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: TOX3

Gene summary for TOX3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOX3

Gene ID

27324

Gene nameTOX high mobility group box family member 3
Gene AliasCAGF9
Cytomap16q12.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O15405


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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
27324TOX3HTA11_3410_2000001011HumanColorectumAD1.35e-38-8.86e-010.0155
27324TOX3HTA11_2487_2000001011HumanColorectumSER2.32e-06-4.02e-01-0.1808
27324TOX3HTA11_2951_2000001011HumanColorectumAD2.89e-06-8.57e-010.0216
27324TOX3HTA11_1938_2000001011HumanColorectumAD8.17e-07-5.13e-01-0.0811
27324TOX3HTA11_78_2000001011HumanColorectumAD1.60e-06-5.52e-01-0.1088
27324TOX3HTA11_3361_2000001011HumanColorectumAD6.33e-09-6.72e-01-0.1207
27324TOX3HTA11_83_2000001011HumanColorectumSER2.84e-05-4.22e-01-0.1526
27324TOX3HTA11_696_2000001011HumanColorectumAD8.44e-11-4.16e-01-0.1464
27324TOX3HTA11_866_2000001011HumanColorectumAD1.07e-18-5.35e-01-0.1001
27324TOX3HTA11_1391_2000001011HumanColorectumAD5.29e-15-6.18e-01-0.059
27324TOX3HTA11_5212_2000001011HumanColorectumAD6.76e-05-5.18e-01-0.2061
27324TOX3HTA11_5216_2000001011HumanColorectumSER1.37e-03-5.07e-01-0.1462
27324TOX3HTA11_9341_2000001011HumanColorectumSER2.91e-04-6.65e-01-0.00410000000000005
27324TOX3HTA11_7862_2000001011HumanColorectumAD8.54e-04-5.52e-01-0.0179
27324TOX3HTA11_866_3004761011HumanColorectumAD2.04e-21-6.69e-010.096
27324TOX3HTA11_4255_2000001011HumanColorectumSER3.63e-02-4.42e-010.0446
27324TOX3HTA11_9408_2000001011HumanColorectumAD6.05e-03-7.98e-010.0451
27324TOX3HTA11_8622_2000001021HumanColorectumSER4.93e-05-5.93e-010.0528
27324TOX3HTA11_10623_2000001011HumanColorectumAD3.21e-10-4.32e-01-0.0177
27324TOX3HTA11_10711_2000001011HumanColorectumAD4.46e-21-8.79e-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
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
∗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:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:1901214ColorectumADregulation of neuron death99/3918319/187231.26e-052.76e-0499
GO:0051402ColorectumADneuron apoptotic process77/3918246/187238.07e-051.28e-0377
GO:1901215ColorectumADnegative regulation of neuron death67/3918208/187238.81e-051.35e-0367
GO:0043523ColorectumADregulation of neuron apoptotic process64/3918212/187238.95e-048.63e-0364
GO:0043524ColorectumADnegative regulation of neuron apoptotic process43/3918145/187238.04e-034.73e-0243
GO:00709971ColorectumSERneuron death84/2897361/187235.76e-051.35e-0384
GO:00514021ColorectumSERneuron apoptotic process60/2897246/187231.65e-043.13e-0360
GO:19012141ColorectumSERregulation of neuron death71/2897319/187237.95e-041.00e-0271
GO:19012151ColorectumSERnegative regulation of neuron death49/2897208/187231.40e-031.53e-0249
GO:00435231ColorectumSERregulation of neuron apoptotic process48/2897212/187233.63e-033.04e-0248
GO:00709972ColorectumMSSneuron death97/3467361/187235.21e-059.31e-0497
GO:19012142ColorectumMSSregulation of neuron death83/3467319/187235.28e-045.99e-0383
GO:00514022ColorectumMSSneuron apoptotic process66/3467246/187237.94e-048.36e-0366
GO:19012152ColorectumMSSnegative regulation of neuron death53/3467208/187237.60e-034.77e-0253
GO:00709974ColorectumFAPneuron death81/2622361/187238.35e-062.46e-0481
GO:00514024ColorectumFAPneuron apoptotic process55/2622246/187232.42e-043.37e-0355
GO:19012144ColorectumFAPregulation of neuron death67/2622319/187233.73e-044.63e-0367
GO:19012153ColorectumFAPnegative regulation of neuron death46/2622208/187239.52e-049.42e-0346
GO:00435233ColorectumFAPregulation of neuron apoptotic process43/2622212/187237.28e-034.38e-0243
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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
TOX3SNVMissense_Mutationc.1223N>Tp.Pro408Leup.P408LO15405protein_codingtolerated_low_confidence(0.06)benign(0.321)TCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
TOX3SNVMissense_Mutationc.193G>Ap.Glu65Lysp.E65KO15405protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TOX3SNVMissense_Mutationrs573103587c.439N>Tp.Arg147Trpp.R147WO15405protein_codingdeleterious(0.05)possibly_damaging(0.446)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
TOX3SNVMissense_Mutationc.99N>Ap.Asn33Lysp.N33KO15405protein_codingdeleterious_low_confidence(0.01)benign(0.265)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TOX3SNVMissense_Mutationc.214C>Tp.Pro72Serp.P72SO15405protein_codingdeleterious(0.01)probably_damaging(0.941)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TOX3SNVMissense_Mutationc.1270G>Tp.Val424Phep.V424FO15405protein_codingdeleterious_low_confidence(0)benign(0.368)TCGA-4N-A93T-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaSD
TOX3SNVMissense_Mutationc.1057A>Tp.Thr353Serp.T353SO15405protein_codingtolerated_low_confidence(0.73)benign(0)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
TOX3SNVMissense_Mutationc.193G>Ap.Glu65Lysp.E65KO15405protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TOX3SNVMissense_Mutationc.1190N>Ap.Ile397Asnp.I397NO15405protein_codingdeleterious_low_confidence(0)benign(0.347)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TOX3SNVMissense_Mutationc.968G>Ap.Arg323Lysp.R323KO15405protein_codingtolerated(0.09)possibly_damaging(0.831)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=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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