2015 IEEE High Performance
Extreme Computing Conference
(HPEC ‘15)
Nineteenth Annual HPEC Conference
15 - 17 September 2015
Westin Hotel, Waltham, MA USA
Bioinformatics & Big Data 1
10:20-12:00 in Eden Vale C1 - C2
Chairs: Prof. John Quackenbush / Harvard Dept of Biostatistics & Prof. Wei Ding / Director - Knowledge Discovery Lab U.Mass Boston
Invited Talk
Apache Spark - In Memory Big Data Analytics
Prof. Matei Zaharia. MIT CSAIL - Founder DataBricks
Invited Talk
Pfizer’s Computing Infrastructure for Molecular Design: use of HPC, the Cloud, and Service-Oriented Architecture
Dr. Enoch Huang, Head of Computational Sciences Pfizer
DAWN: Rapid Larse-Scale Protein Multiple Sequence Alignment and Conservation Analysis
Darrell O. Ricke, Anna Shcherbina, MIT Lincoln Laboratory
Understanding of protein structure, function, and disease can be obtained from the analysis of protein sequences evolutionary
conservation. Multiple sequence alignments of different isolates, orthologs, paralogs, and functional domains provide essential
insights into protein function and structure. Evolutionary conservation level is directly correlated with likelihood of missense
mutations’ functional impact. A new conservation characterization tool, Dawn, that aligns sequences based on the Divergence
Model of protein evolution can align and characterize large numbers of related protein sequences rapidly. Using this tool, a
performance improvement of at least two orders of magnitude improvement over current methods. Dawn is applied to three
pressing challenges: identification of antiviral targets for therapeutics, multigene family alignment, and analysis of human
missense mutations (variants).
Invited Talk
Discovering Disease Subtypes from Data
Prof. Jennifer Dy, Dept of Electrical and Computer Engineering - Northeastern
Invited Talk
High Performance Computing in RNA Bioinformatics
Prof. Peter Clote, Dept of Biology - Boston College
Thursday, September 17