Detection of circular RNA expression and related quantitative trait loci in the human dorsolateral prefrontal cortex

被引:59
作者
Liu, Zelin [1 ]
Ran, Yuan [2 ,3 ]
Tao, Changyu [4 ,5 ]
Li, Sichen [6 ]
Chen, Jian [2 ,3 ]
Yang, Ence [1 ,4 ,5 ,7 ]
机构
[1] Peking Univ, Hlth Sci Ctr, Sch Basic Med Sci, Inst Syst Biomed,Dept Med Bioinformat, Beijing 100191, Peoples R China
[2] Soochow Univ, Inst Funct Nano & Soft Mat FUNSOM, Suzhou 215123, Peoples R China
[3] Soochow Univ, Collaborat Innovat Ctr Suzhou Nano Sci & Technol, Suzhou 215123, Peoples R China
[4] Peking Univ, Hlth Sci Ctr, Sch Basic Med Sci, Dept Microbiol, Beijing 100191, Peoples R China
[5] Peking Univ, Hlth Sci Ctr, Sch Basic Med Sci, Ctr Infect Dis, Beijing 100191, Peoples R China
[6] Columbia Univ, Sch Engn & Appl Sci, Dept Ind Engn & Operat Res, New York, NY 10027 USA
[7] Peking Univ, Minist Educ, Key Lab Neurosci, Beijing 100191, Peoples R China
基金
国家重点研发计划;
关键词
Circular RNA; circQTLs; Expression variation; GWAS; GENOME-WIDE ASSOCIATION; SCHIZOPHRENIA; BIOGENESIS; EFFICIENT; ALIGNMENT; ABUNDANT; REVEALS; GENES; RISK;
D O I
10.1186/s13059-019-1701-8
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
BackgroundCircular RNAs (circRNAs) are implicated in various biological processes. As a layer of the gene regulatory network, circRNA expression is also an intermediate phenotype bridging genetic variation and phenotypic changes. Thus, analyzing circRNA expression variation will shed light on molecular fundamentals of complex traits and diseases.ResultsWe systematically characterize 10,559 high-quality circRNAs in 589 human dorsolateral prefrontal cortex samples. We identify biological and technical factors contributing to expression heterogeneity associated with the expression levels of many circRNAs, including the well-known circRNA CDR1as. Combining the expression levels of circRNAs with genetic cis-acting SNPs, we detect 196,255 circRNA quantitative trait loci (circQTLs). By characterizing circQTL SNPs, we find that partial circQTL SNPs might influence circRNA formation by altering the canonical splicing site or the reverse complementary sequence match. Additionally, we find that a subset of these circQTL SNPs is highly linked to genome-wide association study signals of complex diseases, especially schizophrenia, inflammatory bowel disease, and type II diabetes mellitus.ConclusionsOur results reveal technical, biological, and genetic factors affecting circRNA expression variation among individuals, which lead to further understanding of circRNA regulation and thus of the genetic architecture of complex traits or diseases.
引用
收藏
页数:16
相关论文
共 60 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] BASIC LOCAL ALIGNMENT SEARCH TOOL
    ALTSCHUL, SF
    GISH, W
    MILLER, W
    MYERS, EW
    LIPMAN, DJ
    [J]. JOURNAL OF MOLECULAR BIOLOGY, 1990, 215 (03) : 403 - 410
  • [3] An integrated map of genetic variation from 1,092 human genomes
    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
    [J]. NATURE, 2012, 491 (7422) : 56 - 65
  • [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] circRNA Biogenesis Competes with Pre-mRNA Splicing
    Ashwal-Fluss, Reut
    Meyer, Markus
    Pamudurti, Nagarjuna Reddy
    Ivanov, Andranik
    Bartok, Osnat
    Hanan, Mor
    Evantal, Naveh
    Memczak, Sebastian
    Rajewsky, Nikolaus
    Kadener, Sebastian
    [J]. MOLECULAR CELL, 2014, 56 (01) : 55 - 66
  • [6] The biogenesis and emerging roles of circular RNAs
    Chen, Ling-Ling
    [J]. NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2016, 17 (04) : 205 - 211
  • [7] Genome-wide association study implicates immune activation of multiple integrin genes in inflammatory bowel disease
    de lange, Katrina M.
    Moutsianas, Loukas
    Lee, James C.
    Lamb, Christopher A.
    Luo, Yang
    Kennedy, Nicholas A.
    Jostins, Luke
    Rice, Daniel L.
