what we do
We are working on methods and tools for extracting information from
large matrix-valued data (think very large spreadsheets) that are
common in modern biology. Examples include technologies such as
transcriptomics, metabolomics, and high-throughput genetic screens. We
are using a number of complementary approaches including bilinear
models, penalized regression, multivariate kernel regression, matrix
factorization, and gradient-based optimization techniques.
We have developed a number of software packages in the Julia
programming language, a new promising language for scientific
computing and data science:
MatrixLM/MatrixLMnet
(penalized matrix linear models),
FlxQTL (multivariate
linear mixed models for genetic mapping),
BulkLMM/LiteQTL
(real-time eQTL mapping), and
GeneNetworkAPI/MetabolomicsWorkbenchAPI
(interface to GeneNetwork and Metabolomics Workbench databases and
computational tools).
joining the research group
If you are interested in joining the research group please reach out
to me by email.
Regardless of the type of research experience you are seeking, I will
likely want to ask:
- Why do you want to do research?
- What are your career goals? How will this research experience help
you achieve them?
- What would success in this research experience look like to you?
What would you like to achieve?
- How many hours per week and at what times/days do you expect to do
your research? Are there some accommodations you would like us to
make?
- Assuming a good fit, how long do you expect to work in this
position?
- What, if any, specific technical or communication skills do you
expect to learn as part of the research experience?
- What skills do you expect to bring to our research group?
- What are your expectations from us?
śaunak sen
I am Professor and Chief of Biostatistics, Department of Preventive
Medicine, University of Tennessee Health Science Center, in Memphis,
TN. I develop statistical methods for understanding biological
systems using genetic variation and high-dimensional data. Current
interests include developing statistical approaches for matrix-valued
high-throughput data, computational methods for large-scale linear
mixed models, and statistical computing using the Julia programming
language.
I obtained my BSc (Hons) in Statistics from the University of
Calcutta, followed by a MStat from the Indian Statistical Institute.
I came to the United States to pursue my graduate studies obtaining a
PhD in statistics from the University of Chicago under Augustine Kong.
After postdoctoral stints at Stanford University and the Jackson
Laboratory, I joined UCSF as an assistant professor in 2002, and
joined UTHSC as Chief of Biostatistics in 2015.
contact
Mailing address:
Department of Preventive Medicine
University of Tennessee Health Science Center
645 Doctors Office Building
66 North Pauline Street, Memphis, TN 38163-2181
Phone: +1.901.448.4590
Fax: +1.901.448.7041
Email: sen@uthsc.edu
Twitter: @saunaksen
Orcid: 0000-0003-4519-6361