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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: TRAPPC4

Gene summary for TRAPPC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAPPC4

Gene ID

51399

Gene nametrafficking protein particle complex subunit 4
Gene AliasCGI-104
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9Y296


Top

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
51399TRAPPC4HTA11_347_2000001011HumanColorectumAD5.20e-031.56e-01-0.1954
51399TRAPPC4HTA11_411_2000001011HumanColorectumSER1.43e-066.43e-01-0.2602
51399TRAPPC4HTA11_866_3004761011HumanColorectumAD8.32e-031.91e-010.096
51399TRAPPC4HTA11_99999970781_79442HumanColorectumMSS1.24e-042.76e-010.294
51399TRAPPC4HTA11_99999971662_82457HumanColorectumMSS4.22e-093.69e-010.3859
51399TRAPPC4LZE4THumanEsophagusESCC1.74e-154.14e-010.0811
51399TRAPPC4LZE8THumanEsophagusESCC2.46e-071.43e-010.067
51399TRAPPC4LZE20THumanEsophagusESCC4.02e-032.10e-010.0662
51399TRAPPC4LZE22D1HumanEsophagusHGIN1.70e-074.46e-010.0595
51399TRAPPC4LZE22THumanEsophagusESCC2.13e-141.59e+000.068
51399TRAPPC4LZE24THumanEsophagusESCC4.64e-176.83e-010.0596
51399TRAPPC4P1T-EHumanEsophagusESCC1.96e-042.50e-010.0875
51399TRAPPC4P2T-EHumanEsophagusESCC6.75e-263.40e-010.1177
51399TRAPPC4P4T-EHumanEsophagusESCC9.32e-561.48e+000.1323
51399TRAPPC4P5T-EHumanEsophagusESCC3.86e-345.99e-010.1327
51399TRAPPC4P8T-EHumanEsophagusESCC4.71e-153.64e-010.0889
51399TRAPPC4P9T-EHumanEsophagusESCC1.53e-184.50e-010.1131
51399TRAPPC4P10T-EHumanEsophagusESCC1.55e-254.11e-010.116
51399TRAPPC4P11T-EHumanEsophagusESCC6.66e-158.33e-010.1426
51399TRAPPC4P12T-EHumanEsophagusESCC2.06e-457.51e-010.1122
Page: 1 2 3 4 5 6 7 

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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
GO:0016358ColorectumADdendrite development69/3918243/187233.32e-032.42e-0269
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00163581ColorectumSERdendrite development58/2897243/187233.82e-045.81e-0358
GO:00068881ColorectumSERendoplasmic reticulum to Golgi vesicle-mediated transport34/2897130/187231.13e-031.29e-0234
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00068882ColorectumMSSendoplasmic reticulum to Golgi vesicle-mediated transport44/3467130/187232.17e-054.60e-0444
GO:00163582ColorectumMSSdendrite development65/3467243/187239.41e-049.50e-0365
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:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
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:001635811LiverHCCdendrite development121/7958243/187231.26e-024.56e-02121
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
TRAPPC4SNVMissense_Mutationnovelc.630N>Tp.Glu210Aspp.E210DQ9Y296protein_codingtolerated(0.16)benign(0.021)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
TRAPPC4SNVMissense_Mutationnovelc.159G>Cp.Gln53Hisp.Q53HQ9Y296protein_codingdeleterious(0.01)probably_damaging(0.915)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TRAPPC4SNVMissense_Mutationc.149N>Tp.Ala50Valp.A50VQ9Y296protein_codingtolerated(0.57)benign(0.003)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TRAPPC4SNVMissense_Mutationc.528T>Gp.Ile176Metp.I176MQ9Y296protein_codingdeleterious(0.02)benign(0.321)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRAPPC4SNVMissense_Mutationnovelc.280G>Tp.Val94Leup.V94LQ9Y296protein_codingtolerated(0.88)benign(0.001)TCGA-AG-A023-01Colorectumrectum adenocarcinomaFemale<65III/IVUnknownUnknownPD
TRAPPC4insertionFrame_Shift_Insnovelc.93_94insGGTAp.Phe32GlyfsTer15p.F32Gfs*15Q9Y296protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRAPPC4SNVMissense_Mutationc.123G>Tp.Lys41Asnp.K41NQ9Y296protein_codingtolerated(0.28)benign(0.209)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TRAPPC4SNVMissense_Mutationnovelc.92N>Ap.Thr31Asnp.T31NQ9Y296protein_codingdeleterious(0.01)probably_damaging(0.921)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
TRAPPC4SNVMissense_Mutationnovelc.182N>Gp.His61Argp.H61RQ9Y296protein_codingdeleterious(0.01)benign(0.011)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TRAPPC4SNVMissense_Mutationrs782598621c.512G>Ap.Arg171Glnp.R171QQ9Y296protein_codingdeleterious(0.01)benign(0.189)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
Page: 1 2 

Top

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
Page: 1