Systematic analysis of the effects of genetic variants on chromatin accessibility to decipher functional variants in non-coding regions

被引:3
作者
Wang, Dongyang [1 ]
Wu, Xiaohong [1 ]
Jiang, Guanghui [1 ]
Yang, Jianye [1 ]
Yu, Zhanhui [1 ]
Yang, Yanbo [1 ]
Yang, Wenqian [1 ]
Niu, Xiaohui [1 ]
Tang, Ke [2 ]
Gong, Jing [1 ,3 ]
机构
[1] Huazhong Agr Univ, Coll Informat, Hubei Key Lab Agr Bioinformat, Wuhan, Peoples R China
[2] Huazhong Univ Sci & Technol, Tongji Med Coll, Dept Biochem & Mol Biol, Wuhan, Peoples R China
[3] Huazhong Agr Univ, Coll Biomed & Hlth, Wuhan, Peoples R China
来源
FRONTIERS IN ONCOLOGY | 2022年 / 12卷
基金
中国国家自然科学基金;
关键词
Single nucleotide polymorphism; Chromatin accessibility; Quantitative trait locus; caQTL; Breast cancer; TRANSCRIPTION FACTOR-BINDING; GENOME-WIDE ASSOCIATION; DATABASE; QTLS;
D O I
10.3389/fonc.2022.1035855
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Genome-wide association study (GWAS) has identified thousands of single nucleotide polymorphisms (SNPs) associated with complex diseases and traits. However, deciphering the functions of these SNPs still faces challenges. Recent studies have shown that SNPs could alter chromatin accessibility and result in differences in tumor susceptibility between individuals. Therefore, systematically analyzing the effects of SNPs on chromatin accessibility could help decipher the functions of SNPs, especially those in non-coding regions. Using data from The Cancer Genome Atlas (TCGA), chromatin accessibility quantitative trait locus (caQTL) analysis was conducted to estimate the associations between genetic variants and chromatin accessibility. We analyzed caQTLs in 23 human cancer types and identified 9,478 caQTLs in breast carcinoma (BRCA). In BRCA, these caQTLs tend to alter the binding affinity of transcription factors, and open chromatin regions regulated by these caQTLs are enriched in regulatory elements. By integrating with eQTL data, we identified 141 caQTLs showing a strong signal for colocalization with eQTLs. We also identified 173 caQTLs in genome-wide association studies (GWAS) loci and inferred several possible target genes of these caQTLs. By performing survival analysis, we found that similar to 10% caQTLs potentially influence the prognosis of patients. To facilitate access to relevant data, we developed a user-friendly data portal, BCaQTL (http://gong_lab.hzau.edu.cn/caqtl_database), for data searching and downloading. Our work may facilitate fine-map regulatory mechanisms underlying risk loci of cancer and discover the biomarkers or therapeutic targets for cancer prognosis. The BCaQTL database will be an important resource for genetic and epigenetic studies.
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页数:13
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共 47 条
  • [1] Genetic effects on gene expression across human tissues
    Aguet, Francois
    Brown, Andrew A.
    Castel, Stephane E.
    Davis, Joe R.
    He, Yuan
    Jo, Brian
    Mohammadi, Pejman
    Park, Yoson
    Parsana, Princy
    Segre, Ayellet V.
    Strober, Benjamin J.
    Zappala, Zachary
    Cummings, Beryl B.
    Gelfand, Ellen T.
    Hadley, Kane
    Huang, Katherine H.
    Lek, Monkol
    Li, Xiao
    Nedzel, Jared L.
    Nguyen, Duyen Y.
    Noble, Michael S.
    Sullivan, Timothy J.
    Tukiainen, Taru
    MacArthur, Daniel G.
    Getz, Gad
    Management, Nih Program
    Addington, Anjene
    Guan, Ping
    Koester, Susan
    Little, A. Roger
    Lockhart, Nicole C.
    Moore, Helen M.
    Rao, Abhi
    Struewing, Jeffery P.
    Volpi, Simona
    Collection, Biospecimen
    Brigham, Lori E.
