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: SMARCC2

Gene summary for SMARCC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMARCC2

Gene ID

6601

Gene nameSWI/SNF related, matrix associated, actin dependent regulator of chromatin subfamily c member 2
Gene AliasBAF170
Cytomap12q13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8TAQ2


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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
6601SMARCC2P91T-EHumanEsophagusESCC7.13e-111.04e+000.1828
6601SMARCC2P104T-EHumanEsophagusESCC2.58e-096.32e-010.0931
6601SMARCC2P107T-EHumanEsophagusESCC8.86e-367.87e-010.171
6601SMARCC2P126T-EHumanEsophagusESCC2.23e-085.23e-010.1125
6601SMARCC2P127T-EHumanEsophagusESCC1.86e-263.66e-010.0826
6601SMARCC2P128T-EHumanEsophagusESCC6.22e-361.15e+000.1241
6601SMARCC2P130T-EHumanEsophagusESCC3.51e-541.13e+000.1676
6601SMARCC2S43HumanLiverCirrhotic1.65e-02-1.34e-01-0.0187
6601SMARCC2HCC1_MengHumanLiverHCC2.62e-36-5.89e-020.0246
6601SMARCC2HCC2_MengHumanLiverHCC2.08e-177.99e-020.0107
6601SMARCC2cirrhotic2HumanLiverCirrhotic2.04e-021.54e-010.0201
6601SMARCC2HCC1HumanLiverHCC8.54e-114.42e+000.5336
6601SMARCC2HCC2HumanLiverHCC9.48e-315.38e+000.5341
6601SMARCC2Pt13.bHumanLiverHCC1.35e-02-2.02e-020.0251
6601SMARCC2Pt13.cHumanLiverHCC3.88e-03-1.86e-010.0076
6601SMARCC2S014HumanLiverHCC3.59e-055.66e-010.2254
6601SMARCC2S016HumanLiverHCC3.02e-065.72e-010.2243
6601SMARCC2S027HumanLiverHCC5.96e-048.01e-010.2446
6601SMARCC2S028HumanLiverHCC1.12e-159.16e-010.2503
6601SMARCC2S029HumanLiverHCC3.34e-076.88e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:003149811EsophagusESCCchromatin disassembly16/855220/187231.85e-038.40e-0316
GO:003298616EsophagusESCCprotein-DNA complex disassembly16/855220/187231.85e-038.40e-0316
GO:000633713EsophagusESCCnucleosome disassembly14/855218/187235.77e-032.14e-0214
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:00329846LiverCirrhoticprotein-containing complex disassembly82/4634224/187234.78e-055.54e-0482
GO:00329864LiverCirrhoticprotein-DNA complex disassembly12/463420/187238.43e-046.12e-0312
GO:00063372LiverCirrhoticnucleosome disassembly10/463418/187235.00e-032.59e-0210
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:003298411LiverHCCprotein-containing complex disassembly138/7958224/187235.59e-091.46e-07138
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:003298611LiverHCCprotein-DNA complex disassembly15/795820/187233.31e-031.51e-0215
GO:000633711LiverHCCnucleosome disassembly13/795818/187231.05e-023.89e-0213
GO:00314983LiverHCCchromatin disassembly14/795820/187231.21e-024.41e-0214
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:003298410Oral cavityOSCCprotein-containing complex disassembly136/7305224/187233.42e-111.13e-09136
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:00329868Oral cavityOSCCprotein-DNA complex disassembly15/730520/187231.19e-035.99e-0315
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0522518EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0522519EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa0471414LiverCirrhoticThermogenesis121/2530232/84655.70e-131.36e-118.36e-12121
hsa0471415LiverCirrhoticThermogenesis121/2530232/84655.70e-131.36e-118.36e-12121
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa052258LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa0471432LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0522511LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa0471430Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa0522516Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
hsa04714113Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa0522517Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
hsa0471428ProstateBPHThermogenesis110/1718232/84655.16e-211.42e-198.78e-20110
hsa0522514ProstateBPHHepatocellular carcinoma51/1718168/84651.17e-035.22e-033.23e-0351
hsa04714112ProstateBPHThermogenesis110/1718232/84655.16e-211.42e-198.78e-20110
hsa0522515ProstateBPHHepatocellular carcinoma51/1718168/84651.17e-035.22e-033.23e-0351
hsa0471429ProstateTumorThermogenesis110/1791232/84651.56e-193.96e-182.46e-18110
hsa0522522ProstateTumorHepatocellular carcinoma53/1791168/84659.65e-044.44e-032.75e-0353
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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
SMARCC2M1MACLungADJSNED1,PNLDC1,EIF2AK3, etc.3.99e-04The 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.
SMARCC2TFHLungADJSNED1,PNLDC1,EIF2AK3, etc.-4.44e-16The 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.
SMARCC2MALTBLungADJSNED1,PNLDC1,EIF2AK3, 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.
SMARCC2BMEMLungADJSNED1,PNLDC1,EIF2AK3, etc.3.68e-04The 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.
SMARCC2GCLungADJSNED1,PNLDC1,EIF2AK3, etc.2.77e-04The 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.
SMARCC2MDSCLungADJSNED1,PNLDC1,EIF2AK3, 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.
SMARCC2PLAThyroidHealthyAC245140.2,RGMB,TCEANC, etc.6.47e-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
SMARCC2SNVMissense_Mutationnovelc.1873N>Cp.Ala625Prop.A625Pprotein_codingdeleterious(0.02)possibly_damaging(0.729)TCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMARCC2SNVMissense_Mutationrs200224449c.902N>Ap.Arg301Hisp.R301Hprotein_codingtolerated(0.17)probably_damaging(0.927)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMARCC2SNVMissense_Mutationrs761098190c.3494N>Cp.Asn1165Thrp.N1165Tprotein_codingdeleterious_low_confidence(0.05)benign(0.015)TCGA-AQ-A1H3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
SMARCC2SNVMissense_Mutationrs761098190c.3494N>Cp.Asn1165Thrp.N1165Tprotein_codingdeleterious_low_confidence(0.05)benign(0.015)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SMARCC2SNVMissense_Mutationc.1624N>Cp.Val542Leup.V542Lprotein_codingtolerated(0.22)probably_damaging(0.971)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMARCC2SNVMissense_Mutationc.3392G>Ap.Gly1131Aspp.G1131Dprotein_codingdeleterious_low_confidence(0.01)benign(0.219)TCGA-C8-A12U-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMARCC2SNVMissense_Mutationc.2845N>Ap.Glu949Lysp.E949Kprotein_codingdeleterious(0)probably_damaging(0.956)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
SMARCC2SNVMissense_Mutationc.2426G>Tp.Gly809Valp.G809Vprotein_codingtolerated(0.06)possibly_damaging(0.696)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMARCC2SNVMissense_Mutationc.1606G>Ap.Asp536Asnp.D536Nprotein_codingdeleterious(0)probably_damaging(0.99)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMARCC2SNVMissense_Mutationc.253N>Gp.Lys85Glup.K85Eprotein_codingdeleterious(0.03)probably_damaging(0.987)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
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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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