    Gutierrez-Achuryl, Javier
    Ji, Sun-Gou
    Heap, Graham
    Nimmo, Elaine R.
    Edwards, Cathryn
    Henderson, Paul
    Mowat, Craig
    Sanderson, Jeremy
    Satsangi, Jack
    Simmons, Alison
    Wilson, David C.
    Tremelling, Mark
    Hart, Ailsa
    Mathew, Christopher G.
    Newman, William G.
    Parkes, Miles
    Lees, Charlie W.
    Uhlig, Holm
    Hawkey, Chris
    Prescott, Natalie J.
    Ahmad, Tariq
    Mansfield, John C.
    Anderson, Carl A.
    Barrett, Jeffrey C.
    [J]. NATURE GENETICS, 2017, 49 (02) : 256 - 261
  • [8] STAR: ultrafast universal RNA-seq aligner
    Dobin, Alexander
    Davis, Carrie A.
    Schlesinger, Felix
    Drenkow, Jorg
    Zaleski, Chris
    Jha, Sonali
    Batut, Philippe
    Chaisson, Mark
    Gingeras, Thomas R.
    [J]. BIOINFORMATICS, 2013, 29 (01) : 15 - 21
  • [9] An integrated encyclopedia of DNA elements in the human genome
    Dunham, Ian
    Kundaje, Anshul
    Aldred, Shelley F.
    Collins, Patrick J.
    Davis, CarrieA.
    Doyle, Francis
    Epstein, Charles B.
    Frietze, Seth
    Harrow, Jennifer
    Kaul, Rajinder
    Khatun, Jainab
    Lajoie, Bryan R.
    Landt, Stephen G.
    Lee, Bum-Kyu
    Pauli, Florencia
    Rosenbloom, Kate R.
    Sabo, Peter
    Safi, Alexias
    Sanyal, Amartya
    Shoresh, Noam
    Simon, Jeremy M.
    Song, Lingyun
    Trinklein, Nathan D.
    Altshuler, Robert C.
    Birney, Ewan
    Brown, James B.
    Cheng, Chao
    Djebali, Sarah
    Dong, Xianjun
    Dunham, Ian
    Ernst, Jason
    Furey, Terrence S.
    Gerstein, Mark
    Giardine, Belinda
    Greven, Melissa
    Hardison, Ross C.
    Harris, Robert S.
    Herrero, Javier
    Hoffman, Michael M.
    Iyer, Sowmya
    Kellis, Manolis
    Khatun, Jainab
    Kheradpour, Pouya
    Kundaje, Anshul
    Lassmann, Timo
    Li, Qunhua
    Lin, Xinying
    Marinov, Georgi K.
    Merkel, Angelika
    Mortazavi, Ali
    [J]. NATURE, 2012, 489 (7414) : 57 - 74
  • [10] Gene expression elucidates functional impact of polygenic risk for schizophrenia
    Fromer, Menachem
    Roussos, Panos
    Sieberts, Solveig K.
    Johnson, Jessica S.
    Kavanagh, David H.
    Perumal, Thanneer M.
    Ruderfer, Douglas M.
    Oh, Edwin C.
    Topol, Aaron
    Shah, Hardik R.
    Klei, Lambertus L.
    Kramer, Robin
    Pinto, Dalila
    Gumus, Zeynep H.
    Cicek, A. Ercument
    Dang, Kristen K.
    Browne, Andrew
    Lu, Cong
    Xie, Lu
    Readhead, Ben
    Stahl, Eli A.
    Xiao, Jianqiu
    Parvizi, Mahsa
    Hamamsy, Tymor
    Fullard, John F.
    Wang, Ying-Chih
    Mahajan, Milind C.
    Derry, Jonathan M. J.
    Dudley, Joel T.
    Hemby, Scott E.
    Logsdon, Benjamin A.
    Talbot, Konrad
    Raj, Towfique
    Bennett, David A.
    De Jager, Philip L.
    Zhu, Jun
    Zhang, Bin
    Sullivan, Patrick F.
    Chess, Andrew
    Purcell, Shaun M.
    Shinobu, Leslie A.
    Mangravite, Lara M.
    Toyoshiba, Hiroyoshi
    Gur, Raquel E.
    Hahn, Chang-Gyu
    Lewis, David A.
    Haroutunian, Vahram
    Peters, Mette A.
    Lipska, Barbara K.
    Buxbaum, Joseph D.
    [J]. NATURE NEUROSCIENCE, 2016, 19 (11) : 1442 - 1453