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
58485TRAPPC1CA_HPV_1HumanCervixCC1.05e-05-2.50e-020.0264
58485TRAPPC1CCI_1HumanCervixCC7.13e-08-6.07e-010.528
58485TRAPPC1CCI_3HumanCervixCC3.72e-08-5.91e-010.516
58485TRAPPC1CCII_1HumanCervixCC2.01e-12-5.95e-010.3249
58485TRAPPC1HTA11_3410_2000001011HumanColorectumAD9.09e-071.79e-010.0155
58485TRAPPC1HTA11_2487_2000001011HumanColorectumSER2.87e-124.03e-01-0.1808
58485TRAPPC1HTA11_2951_2000001011HumanColorectumAD2.49e-022.65e-010.0216
58485TRAPPC1HTA11_1938_2000001011HumanColorectumAD2.99e-073.26e-01-0.0811
58485TRAPPC1HTA11_78_2000001011HumanColorectumAD1.91e-021.91e-01-0.1088
58485TRAPPC1HTA11_347_2000001011HumanColorectumAD1.40e-133.42e-01-0.1954
58485TRAPPC1HTA11_411_2000001011HumanColorectumSER3.65e-023.89e-01-0.2602
58485TRAPPC1HTA11_3361_2000001011HumanColorectumAD6.29e-083.05e-01-0.1207
58485TRAPPC1HTA11_83_2000001011HumanColorectumSER5.22e-043.07e-01-0.1526
58485TRAPPC1HTA11_696_2000001011HumanColorectumAD5.25e-163.60e-01-0.1464
58485TRAPPC1HTA11_866_2000001011HumanColorectumAD1.80e-071.86e-01-0.1001
58485TRAPPC1HTA11_1391_2000001011HumanColorectumAD2.56e-185.14e-01-0.059
58485TRAPPC1HTA11_2992_2000001011HumanColorectumSER1.37e-044.29e-01-0.1706
58485TRAPPC1HTA11_5212_2000001011HumanColorectumAD7.59e-073.87e-01-0.2061
58485TRAPPC1HTA11_5216_2000001011HumanColorectumSER9.12e-054.00e-01-0.1462
58485TRAPPC1HTA11_546_2000001011HumanColorectumAD1.57e-104.91e-01-0.0842
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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:009881312ThyroidATCnuclear chromosome segregation145/6293281/187233.06e-108.61e-09145
GO:001648218ThyroidATCcytosolic transport93/6293168/187235.19e-091.15e-0793
GO:005000013ThyroidATCchromosome localization49/629382/187231.07e-061.39e-0549
GO:005130312ThyroidATCestablishment of chromosome localization47/629380/187233.44e-063.86e-0547
GO:005131012ThyroidATCmetaphase plate congression40/629365/187233.67e-064.08e-0540
GO:003450212ThyroidATCprotein localization to chromosome52/629392/187235.21e-065.61e-0552
GO:000703015ThyroidATCGolgi organization79/6293157/187231.07e-051.05e-0479
GO:00513833ThyroidATCkinetochore organization18/629323/187231.47e-051.39e-0418
GO:190211522ThyroidATCregulation of organelle assembly90/6293186/187232.00e-051.81e-0490
GO:00513823ThyroidATCkinetochore assembly15/629318/187232.06e-051.85e-0415
GO:004214715ThyroidATCretrograde transport, endosome to Golgi49/629391/187235.48e-054.23e-0449
GO:00345083ThyroidATCcentromere complex assembly20/629330/187232.18e-041.43e-0320
GO:000689113ThyroidATCintra-Golgi vesicle-mediated transport20/629333/187231.33e-036.96e-0320
GO:00718242ThyroidATCprotein-DNA complex subunit organization103/6293241/187231.84e-039.03e-03103
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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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