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: SMARCC1

Gene summary for SMARCC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMARCC1

Gene ID

6599

Gene nameSWI/SNF related, matrix associated, actin dependent regulator of chromatin subfamily c member 1
Gene AliasBAF155
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q58EY4


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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
6599SMARCC1CA_HPV_1HumanCervixCC2.19e-03-1.07e-010.0264
6599SMARCC1CCI_2HumanCervixCC2.39e-049.11e-010.5249
6599SMARCC1CCI_3HumanCervixCC2.16e-099.64e-010.516
6599SMARCC1HTA11_3410_2000001011HumanColorectumAD2.25e-10-2.54e-010.0155
6599SMARCC1HTA11_2487_2000001011HumanColorectumSER8.16e-04-3.76e-01-0.1808
6599SMARCC1HTA11_3361_2000001011HumanColorectumAD2.58e-04-5.50e-01-0.1207
6599SMARCC1HTA11_5212_2000001011HumanColorectumAD7.61e-05-5.56e-01-0.2061
6599SMARCC1HTA11_99999965062_69753HumanColorectumMSI-H5.81e-111.09e+000.3487
6599SMARCC1HTA11_99999965104_69814HumanColorectumMSS5.98e-056.33e-010.281
6599SMARCC1A015-C-203HumanColorectumFAP8.39e-36-1.04e-01-0.1294
6599SMARCC1A015-C-204HumanColorectumFAP6.37e-08-1.93e-01-0.0228
6599SMARCC1A014-C-040HumanColorectumFAP8.60e-05-5.77e-02-0.1184
6599SMARCC1A002-C-201HumanColorectumFAP3.84e-12-7.13e-020.0324
6599SMARCC1A002-C-203HumanColorectumFAP4.99e-062.66e-020.2786
6599SMARCC1A001-C-119HumanColorectumFAP3.06e-102.22e-01-0.1557
6599SMARCC1A001-C-108HumanColorectumFAP2.02e-23-3.44e-02-0.0272
6599SMARCC1A002-C-205HumanColorectumFAP2.05e-252.74e-02-0.1236
6599SMARCC1A001-C-104HumanColorectumFAP1.24e-044.30e-020.0184
6599SMARCC1A015-C-005HumanColorectumFAP1.71e-03-1.60e-01-0.0336
6599SMARCC1A015-C-006HumanColorectumFAP3.67e-192.29e-02-0.0994
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:007137511LiverCirrhoticcellular response to peptide hormone stimulus110/4634290/187233.73e-078.82e-06110
GO:004873212LiverCirrhoticgland development154/4634436/187234.03e-079.42e-06154
GO:003133012LiverCirrhoticnegative regulation of cellular catabolic process101/4634262/187234.57e-071.05e-05101
GO:190165311LiverCirrhoticcellular response to peptide129/4634359/187231.23e-062.49e-05129
GO:003286911LiverCirrhoticcellular response to insulin stimulus80/4634203/187232.55e-064.63e-0580
GO:004217712LiverCirrhoticnegative regulation of protein catabolic process51/4634121/187231.93e-052.57e-0451
GO:003286811LiverCirrhoticresponse to insulin95/4634264/187232.77e-053.54e-0495
GO:00329846LiverCirrhoticprotein-containing complex disassembly82/4634224/187234.78e-055.54e-0482
GO:200005912LiverCirrhoticnegative regulation of ubiquitin-dependent protein catabolic process23/463448/187234.19e-043.45e-0323
GO:00329864LiverCirrhoticprotein-DNA complex disassembly12/463420/187238.43e-046.12e-0312
GO:000828611LiverCirrhoticinsulin receptor signaling pathway44/4634116/187231.09e-037.59e-0344
GO:190336311LiverCirrhoticnegative regulation of cellular protein catabolic process31/463475/187231.15e-037.84e-0331
GO:00614585LiverCirrhoticreproductive system development132/4634427/187232.07e-031.28e-02132
GO:00486085LiverCirrhoticreproductive structure development131/4634424/187232.19e-031.34e-02131
GO:190305111LiverCirrhoticnegative regulation of proteolysis involved in cellular protein catabolic process26/463464/187233.69e-032.03e-0226
GO:00063372LiverCirrhoticnucleosome disassembly10/463418/187235.00e-032.59e-0210
GO:003243511LiverCirrhoticnegative regulation of proteasomal ubiquitin-dependent protein catabolic process16/463435/187235.53e-032.80e-0216
