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: TOR2A

Gene summary for TOR2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOR2A

Gene ID

27433

Gene nametorsin family 2 member A
Gene AliasTORP1
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q5JU69


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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
27433TOR2ALZE4THumanEsophagusESCC9.04e-031.64e-010.0811
27433TOR2ALZE20THumanEsophagusESCC9.76e-114.73e-010.0662
27433TOR2ALZE24THumanEsophagusESCC1.95e-113.70e-010.0596
27433TOR2AP2T-EHumanEsophagusESCC2.78e-385.48e-010.1177
27433TOR2AP4T-EHumanEsophagusESCC4.14e-082.33e-010.1323
27433TOR2AP5T-EHumanEsophagusESCC3.50e-026.45e-020.1327
27433TOR2AP8T-EHumanEsophagusESCC2.55e-315.15e-010.0889
27433TOR2AP9T-EHumanEsophagusESCC8.01e-031.13e-010.1131
27433TOR2AP10T-EHumanEsophagusESCC7.98e-131.92e-010.116
27433TOR2AP11T-EHumanEsophagusESCC1.82e-032.14e-010.1426
27433TOR2AP12T-EHumanEsophagusESCC3.89e-122.10e-010.1122
27433TOR2AP15T-EHumanEsophagusESCC6.80e-184.11e-010.1149
27433TOR2AP16T-EHumanEsophagusESCC6.56e-152.89e-010.1153
27433TOR2AP17T-EHumanEsophagusESCC9.57e-053.21e-010.1278
27433TOR2AP20T-EHumanEsophagusESCC2.71e-051.87e-010.1124
27433TOR2AP21T-EHumanEsophagusESCC4.19e-254.25e-010.1617
27433TOR2AP22T-EHumanEsophagusESCC5.30e-213.38e-010.1236
27433TOR2AP23T-EHumanEsophagusESCC1.07e-042.12e-010.108
27433TOR2AP24T-EHumanEsophagusESCC5.30e-213.94e-010.1287
27433TOR2AP26T-EHumanEsophagusESCC7.98e-132.92e-010.1276
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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
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
∗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:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0061077110EsophagusESCCchaperone-mediated protein folding56/855267/187231.52e-104.36e-0956
GO:0006458110EsophagusESCC'de novo' protein folding36/855243/187232.90e-074.20e-0636
GO:0051084110EsophagusESCC'de novo' posttranslational protein folding32/855239/187233.27e-063.65e-0532
GO:0051085110EsophagusESCCchaperone cofactor-dependent protein refolding27/855234/187236.01e-054.62e-0427
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:00610777LiverCirrhoticchaperone-mediated protein folding40/463467/187231.24e-095.43e-0840
GO:00510857LiverCirrhoticchaperone cofactor-dependent protein refolding19/463434/187231.01e-041.05e-0319
GO:00064587LiverCirrhotic'de novo' protein folding22/463443/187231.69e-041.59e-0322
GO:00510847LiverCirrhotic'de novo' posttranslational protein folding20/463439/187233.19e-042.77e-0320
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:006107712LiverHCCchaperone-mediated protein folding56/795867/187234.86e-122.14e-1056
GO:000645812LiverHCC'de novo' protein folding36/795843/187233.15e-087.10e-0736
GO:005108412LiverHCC'de novo' posttranslational protein folding32/795839/187234.73e-077.69e-0632
GO:005108512LiverHCCchaperone cofactor-dependent protein refolding27/795834/187231.24e-051.39e-0427
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:006107718Oral cavityOSCCchaperone-mediated protein folding54/730567/187233.73e-121.45e-1054
GO:000645818Oral cavityOSCC'de novo' protein folding34/730543/187239.60e-081.66e-0634
GO:005108418Oral cavityOSCC'de novo' posttranslational protein folding30/730539/187231.61e-062.11e-0530
GO:005108518Oral cavityOSCCchaperone cofactor-dependent protein refolding27/730534/187231.80e-062.33e-0527
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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
TOR2ASNVMissense_Mutationnovelc.269N>Tp.Ser90Phep.S90FQ5JU69protein_codingdeleterious(0)probably_damaging(0.999)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TOR2ASNVMissense_Mutationc.898N>Ap.Glu300Lysp.E300KQ5JU69protein_codingtolerated(1)possibly_damaging(0.549)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
TOR2ASNVMissense_Mutationrs752309151c.766G>Ap.Ala256Thrp.A256TQ5JU69protein_codingdeleterious(0.03)benign(0.017)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TOR2ASNVMissense_Mutationrs200744648c.686N>Tp.Pro229Leup.P229LQ5JU69protein_codingtolerated(0.1)benign(0.001)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TOR2ASNVMissense_Mutationrs376074923c.568N>Tp.Arg190Cysp.R190CQ5JU69protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-4022-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TOR2ASNVMissense_Mutationnovelc.601N>Ap.Gly201Serp.G201SQ5JU69protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
TOR2ASNVMissense_Mutationc.287N>Ap.Gly96Aspp.G96DQ5JU69protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A0K9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TOR2ASNVMissense_Mutationrs767435607c.952G>Ap.Ala318Thrp.A318TQ5JU69protein_codingtolerated(0.26)benign(0)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TOR2ASNVMissense_Mutationnovelc.613N>Gp.Ile205Valp.I205VQ5JU69protein_codingdeleterious(0.02)benign(0.152)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
TOR2ASNVMissense_Mutationnovelc.961N>Tp.Leu321Phep.L321FQ5JU69protein_codingtolerated(0.16)benign(0.03)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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