    Hasz, Richard
    Hunter, Marcus
    Johns, Christopher
    Johnson, Mark
    Kopen, Gene
    Leinweber, William F.
    Lonsdale, John T.
    McDonald, Alisa
    Mestichelli, Bernadette
    Myer, Kevin
    Roe, Bryan
    Salvatore, Michael
    Shad, Saboor
    [J]. NATURE, 2017, 550 (7675) : 204 - +
  • [2] colocr: an R package for conducting co-localization analysis on fluorescence microscopy images
    Ahmed, Mahmoud
    Trang Huyen Lai
    Kim, Deok Ryong
    [J]. PEERJ, 2019, 7
  • [3] A global reference for human genetic variation
    Altshuler, David M.
    Durbin, Richard M.
    Abecasis, Goncalo R.
    Bentley, David R.
    Chakravarti, Aravinda
    Clark, Andrew G.
    Donnelly, Peter
    Eichler, Evan E.
    Flicek, Paul
    Gabriel, Stacey B.
    Gibbs, Richard A.
    Green, Eric D.
    Hurles, Matthew E.
    Knoppers, Bartha M.
    Korbel, Jan O.
    Lander, Eric S.
    Lee, Charles
    Lehrach, Hans
    Mardis, Elaine R.
    Marth, Gabor T.
    McVean, Gil A.
    Nickerson, Deborah A.
    Wang, Jun
    Wilson, Richard K.
    Boerwinkle, Eric
    Doddapaneni, Harsha
    Han, Yi
    Korchina, Viktoriya
    Kovar, Christie
    Lee, Sandra
    Muzny, Donna
    Reid, Jeffrey G.
    Zhu, Yiming
    Chang, Yuqi
    Feng, Qiang
    Fang, Xiaodong
    Guo, Xiaosen
    Jian, Min
    Jiang, Hui
    Jin, Xin
    Lan, Tianming
    Li, Guoqing
    Li, Jingxiang
    Li, Yingrui
    Liu, Shengmao
    Liu, Xiao
    Lu, Yao
    Ma, Xuedi
    Tang, Meifang
    Wang, Bo
    [J]. NATURE, 2015, 526 (7571) : 68 - +
  • [4] The Genotype-Tissue Expression (GTEx) pilot analysis: Multitissue gene regulation in humans
    Ardlie, Kristin G.
    DeLuca, David S.
    Segre, Ayellet V.
    Sullivan, Timothy J.
    Young, Taylor R.
    Gelfand, Ellen T.
    Trowbridge, Casandra A.
    Maller, Julian B.
    Tukiainen, Taru
    Lek, Monkol
    Ward, Lucas D.
    Kheradpour, Pouya
    Iriarte, Benjamin
    Meng, Yan
    Palmer, Cameron D.
    Esko, Tonu
    Winckler, Wendy
    Hirschhorn, Joel N.
    Kellis, Manolis
    MacArthur, Daniel G.
    Getz, Gad
    Shabalin, Andrey A.
    Li, Gen
    Zhou, Yi-Hui
    Nobel, Andrew B.
    Rusyn, Ivan
    Wright, Fred A.
    Lappalainen, Tuuli
    Ferreira, Pedro G.
    Ongen, Halit
    Rivas, Manuel A.
    Battle, Alexis
    Mostafavi, Sara
    Monlong, Jean
    Sammeth, Michael
    Mele, Marta
    Reverter, Ferran
    Goldmann, Jakob M.
    Koller, Daphne
    Guigo, Roderic
    McCarthy, Mark I.
    Dermitzakis, Emmanouil T.
    Gamazon, Eric R.
    Im, Hae Kyung
    Konkashbaev, Anuar
    Nicolae, Dan L.
    Cox, Nancy J.
    Flutre, Timothee
    Wen, Xiaoquan
    Stephens, Matthew
    [J]. SCIENCE, 2015, 348 (6235) : 648 - 660
  • [5] Methylation QTLs Are Associated with Coordinated Changes in Transcription Factor Binding, Histone Modifications, and Gene Expression Levels
    Banovich, Nicholas E.
    Lan, Xun
    McVicker, Graham
    van de Geijn, Bryce
    Degner, Jacob F.
