Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: NCOR1

Gene summary for NCOR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCOR1

Gene ID

9611

Gene namenuclear receptor corepressor 1
Gene AliasN-CoR
Cytomap17p12-p11.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O75376


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
9611NCOR1HTA11_3410_2000001011HumanColorectumAD4.83e-37-7.84e-010.0155
9611NCOR1HTA11_2951_2000001011HumanColorectumAD5.96e-04-6.65e-010.0216
9611NCOR1HTA11_347_2000001011HumanColorectumAD2.28e-187.34e-01-0.1954
9611NCOR1HTA11_3361_2000001011HumanColorectumAD1.21e-06-4.66e-01-0.1207
9611NCOR1HTA11_866_3004761011HumanColorectumAD1.92e-03-3.75e-010.096
9611NCOR1HTA11_4255_2000001011HumanColorectumSER1.11e-03-5.03e-010.0446
9611NCOR1HTA11_8622_2000001021HumanColorectumSER1.25e-03-6.07e-010.0528
9611NCOR1HTA11_10711_2000001011HumanColorectumAD1.45e-02-3.95e-010.0338
9611NCOR1HTA11_7469_2000001011HumanColorectumAD5.59e-05-2.61e-01-0.0124
9611NCOR1HTA11_11156_2000001011HumanColorectumAD3.08e-03-7.05e-010.0397
9611NCOR1HTA11_6818_2000001021HumanColorectumAD9.62e-08-6.13e-010.0588
9611NCOR1HTA11_99999970781_79442HumanColorectumMSS6.40e-13-4.93e-010.294
9611NCOR1HTA11_99999965062_69753HumanColorectumMSI-H1.39e-045.48e-010.3487
9611NCOR1HTA11_99999971662_82457HumanColorectumMSS7.03e-13-5.96e-010.3859
9611NCOR1HTA11_99999973899_84307HumanColorectumMSS6.05e-21-9.78e-010.2585
9611NCOR1HTA11_99999974143_84620HumanColorectumMSS1.15e-30-7.25e-010.3005
9611NCOR1F007HumanColorectumFAP1.08e-03-1.11e-010.1176
9611NCOR1A001-C-207HumanColorectumFAP3.22e-07-2.28e-010.1278
9611NCOR1A015-C-203HumanColorectumFAP1.32e-36-2.79e-01-0.1294
9611NCOR1A015-C-204HumanColorectumFAP2.75e-06-1.53e-01-0.0228
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
GCThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0070302110ThyroidPTCregulation of stress-activated protein kinase signaling cascade83/5968195/187231.04e-036.21e-0383
GO:0032872110ThyroidPTCregulation of stress-activated MAPK cascade81/5968192/187231.62e-038.95e-0381
GO:003105010ThyroidPTCdsRNA processing28/596854/187231.79e-039.68e-0328
GO:007091810ThyroidPTCproduction of small RNA involved in gene silencing by RNA28/596854/187231.79e-039.68e-0328
GO:000975519ThyroidPTChormone-mediated signaling pathway80/5968190/187231.84e-039.91e-0380
GO:0043409112ThyroidPTCnegative regulation of MAPK cascade76/5968180/187232.15e-031.14e-0276
GO:003314410ThyroidPTCnegative regulation of intracellular steroid hormone receptor signaling pathway21/596838/187232.38e-031.25e-0221
GO:00061097ThyroidPTCregulation of carbohydrate metabolic process75/5968178/187232.44e-031.27e-0275
GO:00061108ThyroidPTCregulation of glycolytic process23/596845/187235.62e-032.55e-0223
GO:00609688ThyroidPTCregulation of gene silencing36/596881/187231.18e-024.64e-0236
GO:004603434ThyroidATCATP metabolic process167/6293277/187235.60e-208.64e-18167
GO:000609134ThyroidATCgeneration of precursor metabolites and energy256/6293490/187236.55e-187.69e-16256
GO:001056334ThyroidATCnegative regulation of phosphorus metabolic process234/6293442/187232.30e-172.31e-15234
GO:004593634ThyroidATCnegative regulation of phosphate metabolic process233/6293441/187233.68e-173.47e-15233
GO:004232634ThyroidATCnegative regulation of phosphorylation203/6293385/187235.30e-153.53e-13203
GO:000705122ThyroidATCspindle organization109/6293184/187237.99e-133.46e-11109
GO:0048545210ThyroidATCresponse to steroid hormone168/6293339/187237.21e-101.88e-08168
GO:000989529ThyroidATCnegative regulation of catabolic process159/6293320/187231.61e-093.99e-08159
GO:0030522112ThyroidATCintracellular receptor signaling pathway134/6293265/187237.58e-091.63e-07134
