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: TRAPPC5

Gene summary for TRAPPC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAPPC5

Gene ID

126003

Gene nametrafficking protein particle complex subunit 5
Gene AliasTRS31
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8IUR0


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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
126003TRAPPC5sample1HumanCervixCC7.28e-226.83e-010.0959
126003TRAPPC5sample3HumanCervixCC4.29e-637.83e-010.1387
126003TRAPPC5H2HumanCervixHSIL_HPV4.72e-255.46e-010.0632
126003TRAPPC5L1HumanCervixCC1.82e-084.72e-010.0802
126003TRAPPC5T1HumanCervixCC7.51e-316.20e-010.0918
126003TRAPPC5T2HumanCervixCC5.02e-165.37e-010.0709
126003TRAPPC5T3HumanCervixCC3.68e-568.15e-010.1389
126003TRAPPC5AEH-subject1HumanEndometriumAEH1.55e-347.11e-01-0.3059
126003TRAPPC5AEH-subject2HumanEndometriumAEH2.88e-337.41e-01-0.2525
126003TRAPPC5AEH-subject3HumanEndometriumAEH1.18e-398.25e-01-0.2576
126003TRAPPC5AEH-subject4HumanEndometriumAEH3.55e-103.73e-01-0.2657
126003TRAPPC5AEH-subject5HumanEndometriumAEH4.00e-113.14e-01-0.2953
126003TRAPPC5EEC-subject1HumanEndometriumEEC6.16e-083.88e-01-0.2682
126003TRAPPC5EEC-subject2HumanEndometriumEEC4.00e-428.26e-01-0.2607
126003TRAPPC5EEC-subject4HumanEndometriumEEC1.59e-245.55e-01-0.2571
126003TRAPPC5EEC-subject5HumanEndometriumEEC2.81e-205.19e-01-0.249
126003TRAPPC5LZE2DHumanEsophagusHGIN8.51e-131.05e+000.0642
126003TRAPPC5LZE2THumanEsophagusESCC5.18e-169.83e-010.082
126003TRAPPC5LZE3DHumanEsophagusHGIN3.03e-039.83e-010.0668
126003TRAPPC5LZE4THumanEsophagusESCC5.76e-401.16e+000.0811
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:00481939EndometriumAEHGolgi vesicle transport60/2100296/187233.65e-069.79e-0560
GO:00068886EndometriumAEHendoplasmic reticulum to Golgi vesicle-mediated transport29/2100130/187232.11e-042.59e-0329
GO:004819313EndometriumEECGolgi vesicle transport60/2168296/187239.91e-062.17e-0460
GO:000688812EndometriumEECendoplasmic reticulum to Golgi vesicle-mediated transport29/2168130/187233.63e-043.95e-0329
GO:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:00068889EsophagusHGINendoplasmic reticulum to Golgi vesicle-mediated transport40/2587130/187234.67e-072.07e-0540
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:000688821LiverHCCendoplasmic reticulum to Golgi vesicle-mediated transport100/7958130/187231.15e-158.67e-14100
GO:004819319SkinAKGolgi vesicle transport47/1910296/187231.46e-031.06e-0247
GO:0048193110SkincSCCGolgi vesicle transport153/4864296/187231.85e-213.41e-19153
GO:000688810SkincSCCendoplasmic reticulum to Golgi vesicle-mediated transport73/4864130/187232.60e-131.57e-1173
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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
TRAPPC5SNVMissense_Mutationnovelc.40N>Ap.Glu14Lysp.E14KQ8IUR0protein_codingdeleterious(0)possibly_damaging(0.585)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRAPPC5SNVMissense_Mutationrs751508950c.149N>Cp.Leu50Prop.L50PQ8IUR0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-OL-A66O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
TRAPPC5SNVMissense_Mutationc.328N>Ap.Asp110Asnp.D110NQ8IUR0protein_codingtolerated(0.06)probably_damaging(0.964)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
TRAPPC5insertionIn_Frame_Insnovelc.463_464insCATCCAp.Gly155delinsAlaSerSerp.G155delinsASSQ8IUR0protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
TRAPPC5SNVMissense_Mutationc.482C>Tp.Thr161Metp.T161MQ8IUR0protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TRAPPC5SNVMissense_Mutationrs767417495c.358C>Tp.Arg120Cysp.R120CQ8IUR0protein_codingdeleterious(0.01)possibly_damaging(0.809)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRAPPC5SNVMissense_Mutationrs752705420c.203N>Tp.Ala68Valp.A68VQ8IUR0protein_codingtolerated(0.15)benign(0)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC5SNVMissense_Mutationrs201747018c.562N>Tp.Arg188Cysp.R188CQ8IUR0protein_codingdeleterious(0)probably_damaging(0.964)TCGA-5B-A90C-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
TRAPPC5SNVMissense_Mutationrs767417495c.358N>Tp.Arg120Cysp.R120CQ8IUR0protein_codingdeleterious(0.01)possibly_damaging(0.809)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC5SNVMissense_Mutationc.328N>Ap.Asp110Asnp.D110NQ8IUR0protein_codingtolerated(0.06)probably_damaging(0.964)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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