alone. Through the development <strong>of</strong> detailed mathematical models <strong>of</strong> ion<br />
channels biophysics and electrophysiology, and <strong>of</strong> cardiac cells and tissue,<br />
we are investigating the mechanisms and consequences <strong>of</strong> geneticallyinherited<br />
cardiac arrhythmias, impaired cell-to-cell communication, and<br />
abnormal spread <strong>of</strong> the cardiac impulse in the diseased heart (e.g. myocardial<br />
infarction). ECGI imaging has been tested and evaluated extensively<br />
with excellent results in experimental setups and in patients with various<br />
heart conditions, including comparisons to catheter mapping and multielectrode<br />
mapping directly from the heart during open-heart surgery.<br />
ECGI is currently used to study mechanisms <strong>of</strong> various cardiac arrhythmias<br />
(e.g. atrial fi brillation, ventricular tachycardia, heart failure) in patients<br />
and to guide therapeutic interventions. Our premise is that an integrated<br />
approach to the study <strong>of</strong> mechanisms at all levels <strong>of</strong> the cardiac system,<br />
and the development <strong>of</strong> novel diagnostic and therapeutic tools will lead to<br />
successful strategies for prevention and treatment <strong>of</strong> cardiac arrhythmias<br />
and sudden death.<br />
SELECTED PUBLICATIONS<br />
OHara TJ, Virág L, Varró A, Rudy Y. 2011. Simulation <strong>of</strong> the undiseased<br />
human cardiac ventricular action potential: Model formulation and experimental<br />
validation. PLoS Computational Biology 7(5): e1002061.doi:10.1371/<br />
journal.pcbi.1002061<br />
Wang Y, Cuculich PS, Zhang J, Desouza KA, Vijayakumar R, Chen J, Faddis<br />
MN, Lindsay BD, Smith TW, Rudy Y. 2011. Noninvasive Electroanatomic<br />
Mapping <strong>of</strong> Human Ventricular Arrhythmias Using ECG Imaging (ECGI).<br />
Science Translational Medicine 3(98): 191-200<br />
Clancy CE and Rudy Y. 1999. Linking a genetic defect to its cellular phenotype<br />
in a cardiac arrhythmia. Nature 400: 566-569.<br />
Silva JR, H. Pan H, Wu D, Nekouzadeh A, Decker K, Cui J, Baker NA, Sept D<br />
and Rudy Y. 2009. A multiscale model linking ion-channel molecular dynamics<br />
and electrostatics to the cardiac action potential. Proc. Natl. Acad.<br />
Sci. USA. 106: 11102-11106.<br />
Ramanathan C, Ghanem RN, Jia P, Ryu K and Rudy Y. 2004. Electrocardiographic<br />
imaging (ECGI): a noninvasive imaging modality for cardiac electrophysiology<br />
and arrhythmia. Nature Medicine 10: 422-428.<br />
24 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
CURRENT RESEARCH<br />
My lab is interested in developing new bioactive scaffolds for tissue<br />
engineering. These scaffolds contain bioactive signals that include signals<br />
for cell-type specifi c adhesion and migration, growth factors to promote<br />
cell proliferation and differentiation. Our goal is to make materials that<br />
can sense cell-derived signals during regeneration and respond by providing<br />
biological signals to enhance tissue regeneration.<br />
Growth factors are potent protein drugs that are powerful regulators <strong>of</strong><br />
biological function. Their presence in tissues is highly regulated in both<br />
time and space. The ability to tightly regulate the release <strong>of</strong> growth factors<br />
is essential in the development <strong>of</strong> tissue engineering scaffolds. My<br />
laboratory is using combinatorial methods to design novel materials for<br />
affi nity-based protein delivery. We are currently testing the ability <strong>of</strong><br />
these bioactive drug delivery systems to promote nerve regeneration in<br />
both peripheral nerve and spinal cord injury models in collaboration with<br />
clinical faculty.<br />
SELECTED PUBLICATIONS<br />
McCreedy,DA, Silverman C, Gottleib DI, and Sakiyama-Elbert SE. 2012.<br />
Transgenic Enrichment <strong>of</strong> Mouse Embryonic Stem Cell-derived Progenitor<br />
Motor Neurons. Stem Cell Research 8: 368-378.<br />
Johnson PJ, Tatara A, McCreedy DA, Shiu A, and Sakiyama-Elbert SE. 2010.<br />
Tissue-engineered fi brin scaffolds containing neural progenitors enhance<br />
functional recovery in a subacute model <strong>of</strong> SCI. S<strong>of</strong>t Matter 6: 5127-5137.<br />
Wood MD, MacEwan MR, French AR, Moore AM, Hunter, Mackinnon SE, Moran<br />
DW, Borschel GH and Sakiyama-Elbert SE. 2010. Fibrin Matrices with<br />
Affi nity-based Delivery Systems and Neurotrophic Factors Promote Functional<br />
Nerve Regeneration. Biotechnology and Bioengineering 106:970-9.<br />
Johnson PJ, Tatara A, Shiu A and Sakiyama-Elbert SE. 2010. Controlled<br />
release <strong>of</strong> neurotrophin-3 and platelet derived growth factor from fi brin<br />
scaffolds containing neural progenitor cells enhances survival and differentiation<br />
into neurons in a subacute model <strong>of</strong> SCI. Cell Transplantation 19:<br />
89-101.<br />
Willerth SM, Rader A and Sakiyama-Elbert SE. 2008. The Effect <strong>of</strong> Controlled<br />
Growth Factor Delivery on Embryonic Stem Cell Differentiation<br />
Inside <strong>of</strong> Fibrin Scaffolds. Stem Cell Research 1: 205-218.<br />
Shelly E.<br />
Sakiyama-Elbert<br />
Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong> on the Joseph and Florence<br />
Farrow Endowment, Associate<br />
<strong>Department</strong> Chair and Director <strong>of</strong><br />
Graduate Studies, Pr<strong>of</strong>essor<br />
<strong>of</strong> Energy, Environmental & Chemical<br />
<strong>Engineering</strong>, and Surgery<br />
Ph.D., Chemical <strong>Engineering</strong>, California<br />
Institute <strong>of</strong> Technology, 2000<br />
M.S., California Institute <strong>of</strong> Technology,<br />
1998<br />
B.S., Massachusetts Institute <strong>of</strong><br />
Technology, 1996<br />
RESEARCH INTERESTS<br />
biomaterials; drug delivery; tissue<br />
engineering; stem cells<br />
Offi ce: Whitaker Hall, Room 390B<br />
Phone: (314) 935-7556<br />
Email: sakiyama@wustl.edu<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 25
FACULTY PROFILES<br />
Jin-Yu Shao<br />
Associate Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong>, Associate Pr<strong>of</strong>essor <strong>of</strong><br />
Energy, Environmental & Chemical<br />
<strong>Engineering</strong>, Associate Pr<strong>of</strong>essor <strong>of</strong><br />
