Welcome to the MGHPCC Virtual Booth

SEQer - Sequence Evaluation in Realtime

An AI Framework to rapidly detect biothreats and estimate their severity.

The ability to identify and characterize function of an unknown pathogen, such as a virus, bacteria, or toxin, from its biological sequence is critical to quickly determine the potential impact against human health. SEQer aims to build an end-to-end computational testbed that can stream biological sequences in real-time and determine their function to identify possible biothreats. To test the SEQer pipeline, we ran through an experiment investigating the interactions of SARS-CoV-2 with 67 different human cytokine proteins, a measure of infectivity.

In a paper published in Frontiers in Bioinformatics, we looked at 12 variants of concern of SARS-CoV-2 along with 5 other coronaviruses to evaluate the evolution of the viruses to infect humans. This combination of computational experiments (17 different viruses vs. 67 human proteins) resulted in a total of 1,139 simulations. We performed these simulations with a multi-threaded CPU-based algorithm on the Xeon Knight’s Landing platform with 64 physical cores assigned to each simulation. We also performed simulations with a competing single-threaded GPU-based algorithm using a single Nvidia V100 GPU per simulation.

 

 

Rafael Jaimes, Phillip Tomezsko
Dr. Rafael Jaimes - Computational Biologist in the Biological & Chemical Technologies group at MIT Lincoln Laboratory.

Principal Members

Yale

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