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: TOX

Gene summary for TOX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOX

Gene ID

9760

Gene namethymocyte selection associated high mobility group box
Gene AliasTOX1
Cytomap8q12.1
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

O94900


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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
9760TOXHTA11_3410_2000001011HumanColorectumAD1.28e-31-7.92e-010.0155
9760TOXHTA11_2487_2000001011HumanColorectumSER6.43e-06-5.56e-01-0.1808
9760TOXHTA11_2951_2000001011HumanColorectumAD4.46e-04-8.58e-010.0216
9760TOXHTA11_1938_2000001011HumanColorectumAD1.09e-05-6.39e-01-0.0811
9760TOXHTA11_5212_2000001011HumanColorectumAD7.75e-06-8.37e-01-0.2061
9760TOXHTA11_7862_2000001011HumanColorectumAD7.70e-06-5.67e-01-0.0179
9760TOXHTA11_866_3004761011HumanColorectumAD4.98e-24-7.83e-010.096
9760TOXHTA11_4255_2000001011HumanColorectumSER4.25e-02-6.23e-010.0446
9760TOXHTA11_9408_2000001011HumanColorectumAD5.85e-03-8.68e-010.0451
9760TOXHTA11_8622_2000001021HumanColorectumSER8.55e-07-6.81e-010.0528
9760TOXHTA11_6801_2000001011HumanColorectumSER5.39e-03-7.51e-010.0171
9760TOXHTA11_10711_2000001011HumanColorectumAD1.89e-14-8.18e-010.0338
9760TOXHTA11_7696_3000711011HumanColorectumAD1.26e-40-8.93e-010.0674
9760TOXHTA11_6818_2000001011HumanColorectumAD5.36e-11-8.12e-010.0112
9760TOXHTA11_6818_2000001021HumanColorectumAD4.40e-03-5.25e-010.0588
9760TOXHTA11_99999970781_79442HumanColorectumMSS2.05e-51-9.88e-010.294
9760TOXHTA11_99999965062_69753HumanColorectumMSI-H3.50e-028.26e-010.3487
9760TOXHTA11_99999965104_69814HumanColorectumMSS6.48e-20-9.92e-010.281
9760TOXHTA11_99999971662_82457HumanColorectumMSS3.28e-65-1.12e+000.3859
9760TOXHTA11_99999973899_84307HumanColorectumMSS1.71e-13-8.69e-010.2585
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00000412BreastPrecancertransition metal ion transport13/1080105/187237.35e-034.89e-0213
GO:0070839BreastIDCmetal ion export10/143454/187237.22e-034.96e-0210
GO:00708391BreastDCISmetal ion export10/139054/187235.83e-034.18e-0210
GO:00018908CervixCCplacenta development40/2311144/187234.59e-071.77e-0540
GO:00614588CervixCCreproductive system development87/2311427/187231.37e-064.55e-0587
GO:00486088CervixCCreproductive structure development86/2311424/187231.90e-065.97e-0586
GO:00075654CervixCCfemale pregnancy43/2311193/187237.62e-051.04e-0343
GO:00447064CervixCCmulti-multicellular organism process45/2311220/187234.14e-044.21e-0345
GO:00601353CervixCCmaternal process involved in female pregnancy15/231162/187237.30e-033.92e-0215
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0051054ColorectumADpositive regulation of DNA metabolic process73/3918201/187233.27e-071.29e-0573
GO:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:1901214ColorectumADregulation of neuron death99/3918319/187231.26e-052.76e-0499
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0001890ColorectumADplacenta development51/3918144/187233.99e-057.16e-0451
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0051402ColorectumADneuron apoptotic process77/3918246/187238.07e-051.28e-0377
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:1901215ColorectumADnegative regulation of neuron death67/3918208/187238.81e-051.35e-0367
GO:0043523ColorectumADregulation of neuron apoptotic process64/3918212/187238.95e-048.63e-0364
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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
TOXSNVMissense_Mutationrs764849044c.1325N>Gp.Gln442Argp.Q442RO94900protein_codingtolerated(0.14)probably_damaging(0.932)TCGA-BH-A0RX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
TOXSNVMissense_Mutationc.820G>Tp.Asp274Tyrp.D274YO94900protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TOXinsertionNonsense_Mutationnovelc.17_18insAGGAp.Tyr6Terp.Y6*O94900protein_codingTCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TOXinsertionFrame_Shift_Insnovelc.15_16insGCTCGGATTCTTTCCTTCCTGCTGTTCGCGGCp.Tyr6AlafsTer48p.Y6Afs*48O94900protein_codingTCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TOXinsertionFrame_Shift_Insnovelc.1082_1083insAAATAATATTp.Pro362AsnfsTer33p.P362Nfs*33O94900protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TOXinsertionIn_Frame_Insnovelc.1081_1082insTGTCATTTGCTAAATTGAAAGAAAGTAAAATAATGTp.Gly361delinsValSerPheAlaLysLeuLysGluSerLysIleMetTrpp.G361delinsVSFAKLKESKIMWO94900protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TOXSNVMissense_Mutationrs751683918c.140N>Tp.Pro47Leup.P47LO94900protein_codingtolerated(0.08)probably_damaging(0.995)TCGA-EK-A2GZ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TOXSNVMissense_Mutationc.395N>Ap.Ser132Tyrp.S132YO94900protein_codingdeleterious(0)benign(0.103)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
TOXSNVMissense_Mutationc.415N>Tp.Pro139Serp.P139SO94900protein_codingtolerated(0.22)benign(0)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
TOXSNVMissense_Mutationrs200969018c.1061C>Tp.Ser354Leup.S354LO94900protein_codingdeleterious(0.01)benign(0.017)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
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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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