Single-nucleus cross-tissue molecular reference maps toward understanding disease gene function

被引:184
作者
Eraslan, Gokcen [1 ,15 ]
Drokhlyansky, Eugene [1 ]
Anand, Shankara [2 ]
Fiskin, Evgenij [1 ]
Subramanian, Ayshwarya [1 ]
Slyper, Michal [1 ]
Wang, Jiali [3 ,4 ,5 ]
Van Wittenberghe, Nicholas [1 ]
Rouhana, John M. [3 ,4 ,5 ]
Waldman, Julia [1 ]
Ashenberg, Orr [1 ]
Lek, Monkol [6 ]
Dionne, Danielle [1 ]
Win, Thet Su [7 ]
Cuoco, Michael S. [1 ]
Kuksenko, Olena [1 ]
Tsankov, Alexander M. [8 ]
Branton, Philip A. [9 ]
Marshall, Jamie L. [2 ]
Greka, Anna [2 ,10 ]
Getz, Gad [2 ,11 ,12 ,13 ]
Segre, Ayellet, V [3 ,4 ,5 ]
Aguet, Francois [2 ,16 ]
Rozenblatt-Rosen, Orit [1 ,15 ]
Ardlie, Kristin G. [2 ]
Regev, Aviv [1 ,14 ,15 ]
机构
[1] Broad Inst MIT & Harvard, Klarman Cell Observ, Cambridge, MA 02142 USA
[2] Broad Inst MIT & Harvard, Cambridge, MA 02142 USA
[3] Harvard Med Sch, Dept Ophthalmol, Boston, MA 02115 USA
[4] Harvard Med Sch, Ocular Genom Inst, Massachusetts Eye & Ear, Dept Ophthalmol, Boston, MA 02114 USA
[5] Broad Inst MIT & Harvard, Med & Populat Genet Program, Cambridge, MA 02142 USA
[6] Yale Sch Med, Dept Genet, New Haven, CT 06510 USA
[7] Brigham & Womens Hosp, Dept Dermatol, Boston, MA 02115 USA
[8] Icahn Sch Med Mt Sinai, New York, NY 10029 USA
[9] Joint Pathol Ctr Gynecol Breast Pathol, Silver Spring, MD 20910 USA
[10] Brigham & Womens Hosp, Dept Med, 75 Francis St, Boston, MA 02115 USA
[11] Massachusetts Gen Hosp, Ctr Canc Res, Boston, MA 02114 USA
[12] Massachusetts Gen Hosp, Dept Pathol, Boston, MA 02114 USA
[13] Harvard Med Sch, Boston, MA 02115 USA
[14] MIT, Dept Biol, Cambridge, MA 02139 USA
[15] Genentech Inc, San Francisco, CA 94080 USA
[16] Illumina Inc, Illumina Artificial Intelligence Lab, San Diego, CA 92121 USA
基金
美国国家卫生研究院;
关键词
RNA-SEQ; FRASER-SYNDROME; PROTEIN NEPHRONECTIN; BLEBBED PHENOTYPE; SKELETAL-MUSCLE; MOUSE MODEL; CELL; EXPRESSION; MUTATION; SUBSETS;
D O I
10.1126/science.abl4290
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Understanding gene function and regulation in homeostasis and disease requires knowledge of the cellular and tissue contexts in which genes are expressed. Here, we applied four single-nucleus RNA sequencing methods to eight diverse, archived, frozen tissue types from 16 donors and 25 samples, generating a cross-tissue atlas of 209,126 nuclei profiles, which we integrated across tissues, donors, and laboratorymethods with a conditional variational autoencoder. Using the resulting cross-tissue atlas, we highlight shared and tissuespecific features of tissue-resident cell populations; identify cell types that might contribute to neuromuscular, metabolic, and immune components of monogenic diseases and the biological processes involved in their pathology; and determine cell types and gene modules that might underlie disease mechanisms for complex traits analyzed by genome-wide association studies.
引用
收藏
页码:712 / +
页数:137
相关论文
共 198 条
  • [1] The GTEx Consortium atlas of genetic regulatory effects across human tissues
    Aguet, Francois
    Barbeira, Alvaro N.
    Bonazzola, Rodrigo
    Brown, Andrew
    Castel, Stephane E.
