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Top-Down Crawl: a method for the ultra-rapid and motif-free alignment of sequences with associated binding metrics

SUMMARY: Several high-throughput protein–DNA binding methods currently available produce highly reproducible measurements of binding affinity at the level of the k-mer. However, understanding where a k-mer is positioned along a binding site sequence depends on alignment. Here, we present Top-Down Cr...

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Detalles Bibliográficos
Autores principales: Cooper, Brendon H, Chiu, Tsu-Pei, Rohs, Remo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9665867/
https://www.ncbi.nlm.nih.gov/pubmed/36179084
http://dx.doi.org/10.1093/bioinformatics/btac653
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author Cooper, Brendon H
Chiu, Tsu-Pei
Rohs, Remo
author_facet Cooper, Brendon H
Chiu, Tsu-Pei
Rohs, Remo
author_sort Cooper, Brendon H
collection PubMed
description SUMMARY: Several high-throughput protein–DNA binding methods currently available produce highly reproducible measurements of binding affinity at the level of the k-mer. However, understanding where a k-mer is positioned along a binding site sequence depends on alignment. Here, we present Top-Down Crawl (TDC), an ultra-rapid tool designed for the alignment of k-mer level data in a rank-dependent and position weight matrix (PWM)-independent manner. As the framework only depends on the rank of the input, the method can accept input from many types of experiments (protein binding microarray, SELEX-seq, SMiLE-seq, etc.) without the need for specialized parameterization. Measuring the performance of the alignment using multiple linear regression with 5-fold cross-validation, we find TDC to perform as well as or better than computationally expensive PWM-based methods. AVAILABILITY AND IMPLEMENTATION: TDC can be run online at https://topdowncrawl.usc.edu or locally as a python package available through pip at https://pypi.org/project/TopDownCrawl. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-96658672022-11-16 Top-Down Crawl: a method for the ultra-rapid and motif-free alignment of sequences with associated binding metrics Cooper, Brendon H Chiu, Tsu-Pei Rohs, Remo Bioinformatics Applications Note SUMMARY: Several high-throughput protein–DNA binding methods currently available produce highly reproducible measurements of binding affinity at the level of the k-mer. However, understanding where a k-mer is positioned along a binding site sequence depends on alignment. Here, we present Top-Down Crawl (TDC), an ultra-rapid tool designed for the alignment of k-mer level data in a rank-dependent and position weight matrix (PWM)-independent manner. As the framework only depends on the rank of the input, the method can accept input from many types of experiments (protein binding microarray, SELEX-seq, SMiLE-seq, etc.) without the need for specialized parameterization. Measuring the performance of the alignment using multiple linear regression with 5-fold cross-validation, we find TDC to perform as well as or better than computationally expensive PWM-based methods. AVAILABILITY AND IMPLEMENTATION: TDC can be run online at https://topdowncrawl.usc.edu or locally as a python package available through pip at https://pypi.org/project/TopDownCrawl. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2022-09-30 /pmc/articles/PMC9665867/ /pubmed/36179084 http://dx.doi.org/10.1093/bioinformatics/btac653 Text en © The Author(s) 2022. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Applications Note
Cooper, Brendon H
Chiu, Tsu-Pei
Rohs, Remo
Top-Down Crawl: a method for the ultra-rapid and motif-free alignment of sequences with associated binding metrics
title Top-Down Crawl: a method for the ultra-rapid and motif-free alignment of sequences with associated binding metrics
title_full Top-Down Crawl: a method for the ultra-rapid and motif-free alignment of sequences with associated binding metrics
title_fullStr Top-Down Crawl: a method for the ultra-rapid and motif-free alignment of sequences with associated binding metrics
title_full_unstemmed Top-Down Crawl: a method for the ultra-rapid and motif-free alignment of sequences with associated binding metrics
title_short Top-Down Crawl: a method for the ultra-rapid and motif-free alignment of sequences with associated binding metrics
title_sort top-down crawl: a method for the ultra-rapid and motif-free alignment of sequences with associated binding metrics
topic Applications Note
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9665867/
https://www.ncbi.nlm.nih.gov/pubmed/36179084
http://dx.doi.org/10.1093/bioinformatics/btac653
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