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Microarray meta-analysis database (M(2)DB): a uniformly pre-processed, quality controlled, and manually curated human clinical microarray database

BACKGROUND: Over the past decade, gene expression microarray studies have greatly expanded our knowledge of genetic mechanisms of human diseases. Meta-analysis of substantial amounts of accumulated data, by integrating valuable information from multiple studies, is becoming more important in microar...

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Autores principales: Cheng, Wei-Chung, Tsai, Min-Lung, Chang, Cheng-Wei, Huang, Ching-Lung, Chen, Chaang-Ray, Shu, Wun-Yi, Lee, Yun-Shien, Wang, Tzu-Hao, Hong, Ji-Hong, Li, Chia-Yang, Hsu, Ian C
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2928207/
https://www.ncbi.nlm.nih.gov/pubmed/20698961
http://dx.doi.org/10.1186/1471-2105-11-421
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author Cheng, Wei-Chung
Tsai, Min-Lung
Chang, Cheng-Wei
Huang, Ching-Lung
Chen, Chaang-Ray
Shu, Wun-Yi
Lee, Yun-Shien
Wang, Tzu-Hao
Hong, Ji-Hong
Li, Chia-Yang
Hsu, Ian C
author_facet Cheng, Wei-Chung
Tsai, Min-Lung
Chang, Cheng-Wei
Huang, Ching-Lung
Chen, Chaang-Ray
Shu, Wun-Yi
Lee, Yun-Shien
Wang, Tzu-Hao
Hong, Ji-Hong
Li, Chia-Yang
Hsu, Ian C
author_sort Cheng, Wei-Chung
collection PubMed
description BACKGROUND: Over the past decade, gene expression microarray studies have greatly expanded our knowledge of genetic mechanisms of human diseases. Meta-analysis of substantial amounts of accumulated data, by integrating valuable information from multiple studies, is becoming more important in microarray research. However, collecting data of special interest from public microarray repositories often present major practical problems. Moreover, including low-quality data may significantly reduce meta-analysis efficiency. RESULTS: M(2)DB is a human curated microarray database designed for easy querying, based on clinical information and for interactive retrieval of either raw or uniformly pre-processed data, along with a set of quality-control metrics. The database contains more than 10,000 previously published Affymetrix GeneChip arrays, performed using human clinical specimens. M(2)DB allows online querying according to a flexible combination of five clinical annotations describing disease state and sampling location. These annotations were manually curated by controlled vocabularies, based on information obtained from GEO, ArrayExpress, and published papers. For array-based assessment control, the online query provides sets of QC metrics, generated using three available QC algorithms. Arrays with poor data quality can easily be excluded from the query interface. The query provides values from two algorithms for gene-based filtering, and raw data and three kinds of pre-processed data for downloading. CONCLUSION: M(2)DB utilizes a user-friendly interface for QC parameters, sample clinical annotations, and data formats to help users obtain clinical metadata. This database provides a lower entry threshold and an integrated process of meta-analysis. We hope that this research will promote further evolution of microarray meta-analysis.
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spelling pubmed-29282072010-08-26 Microarray meta-analysis database (M(2)DB): a uniformly pre-processed, quality controlled, and manually curated human clinical microarray database Cheng, Wei-Chung Tsai, Min-Lung Chang, Cheng-Wei Huang, Ching-Lung Chen, Chaang-Ray Shu, Wun-Yi Lee, Yun-Shien Wang, Tzu-Hao Hong, Ji-Hong Li, Chia-Yang Hsu, Ian C BMC Bioinformatics Database BACKGROUND: Over the past decade, gene expression microarray studies have greatly expanded our knowledge of genetic mechanisms of human diseases. Meta-analysis of substantial amounts of accumulated data, by integrating valuable information from multiple studies, is becoming more important in microarray research. However, collecting data of special interest from public microarray repositories often present major practical problems. Moreover, including low-quality data may significantly reduce meta-analysis efficiency. RESULTS: M(2)DB is a human curated microarray database designed for easy querying, based on clinical information and for interactive retrieval of either raw or uniformly pre-processed data, along with a set of quality-control metrics. The database contains more than 10,000 previously published Affymetrix GeneChip arrays, performed using human clinical specimens. M(2)DB allows online querying according to a flexible combination of five clinical annotations describing disease state and sampling location. These annotations were manually curated by controlled vocabularies, based on information obtained from GEO, ArrayExpress, and published papers. For array-based assessment control, the online query provides sets of QC metrics, generated using three available QC algorithms. Arrays with poor data quality can easily be excluded from the query interface. The query provides values from two algorithms for gene-based filtering, and raw data and three kinds of pre-processed data for downloading. CONCLUSION: M(2)DB utilizes a user-friendly interface for QC parameters, sample clinical annotations, and data formats to help users obtain clinical metadata. This database provides a lower entry threshold and an integrated process of meta-analysis. We hope that this research will promote further evolution of microarray meta-analysis. BioMed Central 2010-08-10 /pmc/articles/PMC2928207/ /pubmed/20698961 http://dx.doi.org/10.1186/1471-2105-11-421 Text en Copyright ©2010 Cheng et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Database
Cheng, Wei-Chung
Tsai, Min-Lung
Chang, Cheng-Wei
Huang, Ching-Lung
Chen, Chaang-Ray
Shu, Wun-Yi
Lee, Yun-Shien
Wang, Tzu-Hao
Hong, Ji-Hong
Li, Chia-Yang
Hsu, Ian C
Microarray meta-analysis database (M(2)DB): a uniformly pre-processed, quality controlled, and manually curated human clinical microarray database
title Microarray meta-analysis database (M(2)DB): a uniformly pre-processed, quality controlled, and manually curated human clinical microarray database
title_full Microarray meta-analysis database (M(2)DB): a uniformly pre-processed, quality controlled, and manually curated human clinical microarray database
title_fullStr Microarray meta-analysis database (M(2)DB): a uniformly pre-processed, quality controlled, and manually curated human clinical microarray database
title_full_unstemmed Microarray meta-analysis database (M(2)DB): a uniformly pre-processed, quality controlled, and manually curated human clinical microarray database
title_short Microarray meta-analysis database (M(2)DB): a uniformly pre-processed, quality controlled, and manually curated human clinical microarray database
title_sort microarray meta-analysis database (m(2)db): a uniformly pre-processed, quality controlled, and manually curated human clinical microarray database
topic Database
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2928207/
https://www.ncbi.nlm.nih.gov/pubmed/20698961
http://dx.doi.org/10.1186/1471-2105-11-421
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