Publication

Epigenetic regulation during cancer transitions across 11 tumour types

Authors: Terekhanova NV, Karpova A, Liang WW, Strzalkowski A, Chen S, Li Y, Southard-Smith AN, Iglesia MD, Wendl MC, Jayasinghe RG, Liu J, Song Y, Cao S, Houston A, Liu X, Wyczalkowski MA, Lu RJ, Caravan W, Shinkle A, Naser Al Deen N, Herndon JM, Mudd J, Ma C, Sarkar H, Sato K, Ibrahim OM, Mo CK, Chasnoff SE, Porta-Pardo E, Held JM, Pachynski R, Schwarz JK, Gillanders WE, Kim AH, Vij R, DiPersio JF, Puram SV, Chheda MG, Fuh KC, DeNardo DG, Fields RC, Chen F, Raphael BJ, Ding L
Journal: Nature  Pubmed: 37914932   DOI: 10.1038/s41586-023-06682-5
Atlas: Washington University

Abstract

Chromatin accessibility is essential in regulating gene expression and cellular identity, and alterations in accessibility have been implicated in driving cancer initiation, progression and metastasis1,2,3,4. Although the genetic contributions to oncogenic transitions have been investigated, epigenetic drivers remain less understood. Here we constructed a pan-cancer epigenetic and transcriptomic atlas using single-nucleus chromatin accessibility data (using single-nucleus assay for transposase-accessible chromatin) from 225 samples and matched single-cell or single-nucleus RNA-sequencing expression data from 206 samples. With over 1 million cells from each platform analysed through the enrichment of accessible chromatin regions, transcription factor motifs and regulons, we identified epigenetic drivers associated with cancer transitions. Some epigenetic drivers appeared in multiple cancers (for example, regulatory regions of ABCC1 and VEGFA; GATA6 and FOX-family motifs), whereas others were cancer specific (for example, regulatory regions of FGF19, ASAP2 and EN1, and the PBX3 motif). Among epigenetically altered pathways, TP53, hypoxia and TNF signalling were linked to cancer initiation, whereas oestrogen response, epithelial–mesenchymal transition and apical junction were tied to metastatic transition. Furthermore, we revealed a marked correlation between enhancer accessibility and gene expression and uncovered cooperation between epigenetic and genetic drivers. This atlas provides a foundation for further investigation of epigenetic dynamics in cancer transitions.


Data Availability
FilesCRDC-GC/SB-CGC (dbGaP )Synapse (Open Access )
10X Visium Auxiliary041
10X Visium Level 1500
10X Visium Level 2280
10X Visium Level 3086
Bulk DNA Level 13660
Bulk RNA-seq Level 1360
scATAC-seq Level 16470
scATAC-seq Level 21800
scATAC-seq Level 30716
scATAC-seq Level 40197
scRNA-seq Level 13800
scRNA-seq Level 21790
scRNA-seq Level 30141
scRNA-seq Level 40179
Level
Columns (11/25)
Filename
Atlas Name
Publications
Biospecimen
Assay
Level
Organ
Diagnosis
Data Access
Metadata
View
TWCE-HT412...fastq.gz
HTAN WUSTL
HTA12_32_1
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
H2CKTDSX2_...fastq.gz
HTAN WUSTL
HTA12_27_4
scRNA-seq
Level 1
Pancreas NOS
Mixed adenocarcinoma and squamous cell carcinoma
dbGaP
TWCE-HT259...fastq.gz
HTAN WUSTL
HTA12_26_4
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT242...fastq.gz
HTAN WUSTL
HTA12_25_3
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT231...fastq.gz
HTAN WUSTL
HTA12_23_2
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT224...fastq.gz
HTAN WUSTL
HTA12_22_3
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT288...fastq.gz
HTAN WUSTL
HTA12_30_2
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT306...fastq.gz
HTAN WUSTL
HTA12_31_2
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT232...fastq.gz
