Epigenetic and transcriptomic characterization reveals progression markers and essential pathways in clear cell renal cell carcinoma

Yige Wu(James S. McDonnell Foundation), Nadezhda V. Terekhanova(James S. McDonnell Foundation), Wagma Caravan(James S. McDonnell Foundation), Nataly Naser Al Deen(James S. McDonnell Foundation), Preet Lal(Washington University in St. Louis), Siqi Chen(James S. McDonnell Foundation), Chia-Kuei Mo(James S. McDonnell Foundation), Song Cao(James S. McDonnell Foundation), Yize Li(James S. McDonnell Foundation), Alla Y. Karpova(James S. McDonnell Foundation), Ruiyang Liu(James S. McDonnell Foundation), Yanyan Zhao(Washington University in St. Louis), Andrew Shinkle(James S. McDonnell Foundation), Ilya Strunilin(James S. McDonnell Foundation), Cody Weimholt(Washington University in St. Louis), Kazuhito Sato(Washington University in St. Louis), Lijun Yao(James S. McDonnell Foundation), Mamatha Serasanambati(Washington University in St. Louis), Xiaolu Yang(Washington University in St. Louis), Matthew A. Wyczalkowski(James S. McDonnell Foundation), Houxiang Zhu(James S. McDonnell Foundation), Daniel Cui Zhou(James S. McDonnell Foundation), Reyka G. Jayasinghe(James S. McDonnell Foundation), Daniel Mendez(Washington University in St. Louis), Michael C. Wendl(James S. McDonnell Foundation), David Clark(Johns Hopkins University), Chelsea J. Newton(Van Andel Institute), Yijun Ruan(Jackson Laboratory), Melissa A. Reimers(Washington University in St. Louis), Russell K. Pachynski(Washington University in St. Louis), Chris Kinsinger(National Cancer Institute), Scott D. Jewell(Van Andel Institute), Daniel W. Chan(Johns Hopkins University), Hui Zhang(Johns Hopkins University), Aadel A. Chaudhuri(Washington University in St. Louis), Milan G. Chheda(Washington University in St. Louis), Benjamin D. Humphreys(Washington University in St. Louis), Mehdi Mesri(National Cancer Institute), Henry Rodriguez(National Cancer Institute), James J. Hsieh(Washington University in St. Louis), Li Ding(James S. McDonnell Foundation), Feng Chen(Washington University in St. Louis)
Nature Communications
March 27, 2023
Cited by 48Open Access
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Abstract

Identifying tumor-cell-specific markers and elucidating their epigenetic regulation and spatial heterogeneity provides mechanistic insights into cancer etiology. Here, we perform snRNA-seq and snATAC-seq in 34 and 28 human clear cell renal cell carcinoma (ccRCC) specimens, respectively, with matched bulk proteogenomics data. By identifying 20 tumor-specific markers through a multi-omics tiered approach, we reveal an association between higher ceruloplasmin (CP) expression and reduced survival. CP knockdown, combined with spatial transcriptomics, suggests a role for CP in regulating hyalinized stroma and tumor-stroma interactions in ccRCC. Intratumoral heterogeneity analysis portrays tumor cell-intrinsic inflammation and epithelial-mesenchymal transition (EMT) as two distinguishing features of tumor subpopulations. Finally, BAP1 mutations are associated with widespread reduction of chromatin accessibility, while PBRM1 mutations generally increase accessibility, with the former affecting five times more accessible peaks than the latter. These integrated analyses reveal the cellular architecture of ccRCC, providing insights into key markers and pathways in ccRCC tumorigenesis.


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