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: TRIP4

Gene summary for TRIP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIP4

Gene ID

9325

Gene namethyroid hormone receptor interactor 4
Gene AliasASC-1
Cytomap15q22.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q15650


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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
9325TRIP4LZE4THumanEsophagusESCC1.35e-041.48e-010.0811
9325TRIP4LZE7THumanEsophagusESCC8.02e-062.83e-010.0667
9325TRIP4LZE24THumanEsophagusESCC8.88e-072.11e-010.0596
9325TRIP4P1T-EHumanEsophagusESCC2.94e-021.88e-010.0875
9325TRIP4P2T-EHumanEsophagusESCC2.97e-081.92e-010.1177
9325TRIP4P4T-EHumanEsophagusESCC1.49e-102.45e-010.1323
9325TRIP4P5T-EHumanEsophagusESCC2.27e-081.90e-010.1327
9325TRIP4P8T-EHumanEsophagusESCC2.29e-142.94e-010.0889
9325TRIP4P9T-EHumanEsophagusESCC4.35e-051.48e-010.1131
9325TRIP4P10T-EHumanEsophagusESCC8.83e-141.91e-010.116
9325TRIP4P11T-EHumanEsophagusESCC1.50e-094.43e-010.1426
9325TRIP4P12T-EHumanEsophagusESCC1.43e-082.78e-010.1122
9325TRIP4P15T-EHumanEsophagusESCC1.05e-163.16e-010.1149
9325TRIP4P16T-EHumanEsophagusESCC9.71e-152.30e-010.1153
9325TRIP4P19T-EHumanEsophagusESCC2.24e-043.41e-010.1662
9325TRIP4P20T-EHumanEsophagusESCC5.42e-121.98e-010.1124
9325TRIP4P21T-EHumanEsophagusESCC3.95e-162.33e-010.1617
9325TRIP4P22T-EHumanEsophagusESCC2.46e-051.14e-010.1236
9325TRIP4P23T-EHumanEsophagusESCC5.39e-194.33e-010.108
9325TRIP4P24T-EHumanEsophagusESCC7.98e-082.32e-010.1287
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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
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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:0071383110EsophagusESCCcellular response to steroid hormone stimulus127/8552204/187231.26e-061.55e-05127
GO:003051819EsophagusESCCintracellular steroid hormone receptor signaling pathway76/8552116/187231.25e-051.15e-0476
GO:004340119EsophagusESCCsteroid hormone mediated signaling pathway87/8552136/187231.25e-051.15e-0487
GO:000641419EsophagusESCCtranslational elongation41/855255/187231.26e-051.16e-0441
GO:19019987EsophagusESCCtoxin transport28/855240/187231.61e-037.50e-0328
GO:00454454EsophagusESCCmyoblast differentiation52/855284/187231.98e-038.90e-0352
GO:000975516EsophagusESCChormone-mediated signaling pathway106/8552190/187233.13e-031.30e-02106
GO:003052014EsophagusESCCintracellular estrogen receptor signaling pathway35/855254/187233.55e-031.45e-0235
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:004854520Oral cavityOSCCresponse to steroid hormone186/7305339/187231.86e-094.42e-08186
GO:003052218Oral cavityOSCCintracellular receptor signaling pathway149/7305265/187238.69e-091.81e-07149
GO:007138318Oral cavityOSCCcellular response to steroid hormone stimulus112/7305204/187232.82e-063.47e-05112
GO:000641416Oral cavityOSCCtranslational elongation37/730555/187232.03e-051.94e-0437
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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
TRIP4SNVMissense_Mutationc.1501N>Ap.Asp501Asnp.D501NQ15650protein_codingdeleterious(0.01)possibly_damaging(0.899)TCGA-A2-A0YG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
TRIP4SNVMissense_Mutationnovelc.1584C>Gp.Asp528Glup.D528EQ15650protein_codingtolerated(0.26)benign(0.07)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TRIP4SNVMissense_Mutationc.289A>Gp.Lys97Glup.K97EQ15650protein_codingtolerated(0.48)benign(0.013)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRIP4insertionFrame_Shift_Insnovelc.1531_1532insATGAGTTTp.Val511AspfsTer6p.V511Dfs*6Q15650protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRIP4SNVMissense_Mutationnovelc.302N>Cp.His101Prop.H101PQ15650protein_codingtolerated(0.2)benign(0.003)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
TRIP4SNVMissense_Mutationc.7G>Ap.Val3Metp.V3MQ15650protein_codingdeleterious_low_confidence(0.03)benign(0.01)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRIP4SNVMissense_Mutationrs143968963c.761G>Ap.Arg254Glnp.R254QQ15650protein_codingtolerated(0.09)benign(0.246)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRIP4SNVMissense_Mutationc.195N>Cp.Glu65Aspp.E65DQ15650protein_codingtolerated(0.45)benign(0.026)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TRIP4SNVMissense_Mutationrs777959222c.653G>Ap.Arg218Hisp.R218HQ15650protein_codingdeleterious(0)probably_damaging(0.939)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TRIP4SNVMissense_Mutationrs144113386c.427N>Ap.Val143Ilep.V143IQ15650protein_codingtolerated(0.44)benign(0.022)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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