Single-cell RNA-seq reveals cell type-specific molecular and genetic associations to lupus

被引:200
|
作者
Perez, Richard K. [1 ]
Gordon, M. Grace [2 ,3 ,4 ,5 ]
Subramaniam, Meena [2 ,4 ,23 ]
Kim, Min Cheol [1 ,3 ,4 ,6 ,7 ]
Hartoularos, George C. [2 ,3 ,4 ]
Targ, Sasha [1 ,2 ,6 ]
Sun, Yang [3 ,4 ]
Ogorodnikov, Anton [3 ,4 ]
Bueno, Raymund [3 ,4 ]
Lu, Andrew [8 ]
Thompson, Mike [9 ]
Rappoport, Nadav [10 ]
Dahl, Andrew [11 ]
Lanata, Cristina M. [3 ,12 ,24 ]
Matloubian, Mehrdad [3 ,12 ]
Maliskova, Lenka [4 ,13 ]
Kwek, Serena S. [14 ]
Li, Tony [14 ]
Slyper, Michal [15 ,25 ]
Waldman, Julia [15 ]
Dionne, Danielle [15 ]
Rozenblatt-Rosen, Orit [15 ,25 ]
Fong, Lawrence [14 ]
Dall'Era, Maria [1 ]
Balliu, Brunilda [16 ]
Regev, Aviv [15 ,17 ,18 ,25 ]
Yazdany, Jinoos [3 ]
Criswell, Lindsey A. [3 ,4 ,12 ,26 ]
Zaitlen, Noah [19 ]
Ye, Chun Jimmie [3 ,4 ,12 ,13 ,20 ,21 ,22 ]
机构
[1] Univ Calif San Francisco, Sch Med, San Francisco, CA USA
[2] Univ Calif San Francisco, Biol & Med Informat Grad Program, San Francisco, CA 94143 USA
[3] Univ Calif San Francisco, Dept Med, Div Rheumatol, San Francisco, CA 94143 USA
[4] Univ Calif San Francisco, Inst Human Genet, San Francisco, CA 94143 USA
[5] Univ Calif San Francisco, Dept Bioengn & Therapeut Sci, San Francisco, CA 94143 USA
[6] Univ Calif San Francisco, Med Scientist Training Program, San Francisco, CA 94143 USA
[7] UC Berkeley UCSF Grad Program Bioengn, San Francisco, CA USA
[8] Univ Calif Los Angeles, Caltech Med Scientist Training Program, Los Angeles, CA USA
[9] Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90024 USA
[10] Ben Gurion Univ Negev, Dept Software & Informat Syst Engn, Beer Sheva, Israel
[11] Univ Chicago, Dept Med, Sect Genet Med, Chicago, IL 60637 USA
[12] Univ Calif San Francisco, Rosalind Russell Ephraim P Engleman Rheumatol Res, San Francisco, CA 94143 USA
[13] Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94110 USA
[14] Univ Calif San Francisco, Dept Med, Div Hematol Oncol, San Francisco, CA 94143 USA
[15] Broad Inst, Klarman Cell Observ, Cambridge, MA USA
[16] Univ Calif Los Angeles, David Geffen Sch Med, Dept Computat Med, Los Angeles, CA 90095 USA
[17] MIT, Koch Inst Integrat Canc Res, Cambridge, MA 02139 USA
[18] MIT, Dept Biol, Howard Hughes Med Inst, Cambridge, MA 02139 USA
[19] Univ Calif Los Angeles, Semel Inst Neurosci & Human Behav, Ctr Neurobehav Genet, Los Angeles, CA 90024 USA
[20] Parker Inst Canc Immunotherapy, San Francisco, CA 94129 USA
[21] Chan Zuckerberg Biohub, San Francisco, CA 94158 USA
[22] Univ Calif San Francisco, Bakar Computat Hlth Sci Inst, San Francisco, CA 94110 USA
[23] Immunai Inc, New York, NY USA
[24] NHGRI, Bethesda, MD 20892 USA
[25] Genentech Inc, 460 Point San Bruno Blvd, San Francisco, CA 94080 USA
[26] NHGRI, Genom Autoimmune Rheumat Dis Sect, Bethesda, MD 20892 USA
关键词
GENOME-WIDE ASSOCIATION; DISEASE-ACTIVITY; GRANZYME-B; EXPRESSION; ERYTHEMATOSUS; RISK; AUTOIMMUNE; INTERFERON; PATHOGENESIS; METAANALYSIS;
D O I
10.1126/science.abf1970
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
Systemic lupus erythematosus (SLE) is a heterogeneous autoimmune disease. Knowledge of circulating immune cell types and states associated with SLE remains incomplete. We profiled more than 1.2 million peripheral blood mononuclear cells (162 cases, 99 controls) with multiplexed single-cell RNA sequencing (mux-seq). Cases exhibited elevated expression of type 1 interferon-stimulated genes (ISGs) in monocytes, reduction of naive CD4(+) T cells that correlated with monocyte ISG expression, and expansion of repertoire-restricted cytotoxic GZMH(+) CD8(+) T cells. Cell type-specific expression features predicted case-control status and stratified patients into two molecular subtypes. We integrated dense genotyping data to map cell type-specific cis-expression quantitative trait loci and to link SLE-associated variants to cell type-specific expression. These results demonstrate mux-seq as a systematic approach to characterize cellular composition, identify transcriptional signatures, and annotate genetic variants associated with SLE.
