Predicting genome-wide tissue-specific enhancers via combinatorial transcription factor genomic occupancy analysis

被引:1
|
作者
Shireen, Huma [1 ]
Batool, Fatima [1 ]
Khatoon, Hizran [1 ]
Parveen, Nazia [1 ]
Sehar, Noor Us [1 ]
Hussain, Irfan [2 ]
Ali, Shahid [3 ]
Abbasi, Amir Ali [1 ]
机构
[1] Quaid i Azam Univ, Fac Biol Sci, Natl Ctr Bioinformat, Program Comparat & Evolutionary Genom, Islamabad 45320, Pakistan
[2] Agha Khan Univ Hosp, Ctr Regenerat Med & Stem Cells Res, Karachi, Pakistan
[3] Univ Chicago, Dept Organismal Biol & Anat, Chicago, IL USA
关键词
cis-regulatory modules; DNase I hypersensitive sites; forebrain; histone modification; transcription factors; zebrafish; OPEN-ACCESS DATABASE; MAMMALIAN ENHANCERS; CIS-REGULATION; BINDING; EXPRESSION; EVOLUTION; JASPAR; MOUSE; SEQ; VERTEBRATE;
D O I
10.1002/1873-3468.15030
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Enhancers are non-coding cis-regulatory elements crucial for transcriptional regulation. Mutations in enhancers can disrupt gene regulation, leading to disease phenotypes. Identifying enhancers and their tissue-specific activity is challenging due to their lack of stereotyped sequences. This study presents a sequence-based computational model that uses combinatorial transcription factor (TF) genomic occupancy to predict tissue-specific enhancers. Trained on diverse datasets, including ENCODE and Vista enhancer browser data, the model predicted 25 000 forebrain-specific cis-regulatory modules (CRMs) in the human genome. Validation using biochemical features, disease-associated SNPs, and in vivo zebrafish analysis confirmed its effectiveness. This model aids in predicting enhancers lacking well-characterized chromatin features, complementing experimental approaches in tissue-specific enhancer discovery.
引用
收藏
页码:100 / 119
页数:20
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