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: VPS29

Gene summary for VPS29

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS29

Gene ID

51699

Gene nameVPS29 retromer complex component
Gene AliasDC15
Cytomap12q24.11
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

F8VXU5


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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
51699VPS29HTA11_347_2000001011HumanColorectumAD6.40e-063.90e-01-0.1954
51699VPS29HTA11_866_3004761011HumanColorectumAD2.50e-022.10e-010.096
51699VPS29HTA11_99999970781_79442HumanColorectumMSS2.83e-044.22e-010.294
51699VPS29HTA11_99999965104_69814HumanColorectumMSS1.90e-054.67e-010.281
51699VPS29A015-C-203HumanColorectumFAP8.83e-07-9.59e-02-0.1294
51699VPS29A001-C-108HumanColorectumFAP3.18e-02-4.15e-02-0.0272
51699VPS29A002-C-205HumanColorectumFAP1.19e-05-1.08e-01-0.1236
51699VPS29A015-C-006HumanColorectumFAP8.39e-04-1.00e-01-0.0994
51699VPS29A002-C-114HumanColorectumFAP2.47e-05-2.08e-01-0.1561
51699VPS29A015-C-104HumanColorectumFAP6.56e-08-1.14e-01-0.1899
51699VPS29A001-C-014HumanColorectumFAP1.83e-02-1.03e-010.0135
51699VPS29A002-C-016HumanColorectumFAP4.52e-09-1.19e-010.0521
51699VPS29A015-C-002HumanColorectumFAP3.26e-02-1.66e-01-0.0763
51699VPS29A002-C-116HumanColorectumFAP2.00e-07-7.79e-02-0.0452
51699VPS29A014-C-008HumanColorectumFAP2.72e-03-1.31e-01-0.191
51699VPS29A018-E-020HumanColorectumFAP2.34e-04-1.31e-01-0.2034
51699VPS29F034HumanColorectumFAP4.34e-06-1.67e-01-0.0665
51699VPS29AEH-subject1HumanEndometriumAEH4.73e-03-5.01e-02-0.3059
51699VPS29AEH-subject2HumanEndometriumAEH2.50e-04-2.13e-01-0.2525
51699VPS29AEH-subject3HumanEndometriumAEH1.09e-07-1.54e-01-0.2576
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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
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
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:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:0032456ColorectumADendocytic recycling28/391873/187234.87e-045.30e-0328
GO:00988762ColorectumMSSvesicle-mediated transport to the plasma membrane54/3467136/187236.20e-093.95e-0754
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:00164822ColorectumMSScytosolic transport59/3467168/187232.29e-079.79e-0659
GO:00421471ColorectumMSSretrograde transport, endosome to Golgi33/346791/187234.78e-058.71e-0433
GO:00324561ColorectumMSSendocytic recycling26/346773/187234.05e-044.99e-0326
GO:00988763ColorectumFAPvesicle-mediated transport to the plasma membrane42/2622136/187233.16e-071.78e-0542
GO:00164823ColorectumFAPcytosolic transport47/2622168/187231.58e-066.72e-0547
GO:00161973ColorectumFAPendosomal transport56/2622230/187231.79e-054.53e-0456
GO:00421472ColorectumFAPretrograde transport, endosome to Golgi26/262291/187232.21e-043.14e-0326
GO:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
GO:009887610EsophagusHGINvesicle-mediated transport to the plasma membrane36/2587136/187236.76e-051.55e-0336
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa0414420EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa04144110EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa0414424EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa0414434EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
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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
VPS29SNVMissense_Mutationc.405G>Cp.Gln135Hisp.Q135Hprotein_codingdeleterious(0.04)probably_damaging(0.946)TCGA-FU-A3YQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
VPS29SNVMissense_Mutationc.167N>Cp.Lys56Thrp.K56Tprotein_codingtolerated(0.13)benign(0.113)TCGA-AA-3968-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VPS29SNVMissense_Mutationnovelc.530A>Gp.Asn177Serp.N177Sprotein_codingtolerated(0.14)benign(0.001)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
VPS29SNVMissense_Mutationnovelc.628N>Ap.Glu210Lysp.E210Kprotein_codingtolerated(0.11)benign(0.12)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
VPS29SNVMissense_Mutationnovelc.228G>Tp.Glu76Aspp.E76Dprotein_codingtolerated(0.22)benign(0.007)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
VPS29SNVMissense_Mutationnovelc.356G>Ap.Gly119Glup.G119Eprotein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
VPS29SNVMissense_Mutationnovelc.246N>Tp.Lys82Asnp.K82Nprotein_codingdeleterious(0)possibly_damaging(0.904)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
VPS29SNVMissense_Mutationc.466C>Tp.His156Tyrp.H156Yprotein_codingtolerated(1)benign(0.019)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
VPS29SNVMissense_Mutationc.253N>Ap.Ala85Thrp.A85Tprotein_codingtolerated(0.18)benign(0.338)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VPS29SNVMissense_Mutationc.490N>Ap.Pro164Thrp.P164Tprotein_codingdeleterious(0)probably_damaging(0.971)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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