Integrative multi-omics analysis revealed SNP-lncRNA-mRNA (SLM) networks in human peripheral blood mononuclear cells

被引:16
作者
Xia, Wei [1 ,2 ,3 ]
Zhu, Xiao-Wei [1 ,2 ]
Mo, Xin-Bo [1 ,2 ]
Wu, Long-Fei [1 ,2 ]
Wu, Jian [4 ]
Guo, Yu-Fan [4 ]
Zeng, Ke-Qin [4 ]
Wang, Ming-Jun [4 ]
Lin, Xiang [1 ,2 ]
Qiu, Ying-Hua [1 ,2 ]
Wang, Lan [1 ,2 ]
He, Pei [1 ,2 ]
Xie, Fang-Fei [1 ,2 ]
Bing, Peng-Fei [1 ,2 ]
Lu, Xin [1 ,2 ]
Liu, Yao-Zhong [5 ]
Yi, Neng-Jun [6 ]
Deng, Fei-Yan [1 ,2 ]
Lei, Shu-Feng [1 ,2 ]
机构
[1] Soochow Univ, Sch Publ Hlth, Ctr Genet Epidemiol & Genom, Suzhou 215123, Jiangsu, Peoples R China
[2] Soochow Univ, Jiangsu Key Lab Prevent & Translat Med Geriatr Di, Suzhou 215123, Jiangsu, Peoples R China
[3] Jiangsu Univ, Affiliated Hosp, Dept Stat, Zhenjiang, Jiangsu, Peoples R China
[4] Soochow Univ, Affiliated Hosp 1, Dept Rheumatol, Suzhou, Jiangsu, Peoples R China
[5] Tulane Univ, Sch Publ Hlth & Trop Med, Ctr Genom & Bioinformat, Dept Biostat & Bioinformat, New Orleans, LA USA
[6] Univ Alabama Birmingham, Dept Biostat, Birmingham, AL 35294 USA
关键词
LONG NONCODING RNAS; GENOME-WIDE ASSOCIATION; GENE-EXPRESSION; CANDIDATE GENE; DISEASE; IDENTIFICATION; CANCER; LINKS; MECHANISMS; REPRESSOR;
D O I
10.1007/s00439-017-1771-1
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Long non-coding RNAs (lncRNAs) serve as important controller of cellular functions via regulating RNA transcription, degradation and translation. However, what are the regulation patterns of lncRNAs on downstream mRNA and how the upstream genetic variants regulate lncRNAs are largely unknown. We first performed a comprehensive expression quantitative trait locus (eQTL) analysis (MatrixeQTL package, R) using genome-wide lncRNA expression and SNP genotype data from human peripheral blood mononuclear cells (PBMCs) of 43 unrelated individuals. Subsequently, multi-omics integrative network analysis was applied to construct SNP-lncRNA-mRNA (SLM) interaction networks. The causal inference test (CIT) was used to identify lncRNA-mediated (epi-) genetic regulation on mRNA expressions. Our eQTL analysis detected 707 pairs of cis-effect associations (p < 5.64E-06) and 6657 trans-effect associations (p < 3.51E-08), respectively. We also found that top significant cis-eSNPs were enriched around the lncRNA transcription start site regions, and that enrichment patterns of cis-eSNPs differs among different lncRNA sizes (small, medium and large).The constructed SLM interaction networks (1 primary networks and four small separate networks) showed various complex interaction patterns. Especially, the in-depth CIT detected 50 significant lncRNA-mediated SLM trios, and some hotspots (e.g., SNPs: rs926370, rs7716167 and rs16880521; lncRNAs: HIT000061975 and ENST00000579057.1). This study represents the first effort of dissecting the SLM interaction patterns in PBMCs by multi-omics integrative network analysis and causal inference test for clearing the regulation chain. The results provide novel insights into the regulation patterns of lncRNA, and may facilitate investigations of PBMC-related immune physiological process and immunological diseases in the future.
引用
收藏
页码:451 / 462
页数:12
相关论文
共 46 条
[1]   A method and server for predicting damaging missense mutations [J].
Adzhubei, Ivan A. ;
Schmidt, Steffen ;
Peshkin, Leonid ;
Ramensky, Vasily E. ;
Gerasimova, Anna ;
Bork, Peer ;
Kondrashov, Alexey S. ;
Sunyaev, Shamil R. .
NATURE METHODS, 2010, 7 (04) :248-249
[2]   Genetic Mapping in Human Disease [J].
Altshuler, David ;
Daly, Mark J. ;
Lander, Eric S. .
SCIENCE, 2008, 322 (5903) :881-888
[3]   An integrated map of genetic variation from 1,092 human genomes [J].
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. ;
Schmidt, Jeanette P. ;
Sherry, Stephen T. ;
Wang, Jun ;
Wilson, Richard K. ;
Gibbs, Richard A. ;
Dinh, Huyen ;
Kovar, Christie ;
Lee, Sandra ;
Lewis, Lora ;
Muzny, Donna ;
Reid, Jeff ;
Wang, Min ;
Wang, Jun ;
Fang, Xiaodong ;
Guo, Xiaosen ;
Jian, Min ;
Jiang, Hui ;
Jin, Xin ;
Li, Guoqing ;
Li, Jingxiang ;
Li, Yingrui ;
Li, Zhuo ;
Liu, Xiao ;
Lu, Yao ;
Ma, Xuedi ;
Su, Zhe ;
Tai, Shuaishuai ;
Tang, Meifang .
NATURE, 2012, 491 (7422) :56-65
[4]   Identification of cis- and trans- regulatory variation modulating microRNA expression levels in human fibroblasts [J].