HTAN WUSTL
HTA12_24_4
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT270...fastq.gz
HTAN WUSTL
HTA12_28_4
scRNA-seq
Level 1
Pancreas NOS
Pancreatobiliary-type carcinoma
dbGaP
TWCE-HT412...fastq.gz
HTAN WUSTL
HTA12_32_1
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
H2CKTDSX2_...fastq.gz
HTAN WUSTL
HTA12_27_4
scRNA-seq
Level 1
Pancreas NOS
Mixed adenocarcinoma and squamous cell carcinoma
dbGaP
TWCE-HT259...fastq.gz
HTAN WUSTL
HTA12_26_4
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT242...fastq.gz
HTAN WUSTL
HTA12_25_3
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT231...fastq.gz
HTAN WUSTL
HTA12_23_2
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT224...fastq.gz
HTAN WUSTL
HTA12_22_3
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT288...fastq.gz
HTAN WUSTL
HTA12_30_2
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT306...fastq.gz
HTAN WUSTL
HTA12_31_2
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT232...fastq.gz
HTAN WUSTL
HTA12_24_4
scRNA-seq
Level 1
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
TWCE-HT270...fastq.gz
HTAN WUSTL
HTA12_28_4
scRNA-seq
Level 1
Pancreas NOS
Pancreatobiliary-type carcinoma
dbGaP
HTAN WUSTL
HTA12_22_3
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_3
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_28_4
scRNA-seq
Level 3
Pancreas NOS
Pancreatobiliary-type carcinoma
Synapse
HTAN WUSTL
HTA12_23_2
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_31_2
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_30_2
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_24_4
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_30_2
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_32_1
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_27_4
scRNA-seq
Level 3
Pancreas NOS
Mixed adenocarcinoma and squamous cell carcinoma
Synapse
HTAN WUSTL
HTA12_25_3
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_28_4
scRNA-seq
Level 3
Pancreas NOS
Pancreatobiliary-type carcinoma
Synapse
HTAN WUSTL
HTA12_22_3
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_26_4
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_31_2
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_32_1
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_26_4
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_23_2
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_27_4
scRNA-seq
Level 3
Pancreas NOS
Mixed adenocarcinoma and squamous cell carcinoma
Synapse
HTAN WUSTL
HTA12_22_3
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_32_1
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_26_4
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_23_2
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_24_4
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_27_4
scRNA-seq
Level 3
Pancreas NOS
Mixed adenocarcinoma and squamous cell carcinoma
Synapse
HTAN WUSTL
HTA12_28_4
scRNA-seq
Level 3
Pancreas NOS
Pancreatobiliary-type carcinoma
Synapse
HTAN WUSTL
HTA12_25_3
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_31_2
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_30_2
scRNA-seq
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HT412P1-S1...d_bam.bam
HTAN WUSTL
HTA12_32_1
scRNA-seq
Level 2
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
Level
Columns (11/25)
Filename
Atlas Name
Publications
Biospecimen
Assay
Level
Organ
Diagnosis
Data Access
Metadata
View
HT231P1-S1...e_bam.bam
HTAN WUSTL
HTA12_23_3
10X Visium
Level 2
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