Biochemistry & Molecular Biophysics<br />
Ph.D., Mechanical <strong>Engineering</strong> and Materials<br />
Science, Duke University, 1997<br />
M.S., Peking University, 1991<br />
B.S., Peking University, 1988<br />
RESEARCH INTERESTS<br />
cellular and molecular biomechanics;<br />
protein-protein interactions,<br />
mathematical modeling <strong>of</strong> biological<br />
processes<br />
Offi ce: Whitaker Hall, Room 290E<br />
Phone: (314) 935-7467<br />
Email: shao@biomed.wustl.edu<br />
CURRENT RESEARCH<br />
Combining numerical simulation and biophysical techniques such as the<br />
optical trap and the micropipette aspiration technique, my laboratory<br />
seeks to understand how human leukocytes or cancer cells roll stably on<br />
the endothelium and migrate out <strong>of</strong> blood vessels. Cell rolling, which is<br />
recognized as the fi rst key step for cellular migration into infected tissues,<br />
lymph nodes, aortic tissues, and cancer metastatic sites, is a complicated<br />
dynamic process mediated cooperatively by shear stress due to<br />
the blood fl ow, adhesion molecules expressed on rolling cells, leukocytes,<br />
and endothelial cells, as well as mechanical properties <strong>of</strong> these cells. This<br />
process has been implicated in infl ammatory, infectious, cardiovascular,<br />
and cancerous diseases.<br />
My laboratory also seeks to understand the role <strong>of</strong> von Willebrand factor<br />
(VWF) in hemostasis and thrombosis, as well as the role <strong>of</strong> Notch receptor<br />
in tissue development and cancer. VWF and Notch function depends on<br />
enzymatic cleavage, which is mediated by force and other factors like genetic<br />
mutation. Excessive VWF cleavage results in von Willebrand disease,<br />
a potentially-fatal bleeding disorder, whereas insuffi cient VWF cleavage<br />
results in thrombotic thrombocytopenic purpura, a disease characterized<br />
by microvascular thrombosis. Either excessive or insuffi cient Notch cleavage<br />
alters downstream signaling that may lead to diseases like T-cell acute<br />
lymphoblastic leukemia and breast carcinoma.<br />
SELECTED PUBLICATIONS<br />
Chen Y, Yao DK and Shao JY. 2010. The constitutive equation for membrane<br />
nanotube formation. Ann. Biomed. Eng. 38: 3756-3765.<br />
Ying J, Ling Y, Westfi eld LA, Sadler JE and Shao JY. 2010. Unfolding the A2<br />
domain <strong>of</strong> von Willebrand factor with the optical trap. Biophysical Journal.<br />
98: 1685-1693.<br />
Shao JY. 2009. Biomechanics <strong>of</strong> leukocyte and endothelial cell surface. In<br />
Current Topics in Membranes, ed. Klaus Ley, Elsevier Inc. 25-45.<br />
Chen Y, Liu B, Xu G and Shao JY. 2009. Validation, in-depth analysis, and<br />
modifi cation <strong>of</strong> the micropipette aspiration technique. Cell. Mol. Bioeng.<br />
2: 351-365.<br />
Liu B, Yu Y, Yao DK and Shao JY. 2009. A direct micropipette-based calibration<br />
method for AFM cantilevers. Rev. Sci. Instrum. 80: 065109.<br />
Xu G and Shao JY. 2008. Human neutrophil surface protrusion: viscoelasticity<br />
and cytoskeletal involvement. Am. J. Physiol. Cell Physiol. 295:<br />
C1434-C1444.<br />
Yao DK and Shao JY. 2008. A novel technique <strong>of</strong> quantifying fl exural stiffness<br />
<strong>of</strong> rod-like structures. Cell. Mol. Bioeng. 1:75-83.<br />
26 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
CURRENT RESEARCH<br />
The heart beat is controlled by an organized electrical rhythm that triggers<br />
the mechanical contraction. Electrical disruption leads to arrhythmias that<br />
cause sudden death. In the membranes <strong>of</strong> the heart cells, it is the opening<br />
and closing <strong>of</strong> specialized ion channel proteins that generates the electric<br />
signal- an action potential. As charges move across the membrane, they alter<br />
the voltage across it. Linking the molecular basis <strong>of</strong> the action potential<br />
and the diseases that affect it to the whole cell, tissue and organ physiology<br />
poses a daunting multi-scale challenge because protein motions occur<br />
in tiny fractions <strong>of</strong> a millisecond, but arrhythmias occur on a timeframe <strong>of</strong><br />
minutes. Space is also at issue; individual ion channels occupy nanometers<br />
<strong>of</strong> space, while the whole heart fi lls many centimeters. One method to address<br />
this dilemma is computational modeling, where we begin by describing<br />
the behavior <strong>of</strong> one ion channel alteration that is known to cause disease<br />
in great detail. Then, we can place the altered channel behavior into a<br />
larger model that contains broad strokes representing the cell, a piece <strong>of</strong><br />
tissue, or even the whole heart.<br />
Because the time and spatial scales involved are so small, obtaining molecular-level<br />
information is particularly diffi cult. Recent techniques combine<br />
electrical measurements with fl uorescent indicators <strong>of</strong> molecular events<br />
for this purpose. When the cell voltage changes, the channel moves along<br />
with fl uors attached to key locations. The environmental change alters<br />
the fl uorescence, which is observed by a sensitive detector. These kinds <strong>of</strong><br />
experiments are only recently being applied to cardiac proteins.<br />
My research involves fi rst conducting experiments to defi ne how cardiac<br />
ion channels open and close. After understanding how channels work at<br />
this level, we then measure how quickly each movement takes place in a<br />
cardiac myocyte. This experimental data linking molecular and native cell<br />
physiology can then be incorporated into a model that recapitulates the<br />
cellular electrophysiology so that the functional consequences <strong>of</strong> altered<br />
molecular movements can be understood.<br />
SELECTED PUBLICATIONS<br />
Silva JR, H. Pan H, Wu D, Nekouzadeh A, Decker K, Cui J, Baker NA, Sept D<br />
and Rudy Y. 2009. A multiscale model linking ion-channel molecular dynamics<br />
and electrostatics to the cardiac action potential. Proc. Natl. Acad. Sci.<br />
USA. 106:11102-11106.<br />
Silva JR and Rudy Y. Multi-scale electrophysiology modeling: from atom to<br />
organ. J. Gen. Physiol. 135:575-581<br />
Jonathan R. Silva<br />
Assistant Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong><br />