Borel, Christelle ;
Deutsch, Samuel ;
Letourneau, Audrey ;
Migliavacca, Eugenia ;
Montgomery, Stephen B. ;
Dimas, Antigone S. ;
Vejnar, Charles E. ;
Attar, Homa ;
Gagnebin, Maryline ;
Gehrig, Corinne ;
Falconnet, Emilie ;
Dupre, Yann ;
Dermitzakis, Emmanouil T. ;
Antonarakis, Stylianos E. .
GENOME RESEARCH, 2011, 21 (01) :68-73
[5]   A Long ncRNA Links Copy Number Variation to a Polycomb/Trithorax Epigenetic Switch in FSHD Muscular Dystrophy [J].
Cabianca, Daphne S. ;
Casa, Valentina ;
Bodega, Beatrice ;
Xynos, Alexandros ;
Ginelli, Enrico ;
Tanaka, Yujiro ;
Gabellini, Davide .
CELL, 2012, 149 (04) :819-831
[6]   The GENCODE v7 catalog of human long noncoding RNAs: Analysis of their gene structure, evolution, and expression [J].
Derrien, Thomas ;
Johnson, Rory ;
Bussotti, Giovanni ;
Tanzer, Andrea ;
Djebali, Sarah ;
Tilgner, Hagen ;
Guernec, Gregory ;
Martin, David ;
Merkel, Angelika ;
Knowles, David G. ;
Lagarde, Julien ;
Veeravalli, Lavanya ;
Ruan, Xiaoan ;
Ruan, Yijun ;
Lassmann, Timo ;
Carninci, Piero ;
Brown, James B. ;
Lipovich, Leonard ;
Gonzalez, Jose M. ;
Thomas, Mark ;
Davis, Carrie A. ;
Shiekhattar, Ramin ;
Gingeras, Thomas R. ;
Hubbard, Tim J. ;
Notredame, Cedric ;
Harrow, Jennifer ;
Guigo, Roderic .
GENOME RESEARCH, 2012, 22 (09) :1775-1789
[7]   Common Regulatory Variation Impacts Gene Expression in a Cell Type-Dependent Manner [J].
Dimas, Antigone S. ;
Deutsch, Samuel ;
Stranger, Barbara E. ;
Montgomery, Stephen B. ;
Borel, Christelle ;
Attar-Cohen, Homa ;
Ingle, Catherine ;
Beazley, Claude ;
Arcelus, Maria Gutierrez ;
Sekowska, Magdalena ;
Gagnebin, Marilyne ;
Nisbett, James ;
Deloukas, Panos ;
Dermitzakis, Emmanouil T. ;
Antonarakis, Stylianos E. .
SCIENCE, 2009, 325 (5945) :1246-1250
[8]   Architecture of the human regulatory network derived from ENCODE data [J].
Gerstein, Mark B. ;
Kundaje, Anshul ;
Hariharan, Manoj ;
Landt, Stephen G. ;
Yan, Koon-Kiu ;
Cheng, Chao ;
Mu, Xinmeng Jasmine ;
Khurana, Ekta ;
Rozowsky, Joel ;
Alexander, Roger ;
Min, Renqiang ;
Alves, Pedro ;
Abyzov, Alexej ;
Addleman, Nick ;
Bhardwaj, Nitin ;
Boyle, Alan P. ;
Cayting, Philip ;
Charos, Alexandra ;
Chen, David Z. ;
Cheng, Yong ;
Clarke, Declan ;
Eastman, Catharine ;
Euskirchen, Ghia ;
Frietze, Seth ;
Fu, Yao ;
Gertz, Jason ;
Grubert, Fabian ;
Harmanci, Arif ;
Jain, Preti ;
Kasowski, Maya ;
Lacroute, Phil ;
Leng, Jing ;
Lian, Jin ;
Monahan, Hannah ;
O'Geen, Henriette ;
Ouyang, Zhengqing ;
Partridge, E. Christopher ;
Patacsil, Dorrelyn ;
Pauli, Florencia ;
Raha, Debasish ;
Ramirez, Lucia ;
Reddy, Timothy E. ;
Reed, Brian ;
Shi, Minyi ;
Slifer, Teri ;
Wang, Jing ;
Wu, Linfeng ;
Yang, Xinqiong ;
Yip, Kevin Y. ;
Zilberman-Schapira, Gili .
NATURE, 2012, 489 (7414) :91-100
[9]   Long non-coding RNA HOTAIR reprograms chromatin state to promote cancer metastasis [J].
Gupta, Rajnish A. ;
Shah, Nilay ;
Wang, Kevin C. ;
Kim, Jeewon ;
Horlings, Hugo M. ;
Wong, David J. ;
Tsai, Miao-Chih ;
Hung, Tiffany ;
Argani, Pedram ;
Rinn, John L. ;
Wang, Yulei ;
Brzoska, Pius ;
Kong, Benjamin ;
Li, Rui ;
West, Robert B. ;
van de Vijver, Marc J. ;
Sukumar, Saraswati ;
Chang, Howard Y. .
NATURE, 2010, 464 (7291) :1071-U148
[10]   Chromatin signature reveals over a thousand highly conserved large non-coding RNAs in mammals [J].
Guttman, Mitchell ;
Amit, Ido ;
Garber, Manuel ;
French, Courtney ;
Lin, Michael F. ;
Feldser, David ;
Huarte, Maite ;
Zuk, Or ;
Carey, Bryce W. ;
Cassady, John P. ;
Cabili, Moran N. ;
Jaenisch, Rudolf ;
Mikkelsen, Tarjei S. ;
Jacks, Tyler ;
Hacohen, Nir ;
Bernstein, Bradley E. ;
Kellis, Manolis ;
Regev, Aviv ;
Rinn, John L. ;
Lander, Eric S. .
NATURE, 2009, 458 (7235) :223-227