Research Areas

Bioinformatics and Computational Biology

Biomedical research is being revolutionized by new technologies for generating high throughput data. For example, the mRNA counts contained in gene microarrays provide a global view of cellular activity by simultaneously recording the expression levels of thousands of genes. Similarly, new methods for measuring the expression of proteins in cells and tissues and mapping protein-protein interactions are providing rich sources of information for learning about disease mechanisms. Research in bioinformatics in biomedical engineering and computational medicine is currently focused on representing and analyzing such data.

Bioinformatics/Computational biology and computational medicine research includes:

  • Bioinformatic discovery of novel pharmaceutical targets, specifically in the area of vascular diseases and angiogenesis.
  • Computational modeling and systems biology of angiogenesis.
  • Computational modeling of how regulatory elements in DNA sequences are structured to control gene expression.
  • Development of new machine learning methods for analysis of high throughput data.
  • Large scale annotation of human genetic variation.
  • Network modeling of protein-protein interactions.
  • Predicting the impact of somatic variation in cancer genomes with molecular modeling and comparative genomics.

Faculty working in this area

Joel Bader Ph.D.

Yuan Gao Ph.D.

Joseph Greenstein Ph.D.

Rachel Karchin Ph.D.

Feilim Mac Gabhann Ph.D.

David Masica Ph.D.

Aleksander Popel Ph.D.

Sridevi Sarma Ph.D.

Alexander Spector Ph.D.

Winston Timp Ph.D.

Natalia Trayanova Ph.D.

Raimond Winslow Ph.D.

BME labs working in this area

Bioinformatics and Computational Biology Lab

Center for Cardiovascular Bioinformatics and Modeling

Computational Cardiology Laboratory

Genetics, Epigenetics and Bioinformatics Laboratory

Institute for Computational Medicine

Karchin Lab

Karchin Lab

Microvascular Development and Remodeling Laboratory

Systems Biology Laboratory

The Timp Lab

 

The Whitaker Biomedical Engineering Institute at Johns Hopkins University School of Medicine
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