Cargando…

ATTED-II in 2018: A Plant Coexpression Database Based on Investigation of the Statistical Property of the Mutual Rank Index

ATTED-II (http://atted.jp) is a coexpression database for plant species to aid in the discovery of relationships of unknown genes within a species. As an advanced coexpression analysis method, multispecies comparisons have the potential to detect alterations in gene relationships within an evolution...

Descripción completa

Detalles Bibliográficos
Autores principales: Obayashi, Takeshi, Aoki, Yuichi, Tadaka, Shu, Kagaya, Yuki, Kinoshita, Kengo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5914358/
https://www.ncbi.nlm.nih.gov/pubmed/29216398
http://dx.doi.org/10.1093/pcp/pcx191
_version_ 1783316699821375488
author Obayashi, Takeshi
Aoki, Yuichi
Tadaka, Shu
Kagaya, Yuki
Kinoshita, Kengo
author_facet Obayashi, Takeshi
Aoki, Yuichi
Tadaka, Shu
Kagaya, Yuki
Kinoshita, Kengo
author_sort Obayashi, Takeshi
collection PubMed
description ATTED-II (http://atted.jp) is a coexpression database for plant species to aid in the discovery of relationships of unknown genes within a species. As an advanced coexpression analysis method, multispecies comparisons have the potential to detect alterations in gene relationships within an evolutionary context. However, determining the validity of comparative coexpression studies is difficult without quantitative assessments of the quality of coexpression data. ATTED-II (version 9) provides 16 coexpression platforms for nine plant species, including seven species supported by both microarray- and RNA sequencing (RNAseq)-based coexpression data. Two independent sources of coexpression data enable the assessment of the reproducibility of coexpression. The latest coexpression data for Arabidopsis (Ath-m.c7-1 and Ath-r.c3-0) showed the highest reproducibility (Jaccard coefficient = 0.13) among previous coexpression data in ATTED-II. We also investigated the statistical basis of the mutual rank (MR) index as a coexpression measure by bootstrap sampling of experimental units. We found that the error distribution of the logit-transformed MR index showed normality with equal variances for each coexpression platform. Because the MR error was strongly correlated with the number of samples for the coexpression data, typical confidence intervals for the MR index can be estimated for any coexpression platform. These new, high-quality coexpression data can be analyzed with any tool in ATTED-II and combined with external resources to obtain insight into plant biology.
format Online
Article
Text
id pubmed-5914358
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-59143582018-05-04 ATTED-II in 2018: A Plant Coexpression Database Based on Investigation of the Statistical Property of the Mutual Rank Index Obayashi, Takeshi Aoki, Yuichi Tadaka, Shu Kagaya, Yuki Kinoshita, Kengo Plant Cell Physiol Special Issue - Databases ATTED-II (http://atted.jp) is a coexpression database for plant species to aid in the discovery of relationships of unknown genes within a species. As an advanced coexpression analysis method, multispecies comparisons have the potential to detect alterations in gene relationships within an evolutionary context. However, determining the validity of comparative coexpression studies is difficult without quantitative assessments of the quality of coexpression data. ATTED-II (version 9) provides 16 coexpression platforms for nine plant species, including seven species supported by both microarray- and RNA sequencing (RNAseq)-based coexpression data. Two independent sources of coexpression data enable the assessment of the reproducibility of coexpression. The latest coexpression data for Arabidopsis (Ath-m.c7-1 and Ath-r.c3-0) showed the highest reproducibility (Jaccard coefficient = 0.13) among previous coexpression data in ATTED-II. We also investigated the statistical basis of the mutual rank (MR) index as a coexpression measure by bootstrap sampling of experimental units. We found that the error distribution of the logit-transformed MR index showed normality with equal variances for each coexpression platform. Because the MR error was strongly correlated with the number of samples for the coexpression data, typical confidence intervals for the MR index can be estimated for any coexpression platform. These new, high-quality coexpression data can be analyzed with any tool in ATTED-II and combined with external resources to obtain insight into plant biology. Oxford University Press 2018-01 2017-12-04 /pmc/articles/PMC5914358/ /pubmed/29216398 http://dx.doi.org/10.1093/pcp/pcx191 Text en © The Author 2017. Published by Oxford University Press on behalf of Japanese Society of Plant Physiologists. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Special Issue - Databases
Obayashi, Takeshi
Aoki, Yuichi
Tadaka, Shu
Kagaya, Yuki
Kinoshita, Kengo
ATTED-II in 2018: A Plant Coexpression Database Based on Investigation of the Statistical Property of the Mutual Rank Index
title ATTED-II in 2018: A Plant Coexpression Database Based on Investigation of the Statistical Property of the Mutual Rank Index
title_full ATTED-II in 2018: A Plant Coexpression Database Based on Investigation of the Statistical Property of the Mutual Rank Index
title_fullStr ATTED-II in 2018: A Plant Coexpression Database Based on Investigation of the Statistical Property of the Mutual Rank Index
title_full_unstemmed ATTED-II in 2018: A Plant Coexpression Database Based on Investigation of the Statistical Property of the Mutual Rank Index
title_short ATTED-II in 2018: A Plant Coexpression Database Based on Investigation of the Statistical Property of the Mutual Rank Index
title_sort atted-ii in 2018: a plant coexpression database based on investigation of the statistical property of the mutual rank index
topic Special Issue - Databases
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5914358/
https://www.ncbi.nlm.nih.gov/pubmed/29216398
http://dx.doi.org/10.1093/pcp/pcx191
work_keys_str_mv AT obayashitakeshi attediiin2018aplantcoexpressiondatabasebasedoninvestigationofthestatisticalpropertyofthemutualrankindex
AT aokiyuichi attediiin2018aplantcoexpressiondatabasebasedoninvestigationofthestatisticalpropertyofthemutualrankindex
AT tadakashu attediiin2018aplantcoexpressiondatabasebasedoninvestigationofthestatisticalpropertyofthemutualrankindex
AT kagayayuki attediiin2018aplantcoexpressiondatabasebasedoninvestigationofthestatisticalpropertyofthemutualrankindex
AT kinoshitakengo attediiin2018aplantcoexpressiondatabasebasedoninvestigationofthestatisticalpropertyofthemutualrankindex