Sandrine Dudoit
Research Group Members





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Group Members: [MA and MPH Students] [PhD Students] [Postdoctoral Fellows] [Visiting Scholars] [Alumni]



MA and MPH Students


PhD Students

Curt Hansen (Spring 2010 -- )
Graduate Group in Biostatistics, UC Berkeley.
Projects.

Miles Lopes (Summer 2010 -- )
Department of Statistics, UC Berkeley.
Projects. Structured tests in high dimensions; inference of time-varying networks; Drosophila developmental gene expression based on RNA-Seq.

Postdoctoral Fellows

Dr. Abha Bais (Spring 2011 -- )
Division of Biostatistics, UC Berkeley.
Projects. Genome annotation and transcriptome analysis in Candida using RNA-Seq.

Dr. Laurent Jacob (Spring 2010 -- )
Genentech Innovation Fellow, Center for Computational Biology and Department of Statistics, UC Berkeley.
Projects. Statistical and computational methods for transcriptome analysis using high-throughput microarray and sequencing; structured tests in high dimensions.

Dr. Davide Risso (Spring 2012 -- )
Department of Statistics, UC Berkeley.
Projects.

Visiting Scholars

Alice Cleynen, PhD student (Spring 2011, Spring 2012)
Ecole Normale Superieure Cachan/AgroParisTech, France.
Projects. Genome annotation and transcriptome analysis in Saccharomyces using RNA-Seq.

Edouard Pauwels, PhD student (Spring 2012)
Center for Computational Biology, Mines ParisTech.
Projects.



Alumni


MA and MPH Students

Matthieu Cornec (Fall 2002 -- Spring 2003)
Department of Statistics, UC Berkeley/Ecole Nationale de la Statistique et de l'Administration Economique, Malakoff, France.
Projects. Risk inference using cross-validation.
Current position. Institut National de la Statistique et des Etudes Economiques (INSEE), Paris, France.

Fabian L. Gallusser (Summer 2005 -- Summer 2006)
Graduate Group in Biostatistics, UC Berkeley.
Projects. Statistical and computational methods for the analysis of alternative splicing microarray experiments; Bioconductor R package cosmo for COnstrained Search for MOtifs in DNA (cosmo Projects).
Current position. Quantitative Marketing Manager, Google, Paris, France.

Benjamin A. Goldstein (Spring 2007)
MPH Degree Program in Epidemiology/Biostatistics, UC Berkeley.
Thesis title. Comparative Analysis of FDR-Controlling Procedures to Identify Genetic Associations in Complex Diseases.
Current position. PhD Program in Biostatistics, UC Berkeley.

Sylvia E. Keuter Sudat (Fall 2008)
Graduate Group in Biostatistics, UC Berkeley.
Thesis title. An Application of Statistical Clustering Methods to the Investigation of Patterns of Gene Expression within the Arabidopsis Receptor-like Kinase Superfamily.
Current position. PhD Program in Biostatistics, UC Berkeley.

Jennifer L. Poirier (Spring 2007)
Graduate Group in Biostatistics, UC Berkeley.
Thesis title. A Comparative Analysis of Regression Methods.
Current position.

PhD Students

James H. Bullard (Fall 2006 -- Fall 2009)
Graduate Group in Biostatistics, UC Berkeley.
Dissertation title. Statistical Methods and Software for High-throughput Gene Expression Experiments.
Projects. Statistical and computational methods for the design and analysis of high-throughput gene expression experiments based on DNA microarrays and next-generation sequencing: transcriptome analysis using mRNA-Seq; genome annotation in S. cerevisiae using tiling microarrays; microarray-based assays (16s small-subunit rRNA microarrays) for the quantitative detection of microorganisms in complex environmental and medical samples.
Current position. Pacific Biosciences.

Houston N. Gilbert (Spring 2006 -- Spring 2009)
Graduate Group in Biostatistics, UC Berkeley.
Dissertation title. Multiple Hypothesis Testing: Methodology, Software Implementation, and Applications to Genomics.
Projects. Multiple hypothesis testing; DNA microarray-based genetic mapping and gene expression studies; genome-wide association studies.
Current position. Genentech.

Kasper D. Hansen (Fall 2005 -- Fall 2009)
Graduate Group in Biostatistics, UC Berkeley.
Dissertation title. Analyses of High-Throughput Gene Expression Data.
Projects. Statistical and computational methods for the design and analysis of high-throughput gene expression experiments based on DNA microarrays and next-generation sequencing: transcriptome analysis using mRNA-Seq; genome annotation in S. cerevisiae using tiling microarrays; microarray-based study of gene regulation by alternative splicing in D. melanogaster; microarray-based assays (16s small-subunit rRNA microarrays) for the quantitative detection of microorganisms in complex environmental and medical samples; ChIP-Chip experiments for identifying transcription factor binding sites and histone modification.
Current position. Postdoctoral Fellow, Department of Biostatistics, Johns Hopkins University.