    Jo, Brian
    Kasela, Silva
    Kim-Hellmuth, Sarah
    Liang, Yanyu
    Parsana, Princy
    Flynn, Elise
    Fresard, Laure
    Gamazon, Eric R.
    Hamel, Andrew R.
    He, Yuan
    Hormozdiari, Farhad
    Mohammadi, Pejman
    Munoz-Aguirre, Manuel
    Ardlie, Kristin G.
    Battle, Alexis
    Bonazzola, Rodrigo
    Brown, Christopher D.
    Cox, Nancy
    Dermitzakis, Emmanouil T.
    Engelhardt, Barbara E.
    Garrido-Martin, Diego
    Gay, Nicole R.
    Getz, Gad
    Guigo, Roderic
    Hamel, Andrew R.
    Handsaker, Robert E.
    He, Yuan
    Hoffman, Paul J.
    Hormozdiari, Farhad
    Im, Hae Kyung
    Jo, Brian
    Kasela, Silva
    Kashin, Seva
    Kim-Hellmuth, Sarah
    Kwong, Alan
    Lappalainen, Tuuli
    Li, Xiao
    Liang, Yanyu
    MacArthur, Daniel G.
    Mohammadi, Pejman
    Montgomery, Stephen B.
    Munoz-Aguirre, Manuel
    Rouhana, John M.
    Hormozdiari, Farhad
    Im, Hae Kyung
    [J]. SCIENCE, 2020, 369 (6509) : 1318 - 1330
  • [2] 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 - +
  • [3] FREM1 Mutations Cause Bifid Nose, Renal Agenesis, and Anorectal Malformations Syndrome
    Alazami, Anas M.
    Shaheen, Ranad
    Alzahrani, Fatema
    Snape, Katie
    Saggar, Anand
    Brinkmann, Bernd
    Bavi, Prashant
    Al-Gazali, Lihadh I.
    Alkuraya, Fowzan S.
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2009, 85 (03) : 414 - 418
  • [4] Alsaigh T, 2020, bioRxiv, DOI [10.1101/2020.03.03.968123, 10.1101/2020.03.03.968123, DOI 10.1101/2020.03.03.968123]
  • [5] OMIM.org: leveraging knowledge across phenotype-gene relationships
    Amberger, Joanna S.
    Bocchini, Carol A.
    Scott, Alan F.
    Hamosh, Ada
    [J]. NUCLEIC ACIDS RESEARCH, 2019, 47 (D1) : D1038 - D1043
  • [6] [Anonymous], 2021, bioRxiv, DOI DOI 10.1101/2021.07.28.454201
  • [7] Ayaub EA, 2021, bioRxiv, DOI [10.1101/2021.01.04.425268, 10.1101/2021.01.04.425268, DOI 10.1101/2021.01.04.425268]
  • [8] Exploiting the GTEx resources to decipher the mechanisms at GWAS loci
    Barbeira, Alvaro N.
    Bonazzola, Rodrigo
    Gamazon, Eric R.
    Liang, Yanyu
    Park, YoSon
    Kim-Hellmuth, Sarah
    Wang, Gao
    Jiang, Zhuoxun
    Zhou, Dan
    Hormozdiari, Farhad
    Liu, Boxiang
    Rao, Abhiram
    Hamel, Andrew R.
    Pividori, Milton D.
    Aguet, Francois
    Bastarache, Lisa
    Jordan, Daniel M.
    Verbanck, Marie
    Do, Ron
    Stephens, Matthew
    Ardlie, Kristin
    McCarthy, Mark
    Montgomery, Stephen B.
    Segre, Ayellet V.
    Brown, Christopher D.
    Lappalainen, Tuuli
    Wen, Xiaoquan
    Im, Hae Kyung
    [J]. GENOME BIOLOGY, 2021, 22 (01)
  • [9] The 2021 version of the gene table of neuromuscular disorders (nuclear genome)
    Benarroch, Louise
    Bonne, Gisele
    Rivier, Francois
    Hamroun, Dalil
    [J]. NEUROMUSCULAR DISORDERS, 2020, 30 (12) : 1008 - 1048
  • [10] The role of integrin α8β1 in fetal lung morphogenesis and injury
    Benjamin, John T.
    Gaston, David C.
    Halloran, Brian A.
    Schnapp, Lynn M.
    Zent, Roy
    Prince, Lawrence S.
    [J]. DEVELOPMENTAL BIOLOGY, 2009, 335 (02) : 407 - 417