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: SMARCA4

Gene summary for SMARCA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMARCA4

Gene ID

6597

Gene nameSWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily a, member 4
Gene AliasBAF190
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A7E2E1


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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
6597SMARCA4GSM4909282HumanBreastIDC2.64e-125.28e-01-0.0288
6597SMARCA4GSM4909290HumanBreastIDC1.53e-084.10e-010.2096
6597SMARCA4GSM4909291HumanBreastIDC4.08e-043.27e-010.1753
6597SMARCA4GSM4909297HumanBreastIDC2.06e-04-3.92e-030.1517
6597SMARCA4GSM4909298HumanBreastIDC2.15e-042.95e-010.1551
6597SMARCA4GSM4909308HumanBreastIDC1.82e-042.48e-010.158
6597SMARCA4GSM4909311HumanBreastIDC1.80e-16-8.22e-020.1534
6597SMARCA4GSM4909319HumanBreastIDC2.95e-20-6.76e-020.1563
6597SMARCA4GSM4909321HumanBreastIDC1.30e-074.26e-020.1559
6597SMARCA4brca2HumanBreastPrecancer1.51e-021.42e-01-0.024
6597SMARCA4brca3HumanBreastPrecancer3.55e-041.78e-01-0.0263
6597SMARCA4M1HumanBreastIDC1.59e-104.38e-010.1577
6597SMARCA4NCCBC5HumanBreastDCIS2.64e-02-1.68e-010.2046
6597SMARCA4P1HumanBreastIDC3.75e-079.45e-020.1527
6597SMARCA4DCIS2HumanBreastDCIS2.07e-462.23e-010.0085
6597SMARCA4HTA11_347_2000001011HumanColorectumAD2.20e-054.25e-01-0.1954
6597SMARCA4HTA11_866_2000001011HumanColorectumAD1.97e-033.68e-01-0.1001
6597SMARCA4HTA11_1391_2000001011HumanColorectumAD1.79e-055.88e-01-0.059
6597SMARCA4HTA11_7696_3000711011HumanColorectumAD3.28e-167.71e-010.0674
6597SMARCA4HTA11_99999965104_69814HumanColorectumMSS2.07e-056.16e-010.281
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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:00485459BreastPrecancerresponse to steroid hormone53/1080339/187233.07e-113.66e-0953
GO:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00713838BreastPrecancercellular response to steroid hormone stimulus28/1080204/187231.78e-054.26e-0428
GO:00342849BreastPrecancerresponse to monosaccharide29/1080225/187234.19e-059.00e-0429
GO:00097439BreastPrecancerresponse to carbohydrate31/1080253/187236.15e-051.25e-0331
GO:00425938BreastPrecancerglucose homeostasis31/1080258/187238.89e-051.69e-0331
GO:00335008BreastPrecancercarbohydrate homeostasis31/1080259/187239.56e-051.79e-0331
GO:00305217BreastPrecancerandrogen receptor signaling pathway10/108044/187231.61e-042.69e-0310
GO:00097469BreastPrecancerresponse to hexose27/1080219/187231.61e-042.69e-0327
GO:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
GO:00097498BreastPrecancerresponse to glucose25/1080212/187235.46e-047.00e-0325
GO:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
GO:00329865BreastPrecancerprotein-DNA complex disassembly6/108020/187236.99e-048.43e-036
GO:00016787BreastPrecancercellular glucose homeostasis21/1080172/187239.38e-041.06e-0221
GO:00305187BreastPrecancerintracellular steroid hormone receptor signaling pathway16/1080116/187231.01e-031.13e-0216
GO:00713337BreastPrecancercellular response to glucose stimulus19/1080151/187231.12e-031.23e-0219
GO:00713228BreastPrecancercellular response to carbohydrate stimulus20/1080163/187231.15e-031.26e-0220
GO:00713317BreastPrecancercellular response to hexose stimulus19/1080153/187231.31e-031.39e-0219
GO:00713267BreastPrecancercellular response to monosaccharide stimulus19/1080154/187231.42e-031.48e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471418BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0471419BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0471424BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0471434BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0471443BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa0471453BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
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
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
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
hsa052256ColorectumCRCHepatocellular carcinoma37/1091168/84656.38e-045.89e-033.99e-0337
hsa052257ColorectumCRCHepatocellular carcinoma37/1091168/84656.38e-045.89e-033.99e-0337
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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
∗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
SMARCA4SNVMissense_Mutationc.538N>Tp.Leu180Phep.L180FP51532protein_codingdeleterious(0.02)probably_damaging(0.992)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SMARCA4SNVMissense_Mutationc.2402N>Tp.Arg801Leup.R801LP51532protein_codingdeleterious(0.03)possibly_damaging(0.9)TCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
SMARCA4SNVMissense_Mutationc.4838G>Ap.Arg1613Glnp.R1613QP51532protein_codingtolerated_low_confidence(0.13)benign(0.056)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SMARCA4SNVMissense_Mutationc.2900G>Ap.Arg967Hisp.R967HP51532protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SMARCA4SNVMissense_Mutationrs751542188c.254N>Tp.Ser85Leup.S85LP51532protein_codingtolerated_low_confidence(0.3)benign(0.001)TCGA-B6-A0X5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SMARCA4SNVMissense_Mutationc.2644N>Ap.Glu882Lysp.E882KP51532protein_codingdeleterious(0.02)possibly_damaging(0.881)TCGA-C8-A12O-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMARCA4SNVMissense_Mutationc.3426N>Ap.Phe1142Leup.F1142LP51532protein_codingdeleterious(0)probably_damaging(0.983)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SMARCA4SNVMissense_Mutationc.4702G>Ap.Asp1568Asnp.D1568NP51532protein_codingtolerated(0.3)benign(0)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SMARCA4SNVMissense_Mutationc.3575G>Ap.Arg1192Hisp.R1192HP51532protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A228-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SMARCA4insertionNonsense_Mutationnovelc.3261_3262insTTGTATTTTTAGTAGAGp.Ile1088LeufsTer4p.I1088Lfs*4P51532protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
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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
6597SMARCA4CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDINGinhibitor249565598
6597SMARCA4CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDINGPALBOCICLIBPALBOCICLIB30718512,30718506
6597SMARCA4CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDINGTOZASERTIBTOZASERTIB28102363
6597SMARCA4CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDINGABEMACICLIBABEMACICLIB30718512,30718506
6597SMARCA4CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDINGTAZEMETOSTATTAZEMETOSTAT29650362
6597SMARCA4CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDINGVINORELBINEVINORELBINE26671993
6597SMARCA4CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDINGRETINOIC ACID9315656
6597SMARCA4CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDINGRIBOCICLIBRIBOCICLIB30718512
6597SMARCA4CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR BINDINGCISPLATINCISPLATIN26671993
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