HT306P1-S1...e_bam.bam
HTAN WUSTL
HTA12_31_3
10X Visium
Level 2
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
HT288P1-S1...e_bam.bam
HTAN WUSTL
HTA12_30_3
10X Visium
Level 2
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
HTAN WUSTL
HTA12_25_8
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_6
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_5
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_7
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_23_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_7
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_8
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_23_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_31_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_22_4
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_5
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_22_4
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_7
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_5
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_30_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_6
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_23_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_6
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_30_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_31_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_22_4
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_31_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_8
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_30_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_8
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_7
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_23_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_30_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_22_4
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_5
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_6
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_31_3
10X Visium
Level 3
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_22_4
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_23_3
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_5
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_6
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_7
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_8
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_30_3
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_31_3
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_22_4
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_23_3
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_5
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_6
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_7
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_25_8
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
HTAN WUSTL
HTA12_30_3
10X Visium
Auxiliary
Pancreas NOS
Adenocarcinoma pancreatobiliary type
Synapse
Level
Columns (11/25)
Filename
Atlas Name
Publications
Biospecimen
Assay
Level
Organ
Diagnosis
Data Access
Metadata
View
HT-020-P-P...d_bam.bam
HTAN WUSTL
HTA12_116_1
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
CM663C1-T1...d_bam.bam
HTAN WUSTL
HTA12_107_2
scATAC-seq
Level 2
Sigmoid colon
Adenocarcinoma NOS
dbGaP
K1900070-p...d_bam.bam
HTAN WUSTL
HTA12_167_1
scATAC-seq
Level 2
Kidney NOS
Renal cell carcinoma NOS
dbGaP
HT263B1-S1...d_bam.bam
HTAN WUSTL
HTA12_139_1
scATAC-seq
Level 2
Breast NOS
Lobular carcinoma NOS
