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: TRAPPC3

Gene summary for TRAPPC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAPPC3

Gene ID

27095

Gene nametrafficking protein particle complex subunit 3
Gene AliasBET3
Cytomap1p34.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A087WWM0


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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
27095TRAPPC3LZE2THumanEsophagusESCC9.96e-108.44e-010.082
27095TRAPPC3LZE3DHumanEsophagusHGIN1.66e-047.36e-010.0668
27095TRAPPC3LZE4THumanEsophagusESCC2.84e-154.25e-010.0811
27095TRAPPC3LZE5THumanEsophagusESCC4.96e-034.18e-010.0514
27095TRAPPC3LZE7THumanEsophagusESCC4.51e-087.02e-010.0667
27095TRAPPC3LZE8THumanEsophagusESCC5.34e-104.12e-010.067
27095TRAPPC3LZE20THumanEsophagusESCC4.52e-074.52e-010.0662
27095TRAPPC3LZE22D1HumanEsophagusHGIN1.78e-042.20e-010.0595
27095TRAPPC3LZE22THumanEsophagusESCC3.96e-089.41e-010.068
27095TRAPPC3LZE24THumanEsophagusESCC8.80e-329.85e-010.0596
27095TRAPPC3LZE6THumanEsophagusESCC7.33e-065.73e-010.0845
27095TRAPPC3P1T-EHumanEsophagusESCC6.74e-086.97e-010.0875
27095TRAPPC3P2T-EHumanEsophagusESCC1.70e-501.07e+000.1177
27095TRAPPC3P4T-EHumanEsophagusESCC1.58e-441.12e+000.1323
27095TRAPPC3P5T-EHumanEsophagusESCC1.96e-449.42e-010.1327
27095TRAPPC3P8T-EHumanEsophagusESCC2.04e-306.57e-010.0889
27095TRAPPC3P9T-EHumanEsophagusESCC4.22e-236.06e-010.1131
27095TRAPPC3P10T-EHumanEsophagusESCC1.20e-519.59e-010.116
27095TRAPPC3P11T-EHumanEsophagusESCC2.30e-221.02e+000.1426
27095TRAPPC3P12T-EHumanEsophagusESCC3.04e-347.75e-010.1122
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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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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: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:00068914EsophagusESCCintra-Golgi vesicle-mediated transport26/855233/187231.06e-047.43e-0426
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:000688811LiverCirrhoticendoplasmic reticulum to Golgi vesicle-mediated transport77/4634130/187235.78e-177.56e-1577
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:0006891LiverHCCintra-Golgi vesicle-mediated transport22/795833/187234.38e-031.90e-0222
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:00068888Oral cavityOSCCendoplasmic reticulum to Golgi vesicle-mediated transport97/7305130/187231.42e-161.15e-1497
GO:00068913Oral cavityOSCCintra-Golgi vesicle-mediated transport23/730533/187233.47e-042.12e-0323
GO:004819316Oral cavityLPGolgi vesicle transport141/4623296/187236.11e-181.06e-15141
GO:000688814Oral cavityLPendoplasmic reticulum to Golgi vesicle-mediated transport67/4623130/187233.74e-112.39e-0967
GO:000689111Oral cavityLPintra-Golgi vesicle-mediated transport16/462333/187232.59e-031.83e-0216
GO:0048193110SkincSCCGolgi vesicle transport153/4864296/187231.85e-213.41e-19153
GO:000688810SkincSCCendoplasmic reticulum to Golgi vesicle-mediated transport73/4864130/187232.60e-131.57e-1173
GO:000689112SkincSCCintra-Golgi vesicle-mediated transport18/486433/187234.45e-043.42e-0318
GO:004819320ThyroidPTCGolgi vesicle transport186/5968296/187233.09e-281.22e-25186
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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
TRAPPC3SNVMissense_Mutationc.52N>Tp.Leu18Phep.L18Fprotein_codingtolerated(0.07)probably_damaging(0.91)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TRAPPC3SNVMissense_Mutationc.190A>Gp.Ile64Valp.I64Vprotein_codingtolerated(0.28)benign(0.003)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRAPPC3SNVMissense_Mutationc.430C>Tp.Arg144Trpp.R144Wprotein_codingdeleterious(0)probably_damaging(1)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TRAPPC3SNVMissense_Mutationnovelc.303T>Gp.Ile101Metp.I101Mprotein_codingdeleterious(0.02)possibly_damaging(0.503)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRAPPC3insertionFrame_Shift_Insnovelc.448_449insCp.Val150AlafsTer31p.V150Afs*31protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRAPPC3insertionFrame_Shift_Insnovelc.448-1_448insTp.Val150CysfsTer31p.V150Cfs*31protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRAPPC3SNVMissense_Mutationnovelc.276N>Tp.Lys92Asnp.K92Nprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TRAPPC3SNVMissense_Mutationnovelc.259N>Ap.Ala87Thrp.A87Tprotein_codingdeleterious(0.03)probably_damaging(0.963)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC3SNVMissense_Mutationnovelc.161C>Ap.Pro54Hisp.P54Hprotein_codingtolerated_low_confidence(0.61)benign(0)TCGA-BS-A0UM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapyadriamycinSD
TRAPPC3SNVMissense_Mutationc.42N>Ap.Met14Ilep.M14Iprotein_codingtolerated(0.82)benign(0.006)TCGA-DD-A114-01Liverliver hepatocellular carcinomaMale<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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