Unknown

Dataset Information

0

MADA: a web service for analysing DNA methylation array data.


ABSTRACT: BACKGROUND:DNA methylation in the human genome is acknowledged to be widely associated with biological processes and complex diseases. The Illumina Infinium methylation arrays have been approved as one of the most efficient and universal technologies to investigate the whole genome changes of methylation patterns. As methylation arrays may still be the dominant method for detecting methylation in the anticipated future, it is crucial to develop a reliable workflow to analysis methylation array data. RESULTS:In this study, we develop a web service MADA for the whole process of methylation arrays data analysis, which includes the steps of a comprehensive differential methylation analysis pipeline: pre-processing (data loading, quality control, data filtering, and normalization), batch effect correction, differential methylation analysis, and downstream analysis. In addition, we provide the visualization of pre-processing, differentially methylated probes or regions, gene ontology, pathway and cluster analysis results. Moreover, a customization function for users to define their own workflow is also provided in MADA. CONCLUSIONS:With the analysis of two case studies, we have shown that MADA can complete the whole procedure of methylation array data analysis. MADA provides a graphical user interface and enables users with no computational skills and limited bioinformatics background to carry on complicated methylation array data analysis. The web server is available at: http://120.24.94.89:8080/MADA.

SUBMITTER: Hu X 

PROVIDER: S-EPMC7672854 | biostudies-literature | 2020 Nov

REPOSITORIES: biostudies-literature

altmetric image

Publications

MADA: a web service for analysing DNA methylation array data.

Hu Xinyu X   Tang Li L   Wang Linconghua L   Wu Fang-Xiang FX   Li Min M  

BMC bioinformatics 20201118 Suppl 6


<h4>Background</h4>DNA methylation in the human genome is acknowledged to be widely associated with biological processes and complex diseases. The Illumina Infinium methylation arrays have been approved as one of the most efficient and universal technologies to investigate the whole genome changes of methylation patterns. As methylation arrays may still be the dominant method for detecting methylation in the anticipated future, it is crucial to develop a reliable workflow to analysis methylation  ...[more]

Similar Datasets

| S-EPMC8775016 | biostudies-literature
| S-EPMC4916993 | biostudies-literature
| S-EPMC2621370 | biostudies-literature
| S-EPMC6923858 | biostudies-literature
| S-EPMC6419913 | biostudies-literature
| S-EPMC3777004 | biostudies-other
| S-EPMC6031031 | biostudies-literature
| S-EPMC7015817 | biostudies-literature
| S-EPMC3907392 | biostudies-literature
| S-EPMC4489283 | biostudies-literature