dbGaP
HT141B1-S1...d_bam.bam
HTAN WUSTL
HTA12_126_1
scATAC-seq
Level 2
Breast NOS
Ductal carcinoma NOS
dbGaP
HT035B1-S1...d_bam.bam
HTAN WUSTL
HTA12_119_1
scATAC-seq
Level 2
Breast NOS
Ductal carcinoma NOS
dbGaP
HT378B1-S1...d_bam.bam
HTAN WUSTL
HTA12_148_1
scATAC-seq
Level 2
Breast NOS
Ductal carcinoma NOS
dbGaP
GBML018G1-...d_bam.bam
HTAN WUSTL
HTA12_113_1
scATAC-seq
Level 2
Brain NOS
Glioblastoma
dbGaP
PM1467P1-T...d_bam.bam
HTAN WUSTL
HTA12_207_1
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma metastatic NOS
dbGaP
HT447P1-Th...d_bam.bam
HTAN WUSTL
HTA12_151_1
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma metastatic NOS
dbGaP
HT088B1-S1...d_bam.bam
HTAN WUSTL
HTA12_120_1
scATAC-seq
Level 2
Breast NOS
Lobular carcinoma NOS
dbGaP
HT163B1-S1...d_bam.bam
HTAN WUSTL
HTA12_127_1
scATAC-seq
Level 2
Breast NOS
Ductal carcinoma NOS
dbGaP
HT452P1-Th...d_bam.bam
HTAN WUSTL
HTA12_152_1
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma metastatic NOS
dbGaP
CPT2373DU-...d_bam.bam
HTAN WUSTL
HTA12_109_2
scATAC-seq
Level 2
Endometrium
Endometrioid adenocarcinoma NOS
dbGaP
CPT1541DU-...d_bam.bam
HTAN WUSTL
HTA12_108_1
scATAC-seq
Level 2
Endometrium
Endometrioid adenocarcinoma NOS
dbGaP
HT514B1-S1...d_bam.bam
HTAN WUSTL
HTA12_154_1
scATAC-seq
Level 2
Breast NOS
Ductal carcinoma NOS
dbGaP
HT206B1-S1...d_bam.bam
HTAN WUSTL
HTA12_129_1
scATAC-seq
Level 2
Breast NOS
Ductal carcinoma NOS
dbGaP
HT545B1-S1...d_bam.bam
HTAN WUSTL
HTA12_156_1
scATAC-seq
Level 2
Breast NOS
Ductal carcinoma NOS
dbGaP
HT128B1-S1...d_bam.bam
HTAN WUSTL
HTA12_123_1
scATAC-seq
Level 2
Breast NOS
Lobular carcinoma NOS
dbGaP
P5794-N1-a...d_bam.bam
HTAN WUSTL
HTA12_204_1
scATAC-seq
Level 2
Tonsil NOS
Squamous cell carcinoma NOS
dbGaP
HT137B1-S1...d_bam.bam
HTAN WUSTL
HTA12_124_1
scATAC-seq
Level 2
Breast NOS
Lobular carcinoma NOS
dbGaP
HT113P1-T2...d_bam.bam
HTAN WUSTL
HTA12_122_1
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma metastatic NOS
dbGaP
HT260C1-Th...d_bam.bam
HTAN WUSTL
HTA12_138_1
scATAC-seq
Level 2
Rectum NOS
Adenocarcinoma metastatic NOS
dbGaP
HT217B1-S1...d_bam.bam
HTAN WUSTL
HTA12_131_1
scATAC-seq
Level 2
Breast NOS
Mucous adenocarcinoma
dbGaP
HT231P1-S1...d_bam.bam
HTAN WUSTL
HTA12_23_2
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
HT270P2-Th...d_bam.bam
HTAN WUSTL
HTA12_28_6
scATAC-seq
Level 2
Pancreas NOS
Pancreatobiliary-type carcinoma
dbGaP
HT288P1-S1...d_bam.bam
HTAN WUSTL
HTA12_30_2
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
HT250C1-Th...d_bam.bam
HTAN WUSTL
HTA12_136_1
scATAC-seq
Level 2
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
HT412P1-S1...d_bam.bam
HTAN WUSTL
HTA12_32_1
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
HT270P1-S1...d_bam.bam
HTAN WUSTL
HTA12_28_4
scATAC-seq
Level 2
Pancreas NOS
Pancreatobiliary-type carcinoma
dbGaP
HT235B1-S1...d_bam.bam
HTAN WUSTL
HTA12_134_1
scATAC-seq
Level 2
Breast NOS
Ductal carcinoma NOS
dbGaP
PM185P1-T1...d_bam.bam
HTAN WUSTL
HTA12_209_1
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma metastatic NOS
dbGaP
HT341P1-S1...d_bam.bam
HTAN WUSTL
HTA12_147_1
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
ML1294M1-T...d_bam.bam
HTAN WUSTL
HTA12_174_1
scATAC-seq
Level 2
skin of lower limb and hip
Malignant melanoma NOS
dbGaP
CM1563C1-S...d_bam.bam
HTAN WUSTL
HTA12_101_1
scATAC-seq
Level 2
Ascending colon
Adenocarcinoma in villous adenoma
dbGaP
CM1563C1-T...d_bam.bam
HTAN WUSTL
HTA12_101_2
scATAC-seq
Level 2
Ascending colon
Adenocarcinoma in villous adenoma
dbGaP
CPT704DU-T...d_bam.bam
HTAN WUSTL
