Integrated analysis of transcriptomic and proteomic data.

Abstract:

:Until recently, understanding the regulatory behavior of cells has been pursued through independent analysis of the transcriptome or the proteome. Based on the central dogma, it was generally assumed that there exist a direct correspondence between mRNA transcripts and generated protein expressions. However, recent studies have shown that the correlation between mRNA and Protein expressions can be low due to various factors such as different half lives and post transcription machinery. Thus, a joint analysis of the transcriptomic and proteomic data can provide useful insights that may not be deciphered from individual analysis of mRNA or protein expressions. This article reviews the existing major approaches for joint analysis of transcriptomic and proteomic data. We categorize the different approaches into eight main categories based on the initial algorithm and final analysis goal. We further present analogies with other domains and discuss the existing research problems in this area.

journal_name

Curr Genomics

journal_title

Current genomics

authors

Haider S,Pal R

doi

10.2174/1389202911314020003

subject

Has Abstract

pub_date

2013-04-01 00:00:00

pages

91-110

issue

2

eissn

1389-2029

issn

1875-5488

pii

CG-14-91

journal_volume

14

pub_type

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