    Blischak, John D.
    Roux, Julien
    Pritchard, Jonathan K.
    Gilad, Yoav
    [J]. PLOS GENETICS, 2014, 10 (09):
  • [6] Serine Biosynthesis Is a Metabolic Vulnerability in IDH2-Driven Breast Cancer Progression
    Barnabas, Georgina D.
    Lee, Joo Sang
    Shami, Tamar
    Harel, Michal
    Beck, Lir
    Selitrennik, Michael
    Jerby-Arnon, Livnat
    Erez, Neta
    Ruppin, Eytan
    Geiger, Tamar
    [J]. CANCER RESEARCH, 2021, 81 (06) : 1443 - 1456
  • [7] Loss of CSL Unlocks a Hypoxic Response and Enhanced Tumor Growth Potential in Breast Cancer Cells
    Braune, Eike-Benjamin
    Tsoi, Yat Long
    Phoon, Yee Peng
    Landor, Sebastian
    Cascales, Helena Silva
    Ramskold, Daniel
    Deng, Qiaolin
    Lindqvist, Arne
    Lian, Xiaojun
    Sahlgren, Cecilia
    Jin, Shao-Bo
    Lendahl, Urban
    [J]. STEM CELL REPORTS, 2016, 6 (05): : 643 - 651
  • [8] The NHGRI-EBI GWAS Catalog of published genome-wide association studies, targeted arrays and summary statistics 2019
    Buniello, Annalisa
    MacArthur, Jacqueline A. L.
    Cerezo, Maria
    Harris, Laura W.
    Hayhurst, James
    Malangone, Cinzia
    McMahon, Aoife
    Morales, Joannella
    Mountjoy, Edward
    Sollis, Elliot
    Suveges, Daniel
    Vrousgou, Olga
    Whetzel, Patricia L.
    Amode, Ridwan
    Guillen, Jose A.
    Riat, Harpreet S.
    Trevanion, Stephen J.
    Hall, Peggy
    Junkins, Heather
    Flicek, Paul
    Burdett, Tony
    Hindorff, Lucia A.
    Cunningham, Fiona
    Parkinson, Helen
    [J]. NUCLEIC ACIDS RESEARCH, 2019, 47 (D1) : D1005 - D1012
  • [9] Genetic and Epigenetic Fine Mapping of Complex Trait Associated Loci in the Human Liver
    Caliskan, Minal
    Manduchi, Elisabetta
    Rao, H. Shanker
    Segert, Julian A.
    Beltrame, Marcia Holsbach
    Trizzino, Marco
    Park, Yoson
    Baker, Samuel W.
    Chesi, Alessandra
    Johnson, Matthew E.
    Hodge, Kenyaita M.
    Leonard, Michelle E.
    Loza, Baoli
    Xin, Dong
    Berrido, Andrea M.
    Hand, Nicholas J.
    Bauer, Robert C.
    Wells, Andrew D.
    Olthoff, Kim M.
    Shaked, Abraham
    Rader, Daniel J.
    Grant, Struan F. A.
    Brown, Christopher D.
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2019, 105 (01) : 89 - 107
  • [10] JASPAR 2022: the 9th release of the open-access database of transcription factor binding profiles
    Castro-Mondragon, Jaime A.
    Riudavets-Puig, Rafael
    Rauluseviciute, Ieva
    Lemma, Roza Berhanu
    Turchi, Laura
    Blanc-Mathieu, Romain
    Lucas, Jeremy
    Boddie, Paul
    Khan, Aziz
    Perez, Nicolas Manosalva
    Fornes, Oriol
    Leung, Tiffany Y.
    Aguirre, Alejandro
    Hammal, Fayrouz
    Schmelter, Daniel
    Baranasic, Damir
    Ballester, Benoit
    Sandelin, Albin
    Lenhard, Boris
    Vandepoele, Klaas
    Wasserman, Wyeth W.
    Parcy, Francois
    Mathelier, Anthony
    [J]. NUCLEIC ACIDS RESEARCH, 2022, 50 (D1) : D165 - D173