Ph.D., <strong>Biomedical</strong> <strong>Engineering</strong>, Washington<br />
University in St. Louis, 2008<br />
M.Sc., Case Western Reserve University,<br />
2004<br />
B.Sc., The Johns Hopkins University,<br />
2000<br />
RESEARCH INTERESTS<br />
cardiac electrophysiology and arrhythmias;<br />
molecular spectroscopy; ion channel<br />
biophysics; mathematical modeling<br />
<strong>of</strong> ion channels and action potentials<br />
Offi ce: Whitaker Hall, Room 290G<br />
Phone: (314) 935-8837<br />
Email: jonsilva@wustl.edu<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 27
FACULTY PROFILES<br />
Larry A. Taber<br />
The Dennis and Barbara Kessler<br />
Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong> <strong>Engineering</strong><br />
Ph.D., Aeronautics and Astronautics,<br />
Stanford University, 1979<br />
M.S., Stanford University, 1975<br />
B.S., Georgia Institute <strong>of</strong> Technology,<br />
1974<br />
RESEARCH INTERESTS<br />
biomechanics <strong>of</strong> cardiovascular and<br />
nervous system development<br />
Offi ce: Whitaker Hall, Room 300E<br />
Phone: (314) 935-8544<br />
Email: lat@biomed.wustl.edu<br />
CURRENT RESEARCH<br />
Our research deals primarily with the mechanics <strong>of</strong> embryonic morphogenesis.<br />
Currently, we are studying the role that mechanical forces play in<br />
heart, brain, and eye development. Although the structure and function <strong>of</strong><br />
these organs differ greatly, many similarities exist among the biophysical<br />
processes that create them. A long-term goal <strong>of</strong> our work is to determine<br />
the fundamental biomechanical laws that govern morphogenesis (if such<br />
laws exist).<br />
In the early embryo, both the heart and brain are tubular structures, with<br />
the eyes being spherical membranes protruding from the brain. As the<br />
embryo grows, these organs undergo dramatic changes in shape. The heart<br />
tube loops into a curved tube and divides into a four-chambered pump,<br />
the brain expands and folds into its characteristic highly convoluted form,<br />
and the eye folds and differentiates to create the retina and lens. These<br />
processes involve a dynamic interaction <strong>of</strong> genetic and epigenetic (including<br />
mechanical) factors. Any abnormalities in morphogenesis can lead to<br />
severe congenital defects. We investigate these problems by integrating<br />
computational models with laboratory experiments on embryos.<br />
We believe that much can be gained by studying how nature manufactures<br />
tissues and organs. A fundamental understanding <strong>of</strong> these processes<br />
should benefi t researches seeking to prevent and treat congenital malformations,<br />
as well as tissue engineers striving to create replacement tissues<br />
and organs in vitro.<br />
SELECTED PUBLICATIONS<br />
Varner VD, Voronov DA, Taber LA. 2010. Mechanics <strong>of</strong> head fold formation:<br />
investigating tissue-level forces during early development. Development.<br />
137:3801-3811.<br />
Xu G, Knutsen AK, Dikranian K, Kroenke CD, Bayly PV and Taber LA. 2010.<br />
Axons pull on the brain, but tension does not drive cortical folding. J Biomech<br />
Eng. Jul;132(7):071013.<br />
Filas BA, Bayly PV, Taber LA. 2010. Mechanical stress as a regulator <strong>of</strong><br />
cytoskeletal contractility and nuclear shape in embryonic epithelia. Ann<br />
Biomed Eng 39: 443-454.<br />
Taber LA. 2009. Towards a unifi ed theory for morphomechanics. Phil Trans<br />
Roy Soc A 367: 3555-3583.<br />
Taber LA. 2006. Biophysical mechanisms <strong>of</strong> cardiac looping. Int J Dev Biol<br />
50: 323-332.<br />
28 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
CURRENT RESEARCH<br />
Our laboratory studies the computational basis <strong>of</strong> human motor performance.<br />
Characterizing motor control and motor learning processes in<br />
healthy human adults will identify the specifi c signals used to plan movements<br />
and build motor predictions, which will in turn predict the neuronal<br />
activities required for motor learning. Comparing these predictions to<br />
physiological recordings from non-human primates will indicate the brain<br />
areas that likely underlie these computations. Understanding normal motor<br />
behavior and its neuronal basis will make possible the measurement <strong>of</strong><br />
these processes in disease, further the development <strong>of</strong> insightful clinical<br />
tests in movement neurology, facilitate the early detection <strong>of</strong> symptoms,<br />
and make possible treatments <strong>of</strong> motor diseases at the earliest and least<br />
problematic stages. Emerging research projects include motor control<br />
and learning in children; cognitive components to motor behavior; motor<br />
dysfunction and recovery <strong>of</strong> function in Parkinson’s disease; and theories<br />
<strong>of</strong> movement, biomechanics, refl ex and brain.<br />
We also study innovations in undergraduate education in science, technology,<br />
engineering and mathematics (STEM). Our work aims to improve motivation,<br />
achievement, and understanding across courses and semesters,<br />
especially for underclassmen.<br />
SELECTED PUBLICATIONS<br />
Schaefer SY, Shelly IL, Thoroughman KA. 2012. Beside the point: motor<br />
adaptation without feedback-based error correction in task-irrelevant<br />
conditions. J Neurophysiol. Feb;107(4): 1247-56.<br />
Semrau JA, Daitch AL, Thoroughman KA. 2012. Environmental experience<br />
within and across testing days determines the strength <strong>of</strong> human visuomotor<br />
adaptation. Exp Brain Res. Feb;216(3): 409-18.<br />
Taylor JA and Thoroughman KA. 2008. Motor adaptation scaled by the diffi<br />
culty <strong>of</strong> a secondary cognitive task. PLoS One 2008 Jun 18;3(6): e2485.<br />
Fine MS and Thoroughman KA. 2007. The trial-by-trial transformation <strong>of</strong><br />
error into sensorimotor adaptation changes with environmental dynamics.<br />
Journal <strong>of</strong> Neurophysiology 98: 1392-404.<br />
Taylor JA and Thoroughman KA. 2007. Divided attention impairs human<br />
motor adaptation but not feedback control. Journal <strong>of</strong> Neurophysiology 98:<br />
317-326.<br />
Fine MS and Thoroughman KA. 2006. Motor Adaptation to Single Force<br />
Pulses: Sensitive to Direction but Insensitive to Within-Movement Pulse<br />