David A. Shilane (Fall 2005 -- Summer 2008)
Graduate Group in Biostatistics, UC Berkeley.
Dissertation title. Optimization Studies with Multiple Testing, Loss-Based Estimation, and Confidence Intervals for Negative Binomials of High Dispersion.
Projects. Loss-based estimation with evolutionary algorithms and cross-validation.
Current position. Biostatistician, Department of Health Research and Policy, Stanford University.

Yan Wang (Fall 2002 -- Spring 2006)
Graduate Group in Biostatistics, UC Berkeley.
Dissertation title. Statistical Methods for Evaluating Linkage Disequilibrium and Its Patterns Using Length of Haplotype Sharing.
Projects. Genetic mapping of complex human traits using single nucleotide polymorphisms (SNP); quantification and visualization of genome-wide linkage disequilibrium patterns; identification of haplotype blocks.
Current position. Genentech.

Postdoctoral Fellows

Dr. Gergana Bounova (Summer 2010 -- Fall 2011)
Department of Statistics, UC Berkeley.
Projects. Genome surveillance by small RNAs in Tetrahymena; inference of time-varying networks in genomics.

Professor Mathias Drton (Summer 2004 -- Spring 2005)
Department of Mathematics, UC Berkeley.
Projects. Multiple testing procedures in graphical model selection.
Current position. Assistant Professor, Department of Statistics, University of Chicago.

Dr. Blythe P. Durbin (Fall 2003 -- Summer 2005)
Division of Biostatistics, UC Berkeley.
Projects. Optimization of neural network architecture using loss-based Deletion/Substitution/Addition (DSA) algorithm.
Current position. Principal Statistician, UC Davis.

Dr. Steffen Durinck (Fall 2007 -- Spring 2008)
Division of Biostatistics, UC Berkeley, and Life Sciences Division, Lawrence Berkeley National Laboratory.
Projects. Statistical and computational methods for transcriptome analysis using next-generation sequencing.
Current position. Life Sciences Division, Lawrence Berkeley National Laboratory.

Professor Sunduz Keles (Fall 2003 -- Spring 2004)
Division of Biostatistics, UC Berkeley.
Projects. Loss-based estimation with cross-validation; supervised detection of regulatory motifs in DNA sequences; identification of transcription factor binding sites in ChIP-Chip experiments; tests of association between gene expression measures and Gene Ontology annotation; software for automating access to data from HTML forms.
Current position. Assistant Professor, Department of Biostatistics and Medical Informatics and Department of Statistics, University of Wisconsin, Madison.

Professor Katherine S. Pollard (Summer 2003 -- Fall 2003)
Division of Biostatistics, UC Berkeley.
Projects. Multiple hypothesis testing: software implementation in the Bioconductor R package multtest and applications to the identification of differentially expressed and co-expressed genes in high-throughput gene expression experiments.
Current position. Associate Professor, Division of Biostatistics, UC San Francisco, and Associate Investigator, Gladstone Institutes.

Dr. Elizabeth A. Purdom (Spring 2007 -- Spring 2009)
Division of Biostatistics and Department of Statistics, UC Berkeley.
Projects. Statistical and computational methods for transcriptome analysis using next-generation sequencing.
Current position. Assistant Professor, Department of Statistics, UC Berkeley.

Visiting Scholars

Dr. Alain Barrier (January 2004 -- July 2006)
Praticien Hospitalo-Universitaire, Hopital Tenon and Universite Pierre et Marie Curie -- Paris 6, France.
Projects. Development and application of statistical and computational methods for cancer prognosis prediction based on microarray gene expression measures.

Dr. Melanie Courtine (Fall 2003)
Laboratoire d'Informatique, Universite Pierre et Marie Curie -- Paris 6, France.
Projects. Development and application of statistical and computational methods for genetic studies of human obesity (ObeLinks Project).

Kasper D. Hansen (July 2004 -- August 2005)
Department of Biostatistics, Copenhagen University, Denmark.
Projects. Statistical software design for loss-based estimation with cross-validation.

Professor Niels Richard Hansen (Fall 2010 -- Fall 2011)
Department of Mathematical Sciences, University of Copenhagen, Denmark.

Anne-Claire Haury, PhD student (Spring 2011)
Center for Computational Biology, Mines ParisTech/Institut Curie, France.
Projects. Molecular characterization of cancer using joint analysis of high-throughput transcription and genotype data.

Dr. David O. Nelson (January 2003 -- July 2006)
Lawrence Livermore National Laboratory.

Davide Risso, PhD student (Fall 2010 -- Spring 2011)
Department of Statistical Sciences, University of Padova, Italy.
Projects. Genome annotation and transcriptome analysis in Saccharomyces using RNA-Seq.

Professor Alejandro Sanchez Pla (May 2003 -- September 2003)
Department of Statistics, Faculty of Biology, University of Barcelona, Spain.
Projects. Microarray data analysis; gene annotation.