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: TOR4A

Gene summary for TOR4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOR4A

Gene ID

54863

Gene nametorsin family 4 member A
Gene AliasC9orf167
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9NXH8


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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
54863TOR4AHTA11_3410_2000001011HumanColorectumAD6.47e-041.59e-010.0155
54863TOR4AHTA11_2487_2000001011HumanColorectumSER7.63e-165.31e-01-0.1808
54863TOR4AHTA11_1938_2000001011HumanColorectumAD1.57e-176.70e-01-0.0811
54863TOR4AHTA11_78_2000001011HumanColorectumAD1.40e-053.09e-01-0.1088
54863TOR4AHTA11_347_2000001011HumanColorectumAD8.06e-153.35e-01-0.1954
54863TOR4AHTA11_411_2000001011HumanColorectumSER2.39e-068.99e-01-0.2602
54863TOR4AHTA11_2112_2000001011HumanColorectumSER5.75e-066.77e-01-0.2196
54863TOR4AHTA11_3361_2000001011HumanColorectumAD4.25e-032.79e-01-0.1207
54863TOR4AHTA11_83_2000001011HumanColorectumSER2.20e-064.47e-01-0.1526
54863TOR4AHTA11_696_2000001011HumanColorectumAD5.16e-203.98e-01-0.1464
54863TOR4AHTA11_866_2000001011HumanColorectumAD5.47e-122.48e-01-0.1001
54863TOR4AHTA11_1391_2000001011HumanColorectumAD3.54e-298.31e-01-0.059
54863TOR4AHTA11_546_2000001011HumanColorectumAD1.66e-032.45e-01-0.0842
54863TOR4AHTA11_7862_2000001011HumanColorectumAD1.58e-052.92e-01-0.0179
54863TOR4AHTA11_866_3004761011HumanColorectumAD2.34e-123.80e-010.096
54863TOR4AHTA11_8622_2000001021HumanColorectumSER3.51e-084.63e-010.0528
54863TOR4AHTA11_7663_2000001011HumanColorectumSER6.59e-045.55e-010.0131
54863TOR4AHTA11_10623_2000001011HumanColorectumAD1.71e-022.52e-01-0.0177
54863TOR4AHTA11_6801_2000001011HumanColorectumSER8.02e-054.92e-010.0171
54863TOR4AHTA11_10711_2000001011HumanColorectumAD1.18e-032.46e-010.0338
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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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
TOR4ASNVMissense_Mutationc.415G>Ap.Glu139Lysp.E139KQ9NXH8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TOR4ASNVMissense_Mutationnovelc.1169N>Ap.Arg390Hisp.R390HQ9NXH8protein_codingtolerated(1)benign(0)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TOR4ASNVMissense_Mutationc.1105N>Tp.Arg369Trpp.R369WQ9NXH8protein_codingtolerated(0.08)benign(0)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TOR4ASNVMissense_Mutationc.500N>Gp.Ala167Glyp.A167GQ9NXH8protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TOR4ASNVMissense_Mutationc.1171N>Ap.Ala391Thrp.A391TQ9NXH8protein_codingdeleterious(0.04)benign(0.358)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TOR4ASNVMissense_Mutationc.382N>Ap.Ala128Thrp.A128TQ9NXH8protein_codingtolerated(0.12)benign(0.071)TCGA-AG-3598-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
TOR4ASNVMissense_Mutationnovelc.1132N>Ap.Glu378Lysp.E378KQ9NXH8protein_codingdeleterious(0)probably_damaging(0.916)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TOR4ASNVMissense_Mutationnovelc.440G>Ap.Arg147Hisp.R147HQ9NXH8protein_codingdeleterious(0)benign(0.336)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TOR4ASNVMissense_Mutationnovelc.1176N>Tp.Glu392Aspp.E392DQ9NXH8protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TOR4ASNVMissense_Mutationc.925N>Tp.Arg309Cysp.R309CQ9NXH8protein_codingdeleterious(0)possibly_damaging(0.543)TCGA-39-5028-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownSD
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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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