Placement and Magnitude. Journal <strong>of</strong> Neurophysiology 96: 710-720.<br />
Thoroughman KA and Taylor JA. 2005. Rapid reshaping <strong>of</strong> human motor<br />
generalization. Journal <strong>of</strong> Neuroscience 25: 8948-8953.<br />
Kurt A. Thoroughman<br />
Associate Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong><br />
<strong>Engineering</strong>, Associate Chair for<br />
Undergraduate Studies, Associate<br />
Pr<strong>of</strong>essor <strong>of</strong> Anatomy & Neurobiology,<br />
Physical Therapy<br />
Director, Undergraduate Studies, SEAS<br />
Ph.D., <strong>Biomedical</strong> <strong>Engineering</strong>,<br />
Johns Hopkins University, 1999<br />
B.A., University <strong>of</strong> Chicago, 1993<br />
RESEARCH INTERESTS<br />
human motor control and learning;<br />
neural computation; undergraduate<br />
engineering education<br />
Offi ce: Whitaker Hall, Room 200F<br />
Email: thoroughman@biomed.wustl.edu<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 29
FACULTY PROFILES<br />
Lihong Wang<br />
The Gene K. Beare Distinguished<br />
Pr<strong>of</strong>essor <strong>of</strong> <strong>Biomedical</strong> <strong>Engineering</strong>,<br />
Pr<strong>of</strong>essor <strong>of</strong> Radiology<br />
Ph.D., Electrical <strong>Engineering</strong>, Rice<br />
University, 1992<br />
M.S., Huazhong University <strong>of</strong> Science<br />
& Technology, 1987<br />
B.S., Huazhong University <strong>of</strong> Science<br />
& Technology, 1984<br />
RESEARCH INTERESTS<br />
biophotonic imaging<br />
Offi ce: Whitaker Hall, Room 190D<br />
Phone: (314) 935-6152<br />
Email: lhwang@biomed.wustl.edu<br />
CURRENT RESEARCH<br />
Our research focuses on non-ionizing biophotonic imaging. Our laboratory<br />
invented or discovered functional photoacoustic tomography, photoacoustic<br />
microscopy (PAM), photoacoustic Doppler effect, photoacoustic<br />
reporter gene imaging, focused scanning microwave-induced thermoacoustic<br />
tomography, the universal photoacoustic or thermoacoustic<br />
reconstruction algorithm, frequency-swept ultrasound-modulated optical<br />
tomography, time-reversed ultrasonically encoded (TRUE) optical focusing,<br />
sonoluminescence tomography, Mueller-matrix optical coherence<br />
tomography, optical coherence computed tomography, and oblique-incidence<br />
refl ectometry. Our photoacoustic or thermoacoustic imaging modalities<br />
provide speckle-free images with high electromagnetic contrast<br />
and high ultrasonic resolution at large penetration depths. In particular,<br />
PAM broke through the long-standing penetration limit <strong>of</strong> conventional<br />
optical microscopy and reached super-depths for noninvasive biochemical,<br />
functional, and molecular imaging in living tissue at high resolution.<br />
Our Monte Carlo model <strong>of</strong> photon transport in biological tissues has been<br />
used worldwide. We are currently investigating these noninvasive imaging<br />
techniques for their utility in cancer diagnostics and neurosciences.<br />
SELECTED PUBLICATIONS<br />
Xu X, Liu H, and Wang LV. 2011. Time-reversed ultrasonically encoded optical<br />
focusing into scattering media. Photonics 5: 154–157.<br />
Wang LV. 2009. Multiscale photoacoustic microscopy and computed<br />
tomography. Nature Photonics 3: 503–509.<br />
Wang LV and Wu HI. 2007. <strong>Biomedical</strong> Optics: Principles and Imaging.<br />
Hoboken (NJ): Wiley. Joseph Goodman Book Award.<br />
Zhang HF, Maslov K, Stoica G and Wang LV. 2006. Functional photoacoustic<br />
microscopy for high-resolution and noninvasive in vivo imaging. Nature<br />
Biotechnology 24: 848-851.<br />
Wang X, Pang Y, Ku G, Xie X, Stoica G and Wang LV. 2003. Non-invasive<br />
laser-induced photoacoustic tomography for structural and functional<br />
imaging <strong>of</strong> the brain in vivo. Nature Biotechnology 21:803–806.<br />
30 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
COLLABORATIVE RESEARCH & EDUCATIONAL PROGRAMS IN <strong>BME</strong><br />
At Washington University, world-class biological, engineering and medical research — along<br />
with topnotch, state-<strong>of</strong>-the-art healthcare — are closely intertwined. For more than 50 years,<br />
collaborations between the School <strong>of</strong> Medicine and the School <strong>of</strong> <strong>Engineering</strong> have led to<br />
major advances in many areas including: positron emission tomography, medical applications<br />
<strong>of</strong> ultrasound, application <strong>of</strong> computers to hearing research, and development <strong>of</strong> heart valve<br />
fl ow simulators. Since the establishment <strong>of</strong> the <strong>Department</strong> <strong>of</strong> <strong>Biomedical</strong> <strong>Engineering</strong> in 1997,<br />
this atmosphere <strong>of</strong> collaboration and collegiality between the two schools has been further<br />
strengthened and expanded, leading to an exceptional degree <strong>of</strong> synergism that is one <strong>of</strong> our<br />
hallmarks. All <strong>of</strong> our core faculty have been hired since 1997 and comprise a young, dynamic<br />
and still-expanding group that will eventually number more than 28.<br />
The core faculty, together with affi liated faculty from other departments (listed in the description<br />
<strong>of</strong> each educational program on the following pages) form a network <strong>of</strong> mentors<br />
dedicated to training the next generation <strong>of</strong> biomedical engineers. Our goal is to educate<br />
students in an interdisciplinary manner so that they can effectively collaborate with physicians,<br />
biologists and other life scientists to build their careers. Students can elect to perform<br />
their research with any member <strong>of</strong> the network. The commitment and diverse talent <strong>of</strong> these<br />
faculty provide a vast array <strong>of</strong> choices to enable students to refi ne their unique quantitative<br />
and analytical engineering skills and apply them to relevant biomedical problems. As a result,<br />
our graduates are well-equipped to work in multidisciplinary teams tackling cutting-edge and<br />
high-impact problems <strong>of</strong> modern biomedical engineering.<br />
Our network <strong>of</strong> mentors is grouped into the fi ve educational programs detailed on the following<br />
