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),
LiteQTL (real-time eQTL
mapping), and
GeneNetworkAPI
(interface to GeneNetwork database and computational tools).
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
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.