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Sub-GOFA: A tool for Sub-Gene Ontology function analysis in clonal mosaicism using semantic (logical) similarity

Clonal mosaicism (a detectable post-zygotic mutational event in cellular subpopulations) is common in cancer patients. Detected segments of clonal mosaicism are usually bundled into large-locus regions for statistical analysis. However, low-frequency genes are overlooked and are not sufficient to el...

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Autores principales: Katsuda, Tadaaki, Sato, Noriko, Mogushi, Kaoru, Hase, Takeshi, Muramatsu, Masaaki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Biomedical Informatics 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9200605/
https://www.ncbi.nlm.nih.gov/pubmed/35815201
http://dx.doi.org/10.6026/97320630018053
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author Katsuda, Tadaaki
Sato, Noriko
Mogushi, Kaoru
Hase, Takeshi
Muramatsu, Masaaki
author_facet Katsuda, Tadaaki
Sato, Noriko
Mogushi, Kaoru
Hase, Takeshi
Muramatsu, Masaaki
author_sort Katsuda, Tadaaki
collection PubMed
description Clonal mosaicism (a detectable post-zygotic mutational event in cellular subpopulations) is common in cancer patients. Detected segments of clonal mosaicism are usually bundled into large-locus regions for statistical analysis. However, low-frequency genes are overlooked and are not sufficient to elucidate qualitative differences between cancer patients and non-patients. Therefore, it is of interest to develop and describe a tool named Sub-GOFA for Sub-Gene Ontology function analysis in clonal mosaicism using semantic similarity. Sub-GOFA measures the semantic (logical) similarity among patients using the sub-GO network structures of various sizes segmented from the gene ontology (GO) for clustering analysis. The sub-GO's root-terms with significant differences are extracted as disease-associated genetic functions. Sub-GOFA selected a high ratio of cancer-associated genes under validation with acceptable threshold.
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spelling pubmed-92006052022-07-07 Sub-GOFA: A tool for Sub-Gene Ontology function analysis in clonal mosaicism using semantic (logical) similarity Katsuda, Tadaaki Sato, Noriko Mogushi, Kaoru Hase, Takeshi Muramatsu, Masaaki Bioinformation Research Article Clonal mosaicism (a detectable post-zygotic mutational event in cellular subpopulations) is common in cancer patients. Detected segments of clonal mosaicism are usually bundled into large-locus regions for statistical analysis. However, low-frequency genes are overlooked and are not sufficient to elucidate qualitative differences between cancer patients and non-patients. Therefore, it is of interest to develop and describe a tool named Sub-GOFA for Sub-Gene Ontology function analysis in clonal mosaicism using semantic similarity. Sub-GOFA measures the semantic (logical) similarity among patients using the sub-GO network structures of various sizes segmented from the gene ontology (GO) for clustering analysis. The sub-GO's root-terms with significant differences are extracted as disease-associated genetic functions. Sub-GOFA selected a high ratio of cancer-associated genes under validation with acceptable threshold. Biomedical Informatics 2022-01-31 /pmc/articles/PMC9200605/ /pubmed/35815201 http://dx.doi.org/10.6026/97320630018053 Text en © 2022 Biomedical Informatics https://creativecommons.org/licenses/by/3.0/This is an Open Access article which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. This is distributed under the terms of the Creative Commons Attribution License.
spellingShingle Research Article
Katsuda, Tadaaki
Sato, Noriko
Mogushi, Kaoru
Hase, Takeshi
Muramatsu, Masaaki
Sub-GOFA: A tool for Sub-Gene Ontology function analysis in clonal mosaicism using semantic (logical) similarity
title Sub-GOFA: A tool for Sub-Gene Ontology function analysis in clonal mosaicism using semantic (logical) similarity
title_full Sub-GOFA: A tool for Sub-Gene Ontology function analysis in clonal mosaicism using semantic (logical) similarity
title_fullStr Sub-GOFA: A tool for Sub-Gene Ontology function analysis in clonal mosaicism using semantic (logical) similarity
title_full_unstemmed Sub-GOFA: A tool for Sub-Gene Ontology function analysis in clonal mosaicism using semantic (logical) similarity
title_short Sub-GOFA: A tool for Sub-Gene Ontology function analysis in clonal mosaicism using semantic (logical) similarity
title_sort sub-gofa: a tool for sub-gene ontology function analysis in clonal mosaicism using semantic (logical) similarity
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9200605/
https://www.ncbi.nlm.nih.gov/pubmed/35815201
http://dx.doi.org/10.6026/97320630018053
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