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aaHash: recursive amino acid sequence hashing

MOTIVATION: K-mer hashing is a common operation in many foundational bioinformatics problems. However, generic string hashing algorithms are not optimized for this application. Strings in bioinformatics use specific alphabets, a trait leveraged for nucleic acid sequences in earlier work. We note tha...

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Detalles Bibliográficos
Autores principales: Wong, Johnathan, Kazemi, Parham, Coombe, Lauren, Warren, René L., Birol, Inanç
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10197579/
https://www.ncbi.nlm.nih.gov/pubmed/37214907
http://dx.doi.org/10.1101/2023.05.08.539909
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author Wong, Johnathan
Kazemi, Parham
Coombe, Lauren
Warren, René L.
Birol, Inanç
author_facet Wong, Johnathan
Kazemi, Parham
Coombe, Lauren
Warren, René L.
Birol, Inanç
author_sort Wong, Johnathan
collection PubMed
description MOTIVATION: K-mer hashing is a common operation in many foundational bioinformatics problems. However, generic string hashing algorithms are not optimized for this application. Strings in bioinformatics use specific alphabets, a trait leveraged for nucleic acid sequences in earlier work. We note that amino acid sequences, with complexities and context that cannot be captured by generic hashing algorithms, can also benefit from a domain-specific hashing algorithm. Such a hashing algorithm can accelerate and improve the sensitivity of bioinformatics applications developed for protein sequences. RESULTS: Here, we present aaHash, a recursive hashing algorithm tailored for amino acid sequences. This algorithm utilizes multiple hash levels to represent biochemical similarities between amino acids. aaHash performs ~10X faster than generic string hashing algorithms in hashing adjacent k-mers. AVAILABILITY AND IMPLEMENTATION: aaHash is available online at https://github.com/bcgsc/btllib and is free for academic use.
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spelling pubmed-101975792023-05-20 aaHash: recursive amino acid sequence hashing Wong, Johnathan Kazemi, Parham Coombe, Lauren Warren, René L. Birol, Inanç bioRxiv Article MOTIVATION: K-mer hashing is a common operation in many foundational bioinformatics problems. However, generic string hashing algorithms are not optimized for this application. Strings in bioinformatics use specific alphabets, a trait leveraged for nucleic acid sequences in earlier work. We note that amino acid sequences, with complexities and context that cannot be captured by generic hashing algorithms, can also benefit from a domain-specific hashing algorithm. Such a hashing algorithm can accelerate and improve the sensitivity of bioinformatics applications developed for protein sequences. RESULTS: Here, we present aaHash, a recursive hashing algorithm tailored for amino acid sequences. This algorithm utilizes multiple hash levels to represent biochemical similarities between amino acids. aaHash performs ~10X faster than generic string hashing algorithms in hashing adjacent k-mers. AVAILABILITY AND IMPLEMENTATION: aaHash is available online at https://github.com/bcgsc/btllib and is free for academic use. Cold Spring Harbor Laboratory 2023-05-10 /pmc/articles/PMC10197579/ /pubmed/37214907 http://dx.doi.org/10.1101/2023.05.08.539909 Text en https://creativecommons.org/licenses/by-nc/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (https://creativecommons.org/licenses/by-nc/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Wong, Johnathan
Kazemi, Parham
Coombe, Lauren
Warren, René L.
Birol, Inanç
aaHash: recursive amino acid sequence hashing
title aaHash: recursive amino acid sequence hashing
title_full aaHash: recursive amino acid sequence hashing
title_fullStr aaHash: recursive amino acid sequence hashing
title_full_unstemmed aaHash: recursive amino acid sequence hashing
title_short aaHash: recursive amino acid sequence hashing
title_sort aahash: recursive amino acid sequence hashing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10197579/
https://www.ncbi.nlm.nih.gov/pubmed/37214907
http://dx.doi.org/10.1101/2023.05.08.539909
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