FPGA Acceleration of Protein Back-Translation and Alignment

Sahand Salamat, Jaeyoung Kang, Yeseong Kim, Mohsen Imani, Niema Moshiri, Tajana Rosing

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

Identifying genome functionality changes our understanding of humans and helps us in disease diagnosis; as well as drug, bio-material, and genetic engineering of plants and animals. Comparing the structure of the protein sequences, when only sequence information is available, against a database with known functionality helps us to identify and recognize the functionality of the unknown sequence. The process of predicting the possible RNA sequence that a specific protein has originated from is called back-translation. Aligning the back-translated RNA sequence against the database locates the most similar sequences, which is used to predict the functionality of the unknown protein sequence. Providing massive parallelism, FPGAs can accelerate bioinformatics applications substantially. In this paper, we propose, FabP11FabP is also the name of a family of proteins, 'Fatty-Acid-Binding Proteins'., an optimized FPGA-based accelerator for aligning a back-translated protein sequence against a database of DNA/RNA sequences. FabP is deeply optimized to fully utilize the FPGA resources and the DRAM memory bandwidth to maximize the performance. FabP on a mid-range FPGA provides 8.1 % and 23.3× (24.8× and 266.8 ×) speedup and higher energy efficiency as compared to the GPU-based implementation on a high-end NVIDIA GPU (state-of-the-art CPU implementation), respectively.

Original languageEnglish
Title of host publicationProceedings of the 2021 Design, Automation and Test in Europe, DATE 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages822-827
Number of pages6
ISBN (Electronic)9783981926354
DOIs
StatePublished - 1 Feb 2021
Event2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021 - Virtual, Online
Duration: 1 Feb 20215 Feb 2021

Publication series

NameProceedings -Design, Automation and Test in Europe, DATE
Volume2021-February
ISSN (Print)1530-1591

Conference

Conference2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021
CityVirtual, Online
Period1/02/215/02/21

Bibliographical note

Publisher Copyright:
© 2021 EDAA.

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