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: TFE3

Gene summary for TFE3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TFE3

Gene ID

7030

Gene nametranscription factor binding to IGHM enhancer 3
Gene AliasRCCP2
CytomapXp11.23
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

B4DIA5


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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
7030TFE3LZE2THumanEsophagusESCC2.83e-023.45e-010.082
7030TFE3LZE4THumanEsophagusESCC1.32e-083.86e-010.0811
7030TFE3LZE7THumanEsophagusESCC1.97e-042.14e-010.0667
7030TFE3LZE8THumanEsophagusESCC4.09e-061.65e-010.067
7030TFE3LZE24THumanEsophagusESCC6.39e-081.90e-010.0596
7030TFE3P1T-EHumanEsophagusESCC3.22e-082.94e-010.0875
7030TFE3P2T-EHumanEsophagusESCC4.74e-284.92e-010.1177
7030TFE3P4T-EHumanEsophagusESCC3.66e-092.37e-010.1323
7030TFE3P5T-EHumanEsophagusESCC1.35e-096.39e-020.1327
7030TFE3P8T-EHumanEsophagusESCC9.51e-213.13e-010.0889
7030TFE3P9T-EHumanEsophagusESCC1.56e-102.00e-010.1131
7030TFE3P10T-EHumanEsophagusESCC1.40e-262.52e-010.116
7030TFE3P11T-EHumanEsophagusESCC4.24e-083.70e-010.1426
7030TFE3P12T-EHumanEsophagusESCC8.74e-212.11e-010.1122
7030TFE3P15T-EHumanEsophagusESCC3.24e-123.65e-010.1149
7030TFE3P16T-EHumanEsophagusESCC4.86e-132.23e-010.1153
7030TFE3P19T-EHumanEsophagusESCC2.35e-043.70e-010.1662
7030TFE3P20T-EHumanEsophagusESCC2.32e-184.07e-010.1124
7030TFE3P21T-EHumanEsophagusESCC3.82e-161.63e-010.1617
7030TFE3P22T-EHumanEsophagusESCC2.69e-396.95e-010.1236
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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:004578520Oral cavityOSCCpositive regulation of cell adhesion225/7305437/187236.06e-081.09e-06225
GO:000257310Oral cavityOSCCmyeloid leukocyte differentiation119/7305208/187237.29e-081.29e-06119
GO:00454448Oral cavityOSCCfat cell differentiation120/7305229/187232.48e-052.32e-04120
GO:190370618Oral cavityOSCCregulation of hemopoiesis180/7305367/187235.16e-054.30e-04180
GO:00455983Oral cavityOSCCregulation of fat cell differentiation77/7305139/187236.36e-055.18e-0477
GO:00456006Oral cavityOSCCpositive regulation of fat cell differentiation41/730566/187231.20e-048.60e-0441
GO:004563720Oral cavityOSCCregulation of myeloid cell differentiation106/7305210/187234.58e-042.76e-03106
GO:19021059Oral cavityOSCCregulation of leukocyte differentiation136/7305279/187235.53e-043.21e-03136
GO:00027616Oral cavityOSCCregulation of myeloid leukocyte differentiation61/7305120/187235.52e-032.14e-0261
GO:01061065Oral cavityOSCCcold-induced thermogenesis71/7305144/187237.51e-032.75e-0271
GO:01201615Oral cavityOSCCregulation of cold-induced thermogenesis71/7305144/187237.51e-032.75e-0271
GO:00016594Oral cavityOSCCtemperature homeostasis84/7305174/187237.84e-032.87e-0284
GO:0090335Oral cavityOSCCregulation of brown fat cell differentiation15/730523/187239.84e-033.46e-0215
GO:19908454Oral cavityOSCCadaptive thermogenesis76/7305157/187231.02e-023.52e-0276
GO:00303164Oral cavityOSCCosteoclast differentiation48/730594/187231.16e-023.92e-0248
GO:0030099110Oral cavityLPmyeloid cell differentiation130/4623381/187231.94e-053.27e-04130
GO:000257315Oral cavityLPmyeloid leukocyte differentiation71/4623208/187231.35e-031.08e-0271
GO:0045785110Oral cavityLPpositive regulation of cell adhesion134/4623437/187232.44e-031.74e-02134
GO:190370619Oral cavityLPregulation of hemopoiesis111/4623367/187238.48e-034.60e-02111
GO:003009932Oral cavityNEOLPmyeloid cell differentiation83/2005381/187231.79e-101.69e-0883
