Machine learning reveals bilateral distribution of somatic L1 insertions in human neurons and glia.

作者: Xiaowei Zhu , Bo Zhou , Reenal Pattni , Kelly Gleason , Chunfeng Tan

DOI: 10.1038/S41593-020-00767-4

关键词:

摘要: Retrotransposons can cause somatic genome variation in the human nervous system, which is hypothesized to have relevance brain development and neuropsychiatric disease. However, detection of individual mobile element insertions presents a difficult signal-to-noise problem. Using machine-learning method (RetroSom) deep whole-genome sequencing, we analyzed L1 Alu retrotransposition sorted neurons glia from brains. We characterized two brain-specific donor with schizophrenia. There was anatomical distribution across both hemispheres, indicating occurred during early embryogenesis. Both were within introns genes (CNNM2 FRMD4A) inside genomic loci associated disorders. Proof-of-principle experiments revealed these significantly reduced gene expression. These results demonstrate that RetroSom has broad applications for studies may provide insight into possible pathological effects retrotransposition.

参考文章(76)
Matthew Wiener, Andy Liaw, Classification and Regression by randomForest ,(2007)
Sandra R Richardson, Aurélien J Doucet, Huira C Kopera, John B Moldovan, José Luis Garcia-Perez, John V Moran, The Influence of LINE-1 and SINE Retrotransposons on Mammalian Genomes Microbiology spectrum. ,vol. 3, pp. 1165- 1208 ,(2015) , 10.1128/MICROBIOLSPEC.MDNA3-0061-2014
G. Grimaldi, J. Skowronski, M.F. Singer, Defining the beginning and end of KpnI family segments. The EMBO Journal. ,vol. 3, pp. 1753- 1759 ,(1984) , 10.1002/J.1460-2075.1984.TB02042.X
Peter H Sudmant, Tobias Rausch, Eugene J Gardner, Robert E Handsaker, Alexej Abyzov, John Huddleston, Yan Zhang, Kai Ye, Goo Jun, Markus Hsi-Yang Fritz, Miriam K Konkel, Ankit Malhotra, Adrian M Stütz, Xinghua Shi, Francesco Paolo Casale, Jieming Chen, Fereydoun Hormozdiari, Gargi Dayama, Ken Chen, Maika Malig, Mark JP Chaisson, Klaudia Walter, Sascha Meiers, Seva Kashin, Erik Garrison, Adam Auton, Hugo YK Lam, Xinmeng Jasmine Mu, Can Alkan, Danny Antaki, Taejeong Bae, Eliza Cerveira, Peter Chines, Zechen Chong, Laura Clarke, Elif Dal, Li Ding, Sarah Emery, Xian Fan, Madhusudan Gujral, Fatma Kahveci, Jeffrey M Kidd, Yu Kong, Eric-Wubbo Lameijer, Shane McCarthy, Paul Flicek, Richard A Gibbs, Gabor Marth, Christopher E Mason, Androniki Menelaou, Donna M Muzny, Bradley J Nelson, Amina Noor, Nicholas F Parrish, Matthew Pendleton, Andrew Quitadamo, Benjamin Raeder, Eric E Schadt, Mallory Romanovitch, Andreas Schlattl, Robert Sebra, Andrey A Shabalin, Andreas Untergasser, Jerilyn A Walker, Min Wang, Fuli Yu, Chengsheng Zhang, Jing Zhang, Xiangqun Zheng-Bradley, Wanding Zhou, Thomas Zichner, Jonathan Sebat, Mark A Batzer, Steven A McCarroll, Ryan E Mills, Mark B Gerstein, Ali Bashir, Oliver Stegle, Scott E Devine, Charles Lee, Evan E Eichler, Jan O Korbel, 1000 Genomes Project Consortium, None, An integrated map of structural variation in 2,504 human genomes Nature. ,vol. 526, pp. 75- 81 ,(2015) , 10.1038/NATURE15394
John V Moran, Ralph J DeBerardinis, Haig H Kazazian Jr, Exon Shuffling by L1 Retrotransposition Science. ,vol. 283, pp. 1530- 1534 ,(1999) , 10.1126/SCIENCE.283.5407.1530
S. K. Rehen, M. J. McConnell, D. Kaushal, M. A. Kingsbury, A. H. Yang, J. Chun, Chromosomal variation in neurons of the developing and adult mammalian nervous system. Proceedings of the National Academy of Sciences of the United States of America. ,vol. 98, pp. 13361- 13366 ,(2001) , 10.1073/PNAS.231487398
Jeffrey S. Han, Suzanne T. Szak, Jef D. Boeke, Transcriptional disruption by the L1 retrotransposon and implications for mammalian transcriptomes Nature. ,vol. 429, pp. 268- 274 ,(2004) , 10.1038/NATURE02536
Karin L Heckman, Larry R Pease, Gene splicing and mutagenesis by PCR-driven overlap extension Nature Protocols. ,vol. 2, pp. 924- 932 ,(2007) , 10.1038/NPROT.2007.132