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: TRAPPC2L

Gene summary for TRAPPC2L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAPPC2L

Gene ID

51693

Gene nametrafficking protein particle complex subunit 2L
Gene AliasHSPC176
Cytomap16q24.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A0B4J294


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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
51693TRAPPC2LGSM4909291HumanBreastIDC3.23e-022.67e-010.1753
51693TRAPPC2LGSM4909294HumanBreastIDC1.35e-052.45e-010.2022
51693TRAPPC2LGSM4909296HumanBreastIDC2.75e-051.43e-010.1524
51693TRAPPC2LGSM4909297HumanBreastIDC1.19e-03-1.18e-010.1517
51693TRAPPC2LGSM4909304HumanBreastIDC3.33e-185.02e-010.1636
51693TRAPPC2LGSM4909311HumanBreastIDC2.69e-17-5.40e-020.1534
51693TRAPPC2LGSM4909312HumanBreastIDC9.40e-05-2.39e-020.1552
51693TRAPPC2LGSM4909316HumanBreastIDC3.42e-021.55e-010.21
51693TRAPPC2LGSM4909319HumanBreastIDC6.30e-22-1.28e-010.1563
51693TRAPPC2LGSM4909320HumanBreastIDC3.84e-042.06e-010.1575
51693TRAPPC2LGSM4909321HumanBreastIDC3.15e-111.25e-010.1559
51693TRAPPC2Lbrca2HumanBreastPrecancer1.77e-032.30e-01-0.024
51693TRAPPC2LNCCBC3HumanBreastDCIS1.55e-027.18e-020.1198
51693TRAPPC2LP1HumanBreastIDC1.37e-02-1.60e-010.1527
51693TRAPPC2LDCIS2HumanBreastDCIS1.46e-587.75e-020.0085
51693TRAPPC2LLZE4THumanEsophagusESCC9.25e-114.52e-010.0811
51693TRAPPC2LLZE5THumanEsophagusESCC9.85e-056.96e-010.0514
51693TRAPPC2LLZE7THumanEsophagusESCC5.48e-042.98e-010.0667
51693TRAPPC2LLZE8THumanEsophagusESCC4.02e-115.05e-010.067
51693TRAPPC2LLZE20THumanEsophagusESCC2.33e-084.80e-010.0662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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.

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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: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: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: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:004819310ProstateBPHGolgi vesicle transport102/3107296/187233.90e-144.56e-12102
GO:00068887ProstateBPHendoplasmic reticulum to Golgi vesicle-mediated transport46/3107130/187231.53e-073.53e-0646
GO:004819314ProstateTumorGolgi vesicle transport105/3246296/187233.55e-144.33e-12105
GO:000688813ProstateTumorendoplasmic reticulum to Golgi vesicle-mediated transport49/3246130/187232.49e-088.33e-0749
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:004819320ThyroidPTCGolgi vesicle transport186/5968296/187233.09e-281.22e-25186
GO:000688817ThyroidPTCendoplasmic reticulum to Golgi vesicle-mediated transport83/5968130/187236.19e-143.52e-1283
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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
TRAPPC2LSNVMissense_Mutationc.205N>Cp.Val69Leup.V69Lprotein_codingtolerated(0.1)benign(0.041)TCGA-PL-A8LX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TRAPPC2LSNVMissense_Mutationrs748351026c.15N>Gp.Ile5Metp.I5Mprotein_codingdeleterious(0)benign(0.095)TCGA-JW-A852-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TRAPPC2LSNVMissense_Mutationc.133G>Ap.Ala45Thrp.A45Tprotein_codingtolerated(0.54)benign(0.007)TCGA-CA-5254-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinCR
TRAPPC2LSNVMissense_Mutationrs745360396c.377G>Tp.Gly126Valp.G126Vprotein_codingtolerated_low_confidence(0.16)unknown(0)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRAPPC2LSNVMissense_Mutationc.133G>Ap.Ala45Thrp.A45Tprotein_codingtolerated(0.54)benign(0.007)TCGA-AG-A016-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilSD
TRAPPC2LSNVMissense_Mutationc.133N>Ap.Ala45Thrp.A45Tprotein_codingtolerated(0.54)benign(0.007)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRAPPC2LSNVMissense_Mutationrs774450235c.211N>Ap.Gly71Serp.G71Sprotein_codingdeleterious(0)probably_damaging(0.971)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TRAPPC2LSNVMissense_Mutationrs755976894c.362N>Ap.Arg121Hisp.R121Hprotein_codingtolerated(0.15)benign(0.005)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TRAPPC2LSNVMissense_Mutationrs755976894c.362N>Ap.Arg121Hisp.R121Hprotein_codingtolerated(0.15)benign(0.005)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC2LSNVMissense_Mutationrs747075962c.298N>Cp.Phe100Leup.F100Lprotein_codingdeleterious(0.03)possibly_damaging(0.775)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
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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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