HTA12_112_3
scATAC-seq
Level 2
Endometrium
Endometrioid adenocarcinoma NOS
dbGaP
CPT2373DU-...d_bam.bam
HTAN WUSTL
HTA12_109_1
scATAC-seq
Level 2
Endometrium
Endometrioid adenocarcinoma NOS
dbGaP
GBML019G1-...d_bam.bam
HTAN WUSTL
HTA12_114_1
scATAC-seq
Level 2
Brain NOS
Astrocytoma anaplastic
dbGaP
BM2-possor...d_bam.bam
HTAN WUSTL
HTA12_EXT35_1
scATAC-seq
Level 2
dbGaP
HT214B1-S1...d_bam.bam
HTAN WUSTL
HTA12_130_1
scATAC-seq
Level 2
Breast NOS
Ductal carcinoma NOS
dbGaP
HT390P1-S1...d_bam.bam
HTAN WUSTL
HTA12_150_1
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma combined with other types of carcinoma
dbGaP
CPT4427DU-...d_bam.bam
HTAN WUSTL
HTA12_111_1
scATAC-seq
Level 2
Endometrium
Papillary serous adenocarcinoma
dbGaP
PM1380P1-T...d_bam.bam
HTAN WUSTL
HTA12_206_1
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma metastatic NOS
dbGaP
HT230C1-Th...d_bam.bam
HTAN WUSTL
HTA12_133_1
scATAC-seq
Level 2
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
HT517B1-S1...d_bam.bam
HTAN WUSTL
HTA12_155_1
scATAC-seq
Level 2
Breast NOS
Ductal carcinoma NOS
dbGaP
HT497B1-S1...d_bam.bam
HTAN WUSTL
HTA12_153_1
scATAC-seq
Level 2
Breast NOS
Ductal carcinoma NOS
dbGaP
ML1704M1-T...d_bam.bam
HTAN WUSTL
HTA12_183_1
scATAC-seq
Level 2
Upper limb NOS
Melanoma NOS
dbGaP
HT306P1-S1...d_bam.bam
HTAN WUSTL
HTA12_31_2
scATAC-seq
Level 2
Pancreas NOS
Adenocarcinoma pancreatobiliary type
dbGaP
ML1984M1-T...d_bam.bam
HTAN WUSTL
HTA12_184_1
scATAC-seq
Level 2
unknown primary site
Melanoma NOS
dbGaP
Level
Columns (11/25)
Filename
Atlas Name
Publications
Biospecimen
Assay
Level
Organ
Diagnosis
Data Access
Metadata
View
HT1408-Jm1...fastq.gz
HTAN WUSTL
HTA12_125_2
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
HT1408-Jm1...fastq.gz
HTAN WUSTL
HTA12_125_2
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
HT497B1-Jm...fastq.gz
HTAN WUSTL
HTA12_153_2
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
CM478C2-T1...fastq.gz
HTAN WUSTL
HTA12_104_2
Bulk DNA
Level 1
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
CM478C2-T1...fastq.gz
HTAN WUSTL
HTA12_104_2
Bulk DNA
Level 1
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
HT497B1-Jm...fastq.gz
HTAN WUSTL
HTA12_153_2
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
P5216-N1-P...fastq.gz
HTAN WUSTL
HTA12_195_1
Bulk DNA
Level 1
Anterior 2/3 of tongue NOS
Squamous cell carcinoma NOS
dbGaP
P5379-N1-P...fastq.gz
HTAN WUSTL
HTA12_197_1
Bulk DNA
Level 1
Larynx NOS
Squamous cell carcinoma NOS
dbGaP
HT263B1-S1...fastq.gz
HTAN WUSTL
HTA12_139_1
Bulk DNA
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
HT137B1-S1...fastq.gz
HTAN WUSTL
HTA12_124_1
Bulk DNA
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
HT263B1-S1...fastq.gz
HTAN WUSTL
HTA12_139_1
Bulk DNA
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
P5216-N1-P...fastq.gz
HTAN WUSTL
HTA12_195_1
Bulk DNA
Level 1
Anterior 2/3 of tongue NOS
Squamous cell carcinoma NOS
dbGaP
P5296-1N1-...fastq.gz
HTAN WUSTL
HTA12_196_1
Bulk DNA
Level 1
Cheek mucosa
Squamous cell carcinoma NOS
dbGaP
P5379-N1-P...fastq.gz
HTAN WUSTL
HTA12_197_1
Bulk DNA
Level 1
Larynx NOS
Squamous cell carcinoma NOS
dbGaP
HT137B1-S1...fastq.gz
HTAN WUSTL
HTA12_124_1
Bulk DNA
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
P5296-1N1-...fastq.gz
HTAN WUSTL
HTA12_196_1
Bulk DNA
Level 1
Cheek mucosa
Squamous cell carcinoma NOS
dbGaP
MMY34339-M...fastq.gz
HTAN WUSTL
HTA12_191_1
Bulk DNA
Level 1
Bone marrow
Multiple myeloma
dbGaP
MMY34339-M...fastq.gz
HTAN WUSTL
HTA12_191_1
Bulk DNA
Level 1
Bone marrow