pages. These educational programs refl ect the major research programs <strong>of</strong> our department.<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 31
EDUCATIONAL PROGRAMS IN <strong>BME</strong><br />
Biomaterials & Tissue <strong>Engineering</strong><br />
• biocompatible engineered<br />
materials<br />
• engineered materials for<br />
regenerative medicine<br />
• materials for drug and gene<br />
delivery<br />
• cell and tissue biomechanics<br />
in development, injury and<br />
healing<br />
Biomaterials & Tissue <strong>Engineering</strong>, a truly interdisciplinary<br />
program, combines cell and molecular biology, cell biophysics,<br />
and engineering methods to understand and control the<br />
organization and function <strong>of</strong> tissues. One practical goal is to<br />
supply tissues that can function normally when implanted in<br />
humans who lack, either due to disease or accident, the corresponding<br />
endogenous tissue function. Another goal is to<br />
design methods to control cell/tissue development.<br />
Faculty in this program seek to develop new biomaterials to<br />
resist rejection and induce the regeneration <strong>of</strong> tissues; to discover<br />
new ways to deliver genes, drugs, and other biologicals;<br />
to reconstitute tissues from cells <strong>of</strong> various types to create<br />
replacements for tissues damaged by disease or trauma; and<br />
to understand the processes that drive cellular and tissue<br />
responses in development and in pathological states.<br />
In addition to the outstanding experimental competence <strong>of</strong><br />
program faculty, several <strong>of</strong> the participating researchers<br />
provide broad expertise in the theoretical and mathematical<br />
aspects <strong>of</strong> cell and tissue engineering.<br />
32 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
PROGRAM OF STUDY<br />
Students in this program follow a<br />
course <strong>of</strong> study in accordance with<br />
the general regulations <strong>of</strong> the <strong>Department</strong><br />
<strong>of</strong> <strong>Biomedical</strong> <strong>Engineering</strong>.<br />
Courses available to satisfy<br />
degree requirements include the<br />
following:<br />
<strong>BME</strong> 511 Biotechnology Techniques<br />
for Engineers<br />
<strong>BME</strong> 521 Kinetics <strong>of</strong> Receptormediated<br />
Processes<br />
<strong>BME</strong> 523 Biomaterials Science<br />
<strong>BME</strong> 524 Tissue <strong>Engineering</strong><br />
<strong>BME</strong> 525 <strong>Engineering</strong> Aspects <strong>of</strong><br />
Biotechnology<br />
<strong>BME</strong> 527 Design <strong>of</strong> Artifi cial<br />
Organs<br />
<strong>BME</strong> 558 Biological Transport<br />
<strong>BME</strong> 563 Orthopedic<br />
Biomechanics: Bones and Joints<br />
<strong>BME</strong> 564 Orthopedic<br />
Biomechanics: Cartilage/Tendon<br />
PROGRAM FACULTY<br />
Phil Bayly, Ph.D.<br />
Quantitative characterization<br />
and modeling <strong>of</strong> brain trauma and<br />
development<br />
Paul Bridgman, Ph.D.<br />
Basic cellular properties <strong>of</strong> developing<br />
nerve and muscle<br />
Donald Elbert, Ph.D.<br />
Biomaterials, drug delivery, scaffolds<br />
for tissue engineering<br />
Anthony French, M.D., Ph.D.<br />
Viral immunology, modeling pathogenetic<br />
mechanisms<br />
Spencer Lake, Ph.D.<br />
Tissue biomechanics <strong>of</strong> tendon and<br />
ligament, multi-scale modeling,<br />
microstructural structure-function<br />
relationships <strong>of</strong> tissues<br />
Joshua Maurer, Ph.D.<br />
Click chemistry, biomaterials for<br />
neuroscience<br />
Robert Mecham, Ph.D.<br />
Extracellular matrix and its infl uence<br />
on the phenotype <strong>of</strong> cells<br />
Shelly Sakiyama-Elbert, Ph.D.<br />
Biomaterials, drug delivery<br />
Linda Sandell, Ph.D.<br />
Chondrogenesis; skeletal development<br />
Jin-Yu Shao, Ph.D.<br />
Cell mechanics, receptor and ligand<br />
interactions<br />
Matthew Silva, Ph.D.<br />
Bone mechanics, tendon mechanics<br />
and repair<br />
Larry Taber, Ph.D.<br />
Mechanics <strong>of</strong> brain and heart development<br />
Steve Thomopoulos, Ph.D.<br />
Orthopedic mechanics, mechanics<br />
<strong>of</strong> tendinous cells and tissue<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 33
EDUCATIONAL PROGRAMS IN <strong>BME</strong><br />
Cardiovascular <strong>Engineering</strong><br />
• cardiac bioelectricity<br />
• vascular cell mechanics<br />
• new paradigms for<br />
defi brillation<br />
• mechanisms <strong>of</strong> cardiac<br />
arrhythmias<br />
• electrocardiographic<br />
imaging<br />
Cardiovascular <strong>Engineering</strong> integrates physiology, cell and<br />
molecular biology, bioelectricity and biomechanics to describe,<br />
understand, and re-engineer the cardiovascular systems.<br />
The goal is to develop, test, and validate a quantitative<br />
and predictive understanding <strong>of</strong> the systems from an engineering<br />
standpoint and to apply that understanding toward<br />
the solution <strong>of</strong> biomedically-relevant problems.<br />
An important feature <strong>of</strong> this program is its multidisciplinary<br />
approach to the study <strong>of</strong> these systems. Research interests<br />
range from the study <strong>of</strong> ion channels and their protein structure,<br />
blood, cardiac, and vascular cells to the human cardiovascular<br />
systems in vivo. Topics currently under investigation<br />
include: the relationship between the electrical and mechanical<br />
activity <strong>of</strong> the heart; characterizing the electro-mechanical<br />
properties <strong>of</strong> cells and tissue comprising the heart wall;<br />
studying the properties and interactions <strong>of</strong> blood cell surface<br />
structures with receptors on endothelial cells, computational<br />
modeling <strong>of</strong> the developing and adult heart during health and<br />
disease, developing methods for targeted imaging <strong>of</strong> heart<br />
and vessels, understanding the biochemical and mechanical<br />
factors underlying angiogenesis, and describing function<br />
at the cellular and organ level with various imaging methods<br />
including acoustic, biophotonic, magnetic resonance, and electrocardiographic<br />
imaging.<br />
34 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
PROGRAM OF STUDY PROGRAM FACULTY<br />