引用
收藏
页码:153 / +
页数:52
相关论文
共 50 条
  • [41] Single-cell RNA-seq reveals early heterogeneity during aging in yeast
    Wang, Jincheng
    Sang, Yuchen
    Jin, Shengxian
    Wang, Xuezheng
    Azad, Gajendra Kumar
    McCormick, Mark A.
    Kennedy, Brian K.
    Li, Qing
    Wang, Jianbin
    Zhang, Xiannian
    Zhang, Yi
    Huang, Yanyi
    AGING CELL, 2022, 21 (11)
  • [42] Unsupervised cell functional annotation for single-cell RNA-seq
    Li, Dongshunyi
    Ding, Jun
    Bar-Joseph, Ziv
    GENOME RESEARCH, 2022, 32 (09) : 1765 - 1775
  • [43] Yeast Single-cell RNA-seq, Cell by Cell and Step by Step
    Nadal-Ribelles, Mariona
    Islam, Saiful
    Wei, Wu
    Latorre, Pablo
    Nguyen, Michelle
    de Nadal, Eulalia
    Posas, Francesc
    Steinmetz, Lars M.
    BIO-PROTOCOL, 2019, 9 (17):
  • [44] Single-cell RNA-seq reveals intratumoral heterogeneity in osteosarcoma patients: A review
    Thomas, Dylan D.
    Lacinski, Ryan A.
    Lindsey, Brock A.
    JOURNAL OF BONE ONCOLOGY, 2023, 39
  • [45] Single-cell RNA-seq reveals hidden transcriptional variation in malaria parasites
    Reid, Adam J.
    Talman, Arthur M.
    Bennett, Hayley M.
    Gomes, Ana R.
    Sanders, Mandy J.
    Illingwoth, Christopher J. R.
    Billker, Oliver
    Berriman, Matthew
    Lawniczak, Mara K. N.
    ELIFE, 2018, 7
  • [46] Single-cell RNA-seq reveals dynamic paracrine control of cellular variation
    Alex K. Shalek
    Rahul Satija
    Joe Shuga
    John J. Trombetta
    Dave Gennert
    Diana Lu
    Peilin Chen
    Rona S. Gertner
    Jellert T. Gaublomme
    Nir Yosef
    Schraga Schwartz
    Brian Fowler
    Suzanne Weaver
    Jing Wang
    Xiaohui Wang
    Ruihua Ding
    Raktima Raychowdhury
    Nir Friedman
    Nir Hacohen
    Hongkun Park
    Andrew P. May
    Aviv Regev
    Nature, 2014, 510 : 363 - 369
  • [47] Single-cell RNA-seq reveals a resolving immune phenotype in the oral mucosa
    Cantalupo, Paul
    Diacou, Alex
    Park, Sangmin
    Soman, Vishal
    Chen, Jiamiao
    Glenn, Deshawna
    Chandran, Uma
    Clark, Daniel
    ISCIENCE, 2024, 27 (09)
  • [48] Single-cell RNA-seq reveals dynamic paracrine control of cellular variation
    Shalek, Alex K.
    Satija, Rahul
    Shuga, Joe
    Trombetta, John J.
    Gennert, Dave
    Lu, Diana
    Chen, Peilin
    Gertner, Rona S.
    Gaublomme, Jellert T.
    Yosef, Nir
    Schwartz, Schraga
    Fowler, Brian
    Weaver, Suzanne
    Wang, Jing
    Wang, Xiaohui
    Ding, Ruihua
    Raychowdhury, Raktima
    Friedman, Nir
    Hacohen, Nir
    Park, Hongkun
    May, Andrew P.
    Regev, Aviv
    NATURE, 2014, 510 (7505) : 363 - +
  • [49] Single-Cell RNA-seq Analysis Reveals the Progression and Mechanism of Human Osteoarthritis
    Ji, Q. B.
    Zheng, Y. X.
    Tang, F. C.
    Wang, Y.
    JOURNAL OF THE AMERICAN GERIATRICS SOCIETY, 2019, 67 : S685 - S685
  • [50] Single-cell RNA-seq reveals that glioblastoma recapitulates a normal neurodevelopmental hierarchy
    Couturier, Charles P.
    Ayyadhury, Shamini
    Le, Phuong U.
    Nadaf, Javad
    Monlong, Jean
    Riva, Gabriele
    Allache, Redouane
    Baig, Salma
    Yan, Xiaohua
    Bourgey, Mathieu
    Lee, Changseok
    Wang, Yu Chang David
    Yong, V. Wee
    Guiot, Marie-Christine
    Najafabadi, Hamed
    Misic, Bratislav
    Antel, Jack
    Bourque, Guillaume
    Ragoussis, Jiannis
    Petrecca, Kevin
    NATURE COMMUNICATIONS, 2020, 11 (01)