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04137210EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0521118EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0413738EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0521119EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0413741LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0521121LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0413751LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0521131LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0413728Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa0521116Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
hsa04137112Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa0521117Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
hsa0413729Oral cavityLPMitophagy - animal38/241872/84651.24e-058.63e-055.57e-0538
hsa0521125Oral cavityLPRenal cell carcinoma30/241869/84655.60e-032.25e-021.45e-0230
hsa0413737Oral cavityLPMitophagy - animal38/241872/84651.24e-058.63e-055.57e-0538
hsa0521135Oral cavityLPRenal cell carcinoma30/241869/84655.60e-032.25e-021.45e-0230
hsa0413762Oral cavityNEOLPMitophagy - animal26/111272/84655.95e-077.88e-064.95e-0626
hsa0521161Oral cavityNEOLPRenal cell carcinoma21/111269/84651.32e-049.32e-045.86e-0421
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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
TFE3NEUTCervixHealthyPHLDB1,SAA2,AL445524.1, etc.4.75e-01The 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.
TFE3INMONCervixHSIL_HPVPHLDB1,SAA2,AL445524.1, etc.2.31e-01The 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.
TFE3M2MACStomachADJCXCL1,ATRX,MRPS22, etc.9.53e-02The 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.
TFE3M2MACStomachCAGCXCL1,ATRX,MRPS22, etc.7.70e-02The 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.
TFE3M2MACStomachCSGCXCL1,ATRX,MRPS22, etc.7.32e-02The 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.
TFE3M2MACStomachGCCXCL1,ATRX,MRPS22, etc.2.02e-01The 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.
TFE3M2MACStomachSIMCXCL1,ATRX,MRPS22, etc.2.61e-01The 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.
TFE3M2MACStomachWIMCXCL1,ATRX,MRPS22, etc.2.39e-01The 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.
∗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
TFE3SNVMissense_Mutationc.1067N>Ap.Arg356Hisp.R356HP19532protein_codingdeleterious(0)benign(0.039)TCGA-A2-A0T1-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyherceptinSD
TFE3SNVMissense_Mutationc.613A>Gp.Thr205Alap.T205AP19532protein_codingdeleterious(0.05)benign(0.097)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TFE3SNVMissense_Mutationc.1523N>Tp.Asp508Valp.D508VP19532protein_codingdeleterious(0.04)possibly_damaging(0.679)TCGA-AR-A1AR-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDocetaxelPD
TFE3SNVMissense_Mutationnovelc.1249N>Cp.Glu417Glnp.E417QP19532protein_codingdeleterious(0)benign(0.438)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
TFE3SNVMissense_Mutationc.1234N>Tp.Arg412Trpp.R412WP19532protein_codingdeleterious(0)possibly_damaging(0.828)TCGA-E2-A576-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
TFE3SNVMissense_Mutationnovelc.1145N>Ap.Arg382Hisp.R382HP19532protein_codingdeleterious(0)benign(0.071)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TFE3SNVMissense_Mutationrs199894897c.853N>Ap.Gly285Argp.G285RP19532protein_codingtolerated(0.19)possibly_damaging(0.461)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TFE3SNVMissense_Mutationnovelc.865N>Ap.Gly289Argp.G289RP19532protein_codingdeleterious(0.04)possibly_damaging(0.539)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TFE3SNVMissense_Mutationrs199894897c.853N>Ap.Gly285Argp.G285RP19532protein_codingtolerated(0.19)possibly_damaging(0.461)TCGA-FU-A57G-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TFE3SNVMissense_Mutationc.1026N>Cp.Leu342Phep.L342FP19532protein_codingtolerated(0.13)possibly_damaging(0.477)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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