Systematic single-cell pathway analysis to characterize early T cell activation

被引:50
作者
Bibby, Jack A. [1 ]
Agarwal, Divyansh [2 ]
Freiwald, Tilo [3 ]
Kunz, Natalia [1 ]
Merle, Nicolas S. [1 ]
West, Erin E. [1 ]
Singh, Parul [1 ]
Larochelle, Andre [4 ]
Chinian, Fariba [4 ]
Mukherjee, Somabha [5 ]
Afzali, Behdad
Kemper, Claudia [1 ,6 ]
Zhang, Nancy R. [7 ]
机构
[1] Natl Heart Lung & Blood Inst NHLBI, Natl Inst Hlth NIH, Complement & Inflammat Res Sect CIRS, Bethesda, MD 20892 USA
[2] Harvard Med Sch, Massachusetts Gen Hosp, Boston, MA 02108 USA
[3] Natl Inst Diabet & Digest & Kidney Dis NIDDK, NIH, Kidney Dis Branch, Immunoregulat Sect, Bethesda, MD 20892 USA
[4] Natl Heart Lung & Blood Inst NHLBI, Natl Inst Hlth NIH, Cellular & Mol Therapeut Branch, Bethesda, MD 20892 USA
[5] Natl Univ Singapore, Dept Stat & Data Sci, Singapore 117546, Singapore
[6] Univ Lubeck, Inst Syst Inflammat Res, D-23562 Lubeck, Germany
[7] Univ Penn, Dept Stat, Philadelphia, PA 19104 USA
关键词
SET ENRICHMENT ANALYSIS; ALPHA-DEFENSINS; 2-SAMPLE TEST; MULTIVARIATE;
D O I
10.1016/j.celrep.2022.111697
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Pathway analysis is a key analytical stage in the interpretation of omics data, providing a powerful method for detecting alterations in cellular processes. We recently developed a sensitive and distribution-free statistical framework for multisample distribution testing, which we implement here in the open-source R package single-cell pathway analysis (SCPA). We demonstrate the effectiveness of SCPA over commonly used methods, generate a scRNA-seq T cell dataset, and characterize pathway activity over early cellular activation. This reveals regulatory pathways in T cells, including an intrinsic type I interferon system regulating T cell survival and a reliance on arachidonic acid metabolism throughout T cell activation. A systems-level characterization of pathway activity in T cells across multiple tissues also identifies alpha-defensin expression as a hallmark of bone-marrow-derived T cells. Overall, this work provides a widely applicable tool for single-cell pathway analysis and highlights regulatory mechanisms of T cells.
引用
收藏
页数:24
相关论文
共 56 条
[1]   The human antimicrobial and chemotactic peptides LL-37 and α-defensins are expressed by specific lymphocyte and monocyte populations [J].
Agerberth, B ;
Charo, J ;
Werr, J ;
Olsson, B ;
Idali, F ;
Lindbom, L ;
Kiessling, R ;
Jörnvall, H ;
Wigzell, H ;
Gudmundsson, GH .
BLOOD, 2000, 96 (09) :3086-3093
[2]  
Aibar S, 2017, NAT METHODS, V14, P1083, DOI [10.1038/NMETH.4463, 10.1038/nmeth.4463]
[3]   UCell: Robust and scalable single-cell gene signature scoring [J].
Andreatta, Massimo ;
Carmona, Santiago J. .
COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL, 2021, 19 :3796-3798
[4]  
[Anonymous], 2021, bioRxiv, DOI DOI 10.1101/060012
[5]   T helper 1 immunity requires complement-driven NLRP3 inflammasome activity in CD4+ T cells [J].
Arbore, Giuseppina ;
West, Erin E. ;
Spolski, Rosanne ;
Robertson, Avril A. B. ;
Klos, Andreas ;
Rheinheimer, Claudia ;
Dutow, Pavel ;
Woodruff, Trent M. ;
Yu, Zu Xi ;
O'Neill, Luke A. ;
Coll, Rebecca C. ;
Sher, Alan ;
Leonard, Warren J. ;
Koehl, Jorg ;
Monk, Pete ;
Cooper, Matthew A. ;
Arno, Matthew ;
Afzali, Behdad ;
Lachmann, Helen J. ;
Cope, Andrew P. ;
Mayer-Barber, Katrin D. ;
Kemper, Claudia .
SCIENCE, 2016, 352 (6292)
[6]   Systematic RNA interference reveals that oncogenic KRAS-driven cancers require TBK1 [J].
Barbie, David A. ;
Tamayo, Pablo ;
Boehm, Jesse S. ;
Kim, So Young ;
Moody, Susan E. ;
Dunn, Ian F. ;
Schinzel, Anna C. ;
Sandy, Peter ;
Meylan, Etienne ;
Scholl, Claudia ;
Froehling, Stefan ;
Chan, Edmond M. ;
Sos, Martin L. ;
Michel, Kathrin ;
Mermel, Craig ;
Silver, Serena J. ;
Weir, Barbara A. ;
Reiling, Jan H. ;
Sheng, Qing ;
Gupta, Piyush B. ;
Wadlow, Raymond C. ;
Le, Hanh ;
Hoersch, Sebastian ;
Wittner, Ben S. ;
Ramaswamy, Sridhar ;
Livingston, David M. ;
Sabatini, David M. ;
Meyerson, Matthew ;
Thomas, Roman K. ;
Lander, Eric S. ;
Mesirov, Jill P. ;
Root, David E. ;
Gilliland, D. Gary ;
Jacks, Tyler ;
Hahn, William C. .
NATURE, 2009, 462 (7269) :108-U122
[7]   T cell metabolism drives immunity [J].
Buck, Michael D. ;
O'Sullivan, David ;
Pearce, Erika L. .
JOURNAL OF EXPERIMENTAL MEDICINE, 2015, 212 (09) :1345-1360
[8]   Metabolic coordination of T cell quiescence and activation [J].
Chapman, Nicole M. ;
Boothby, Mark R. ;
Chi, Hongbo .
NATURE REVIEWS IMMUNOLOGY, 2020, 20 (01) :55-70
[9]   A New Graph-Based Two-Sample Test for Multivariate and Object Data [J].
Chen, Hao ;
Friedman, Jerome H. .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2017, 112 (517) :397-409
[10]   Regulation of antiviral T cell responses by type I interferons [J].
Crouse, Josh ;
Kalinke, Ulrich ;
Oxenius, Annette .
NATURE REVIEWS IMMUNOLOGY, 2015, 15 (04) :231-242