Program students are expected to<br />
take four to six courses in the fi rst<br />
year in accordance with the general<br />
regulations <strong>of</strong> the department. The<br />
following courses are among those<br />
from which students in this<br />
program can select:<br />
<strong>BME</strong> 471 Bioelectrical Phenomena<br />
<strong>BME</strong> 556 Experimental Methods in<br />
Biomechanics<br />
<strong>BME</strong> 557 Cell and Subcellular<br />
Biomechanics<br />
<strong>BME</strong> 559 Intermediate<br />
Biomechanics<br />
<strong>BME</strong> 562 Mechanics <strong>of</strong> Growth and<br />
Development<br />
<strong>BME</strong> 567 Cardiac Mechanics<br />
<strong>BME</strong> 568 Cardiovascular Dynamics<br />
<strong>BME</strong> 573 Applied Bioelectricity<br />
<strong>BME</strong> 574 Quantitative Bioelectricity<br />
and Cardiac Excitation<br />
<strong>BME</strong> 575 Molecular Basis <strong>of</strong><br />
Bioelectrical Excitation<br />
<strong>BME</strong> 5909 Physiology <strong>of</strong> the Heart<br />
ESE 482 Digital Signal Processing<br />
MAE 533, 534 Fluid Dynamics I & II<br />
MAE 546 Finite Element Analysis<br />
MAE 547 Advanced Finite Element<br />
Analysis<br />
Philip Bayly, Ph.D.<br />
Nonlinear dynamics; quantitative<br />
characterization and modeling <strong>of</strong><br />
brain trauma and development<br />
Jianmin Cui, Ph.D.<br />
Ion channels in physiology and<br />
disease<br />
Igor Efi mov, Ph.D.<br />
Mechanisms and therapy <strong>of</strong> arrhythmia,<br />
implantable devices,<br />
antiarrhythmic therapy, biophotonic<br />
imaging<br />
Sandor Kovacs, M.D., Ph.D.<br />
Cardiovascular biophysics, mathematical<br />
modeling <strong>of</strong> diastolic<br />
function<br />
Gregory Lanza, Ph.D.<br />
Targeted contrast agents, molecular<br />
imaging<br />
James Miller, Ph.D.<br />
Physical acoustics, cardiac material<br />
properties and mechanics,<br />
cardiac biophysics<br />
Jeanne Nerbonne, Ph.D.<br />
Regulation <strong>of</strong> membrane excitability,<br />
structure and function <strong>of</strong> ion<br />
channels<br />
Colin Nichols, Ph.D.<br />
Molecular aspects <strong>of</strong> potassium<br />
channels<br />
Yoram Rudy, Ph.D.<br />
Cardiac electrophysiology, modeling<br />
<strong>of</strong> the cardiac system, cellular<br />
electrophysiology and communication<br />
in the heart<br />
Jin-Yu Shao, Ph.D.<br />
Mechanical properties <strong>of</strong> white<br />
blood cell microvilli, receptorligand<br />
mechanics<br />
Kooresh I. Shoghi, Ph.D.<br />
Computational biology at the interface<br />
with in-vivo imaging in animal<br />
models, in particular as it relates to<br />
metabolic regulation and obesity,<br />
diabetes<br />
Jonathan Silva, Ph.D.<br />
Cardiac electrophysiology and<br />
arrhythmias; molecular spectroscopy;<br />
ion channel biophysics; mathematical<br />
modeling <strong>of</strong> ion channels<br />
and action potentials<br />
Larry Taber, Ph.D.<br />
Mechanics <strong>of</strong> cardiovascular and<br />
brain development<br />
Samuel Wickline, M.D.<br />
Physical acoustics, cardiac and<br />
vascular material properties and<br />
mechanical function<br />
Pamela Woodard, M.D.<br />
CT/ MR cardiac imaging<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 35
EDUCATIONAL PROGRAMS IN <strong>BME</strong><br />
Imaging Technologies<br />
• photoacoustic tomography<br />
• thermoacoustic<br />
tomography<br />
• phase-contrast x-ray<br />
imaging<br />
• electrocardiographic<br />
imaging<br />
• optical bioelectric imaging<br />
• nanoparticle imaging<br />
agents<br />
• diffuse optical tomography<br />
• optical coherence computed<br />
tomography<br />
• ultrasound-modulated<br />
optical tomography<br />
• neural imaging<br />
• time-reversed ultrasonically<br />
encoded (TRUE) optical<br />
focusing<br />
• multimodality imaging<br />
Imaging activities at Washington University are interdisciplinary,<br />
involving the <strong>Department</strong>s <strong>of</strong> <strong>Biomedical</strong> <strong>Engineering</strong>,<br />
Electrical and Systems <strong>Engineering</strong>, and Computer Science<br />
and <strong>Engineering</strong> in the School <strong>of</strong> <strong>Engineering</strong> and Applied<br />
Science. In addition, strong and long-standing collaborative<br />
interaction with departments in the School <strong>of</strong> Medicine give<br />
engineering students at Washington University ample opportunities<br />
to participate in biomedical and biological science<br />
projects that involve imaging.<br />
Opportunities for educational experience to learn the principles<br />
and applications <strong>of</strong> imaging technologies are available<br />
through the Imaging Science and <strong>Engineering</strong> Graduate Certifi<br />
cate Program, which is a coordinated program <strong>of</strong> courses,<br />
seminars, and laboratory experiences jointly <strong>of</strong>fered by the<br />
participating<br />
departments.<br />
Imaging activities also have a wide span from the microscopic,<br />
such as the imaging <strong>of</strong> tissues and cells, to the macroscopic<br />
imaging <strong>of</strong> the whole body, and from basic research to clinical<br />
application. Research includes the study and development <strong>of</strong><br />
technology for acquiring, processing, transmitting, and storing<br />
image data.<br />
36 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
PROGRAM OF STUDY PROGRAM FACULTY<br />
<strong>Biomedical</strong> engineering students<br />
in this program follow a course<br />
<strong>of</strong> study in accordance with the<br />
general requirements <strong>of</strong> the <strong>BME</strong><br />
<strong>Department</strong>. The following courses<br />
are available to students in this<br />
program:<br />
<strong>BME</strong> 494 Medical Imaging<br />
<strong>BME</strong> 502 Cardiovascular Magnetic<br />
Resonance Imaging<br />
<strong>BME</strong> 504 Optical Bioelectric<br />
Imaging<br />
<strong>BME</strong> 505 Advanced MRI and<br />
Molecular Imaging<br />
<strong>BME</strong> 533 <strong>Biomedical</strong> Image<br />
Processing<br />
<strong>BME</strong> 591 <strong>Biomedical</strong> Optics I:<br />
Principles<br />
<strong>BME</strong> 592 <strong>Biomedical</strong> Optics II:<br />
Imaging<br />
<strong>BME</strong> 5907 Advanced Concepts in<br />
Image Science<br />
ESE 523 Information Theory<br />
