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: TOR1B

Gene summary for TOR1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOR1B

Gene ID

27348

Gene nametorsin family 1 member B
Gene AliasDQ1
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

O14657


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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
27348TOR1BLZE4THumanEsophagusESCC3.44e-133.71e-010.0811
27348TOR1BLZE5THumanEsophagusESCC7.77e-052.65e-010.0514
27348TOR1BLZE7THumanEsophagusESCC2.75e-062.74e-010.0667
27348TOR1BLZE20THumanEsophagusESCC3.71e-124.11e-010.0662
27348TOR1BLZE21D1HumanEsophagusHGIN1.79e-023.19e-010.0632
27348TOR1BLZE24THumanEsophagusESCC1.17e-235.28e-010.0596
27348TOR1BP1T-EHumanEsophagusESCC5.29e-044.04e-010.0875
27348TOR1BP2T-EHumanEsophagusESCC2.40e-304.74e-010.1177
27348TOR1BP4T-EHumanEsophagusESCC7.39e-164.54e-010.1323
27348TOR1BP5T-EHumanEsophagusESCC4.27e-142.70e-010.1327
27348TOR1BP8T-EHumanEsophagusESCC2.17e-326.11e-010.0889
27348TOR1BP9T-EHumanEsophagusESCC3.07e-142.95e-010.1131
27348TOR1BP10T-EHumanEsophagusESCC1.04e-212.96e-010.116
27348TOR1BP11T-EHumanEsophagusESCC1.09e-145.53e-010.1426
27348TOR1BP12T-EHumanEsophagusESCC2.85e-182.94e-010.1122
27348TOR1BP15T-EHumanEsophagusESCC4.10e-133.67e-010.1149
27348TOR1BP16T-EHumanEsophagusESCC4.27e-153.05e-010.1153
27348TOR1BP17T-EHumanEsophagusESCC3.74e-093.00e-010.1278
27348TOR1BP20T-EHumanEsophagusESCC1.69e-081.89e-010.1124
27348TOR1BP21T-EHumanEsophagusESCC2.65e-396.57e-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
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
∗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:000645720EsophagusHGINprotein folding75/2587212/187231.61e-153.86e-1375
GO:003450417EsophagusHGINprotein localization to nucleus84/2587290/187231.06e-111.24e-0984
GO:003596625EsophagusHGINresponse to topologically incorrect protein54/2587159/187238.53e-118.89e-0954
GO:000698625EsophagusHGINresponse to unfolded protein48/2587137/187232.80e-102.54e-0848
GO:006107720EsophagusHGINchaperone-mediated protein folding27/258767/187237.99e-084.20e-0627
GO:000645820EsophagusHGIN'de novo' protein folding19/258743/187231.25e-064.83e-0519
GO:005108420EsophagusHGIN'de novo' posttranslational protein folding16/258739/187232.70e-057.03e-0416
GO:005108520EsophagusHGINchaperone cofactor-dependent protein refolding14/258734/187238.15e-051.80e-0314
GO:00069975EsophagusHGINnucleus organization34/2587133/187232.20e-044.00e-0334
GO:00717634EsophagusHGINnuclear membrane organization12/258733/187239.97e-041.25e-0212
GO:00070295EsophagusHGINendoplasmic reticulum organization22/258787/187233.07e-032.90e-0222
GO:00069983EsophagusHGINnuclear envelope organization14/258747/187233.49e-033.23e-0214
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:0061077110EsophagusESCCchaperone-mediated protein folding56/855267/187231.52e-104.36e-0956
GO:000699713EsophagusESCCnucleus organization96/8552133/187234.66e-101.21e-0896
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:000699811EsophagusESCCnuclear envelope organization39/855247/187231.48e-072.35e-0639
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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
TOR1BSNVMissense_Mutationrs748859799c.560T>Cp.Ile187Thrp.I187TO14657protein_codingdeleterious(0)probably_damaging(0.986)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TOR1BinsertionNonsense_Mutationnovelc.422_423insATAATCTTGAAAGTGGCATCGTTTp.Ser141_Thr142insTerp.S141_T142ins*O14657protein_codingTCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
TOR1BSNVMissense_Mutationnovelc.170N>Cp.Cys57Serp.C57SO14657protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-VS-A8EH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
TOR1BSNVMissense_Mutationc.269N>Cp.Leu90Prop.L90PO14657protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TOR1BSNVMissense_Mutationc.640N>Gp.Ser214Glyp.S214GO14657protein_codingdeleterious(0)benign(0.176)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
TOR1BSNVMissense_Mutationnovelc.812A>Cp.Asp271Alap.D271AO14657protein_codingdeleterious(0)probably_damaging(0.988)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TOR1BSNVMissense_Mutationrs777793156c.796G>Ap.Asp266Asnp.D266NO14657protein_codingdeleterious(0.04)benign(0.043)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
TOR1BSNVMissense_Mutationc.908T>Cp.Ile303Thrp.I303TO14657protein_codingtolerated(0.21)benign(0.027)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TOR1BSNVMissense_Mutationnovelc.880N>Ap.Ala294Thrp.A294TO14657protein_codingtolerated(0.1)benign(0.104)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TOR1BSNVMissense_Mutationnovelc.300N>Tp.Lys100Asnp.K100NO14657protein_codingtolerated(0.11)benign(0.241)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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