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471420CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa0522510CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa04714110CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa0522513CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa052251ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa047142ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047143ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047144ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa052252ColorectumMSSHepatocellular carcinoma56/1875168/84655.04e-043.45e-032.11e-0356
hsa047145ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa052253ColorectumMSSHepatocellular carcinoma56/1875168/84655.04e-043.45e-032.11e-0356
hsa047146ColorectumMSI-HThermogenesis56/797232/84651.79e-114.14e-103.47e-1056
hsa047147ColorectumMSI-HThermogenesis56/797232/84651.79e-114.14e-103.47e-1056
hsa047148ColorectumFAPThermogenesis70/1404232/84651.38e-073.08e-061.87e-0670
hsa052254ColorectumFAPHepatocellular carcinoma43/1404168/84651.78e-038.99e-035.47e-0343
hsa047149ColorectumFAPThermogenesis70/1404232/84651.38e-073.08e-061.87e-0670
hsa052255ColorectumFAPHepatocellular carcinoma43/1404168/84651.78e-038.99e-035.47e-0343
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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
SMARCC1STMColorectumFAPPVT1,SMAD6,ATRX, 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.
SMARCC1LYMENDOral cavityADJRFFL,WDR53,NEDD4L, etc.1.81e-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.
SMARCC1MSCOral cavityEOLPRFFL,WDR53,NEDD4L, etc.2.25e-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.
SMARCC1LYMENDOral cavityHealthyRFFL,WDR53,NEDD4L, etc.8.19e-02The 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.
SMARCC1MSCOral cavityHealthyRFFL,WDR53,NEDD4L, etc.4.29e-02The 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.
SMARCC1LYMENDOral cavityLPRFFL,WDR53,NEDD4L, etc.2.29e-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.
SMARCC1MSCOral cavityNEOLPRFFL,WDR53,NEDD4L, etc.2.04e-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.
SMARCC1LYMENDOral cavityOSCCRFFL,WDR53,NEDD4L, etc.1.32e-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.
SMARCC1CD4TNStomachCAGANKFY1,KDM3B,SIAH2, etc.7.60e-03The 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.
SMARCC1TREGStomachHealthyANKFY1,KDM3B,SIAH2, etc.0.00e+00The 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
SMARCC1SNVMissense_Mutationnovelc.2650N>Ap.Leu884Metp.L884MQ92922protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
SMARCC1SNVMissense_Mutationrs746452222c.2171N>Ap.Arg724Glnp.R724QQ92922protein_codingtolerated(0.09)benign(0.428)TCGA-A7-A5ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
SMARCC1SNVMissense_Mutationnovelc.2489N>Tp.Ser830Leup.S830LQ92922protein_codingtolerated(0.22)benign(0.065)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SMARCC1SNVMissense_Mutationc.2023N>Ap.Asp675Asnp.D675NQ92922protein_codingtolerated(0.21)benign(0.054)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SMARCC1SNVMissense_Mutationnovelc.1446N>Cp.Lys482Asnp.K482NQ92922protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMARCC1SNVMissense_Mutationc.2332N>Cp.Glu778Glnp.E778QQ92922protein_codingtolerated(0.2)benign(0.022)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
SMARCC1SNVMissense_Mutationrs779824613c.2602A>Cp.Thr868Prop.T868PQ92922protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
SMARCC1SNVMissense_Mutationc.1561G>Tp.Ala521Serp.A521SQ92922protein_codingtolerated(0.11)possibly_damaging(0.895)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
SMARCC1SNVMissense_Mutationc.2506N>Ap.Glu836Lysp.E836KQ92922protein_codingtolerated(0.21)benign(0.015)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMARCC1SNVMissense_Mutationnovelc.3277N>Gp.Pro1093Alap.P1093AQ92922protein_codingtolerated_low_confidence(0.09)benign(0.068)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
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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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