ESE 524 Detection and Estimation<br />
Theory<br />
ESE 578 Digital Representation <strong>of</strong><br />
Signals<br />
ESE 587 Ultrasonic Imaging<br />
ESE 588 Quantitative Image<br />
Processing<br />
CSE 509A Digital Image Processing<br />
CSE 546T Computational Geometry<br />
CSE 552A Advanced Computer<br />
Graphics<br />
Samuel Achilefu, Ph.D.<br />
Molecular optical and multimodal<br />
imaging<br />
Mark Anastasio, Ph.D.<br />
Image reconstruction, photoacoustic<br />
imaging, phase contrast x-ray<br />
imaging<br />
Dennis Barbour, M.D., Ph.D.<br />
Neuronal imaging<br />
Joseph Culver, Ph.D.<br />
Diffuse optical tomography, noninvasive<br />
optical imaging<br />
Igor Efi mov, Ph.D.<br />
Cardiac and optical imaging, optical<br />
coherence tomography<br />
Timothy Holy, Ph.D.<br />
Optical methods for neural imaging<br />
Yanle Hu, Ph.D.<br />
MRI techniques to guide radiation<br />
therapy<br />
Suzanne Lapi, Ph.D.<br />
Development <strong>of</strong> positron emitting<br />
radiotracers, novel radioisotopes<br />
to imaging animals for the biodistribution<br />
<strong>of</strong> labeled compounds <strong>of</strong><br />
biological interest<br />
H. Harold Li, Ph.D.<br />
Dose imaging for radiation therapy<br />
Gregory Lanza, Ph.D.<br />
Targeted contrast agents, molecular<br />
imaging<br />
James Miller, Ph.D.<br />
Ultrasonic imaging<br />
Joseph O’Sullivan, Ph.D.<br />
Tomographic imaging<br />
Paragh Parikh, M.D.<br />
Technology development for<br />
radiation therapy, real-time tumor<br />
tracking<br />
Marcus Raichle, M.D.<br />
Functional brain imaging<br />
Yoram Rudy, Ph.D.<br />
Noninvasive imaging <strong>of</strong> cardiac<br />
activation<br />
Kooresh I. Shoghi, Ph.D.<br />
Computational biology at the interface<br />
with in-vivo imaging in animal<br />
models, in particular as it relates to<br />
metabolic regulation and obesity,<br />
diabetes<br />
Yuan-Chuan Tai, Ph.D.<br />
High resolution PET and multimodal<br />
imaging, functional plant<br />
imaging<br />
David Van Essen, Ph.D.<br />
Functional brain-mapping<br />
Lihong Wang, Ph.D.<br />
Photoacoustic tomography, thermoacoustic<br />
tomography, optical<br />
imaging<br />
Samuel Wickline, M.D.<br />
Cardiac magnetic resonance<br />
imaging, molecular imaging<br />
Pamela Woodard, M.D.<br />
CT/MR cardiac imaging<br />
Jie Zheng, Ph.D.<br />
Cardiovascular imaging applications<br />
using magnetic resonance<br />
imaging (MRI), quantifi cation <strong>of</strong><br />
myocardial oxygen extraction ratio<br />
and oxygen consumption<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 37
EDUCATIONAL PROGRAMS IN <strong>BME</strong><br />
Molecular, Cellular & Systems <strong>Engineering</strong><br />
• sequence-structure-function<br />
relationships <strong>of</strong> cell<br />
surface receptors and ion<br />
channels<br />
• mechanisms <strong>of</strong> proteinprotein<br />
and protein-DNA<br />
interactions<br />
• protein aggregation, selfassembly<br />
and protein homeostasis<br />
• engineering approaches to<br />
model and manipulate biomolecular<br />
systems and networks<br />
Biological systems are complex and are built on interactive<br />
hierarchical structures, which are encoded by genetic information<br />
and respond to cues through an intricate network <strong>of</strong><br />
regulatory and signaling networks. These networks display<br />
emergent properties through non-linear control and dynamical<br />
responses that span multiple length and time scales. Complex<br />
diseases such as aging-related disorders, cardiovascular diseases,<br />
and cancers are associated with aging-related degradation<br />
or catastrophic failures <strong>of</strong> protein-protein and proteinnucleic<br />
acid interaction networks. The development <strong>of</strong> modern<br />
therapeutics requires an integrated approach that builds on<br />
structure-function relationships at the molecular and cellular<br />
levels, and predicting/anticipating emergent properties /<br />
responses at the tissue/system level.<br />
The Molecular Cellular & Systems <strong>Engineering</strong> (MCSE) thrust<br />
within <strong>Biomedical</strong> <strong>Engineering</strong> brings together a group <strong>of</strong><br />
individuals within and beyond the department who study interactions<br />
and dynamics at the molecular and cellular level to<br />
enable phenotyping, manipulation, and engineering <strong>of</strong> complex<br />
biological systems. The approaches include a combination <strong>of</strong><br />
biophysical studies that focus on molecular & cellular interactions,<br />
self assembly, high throughput genomic and proteomic<br />
methods, advanced imaging methods, and multiscale computational<br />
methods.<br />
38 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
PROGRAM OF STUDY<br />
Students in the program must satisfy<br />
general <strong>Biomedical</strong> <strong>Engineering</strong><br />
<strong>Department</strong> degree requirements.<br />
Recommended electives can be<br />
selected from the following list:<br />
<strong>BME</strong> 521 Kinetics <strong>of</strong> Receptormediated<br />
Processes<br />
<strong>BME</strong> 537 Computational Molecular<br />
Biology<br />
<strong>BME</strong> 559 Intermediate<br />
Biomechanics<br />
<strong>BME</strong> 5610 Protein Structures<br />
and Dynamics<br />
<strong>BME</strong> 572 Biological Neural<br />
Computation<br />
PROGRAM FACULTY<br />
Jan Bieschke, Ph.D.<br />
Mechanisms <strong>of</strong> neurodegeneration,<br />
macromolecular self-assembly and<br />
proteostasis networks<br />
Michael Brent, Ph.D.<br />
Bioinformatics and systems<br />
biology<br />
Barak Cohen, Ph.D.<br />
Evolution <strong>of</strong> complex traits;<br />
synthetic biology for engineering<br />
gene expression<br />
Jianmin Cui, Ph.D.<br />
Ion channel structure-function relationship,<br />
biophysics <strong>of</strong> ion channels<br />
John Cunningham, Ph.D.<br />
Machine learning for neural systems;<br />
network models for motor<br />
cortex computation<br />
Gautam Dantas, Ph.D.<br />
Anibiotic resistance, synthetic biology,<br />
human microbiome, metagenomics;<br />
James Havranek, Ph.D.<br />
DNA-binding specifi city; computational<br />
design <strong>of</strong> novel proteinnucleic<br />
acid interfaces<br />
Jin-Moo Lee, M.D./Ph.D.<br />
Plaque formation and processing<br />
in Alzheimer’s disease and cerebral<br />
familial angiopathy<br />
