Transcriptomic, epigenomic, and spatial metabolomic cell profiling redefines regional human kidney anatomy

被引:29
作者
Li, Haikuo [1 ]
Li, Dian [1 ]
Ledru, Nicolas [1 ]
Xuanyuan, Qiao [1 ]
Wu, Haojia [1 ]
Asthana, Amish [1 ,2 ]
Byers, Lori N. [1 ,2 ]
Tullius, Stefan G. [1 ,3 ,4 ]
Orlando, Giuseppe [1 ,2 ]
Waikar, Sushrut S. [1 ,5 ]
Humphreys, Benjamin D. [1 ,6 ]
机构
[1] Washington Univ, Dept Med, Div Nephrol, St. Louis, MO 63130 USA
[2] Wake Forest Sch Med, Wake Forest Inst Regenerat Med, Dept Surg, Atrium Hlth Wake Forest Baptist, Winston Salem,, NC USA
[3] Harvard Med Sch, Div Transplant Surg, Boston, MA USA
[4] Harvard Med Sch, Brigham & Womens Hosp, Dept Surg, Transplant Surg Res Lab, Boston, MA USA
[5] Boston Univ, Boston Med Ctr, Dept Med, Sect Nephrol,Chobanian & Avedisian Sch Med, Boston, MA USA
[6] Washington Univ, Dept Dev Biol, St Louis, MO 63130 USA
关键词
SINGLE-CELL; GENE-EXPRESSION; KAPPA-B; RNA; FAMILY; CHROMATIN; DATABASE; INJURY;
D O I
10.1016/j.cmet.2024.02.015
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
A large-scale multimodal atlas that includes major kidney regions is lacking. Here, we employed simultaneous high -throughput single -cell ATAC/RNA sequencing (SHARE-seq) and spatially resolved metabolomics to profile 54 human samples from distinct kidney anatomical regions. We generated transcriptomes of 446,267 cells and chromatin accessibility profiles of 401,875 cells and developed a package to analyze 408,218 spatially resolved metabolomes. We find that the same cell type, including thin limb, thick ascending limb loop of Henle and principal cells, display distinct transcriptomic, chromatin accessibility, and metabolomic signatures, depending on anatomic location. Surveying metabolism -associated gene profiles revealed non -overlapping metabolic signatures between nephron segments and dysregulated lipid metabolism in diseased proximal tubule (PT) cells. Integrating multimodal omics with clinical data identified PLEKHA1 as a disease marker, and its in vitro knockdown increased gene expression in PT differentiation, suggesting possible pathogenic roles. This study highlights previously underrepresented cellular heterogeneity underlying the human kidney anatomy.
引用
收藏
页码:1105 / 1125.e10
页数:32
相关论文
共 107 条
[91]   Tissue-based map of the human proteome [J].
Uhlen, Mathias ;
Fagerberg, Linn ;
Hallstroem, Bjoern M. ;
Lindskog, Cecilia ;
Oksvold, Per ;
Mardinoglu, Adil ;
Sivertsson, Asa ;
Kampf, Caroline ;
Sjoestedt, Evelina ;
Asplund, Anna ;
Olsson, IngMarie ;
Edlund, Karolina ;
Lundberg, Emma ;
Navani, Sanjay ;
Szigyarto, Cristina Al-Khalili ;
Odeberg, Jacob ;
Djureinovic, Dijana ;
Takanen, Jenny Ottosson ;
Hober, Sophia ;
Alm, Tove ;
Edqvist, Per-Henrik ;
Berling, Holger ;
Tegel, Hanna ;
Mulder, Jan ;
Rockberg, Johan ;
Nilsson, Peter ;
Schwenk, Jochen M. ;
Hamsten, Marica ;
von Feilitzen, Kalle ;
Forsberg, Mattias ;
Persson, Lukas ;
Johansson, Fredric ;
Zwahlen, Martin ;
von Heijne, Gunnar ;
Nielsen, Jens ;
Ponten, Fredrik .
SCIENCE, 2015, 347 (6220)
[92]   Spatial dynamic metabolomics identifies metabolic cell fate trajectories in human kidney differentiation [J].
