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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...
Autores principales: | , , , , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2010
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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. |
format | Text |
id | pubmed-2928207 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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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