Timothy Lohman, Ph.D.<br />
Helicase-catalyzed DNA unwinding<br />
and ssDNA translocation, ssDNAprotein<br />
interactions<br />
Garland Marshall, Ph.D.<br />
Molecular design, protein structure<br />
and function<br />
Robi Mitra, Ph.D.<br />
High throughput diagnostics and<br />
DNA sequencing<br />
Kristen Naegle, Ph.D.<br />
Control <strong>of</strong> signaling networks by<br />
post-translational modifi cations,<br />
machine learning methods<br />
Colin Nichols, Ph.D.<br />
Molecular aspects <strong>of</strong> potassium<br />
channels<br />
Rohit Pappu, Ph.D.<br />
Protein aggregation in neurodegeneration,<br />
biophysics <strong>of</strong> intrinsically<br />
disordered proteomes<br />
Jay Ponder, Ph.D.<br />
Computational chemistry and algorithm<br />
development<br />
Barani Raman, Ph.D.<br />
Receptor-mediated processing <strong>of</strong><br />
complex sensory signals, neuromorphic<br />
engineering<br />
Jin-Yu Shao, Ph.D.<br />
Blood coagulation, cell and tissue<br />
mechanics, infl ammation, molecular<br />
biomechanics<br />
Jonathan Silva, Ph.D.<br />
Cardiac electrophysiology and<br />
arrhythmias; molecular spectroscopy;<br />
ion channel biophysics; mathematical<br />
modeling <strong>of</strong> ion channels<br />
and action potentials<br />
Joseph Henry Steinbach, Ph.D.<br />
Function <strong>of</strong> transmitter-gated<br />
membrane channels, pharmacology,<br />
synapse biology<br />
Gary Stormo, Ph.D.<br />
Protein–DNA interactions, RNA<br />
structure, mathematical modeling<br />
S. Joshua Swamidass, M.D., Ph.D.<br />
High throughput screening, machine<br />
learning, cheminformatics<br />
Xiaowei Wang, Ph.D.<br />
Gene targeting by miRNAs, role <strong>of</strong><br />
miRNA in cancer development<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 39
EDUCATIONAL PROGRAMS IN <strong>BME</strong><br />
Neural <strong>Engineering</strong><br />
• brain-computer interfaces<br />
• computational neuroscience<br />
• visual/auditory signal<br />
processing<br />
• neural plasticity<br />
• neuroprostheses<br />
Neural <strong>Engineering</strong> research involves fundamental and applied<br />
studies related to neurons, neural systems, behavior,<br />
and neurological disease. This program encompasses a broad<br />
spectrum <strong>of</strong> activities including explicit mathematical modeling;<br />
exploring novel approaches to sensory (vision, hearing,<br />
smell, and touch) and motor processing; exploring fundamentals<br />
<strong>of</strong> neural plasticity; and designing neuroprosthetics. The<br />
approaches involve a wide range <strong>of</strong> physical scales, including<br />
information processing at the molecular, cellular, systems, and<br />
behavioral levels. Common to all <strong>of</strong> these efforts is the use <strong>of</strong><br />
mathematical tools and an engineering perspective to generate<br />
novel insights into basic and applied neuroscience.<br />
40 | Washington University School <strong>of</strong> <strong>Engineering</strong> & Applied Science | engineering.wustl.edu
PROGRAM OF STUDY PROGRAM FACULTY<br />
Program students are expected to<br />
take courses in accordance with<br />
the regulations <strong>of</strong> the <strong>BME</strong> <strong>Department</strong><br />
and in consultation with their<br />
academic advisor. Relevant Biology<br />
and <strong>BME</strong> courses include:<br />
<strong>BME</strong> 471 Bioelectrical Phenomena<br />
<strong>BME</strong> 533 <strong>Biomedical</strong> Signal Processing<br />
<strong>BME</strong> 572 Biological Neural<br />
Computation<br />
<strong>BME</strong> 573 Applied Bioelectricity<br />
<strong>BME</strong> 575 Molecular Basis <strong>of</strong> Bioelectrical<br />
Excitation<br />
BIOL 5571 Cellular Neurobiology<br />
BIOL 5651 Neural Systems<br />
Beau Ances, M.D.,Ph.D.<br />
Brain imaging <strong>of</strong> neurocognitive<br />
disorders associated with HIV and<br />
dementia<br />
Dennis Barbour, M.D.,Ph.D.<br />
Sensory neurophysiology and cortical<br />
circuitry, neurocomputation<br />
Paul Bridgman, Ph.D.<br />
Basic cellular properties <strong>of</strong> developing<br />
nerve and muscle<br />
Andreas Burkhalter, Ph.D.<br />
Synaptic mechanisms and organization<br />
<strong>of</strong> forward and feedback<br />
circuits in visual cortex<br />
Jianmin Cui, Ph.D.<br />
Molecular biology and physiology<br />
<strong>of</strong> ion channels<br />
John Cunningham, Ph.D.<br />
Neuroengineering, machine learning,<br />
and brain-computer interfaces<br />
Timothy Holy, Ph.D.<br />
Neural mechanisms underlying<br />
olfaction<br />
James Huettner, Ph.D.<br />
Physiology <strong>of</strong> glutamate receptormediated<br />
signaling in the nervous<br />
system<br />
Vitaly Klyachko, Ph.D.<br />
Synaptic basis for neural plasticity<br />
Eric Leuthardt, M.D.<br />
Brain-computer interfaces,<br />
neuroprostheses<br />
Daniel Moran, Ph.D.<br />
Motor control, neuroprostheses<br />
Colin Nichols, Ph.D.<br />
Molecular aspects <strong>of</strong> potassium<br />
channels<br />
Camillo Padoa-Schioppa, Ph.D.<br />
Cognitive and neuronal mechanisms<br />
<strong>of</strong> decision-making<br />
Steven Petersen, Ph.D.<br />
Human functional neuro-imaging<br />
<strong>of</strong> vision, attention, memory, and<br />
language<br />
Marcus Raichle, M.D.<br />
Central nervous system function <strong>of</strong><br />
humans and nonhuman primates<br />
Barani Raman, Ph.D.<br />
Systems neuroscience <strong>of</strong> olfaction,<br />
biosensors on chips<br />
Larry Snyder, Ph.D.<br />
Processing <strong>of</strong> sensory information<br />
for goal-directed eye and arm<br />
movements in primates<br />
Kurt Thoroughman, Ph.D.<br />
Psychophysics <strong>of</strong> motor behavior,<br />
neural computation<br />
David Van Essen, Ph.D.<br />
Information processing in the<br />
primate visual system using physiological,<br />
anatomical and computational<br />
approaches<br />
Robert Wilkinson, Ph.D.<br />
Synaptic structure and function,<br />
particularly vesicle processing<br />
pathways<br />
<strong>Biomedical</strong> <strong>Engineering</strong> Graduate Advising Manual 2012 | 41
notes
notes
DEPARTMENT OF<br />
BIOMEDICAL ENGINEERING<br />
School <strong>of</strong> <strong>Engineering</strong> & Applied Science<br />
Washington University in St. Louis<br />
One Brookings Drive<br />
Campus Box 1097<br />
St. Louis, MO 63130<br />
(314) 935-6164<br />
bme.wustl.edu<br />
bme@seas.wustl.edu