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: TRPC4

Gene summary for TRPC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRPC4

Gene ID

7223

Gene nametransient receptor potential cation channel subfamily C member 4
Gene AliasHTRP-4
Cytomap13q13.3
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q9UBN4


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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
7223TRPC4HTA11_1938_2000001011HumanColorectumAD2.82e-052.43e-01-0.0811
7223TRPC4HTA11_347_2000001011HumanColorectumAD2.80e-021.21e-01-0.1954
7223TRPC4HTA11_3361_2000001011HumanColorectumAD3.76e-021.69e-01-0.1207
7223TRPC4HTA11_696_2000001011HumanColorectumAD2.55e-072.13e-01-0.1464
7223TRPC4HTA11_866_2000001011HumanColorectumAD1.01e-051.12e-01-0.1001
7223TRPC4HTA11_1391_2000001011HumanColorectumAD2.10e-062.27e-01-0.059
7223TRPC4P16T-EHumanEsophagusESCC7.66e-498.11e-010.1153
7223TRPC4P54T-EHumanEsophagusESCC4.66e-305.39e-010.0975
7223TRPC4P56T-EHumanEsophagusESCC7.62e-171.37e+000.1613
7223TRPC4P62T-EHumanEsophagusESCC6.84e-538.70e-010.1302
7223TRPC4P80T-EHumanEsophagusESCC2.86e-357.69e-010.155
7223TRPC4P89T-EHumanEsophagusESCC2.90e-301.17e+000.1752
7223TRPC4P104T-EHumanEsophagusESCC8.26e-105.14e-010.0931
7223TRPC4P130T-EHumanEsophagusESCC5.53e-639.88e-010.1676
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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
∗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:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:004316110CervixCCproteasome-mediated ubiquitin-dependent protein catabolic process91/2311412/187231.65e-081.25e-0691
GO:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00420636EsophagusESCCgliogenesis172/8552301/187233.75e-053.04e-04172
GO:00100016EsophagusESCCglial cell differentiation129/8552225/187232.73e-041.65e-03129
GO:00224043EsophagusESCCmolting cycle process53/855284/187239.62e-044.88e-0353
GO:00224053EsophagusESCChair cycle process53/855284/187239.62e-044.88e-0353
GO:0001942EsophagusESCChair follicle development51/855281/187231.27e-036.14e-0351
GO:0098773EsophagusESCCskin epidermis development53/855285/187231.43e-036.77e-0353
GO:00423033EsophagusESCCmolting cycle64/8552107/187232.24e-039.85e-0364
GO:00426333EsophagusESCChair cycle64/8552107/187232.24e-039.85e-0364
GO:00488201EsophagusESCChair follicle maturation11/855213/187234.76e-031.85e-0211
GO:00487092EsophagusESCColigodendrocyte differentiation55/855295/187231.10e-023.72e-0255
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04360ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa043601ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
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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
TRPC4SNVMissense_Mutationc.2848C>Gp.Pro950Alap.P950AQ9UBN4protein_codingdeleterious_low_confidence(0.04)probably_damaging(0.954)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
TRPC4SNVMissense_Mutationc.2365N>Ap.Glu789Lysp.E789KQ9UBN4protein_codingtolerated(0.73)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRPC4SNVMissense_Mutationrs75129764c.50N>Ap.Arg17Hisp.R17HQ9UBN4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRPC4SNVMissense_Mutationc.1660N>Ap.Cys554Serp.C554SQ9UBN4protein_codingtolerated(0.11)probably_damaging(0.985)TCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TRPC4SNVMissense_Mutationc.1156N>Tp.His386Tyrp.H386YQ9UBN4protein_codingdeleterious(0.04)benign(0.439)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TRPC4SNVMissense_Mutationc.1798A>Tp.Met600Leup.M600LQ9UBN4protein_codingdeleterious(0.05)possibly_damaging(0.743)TCGA-D8-A13Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TRPC4SNVMissense_Mutationnovelc.643N>Cp.Asp215Hisp.D215HQ9UBN4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A1LE-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinPD
TRPC4SNVMissense_Mutationc.71N>Ap.Arg24Lysp.R24KQ9UBN4protein_codingdeleterious(0.03)probably_damaging(0.969)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
TRPC4SNVMissense_Mutationc.1273N>Ap.Gly425Argp.G425RQ9UBN4protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A1OY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TRPC4SNVMissense_Mutationnovelc.466G>Ap.Glu156Lysp.E156KQ9UBN4protein_codingdeleterious(0)probably_damaging(0.987)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
7223TRPC4ION CHANNEL, KINASE, DRUGGABLE GENOME, CELL SURFACEblocker381744969
7223TRPC4ION CHANNEL, KINASE, DRUGGABLE GENOME, CELL SURFACEblocker381744967
7223TRPC4ION CHANNEL, KINASE, DRUGGABLE GENOME, CELL SURFACEblocker135651058
7223TRPC4ION CHANNEL, KINASE, DRUGGABLE GENOME, CELL SURFACEactivator252166584
7223TRPC4ION CHANNEL, KINASE, DRUGGABLE GENOME, CELL SURFACEblocker381744972
7223TRPC4ION CHANNEL, KINASE, DRUGGABLE GENOME, CELL SURFACEblocker135649695
7223TRPC4ION CHANNEL, KINASE, DRUGGABLE GENOME, CELL SURFACETRPC4 and TRPC5 inhibitor
7223TRPC4ION CHANNEL, KINASE, DRUGGABLE GENOME, CELL SURFACEblocker,activator135652740
7223TRPC4ION CHANNEL, KINASE, DRUGGABLE GENOME, CELL SURFACEblocker178101072
7223TRPC4ION CHANNEL, KINASE, DRUGGABLE GENOME, CELL SURFACEactivator381744968
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