Multiple myeloma
dbGaP
HT497B1-S1...fastq.gz
HTAN WUSTL
HTA12_153_3
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
WU090-WU09...fastq.gz
HTAN WUSTL
HTA12_225_1
Bulk DNA
Level 1
Bone marrow
Multiple myeloma
dbGaP
HT497B1-S1...fastq.gz
HTAN WUSTL
HTA12_153_3
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
CM556C1-T1...fastq.gz
HTAN WUSTL
HTA12_105_1
Bulk DNA
Level 1
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
CM556C1-T1...fastq.gz
HTAN WUSTL
HTA12_105_1
Bulk DNA
Level 1
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
WU082-WU08...fastq.gz
HTAN WUSTL
HTA12_224_1
Bulk DNA
Level 1
Bone marrow
Multiple myeloma
dbGaP
CM618C1-S1...fastq.gz
HTAN WUSTL
HTA12_106_1
Bulk DNA
Level 1
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
P5539-N1-P...fastq.gz
HTAN WUSTL
HTA12_201_1
Bulk DNA
Level 1
Tonsil NOS
Squamous cell carcinoma NOS
dbGaP
CM618C1-S1...fastq.gz
HTAN WUSTL
HTA12_106_1
Bulk DNA
Level 1
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
P5539-N1-P...fastq.gz
HTAN WUSTL
HTA12_201_1
Bulk DNA
Level 1
Tonsil NOS
Squamous cell carcinoma NOS
dbGaP
P5576-1N1-...fastq.gz
HTAN WUSTL
HTA12_202_1
Bulk DNA
Level 1
Anterior 2/3 of tongue NOS
Squamous cell carcinoma NOS
dbGaP
CM663C1-S1...fastq.gz
HTAN WUSTL
HTA12_107_1
Bulk DNA
Level 1
Sigmoid colon
Adenocarcinoma NOS
dbGaP
CM663C1-S1...fastq.gz
HTAN WUSTL
HTA12_107_1
Bulk DNA
Level 1
Sigmoid colon
Adenocarcinoma NOS
dbGaP
HT297B1-S1...fastq.gz
HTAN WUSTL
HTA12_144_1
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
HT230C1-Th...fastq.gz
HTAN WUSTL
HTA12_133_2
Bulk DNA
Level 1
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
HT517B1-S1...fastq.gz
HTAN WUSTL
HTA12_155_3
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
P5514-1N1-...fastq.gz
HTAN WUSTL
HTA12_199_1
Bulk DNA
Level 1
Retromolar area
Squamous cell carcinoma NOS
dbGaP
HT225C1-Th...fastq.gz
HTAN WUSTL
HTA12_132_3
Bulk DNA
Level 1
Abdomen NOS
Carcinoma metastatic NOS
dbGaP
P5576-1N1-...fastq.gz
HTAN WUSTL
HTA12_202_1
Bulk DNA
Level 1
Anterior 2/3 of tongue NOS
Squamous cell carcinoma NOS
dbGaP
CM618C2-T1...fastq.gz
HTAN WUSTL
HTA12_106_2
Bulk DNA
Level 1
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
CM663C1-T1...fastq.gz
HTAN WUSTL
HTA12_107_2
Bulk DNA
Level 1
Sigmoid colon
Adenocarcinoma NOS
dbGaP
HT225C1-Th...fastq.gz
HTAN WUSTL
HTA12_132_3
Bulk DNA
Level 1
Abdomen NOS
Carcinoma metastatic NOS
dbGaP
HT297B1-S1...fastq.gz
HTAN WUSTL
HTA12_144_1
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
CM663C1-T1...fastq.gz
HTAN WUSTL
HTA12_107_2
Bulk DNA
Level 1
Sigmoid colon
Adenocarcinoma NOS
dbGaP
CM618C2-T1...fastq.gz
HTAN WUSTL
HTA12_106_2
Bulk DNA
Level 1
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
HT514B1-S1...fastq.gz
HTAN WUSTL
HTA12_154_1
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
HT230C1-Th...fastq.gz
HTAN WUSTL
HTA12_133_2
Bulk DNA
Level 1
Colon NOS
Adenocarcinoma metastatic NOS
dbGaP
HT088B1-S1...fastq.gz
HTAN WUSTL
HTA12_120_2
Bulk DNA
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
HT235B1-S1...fastq.gz
HTAN WUSTL
HTA12_134_1
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
CM268C1-S1...fastq.gz
HTAN WUSTL
HTA12_102_1
Bulk DNA
Level 1
Ascending colon
Adenocarcinoma NOS
dbGaP
HT514B1-S1...fastq.gz
HTAN WUSTL
HTA12_154_1
Bulk DNA
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
HT128B1-Jm...fastq.gz
HTAN WUSTL
HTA12_123_2
Bulk DNA
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
Level
Columns (11/25)
Filename
Atlas Name
Publications
Biospecimen
Assay
Level
Organ
Diagnosis
Data Access
