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Single nucleus multi-omics identifies human cortical cell regulatory genome diversity.
Luo, Chongyuan; Liu, Hanqing; Xie, Fangming; Armand, Ethan J; Siletti, Kimberly; Bakken, Trygve E; Fang, Rongxin; Doyle, Wayne I; Stuart, Tim; Hodge, Rebecca D; Hu, Lijuan; Wang, Bang-An; Zhang, Zhuzhu; Preissl, Sebastian; Lee, Dong-Sung; Zhou, Jingtian; Niu, Sheng-Yong; Castanon, Rosa; Bartlett, Anna; Rivkin, Angeline; Wang, Xinxin; Lucero, Jacinta; Nery, Joseph R; Davis, David A; Mash, Deborah C; Satija, Rahul; Dixon, Jesse R; Linnarsson, Sten; Lein, Ed; Behrens, M Margarita; Ren, Bing; Mukamel, Eran A; Ecker, Joseph R.
Afiliação
  • Luo C; Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Liu H; Howard Hughes Medical Institute, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Xie F; Department of Human Genetics, University of California, Los Angeles, Los Angeles, CA 90095, USA.
  • Armand EJ; These authors contributed equally.
  • Siletti K; Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Bakken TE; Division of Biological Sciences, University of California, San Diego, La Jolla, CA 92037, USA.
  • Fang R; These authors contributed equally.
  • Doyle WI; Department of Physics, University of California, San Diego, La Jolla, CA 92037, USA.
  • Stuart T; Department of Cognitive Science, University of California, San Diego, La Jolla, CA 92037, USA.
  • Hodge RD; These authors contributed equally.
  • Hu L; Department of Cognitive Science, University of California, San Diego, La Jolla, CA 92037, USA.
  • Wang BA; Division of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, 17177 Stockholm, Sweden.
  • Zhang Z; Allen Institute for Brain Science, Seattle, WA 98109, USA.
  • Preissl S; Ludwig Institute for Cancer Research, La Jolla, CA 92093, USA.
  • Lee DS; Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Zhou J; Department of Cognitive Science, University of California, San Diego, La Jolla, CA 92037, USA.
  • Niu SY; New York Genome Center, New York, NY 10013, USA.
  • Castanon R; Allen Institute for Brain Science, Seattle, WA 98109, USA.
  • Bartlett A; Division of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, 17177 Stockholm, Sweden.
  • Rivkin A; Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Wang X; Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Lucero J; Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Nery JR; Present address: Institute of Experimental and Clinical Pharmacology and Toxicology, Faculty of Medicine, University of Freiburg, 79104 Freiburg, Germany.
  • Davis DA; Peptide Biology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Mash DC; Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Satija R; Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Dixon JR; Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Linnarsson S; Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Lein E; Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Behrens MM; Ludwig Institute for Cancer Research, La Jolla, CA 92093, USA.
  • Ren B; Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
  • Mukamel EA; Computational Neurobiology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
  • Ecker JR; Genomic Analysis Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
Cell Genom ; 2(3)2022 Mar 09.
Article em En | MEDLINE | ID: mdl-35419551
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.

Texto completo: 1 Base de dados: MEDLINE Tipo de estudo: Prognostic_studies Idioma: En Ano de publicação: 2022 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Tipo de estudo: Prognostic_studies Idioma: En Ano de publicação: 2022 Tipo de documento: Article