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Chromosomal neighbourhoods allow identification of organ specific changes in gene expression

Although most genes share their chromosomal neighbourhood with other genes, distribution of genes has not been explored in the context of individual organ development; the common focus of developmental biology studies. Because developmental processes are often associated with initially subtle change...

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Autores principales: Das Roy, Rishi, Hallikas, Outi, Christensen, Mona M., Renvoisé, Elodie, Jernvall, Jukka
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8457456/
https://www.ncbi.nlm.nih.gov/pubmed/34506480
http://dx.doi.org/10.1371/journal.pcbi.1008947
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author Das Roy, Rishi
Hallikas, Outi
Christensen, Mona M.
Renvoisé, Elodie
Jernvall, Jukka
author_facet Das Roy, Rishi
Hallikas, Outi
Christensen, Mona M.
Renvoisé, Elodie
Jernvall, Jukka
author_sort Das Roy, Rishi
collection PubMed
description Although most genes share their chromosomal neighbourhood with other genes, distribution of genes has not been explored in the context of individual organ development; the common focus of developmental biology studies. Because developmental processes are often associated with initially subtle changes in gene expression, here we explored whether neighbouring genes are informative in the identification of differentially expressed genes. First, we quantified the chromosomal neighbourhood patterns of genes having related functional roles in the mammalian genome. Although the majority of protein coding genes have at least five neighbours within 1 Mb window around each gene, very few of these neighbours regulate development of the same organ. Analyses of transcriptomes of developing mouse molar teeth revealed that whereas expression of genes regulating tooth development changes, their neighbouring genes show no marked changes, irrespective of their level of expression. Finally, we test whether inclusion of gene neighbourhood in the analyses of differential expression could provide additional benefits. For the analyses, we developed an algorithm, called DELocal that identifies differentially expressed genes by comparing their expression changes to changes in adjacent genes in their chromosomal regions. Our results show that DELocal removes detection bias towards large changes in expression, thereby allowing identification of even subtle changes in development. Future studies, including the detection of differential expression, may benefit from, and further characterize the significance of gene-gene neighbour relationships.
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spelling pubmed-84574562021-09-23 Chromosomal neighbourhoods allow identification of organ specific changes in gene expression Das Roy, Rishi Hallikas, Outi Christensen, Mona M. Renvoisé, Elodie Jernvall, Jukka PLoS Comput Biol Research Article Although most genes share their chromosomal neighbourhood with other genes, distribution of genes has not been explored in the context of individual organ development; the common focus of developmental biology studies. Because developmental processes are often associated with initially subtle changes in gene expression, here we explored whether neighbouring genes are informative in the identification of differentially expressed genes. First, we quantified the chromosomal neighbourhood patterns of genes having related functional roles in the mammalian genome. Although the majority of protein coding genes have at least five neighbours within 1 Mb window around each gene, very few of these neighbours regulate development of the same organ. Analyses of transcriptomes of developing mouse molar teeth revealed that whereas expression of genes regulating tooth development changes, their neighbouring genes show no marked changes, irrespective of their level of expression. Finally, we test whether inclusion of gene neighbourhood in the analyses of differential expression could provide additional benefits. For the analyses, we developed an algorithm, called DELocal that identifies differentially expressed genes by comparing their expression changes to changes in adjacent genes in their chromosomal regions. Our results show that DELocal removes detection bias towards large changes in expression, thereby allowing identification of even subtle changes in development. Future studies, including the detection of differential expression, may benefit from, and further characterize the significance of gene-gene neighbour relationships. Public Library of Science 2021-09-10 /pmc/articles/PMC8457456/ /pubmed/34506480 http://dx.doi.org/10.1371/journal.pcbi.1008947 Text en © 2021 Das Roy et al 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 use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Das Roy, Rishi
Hallikas, Outi
Christensen, Mona M.
Renvoisé, Elodie
Jernvall, Jukka
Chromosomal neighbourhoods allow identification of organ specific changes in gene expression
title Chromosomal neighbourhoods allow identification of organ specific changes in gene expression
title_full Chromosomal neighbourhoods allow identification of organ specific changes in gene expression
title_fullStr Chromosomal neighbourhoods allow identification of organ specific changes in gene expression
title_full_unstemmed Chromosomal neighbourhoods allow identification of organ specific changes in gene expression
title_short Chromosomal neighbourhoods allow identification of organ specific changes in gene expression
title_sort chromosomal neighbourhoods allow identification of organ specific changes in gene expression
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8457456/
https://www.ncbi.nlm.nih.gov/pubmed/34506480
http://dx.doi.org/10.1371/journal.pcbi.1008947
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