Metadata
View
ht088b1-s1...fastq.gz
HTAN WUSTL
HTA12_120_3
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht088b1-s1...fastq.gz
HTAN WUSTL
HTA12_120_3
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht137b1-s1...fastq.gz
HTAN WUSTL
HTA12_124_1
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht137b1-s1...fastq.gz
HTAN WUSTL
HTA12_124_1
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht271b1-s1...fastq.gz
HTAN WUSTL
HTA12_142_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht271b1-s1...fastq.gz
HTAN WUSTL
HTA12_142_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht305b1-s1...fastq.gz
HTAN WUSTL
HTA12_145_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht305b1-s1...fastq.gz
HTAN WUSTL
HTA12_145_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht088b1-s1...fastq.gz
HTAN WUSTL
HTA12_120_1
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht214b1-s1...fastq.gz
HTAN WUSTL
HTA12_130_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht088b1-s1...fastq.gz
HTAN WUSTL
HTA12_120_1
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht163b1-s1...fastq.gz
HTAN WUSTL
HTA12_127_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht163b1-s1...fastq.gz
HTAN WUSTL
HTA12_127_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht214b1-s1...fastq.gz
HTAN WUSTL
HTA12_130_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht217b1-s1...fastq.gz
HTAN WUSTL
HTA12_131_1
Bulk RNA-seq
Level 1
Breast NOS
Mucous adenocarcinoma
dbGaP
ht128b1_s1...fastq.gz
HTAN WUSTL
HTA12_123_1
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht217b1-s1...fastq.gz
HTAN WUSTL
HTA12_131_1
Bulk RNA-seq
Level 1
Breast NOS
Mucous adenocarcinoma
dbGaP
ht235b1-s1...fastq.gz
HTAN WUSTL
HTA12_134_6
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht128b1_s1...fastq.gz
HTAN WUSTL
HTA12_123_3
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht128b1_s1...fastq.gz
HTAN WUSTL
HTA12_123_1
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht206b1_s1...fastq.gz
HTAN WUSTL
HTA12_129_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht128b1_s1...fastq.gz
HTAN WUSTL
HTA12_123_3
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht243b1-s1...fastq.gz
HTAN WUSTL
HTA12_135_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht235b1-s1...fastq.gz
HTAN WUSTL
HTA12_134_6
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht206b1_s1...fastq.gz
HTAN WUSTL
HTA12_129_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht263b1-s1...fastq.gz
HTAN WUSTL
HTA12_139_1
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht035b1_pa...fastq.gz
HTAN WUSTL
HTA12_119_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht243b1-s1...fastq.gz
HTAN WUSTL
HTA12_135_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht035b1_pa...fastq.gz
HTAN WUSTL
HTA12_119_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht088b1_s1...fastq.gz
HTAN WUSTL
HTA12_120_2
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht263b1-s1...fastq.gz
HTAN WUSTL
HTA12_139_1
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht029b1_pc...fastq.gz
HTAN WUSTL
HTA12_118_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht088b1_s1...fastq.gz
HTAN WUSTL
HTA12_120_2
Bulk RNA-seq
Level 1
Breast NOS
Lobular carcinoma NOS
dbGaP
ht163b1_s1...fastq.gz
HTAN WUSTL
HTA12_127_3
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht029b1_pc...fastq.gz
HTAN WUSTL
HTA12_118_1
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP
ht163b1_s1...fastq.gz
HTAN WUSTL
HTA12_127_3
Bulk RNA-seq
Level 1
Breast NOS
Ductal carcinoma NOS
dbGaP