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: SMARCA2

Gene summary for SMARCA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMARCA2

Gene ID

6595

Gene nameSWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily a, member 2
Gene AliasBAF190
Cytomap9p24.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B4DSC8


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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
6595SMARCA2LZE2THumanEsophagusESCC1.27e-021.10e-010.082
6595SMARCA2LZE4THumanEsophagusESCC4.48e-053.78e-010.0811
6595SMARCA2LZE20THumanEsophagusESCC3.79e-05-1.33e-010.0662
6595SMARCA2LZE22THumanEsophagusESCC1.15e-03-8.42e-040.068
6595SMARCA2LZE24THumanEsophagusESCC1.04e-161.74e-010.0596
6595SMARCA2LZE21THumanEsophagusESCC7.65e-043.69e-010.0655
6595SMARCA2P1T-EHumanEsophagusESCC1.86e-041.46e-010.0875
6595SMARCA2P2T-EHumanEsophagusESCC2.76e-255.64e-010.1177
6595SMARCA2P4T-EHumanEsophagusESCC2.05e-065.75e-020.1323
6595SMARCA2P5T-EHumanEsophagusESCC4.81e-15-8.68e-020.1327
6595SMARCA2P8T-EHumanEsophagusESCC2.27e-122.98e-010.0889
6595SMARCA2P9T-EHumanEsophagusESCC1.77e-145.60e-010.1131
6595SMARCA2P10T-EHumanEsophagusESCC1.36e-378.91e-010.116
6595SMARCA2P12T-EHumanEsophagusESCC2.81e-162.08e-010.1122
6595SMARCA2P15T-EHumanEsophagusESCC3.23e-134.46e-010.1149
6595SMARCA2P16T-EHumanEsophagusESCC6.26e-203.79e-010.1153
6595SMARCA2P17T-EHumanEsophagusESCC1.54e-041.38e-030.1278
6595SMARCA2P19T-EHumanEsophagusESCC1.25e-061.82e-010.1662
6595SMARCA2P20T-EHumanEsophagusESCC2.38e-07-2.24e-030.1124
6595SMARCA2P21T-EHumanEsophagusESCC2.72e-161.61e-010.1617
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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
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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:00303085EsophagusESCCnegative regulation of cell growth108/8552188/187237.46e-043.87e-03108
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:00459266Oral cavityOSCCnegative regulation of growth135/7305249/187237.29e-071.03e-05135
GO:00303084Oral cavityOSCCnegative regulation of cell growth101/7305188/187232.85e-052.63e-04101
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:001604924Oral cavityEOLPcell growth97/2218482/187239.06e-083.15e-0697
GO:000632515Oral cavityEOLPchromatin organization84/2218409/187232.68e-078.16e-0684
GO:000155823Oral cavityEOLPregulation of cell growth78/2218414/187232.02e-053.19e-0478
GO:004592613Oral cavityEOLPnegative regulation of growth49/2218249/187232.31e-042.26e-0349
GO:00063383Oral cavityEOLPchromatin remodeling46/2218255/187232.34e-031.44e-0246
GO:003030812Oral cavityEOLPnegative regulation of cell growth34/2218188/187237.73e-033.69e-0234
GO:001604910ProstateBPHcell growth139/3107482/187237.53e-125.90e-10139
GO:000155810ProstateBPHregulation of cell growth116/3107414/187232.66e-091.05e-07116
GO:00459265ProstateBPHnegative regulation of growth68/3107249/187231.26e-051.69e-0468
GO:00063259ProstateBPHchromatin organization101/3107409/187231.52e-051.94e-04101
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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
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
hsa0471445Oral cavityEOLPThermogenesis54/1218232/84651.66e-047.16e-044.22e-0454
hsa0522523Oral cavityEOLPHepatocellular carcinoma39/1218168/84651.35e-034.80e-032.83e-0339
hsa0471455Oral cavityEOLPThermogenesis54/1218232/84651.66e-047.16e-044.22e-0454
hsa0522533Oral cavityEOLPHepatocellular carcinoma39/1218168/84651.35e-034.80e-032.83e-0339
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
hsa0471437ProstateTumorThermogenesis110/1791232/84651.56e-193.96e-182.46e-18110
hsa0522532ProstateTumorHepatocellular 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
∗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
SMARCA2SNVMissense_Mutationc.3790N>Cp.Asp1264Hisp.D1264HP51531protein_codingdeleterious(0)possibly_damaging(0.754)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SMARCA2SNVMissense_Mutationnovelc.4570N>Ap.Asp1524Asnp.D1524NP51531protein_codingtolerated(0.13)benign(0.015)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SMARCA2SNVMissense_Mutationnovelc.3382N>Ap.Ala1128Thrp.A1128TP51531protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMARCA2SNVMissense_Mutationc.1450N>Gp.His484Aspp.H484DP51531protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SMARCA2SNVMissense_Mutationc.2011N>Cp.Glu671Glnp.E671QP51531protein_codingdeleterious(0.01)benign(0.259)TCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMARCA2SNVMissense_Mutationc.3680A>Gp.Asn1227Serp.N1227SP51531protein_codingtolerated(0.16)benign(0.112)TCGA-B6-A0RH-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SMARCA2SNVMissense_Mutationrs267602196c.380N>Tp.Pro127Leup.P127LP51531protein_codingdeleterious(0)probably_damaging(0.966)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMARCA2SNVMissense_Mutationc.2853G>Cp.Lys951Asnp.K951NP51531protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMARCA2SNVMissense_Mutationc.2857N>Ap.Glu953Lysp.E953KP51531protein_codingdeleterious(0.03)probably_damaging(0.992)TCGA-E2-A1B4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
SMARCA2SNVMissense_Mutationc.1167N>Tp.Gln389Hisp.Q389HP51531protein_codingdeleterious(0)benign(0.003)TCGA-E2-A1L8-01Breastbreast 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
6595SMARCA2NAGNF-PF-3736CHEMBL583824
6595SMARCA2NANSC-69187CHEMBL19954
6595SMARCA2NATCMDC-125813CHEMBL580076
6595SMARCA2NAAMINACRINE HYDROCHLORIDEAMINACRINE HYDROCHLORIDE
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