GO:001969328ThyroidATCribose phosphate metabolic process184/6293396/187235.87e-081.05e-06184
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04919ColorectumADThyroid hormone signaling pathway51/2092121/84651.71e-051.73e-041.10e-0451
hsa049191ColorectumADThyroid hormone signaling pathway51/2092121/84651.71e-051.73e-041.10e-0451
hsa049192ColorectumSERThyroid hormone signaling pathway40/1580121/84651.02e-041.06e-037.67e-0440
hsa04350ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa049193ColorectumSERThyroid hormone signaling pathway40/1580121/84651.02e-041.06e-037.67e-0440
hsa043501ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa049194ColorectumMSSThyroid hormone signaling pathway46/1875121/84655.04e-054.97e-043.05e-0446
hsa049195ColorectumMSSThyroid hormone signaling pathway46/1875121/84655.04e-054.97e-043.05e-0446
hsa049196ColorectumMSI-HThyroid hormone signaling pathway21/797121/84654.18e-034.10e-023.44e-0221
hsa049197ColorectumMSI-HThyroid hormone signaling pathway21/797121/84654.18e-034.10e-023.44e-0221
hsa049198ColorectumFAPThyroid hormone signaling pathway41/1404121/84652.28e-064.28e-052.60e-0541
hsa05202ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa049199ColorectumFAPThyroid hormone signaling pathway41/1404121/84652.28e-064.28e-052.60e-0541
hsa052021ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa0491910ColorectumCRCThyroid hormone signaling pathway35/1091121/84652.05e-066.85e-054.64e-0535
hsa0491911ColorectumCRCThyroid hormone signaling pathway35/1091121/84652.05e-066.85e-054.64e-0535
hsa0491928EsophagusESCCThyroid hormone signaling pathway78/4205121/84656.79e-042.23e-031.14e-0378
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa015227EsophagusESCCEndocrine resistance63/420598/84652.38e-036.58e-033.37e-0363
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
NCOR1STMLiverCirrhoticSLC2A9,MARCH6,THOC1, etc.3.10e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
NCOR1STMLiverHCCSLC2A9,MARCH6,THOC1, etc.1.89e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
NCOR1SNVMissense_Mutationnovelc.19C>Tp.Pro7Serp.P7SO75376protein_codingdeleterious(0)possibly_damaging(0.621)TCGA-3C-AALK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
NCOR1SNVMissense_Mutationc.1591N>Cp.Glu531Glnp.E531QO75376protein_codingtolerated(0.07)benign(0.042)TCGA-A1-A0SN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
NCOR1SNVMissense_Mutationc.3488N>Ap.Gly1163Aspp.G1163DO75376protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NCOR1SNVMissense_Mutationc.7010N>Tp.Ser2337Phep.S2337FO75376protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NCOR1SNVMissense_Mutationnovelc.2161G>Ap.Glu721Lysp.E721KO75376protein_codingdeleterious(0.02)probably_damaging(0.971)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCOR1SNVMissense_Mutationrs367758096c.451N>Ap.Gly151Serp.G151SO75376protein_codingtolerated(0.18)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCOR1SNVMissense_Mutationc.5725N>Tp.Pro1909Serp.P1909SO75376protein_codingtolerated(0.09)benign(0.162)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCOR1SNVMissense_Mutationc.5263N>Tp.Arg1755Cysp.R1755CO75376protein_codingdeleterious(0)probably_damaging(0.925)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCOR1SNVMissense_Mutationrs754505756c.4882N>Tp.Arg1628Cysp.R1628CO75376protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NCOR1SNVMissense_Mutationc.3644N>Gp.Lys1215Argp.K1215RO75376protein_codingdeleterious(0.03)probably_damaging(0.985)TCGA-AR-A0TV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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