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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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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. |
format | Online Article Text |
id | pubmed-10085634 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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