Publication

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

Authors: Wu Y, Terekhanova NV, Caravan W, Naser Al Deen N, Lal P, Chen S, Mo CK, Cao S, Li Y, Karpova A, Liu R, Zhao Y, Shinkle A, Strunilin I, Weimholt C, Sato K, Yao L, Serasanambati M, Yang X, Wyczalkowski M, Zhu H, Zhou DC, Jayasinghe RG, Mendez D, Wendl MC, Clark D, Newton C, Ruan Y, Reimers MA, Pachynski RK, Kinsinger C, Jewell S, Chan DW, Zhang H, Chaudhuri AA, Chheda MG, Humphreys BD, Mesri M, Rodriguez H, Hsieh JJ, Ding L, Chen F
Journal: Nature Communications  Pubmed: 36973268   DOI: 10.1038/s41467-023-37211-7
Atlas: Washington University

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.


Data Availability
FilesCRDC-GC/SB-CGC (dbGaP )Synapse (Open Access )
10X Visium Auxiliary06
10X Visium Level 140
10X Visium Level 220
10X Visium Level 308
scATAC-seq Level 140
scATAC-seq Level 210
scATAC-seq Level 304
scATAC-seq Level 401
scRNA-seq Level 120
scRNA-seq Level 210
scRNA-seq Level 303
scRNA-seq Level 401
Level
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Filename
Atlas Name
Publications
Biospecimen
Assay
Level
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Metadata
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HTAN WUSTL
HTA12_33_1
10X Visium
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Synapse
HTAN WUSTL
HTA12_33_1
10X Visium
Level 3
Kidney NOS
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HTAN WUSTL
HTA12_33_1
10X Visium
Level 3
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HTAN WUSTL
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10X Visium
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HTA12_34_1
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HTAN WUSTL
HTA12_34_1
10X Visium
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Synapse
HTAN WUSTL
HTA12_34_1
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Renal cell adenocarcinoma
Synapse
HTAN WUSTL
HTA12_33_1
10X Visium
Level 3
Kidney NOS
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Synapse
HTAN WUSTL
HTA12_34_1
10X Visium
Level 3
Kidney NOS
Renal cell adenocarcinoma
Synapse
HTAN WUSTL
HTA12_34_1
10X Visium
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Kidney NOS
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HTAN WUSTL
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Synapse

HTAN WUSTL
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Synapse

HTAN WUSTL
HTA12_33_1
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Auxiliary
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Renal cell adenocarcinoma
Synapse
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Auxiliary
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Renal cell adenocarcinoma
Synapse
HTAN WUSTL
HTA12_33_1
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Auxiliary
Kidney NOS
Renal cell adenocarcinoma
Synapse
HTAN WUSTL
HTA12_34_1
10X Visium
Auxiliary
Kidney NOS
Renal cell adenocarcinoma
Synapse
Level
Columns (11/25)
Filename
Atlas Name
Publications
Biospecimen
Assay
Level
Organ
Diagnosis
Data Access
Metadata
View
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HTA12_167_1
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HTA12_167_1
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K1900070-H...fastq.gz
HTAN WUSTL
HTA12_167_1
scATAC-seq
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dbGaP
K1900070-H...fastq.gz
HTAN WUSTL
HTA12_167_1
scATAC-seq
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dbGaP
K1900070-H...fastq.gz
HTAN WUSTL
HTA12_167_1
scATAC-seq
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dbGaP
HTAN WUSTL
HTA12_167_1
scATAC-seq
Level 4
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Synapse
Level
Columns (11/25)
Filename
Atlas Name
Publications
Biospecimen
Assay
Level
Organ
Diagnosis
Data Access
Metadata
View
K1900070-p...e_bam.bam
HTAN WUSTL
HTA12_167_1
scRNA-seq
Level 2
Kidney NOS
Renal cell carcinoma NOS
dbGaP
HTAN WUSTL
HTA12_167_1
scRNA-seq
Level 3
Kidney NOS
Renal cell carcinoma NOS
Synapse
HTAN WUSTL
HTA12_167_1
scRNA-seq
Level 3
Kidney NOS
Renal cell carcinoma NOS
Synapse
HTAN WUSTL
HTA12_167_1
scRNA-seq
Level 3
Kidney NOS
Renal cell carcinoma NOS
Synapse
K1900070-T...fastq.gz
HTAN WUSTL
HTA12_167_1
scRNA-seq
Level 1
Kidney NOS
Renal cell carcinoma NOS
dbGaP
K1900070-T...fastq.gz
HTAN WUSTL
HTA12_167_1
scRNA-seq
Level 1
Kidney NOS
Renal cell carcinoma NOS
dbGaP
HTAN WUSTL
HTA12_167_1
scRNA-seq
Level 4
Kidney NOS
Renal cell carcinoma NOS
Synapse