Wang, Gangqi ;
Heijs, Bram ;
Kostidis, Sarantos ;
Rietjens, Rosalie G. J. ;
Koning, Marije ;
Yuan, Lushun ;
Tiemeier, Gesa L. ;
Mahfouz, Ahmed ;
Dumas, Sebastien J. ;
Giera, Martin ;
Kers, Jesper ;
Lopes, Susana M. Chuva de Sousa ;
Berg, Cathelijne W. van den ;
Berg, Bernard M. van den ;
Rabelink, Ton J. .
CELL STEM CELL, 2022, 29 (11) :1580-+
[93]   Analyzing cell-type-specific dynamics of metabolism in kidney repair [J].
Wang, Gangqi ;
Heijs, Bram ;
Kostidis, Sarantos ;
Mahfouz, Ahmed ;
Rietjens, Rosalie G. J. ;
Bijkerk, Roel ;
Koudijs, Angela ;
van der Pluijm, Lois A. K. ;
van den Berg, Cathelijne W. ;
Dumas, Sebastien J. ;
Carmeliet, Peter ;
Giera, Martin ;
van den Berg, Bernard M. ;
Rabelink, Ton J. .
NATURE METABOLISM, 2022, 4 (09) :1109-+
[94]   RSeQC: quality control of RNA-seq experiments [J].
Wang, Liguo ;
Wang, Shengqin ;
Li, Wei .
BIOINFORMATICS, 2012, 28 (16) :2184-2185
[95]   Multimodal single cell sequencing implicates chromatin accessibility and genetic background in diabetic kidney disease progression [J].
Wilson, Parker C. ;
Muto, Yoshiharu ;
Wu, Haojia ;
Karihaloo, Anil ;
Waikar, Sushrut S. ;
Humphreys, Benjamin D. .
NATURE COMMUNICATIONS, 2022, 13 (01)
[96]   HMDB 4.0: the human metabolome database for 2018 [J].
Wishart, David S. ;
Feunang, Yannick Djoumbou ;
Marcu, Ana ;
Guo, An Chi ;
Liang, Kevin ;
Vazquez-Fresno, Rosa ;
Sajed, Tanvir ;
Johnson, Daniel ;
Li, Carin ;
Karu, Naama ;
Sayeeda, Zinat ;
Lo, Elvis ;
Assempour, Nazanin ;
Berjanskii, Mark ;
Singhal, Sandeep ;
Arndt, David ;
Liang, Yonjie ;
Badran, Hasan ;
Grant, Jason ;
Serra-Cayuela, Arnau ;
Liu, Yifeng ;
Mandal, Rupa ;
Neveu, Vanessa ;
Pon, Allison ;
Knox, Craig ;
Wilson, Michael ;
Manach, Claudine ;
Scalbert, Augustin .
NUCLEIC ACIDS RESEARCH, 2018, 46 (D1) :D608-D617
[97]   SCANPY: large-scale single-cell gene expression data analysis [J].
Wolf, F. Alexander ;
Angerer, Philipp ;
Theis, Fabian J. .
GENOME BIOLOGY, 2018, 19
[98]   Scrublet: Computational Identification of Cell Doublets in Single-Cell Transcriptomic Data [J].
Wolock, Samuel L. ;
Lopez, Romain ;
Klein, Allon M. .
CELL SYSTEMS, 2019, 8 (04) :281-+
[99]   Mapping the single-cell transcriptomic response of murine diabetic kidney disease to therapies [J].
Wu, Haojia ;
Villalobos, Romer Gonzalez ;
Yao, Xiang ;
Reilly, Dermot ;
Chen, Tao ;
Rankin, Matthew ;
Myshkin, Eugene ;
Breyer, Matthew D. ;
Humphreys, Benjamin D. .
CELL METABOLISM, 2022, 34 (07) :1064-+
[100]   Different involvement for aldolase isoenzymes in kidney glucose metabolism:: Aldolase B but not aldolase a colocalizes and forms a complex with FBPase [J].
Yañez, AJ ;
Ludwig, HC ;
Bertinat, R ;
Spichiger, C ;
Gatica, R ;
Berlien, G ;
Leon, O ;
Brito, M ;
Concha, II ;
Slebe, JC .
JOURNAL OF CELLULAR PHYSIOLOGY, 2005, 202 (03) :743-753