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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

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