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ChemGAPP: a tool for chemical genomics analysis and phenotypic profiling

MOTIVATION: High-throughput chemical genomic screens produce informative datasets, providing valuable insights into unknown gene function on a genome-wide level. However, there is currently no comprehensive analytic package publicly available. We developed ChemGAPP to bridge this gap. ChemGAPP integ...

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Autores principales: Doherty, Hannah M, Kritikos, George, Galardini, Marco, Banzhaf, Manuel, Moradigaravand, Danesh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10085634/
https://www.ncbi.nlm.nih.gov/pubmed/37014365
http://dx.doi.org/10.1093/bioinformatics/btad171
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author Doherty, Hannah M
Kritikos, George
Galardini, Marco
Banzhaf, Manuel
Moradigaravand, Danesh
author_facet Doherty, Hannah M
Kritikos, George
Galardini, Marco
Banzhaf, Manuel
Moradigaravand, Danesh
author_sort Doherty, Hannah M
collection PubMed
description MOTIVATION: High-throughput chemical genomic screens produce informative datasets, providing valuable insights into unknown gene function on a genome-wide level. However, there is currently no comprehensive analytic package publicly available. We developed ChemGAPP to bridge this gap. ChemGAPP integrates various steps in a streamlined and user-friendly format, including rigorous quality control measures to curate screening data. RESULTS: ChemGAPP provides three sub-packages for different chemical-genomic screens: ChemGAPP Big for large-scale screens; ChemGAPP Small for small-scale screens; and ChemGAPP GI for genetic interaction screens. ChemGAPP Big, tested against the Escherichiacoli KEIO collection, revealed reliable fitness scores which displayed biologically relevant phenotypes. ChemGAPP Small demonstrated significant changes in phenotype in a small-scale screen. ChemGAPP GI was benchmarked against three sets of genes with known epistasis types and successfully reproduced each interaction type. AVAILABILITY AND IMPLEMENTATION: ChemGAPP is available at https://github.com/HannahMDoherty/ChemGAPP, as a standalone Python package as well as Streamlit applications.
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spelling pubmed-100856342023-04-11 ChemGAPP: a tool for chemical genomics analysis and phenotypic profiling Doherty, Hannah M Kritikos, George Galardini, Marco Banzhaf, Manuel Moradigaravand, Danesh Bioinformatics Original Paper MOTIVATION: High-throughput chemical genomic screens produce informative datasets, providing valuable insights into unknown gene function on a genome-wide level. However, there is currently no comprehensive analytic package publicly available. We developed ChemGAPP to bridge this gap. ChemGAPP integrates various steps in a streamlined and user-friendly format, including rigorous quality control measures to curate screening data. RESULTS: ChemGAPP provides three sub-packages for different chemical-genomic screens: ChemGAPP Big for large-scale screens; ChemGAPP Small for small-scale screens; and ChemGAPP GI for genetic interaction screens. ChemGAPP Big, tested against the Escherichiacoli KEIO collection, revealed reliable fitness scores which displayed biologically relevant phenotypes. ChemGAPP Small demonstrated significant changes in phenotype in a small-scale screen. ChemGAPP GI was benchmarked against three sets of genes with known epistasis types and successfully reproduced each interaction type. AVAILABILITY AND IMPLEMENTATION: ChemGAPP is available at https://github.com/HannahMDoherty/ChemGAPP, as a standalone Python package as well as Streamlit applications. Oxford University Press 2023-04-04 /pmc/articles/PMC10085634/ /pubmed/37014365 http://dx.doi.org/10.1093/bioinformatics/btad171 Text en © The Author(s) 2023. 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 Original Paper
Doherty, Hannah M
Kritikos, George
Galardini, Marco
Banzhaf, Manuel
Moradigaravand, Danesh
ChemGAPP: a tool for chemical genomics analysis and phenotypic profiling
title ChemGAPP: a tool for chemical genomics analysis and phenotypic profiling
title_full ChemGAPP: a tool for chemical genomics analysis and phenotypic profiling
title_fullStr ChemGAPP: a tool for chemical genomics analysis and phenotypic profiling
title_full_unstemmed ChemGAPP: a tool for chemical genomics analysis and phenotypic profiling
title_short ChemGAPP: a tool for chemical genomics analysis and phenotypic profiling
title_sort chemgapp: a tool for chemical genomics analysis and phenotypic profiling
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10085634/
https://www.ncbi.nlm.nih.gov/pubmed/37014365
http://dx.doi.org/10.1093/bioinformatics/btad171
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