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: TRAPPC1

Gene summary for TRAPPC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAPPC1

Gene ID

58485

Gene nametrafficking protein particle complex subunit 1
Gene AliasBET5
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9Y5R8


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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
58485TRAPPC1HTA11_866_3004761011HumanColorectumAD6.72e-051.97e-010.096
58485TRAPPC1HTA11_8622_2000001021HumanColorectumSER2.66e-032.73e-010.0528
58485TRAPPC1HTA11_10623_2000001011HumanColorectumAD3.41e-033.38e-01-0.0177
58485TRAPPC1HTA11_10711_2000001011HumanColorectumAD4.99e-052.70e-010.0338
58485TRAPPC1HTA11_7696_3000711011HumanColorectumAD8.47e-132.94e-010.0674
58485TRAPPC1HTA11_7469_2000001011HumanColorectumAD1.27e-024.40e-01-0.0124
58485TRAPPC1HTA11_6818_2000001021HumanColorectumAD8.07e-043.07e-010.0588
58485TRAPPC1HTA11_99999970781_79442HumanColorectumMSS2.01e-061.83e-010.294
58485TRAPPC1HTA11_99999965062_69753HumanColorectumMSI-H2.01e-067.08e-010.3487
58485TRAPPC1HTA11_99999971662_82457HumanColorectumMSS5.14e-072.19e-010.3859
58485TRAPPC1HTA11_99999973899_84307HumanColorectumMSS3.05e-032.40e-010.2585
58485TRAPPC1HTA11_99999974143_84620HumanColorectumMSS3.59e-142.85e-010.3005
58485TRAPPC1AEH-subject1HumanEndometriumAEH7.00e-15-4.15e-01-0.3059
58485TRAPPC1AEH-subject2HumanEndometriumAEH4.49e-10-4.20e-01-0.2525
58485TRAPPC1AEH-subject3HumanEndometriumAEH3.18e-10-3.67e-01-0.2576
58485TRAPPC1AEH-subject4HumanEndometriumAEH4.00e-08-4.08e-01-0.2657
58485TRAPPC1AEH-subject5HumanEndometriumAEH8.63e-08-3.98e-01-0.2953
58485TRAPPC1EEC-subject1HumanEndometriumEEC1.63e-18-4.27e-01-0.2682
58485TRAPPC1EEC-subject2HumanEndometriumEEC2.97e-18-4.91e-01-0.2607
58485TRAPPC1EEC-subject3HumanEndometriumEEC9.31e-47-5.33e-01-0.2525
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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
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
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
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.

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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:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:004325410CervixCCregulation of protein-containing complex assembly96/2311428/187232.91e-093.05e-0796
GO:00516567CervixCCestablishment of organelle localization76/2311390/187233.17e-055.21e-0476
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:19021153CervixCCregulation of organelle assembly40/2311186/187232.92e-043.15e-0340
GO:00070304CervixCCGolgi organization32/2311157/187232.78e-031.87e-0232
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
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:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
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:00068883ColorectumMSI-Hendoplasmic reticulum to Golgi vesicle-mediated transport22/1319130/187231.05e-043.24e-0322
GO:00481933ColorectumMSI-HGolgi vesicle transport39/1319296/187231.17e-043.51e-0339
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
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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
TRAPPC1SNVMissense_Mutationc.140N>Gp.Ser47Trpp.S47WQ9Y5R8protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TRAPPC1SNVMissense_Mutationc.386N>Ap.Arg129Glnp.R129QQ9Y5R8protein_codingtolerated(0.26)benign(0.003)TCGA-AQ-A1H2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinSD
TRAPPC1SNVMissense_Mutationrs148790381c.379N>Tp.Arg127Cysp.R127CQ9Y5R8protein_codingdeleterious(0.05)possibly_damaging(0.74)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRAPPC1SNVMissense_Mutationc.427N>Tp.Arg143Trpp.R143WQ9Y5R8protein_codingdeleterious(0)possibly_damaging(0.798)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC1SNVMissense_Mutationc.5N>Tp.Thr2Ilep.T2IQ9Y5R8protein_codingdeleterious(0.01)probably_damaging(0.934)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC1SNVMissense_Mutationnovelc.68N>Ap.Arg23Hisp.R23HQ9Y5R8protein_codingdeleterious(0)possibly_damaging(0.486)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TRAPPC1SNVMissense_Mutationc.314A>Gp.Tyr105Cysp.Y105CQ9Y5R8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
TRAPPC1SNVMissense_Mutationc.72N>Tp.Lys24Asnp.K24NQ9Y5R8protein_codingtolerated(0.5)benign(0.153)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC1SNVMissense_Mutationc.227C>Tp.Thr76Metp.T76MQ9Y5R8protein_codingdeleterious(0)probably_damaging(0.994)TCGA-97-8171-01Lunglung adenocarcinomaMale>=65III/IVTargeted Molecular therapytarcevaPD
TRAPPC1SNVMissense_Mutationc.347N>Tp.Pro116Leup.P116LQ9Y5R8protein_codingtolerated(0.27)benign(0.052)TCGA-BR-8078-01Stomachstomach adenocarcinomaFemale>=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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