@article{3bc0d3f419a044379785daaebeaf17d6,
title = "Single nucleus multi-omics identifies human cortical cell regulatory genome diversity",
abstract = "Single-cell technologies measure unique cellular signatures but are typically limited to a single modality. Computational approaches allow the fusion of diverse single-cell data types, but their efficacy is difficult to validate in the absence of authentic multi-omic measurements. To comprehensively assess the molecular phenotypes of single cells, we devised single-nucleus methylcytosine, chromatin accessibility, and transcriptome sequencing (snmCAT-seq) and applied it to postmortem human frontal cortex tissue. We developed a cross-validation approach using multi-modal information to validate fine-grained cell types and assessed the effectiveness of computational data fusion methods. Correlation analysis in individual cells revealed distinct relations between methylation and gene expression. Our integrative approach enabled joint analyses of the methylome, transcriptome, chromatin accessibility, and conformation for 63 human cortical cell types. We reconstructed regulatory lineages for cortical cell populations and found specific enrichment of genetic risk for neuropsychiatric traits, enabling the prediction of cell types that are associated with diseases.",
keywords = "brain, epigenomics, methylation, multi-omics, single cell",
author = "Chongyuan Luo and Hanqing Liu and Fangming Xie and Armand, {Ethan J.} and Kimberly Siletti and Bakken, {Trygve E.} and Rongxin Fang and Doyle, {Wayne I.} and Tim Stuart and Hodge, {Rebecca D.} and Lijuan Hu and Wang, {Bang An} and Zhuzhu Zhang and Sebastian Preissl and Lee, {Dong Sung} and Jingtian Zhou and Niu, {Sheng Yong} and Rosa Castanon and Anna Bartlett and Angeline Rivkin and Xinxin Wang and Jacinta Lucero and Nery, {Joseph R.} and Davis, {David A.} and Mash, {Deborah C.} and Rahul Satija and Dixon, {Jesse R.} and Sten Linnarsson and Ed Lein and Behrens, {M. Margarita} and Bing Ren and Mukamel, {Eran A.} and Ecker, {Joseph R.}",
note = "Funding Information: This work was supported by NIH grants: 5R21HG009274, 5R21MH112161, and 5U19MH114831 to J.R.E.; R01MH125252 and U01HG012079 to C.L.; R01HG010634 to J.R.E and J.R.D.; and U01MH114812 to E.L. J.R.E. is an investigator of the Howard Hughes Medical Institute. W.D. is supported by an NIH training award 5T32MH020002. Postmortem human brain tissues were obtained from the NIH NeuroBioBank at the University of Maryland Brain and Tissue Bank and the University of Miami Brain Endowment Bank. We thank the tissue donors and their families for their invaluable contributions to the advancement of science. We thank the QB3 Macrolab at UC Berkeley for purification of Tn5 transposase. Work at the Center for Epigenomics was supported in part by the UC San Diego School of Medicine. J.R.E. and C.L. conceived the study. J.R.E. E.A.M. M.M.B. B.R. E.L. S.L. J.R.D. and R.S. supervised the study. C.L. B.-A.W. and Z.Z. developed the snmCAT-seq method. C.L. B.-A.W. R.C. A.B. A.R. and J.R.N. generated the snmCAT-seq data. C.L. R.C. J.R.N. and J.L. generated the snmC-seq data. K.S. T.E.B. R.D.H. L.H. S.L. and E.L. generated and analyzed the snRNA-seq data. R.F. S.P. X.W. and B.R. generated and analyzed the snATAC-seq data. D.A.D. and D.C.M. acquired human brain specimens. D.-S.L. and J.R.D. reanalyzed the sn-m3C-seq data. H.L. F.X. C.L. W.I.D. E.J.A. D.-S.L. J.Z. S.-Y.N. and T.S. analyzed the data. C.L. H.L. and F.X. drafted the manuscript. J.R.E. E.A.M. T.E.B. R.D.H. D.A.D. and D.C.M. edited the manuscript. J.R.E. serves on the scientific advisory board of Zymo Research Inc. Funding Information: This work was supported by NIH grants: 5R21HG009274 , 5R21MH112161 , and 5U19MH114831 to J.R.E.; R01MH125252 and U01HG012079 to C.L.; R01HG010634 to J.R.E and J.R.D.; and U01MH114812 to E.L. J.R.E. is an investigator of the Howard Hughes Medical Institute. W.D. is supported by an NIH training award 5T32MH020002 . Postmortem human brain tissues were obtained from the NIH NeuroBioBank at the University of Maryland Brain and Tissue Bank and the University of Miami Brain Endowment Bank. We thank the tissue donors and their families for their invaluable contributions to the advancement of science. We thank the QB3 Macrolab at UC Berkeley for purification of Tn5 transposase. Work at the Center for Epigenomics was supported in part by the UC San Diego School of Medicine . Publisher Copyright: {\textcopyright} 2022 The Author(s)",
year = "2022",
month = mar,
day = "9",
doi = "10.1016/j.xgen.2022.100107",
language = "English (US)",
volume = "2",
journal = "Cell Genomics",
issn = "2666-979X",
publisher = "Cell Press",
number = "3",
}