Integrating spatial transcriptomics with single-cell transcriptomics reveals a spatiotemporal gene landscape of the human developing kidney

被引:10
作者
Wu, Hongwei [1 ,2 ]
Liu, Fanna [2 ]
Yu Shangguan [1 ]
Yang, Yane [3 ]
Shi, Wei [1 ]
Hu, Wenlong [1 ]
Zeng, Zhipeng [1 ]
Hu, Nan [1 ]
Zhang, Xinzhou [1 ]
Hocher, Berthold [4 ]
Tang, Donge [1 ]
Yin, Lianghong [2 ]
Dai, Yong [1 ,2 ,5 ]
机构
[1] Jinan Univ, Shenzhen Peoples Hosp,Clin Med Coll 2, Clin Med Res Ctr,Shenzhen Engn Res Ctr Autoimmune, Guangdong Prov Engn Res Ctr Autoimmune Dis Precis, Shenzhen 518020, Guangdong, Peoples R China
[2] Jinan Univ, Affiliated Hosp 1, Inst Nephrol & Blood Purificat, Guangzhou 510632, Peoples R China
[3] Shenzhen Far East Women & Children Hosp, Shenzhen 518000, Guangdong, Peoples R China
[4] Mannheim Heidelberg Univ, Med Fac, Dept Med Nephrol, D-68167 Mannheim, Germany
[5] Guilin 924 Hosp, Guangxi Key Lab Metab Dis Res, Cent Lab, Guilin 541002, Peoples R China
关键词
Spatial transcriptomics; Single-cell transcriptomics; Spatiotemporal gene landscape; Human kidney development; BRANCHING MORPHOGENESIS; EXPRESSION; TUBULE; RET;
D O I
10.1186/s13578-022-00801-x
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Background Research on spatiotemporal gene landscape can provide insights into the spatial characteristics of human kidney development and facilitate kidney organoid cultivation. Here, we profiled the spatiotemporal gene programs of the human embryonic kidneys at 9 and 18 post-conception weeks (PCW) by integrating the application of microarray-based spatial transcriptomics and single-cell transcriptomics. Results We mapped transcriptomic signatures of scRNA-seq cell types upon the 9 and 18 PCW kidney sections based on cell-type deconvolution and multimodal intersection analyses, depicting a spatial landscape of developing cell subpopulations. We established the gene characteristics in the medullary regions and revealed a strong mitochondrial oxidative phosphorylation and glycolysis activity in the deeper medullary region. We also built a regulatory network centered on GDNF-ETV4 for nephrogenic niche development based on the weighted gene co-expression network analysis and highlighted the key roles of Wnt, FGF, and JAG1-Notch2 signaling in maintaining renal branching morphogenesis. Conclusions Our findings obtained by this spatiotemporal gene program are expected to improve the current understanding of kidney development.
引用
收藏
页数:17
相关论文
共 47 条
[41]   Regulation of Transport in the Connecting Tubule and Cortical Collecting Duct [J].
Staruschenko, Alexander .
COMPREHENSIVE PHYSIOLOGY, 2012, 2 (02) :1541-1584
[42]   Spatiotemporal immune zonation of the human kidney [J].
Stewart, Benjamin J. ;
Ferdinand, John R. ;
Young, Matthew D. ;
Mitchell, Thomas J. ;
Laudon, Kevin W. ;
Riding, Alexandra M. ;
Richoz, Nathan ;
Frazer, Gordon L. ;
Staniforth, Joy U. L. ;
Braga, Felipe A. Vieira ;
Botting, Rachel A. ;
Popescu, Dorin-Mirel ;
Vento-Tormo, Baser ;
Stephenson, Emily ;
Cagan, Alex ;
Farndon, Sarah J. ;
Polanski, Krzysztof ;
Efremova, Mirjana ;
Green, Kile ;
Velasco-Herrera, Martin Del Castillo ;
Guzzo, Charlotte ;
Collord, Grace ;
Mamanova, Lira ;
Aho, Tevita ;
Armitage, James N. ;
Riddick, Antony C. P. ;
Mushtanq, Hnran ;
Farrell, Stephen ;
Rampling, Dyamte ;
Nicholson, James ;
Filby, Andrew ;
Burge, Johanna ;
Lisgo, Steven ;
Lindsay, Susan ;
Bajenoff, Marc ;
Warren, Anne Y. ;
Stewart, Grant D. ;
Sebire, Neil ;
Coleman, Nicholas ;
Haniffa, Muzlifah ;
Teichmann, Sarah A. ;
Behjati, Sam ;
Clatworthy, Menna R. .
SCIENCE, 2019, 365 (6460) :1461-+
[43]   Reduced Notch Signaling Leads to Renal Cysts and Papillary Microadenomas [J].
Surendran, Kameswaran ;
Selassie, Meron ;
Liapis, Helen ;
Krigman, Hannah ;
Kopan, Raphael .
JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2010, 21 (05) :819-832
[44]   Spatially Resolved Transcriptomics Enables Dissection of Genetic Heterogeneity in Stage III Cutaneous Malignant Melanoma [J].
Thrane, Kim ;
Eriksson, Hanna ;
Maaskola, Jonas ;
Hansson, Johan ;
Lundeberg, Joakim .
CANCER RESEARCH, 2018, 78 (20) :5970-5979
[45]   Eya1-deficient mice lack ears and kidneys and show abnormal apoptosis of organ primordia [J].
Xu, PX ;
Adams, J ;
Peters, H ;
Brown, MC ;
Heaney, S ;
Maas, R .
NATURE GENETICS, 1999, 23 (01) :113-117
[46]   A Wnt7b-dependent pathway regulates the orientation of epithelial cell division and establishes the cortico-medullary axis of the mammalian kidney [J].
Yu, Jing ;
Carroll, Thomas J. ;
Rajagopal, Jay ;
Kobayashi, Akio ;
Ren, Qun ;
McMahon, Andrew P. .
DEVELOPMENT, 2009, 136 (01) :161-171
[47]   Modulation of Na,K-ATPase by the γ subunit -: Studies with transfected cells and transmembrane mimetic peptides [J].
Zouzoulas, A ;
Therien, AG ;
Scanzano, R ;
Deber, CM ;
Blostein, R .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2003, 278 (42) :40437-40441