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: VPS35

Gene summary for VPS35

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS35

Gene ID

55737

Gene nameVPS35 retromer complex component
Gene AliasMEM3
Cytomap16q11.2
Gene Typeprotein-coding
GO ID

GO:0000266

UniProtAcc

Q96QK1


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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
55737VPS35HTA11_1938_2000001011HumanColorectumAD5.15e-044.80e-01-0.0811
55737VPS35HTA11_78_2000001011HumanColorectumAD3.01e-075.20e-01-0.1088
55737VPS35HTA11_347_2000001011HumanColorectumAD8.49e-165.65e-01-0.1954
55737VPS35HTA11_6801_2000001011HumanColorectumSER1.96e-036.25e-010.0171
55737VPS35HTA11_99999970781_79442HumanColorectumMSS6.06e-065.11e-010.294
55737VPS35HTA11_99999965104_69814HumanColorectumMSS3.74e-149.51e-010.281
55737VPS35HTA11_99999971662_82457HumanColorectumMSS3.13e-044.63e-010.3859
55737VPS35A015-C-203HumanColorectumFAP1.32e-07-7.45e-02-0.1294
55737VPS35A002-C-201HumanColorectumFAP3.82e-02-1.29e-010.0324
55737VPS35A001-C-108HumanColorectumFAP1.61e-03-7.15e-02-0.0272
55737VPS35A002-C-205HumanColorectumFAP4.61e-05-2.50e-02-0.1236
55737VPS35A015-C-006HumanColorectumFAP7.13e-03-9.74e-02-0.0994
55737VPS35A002-C-114HumanColorectumFAP6.16e-044.67e-03-0.1561
55737VPS35A015-C-104HumanColorectumFAP5.04e-10-3.78e-02-0.1899
55737VPS35A002-C-016HumanColorectumFAP2.34e-03-9.22e-020.0521
55737VPS35A015-C-002HumanColorectumFAP4.12e-028.22e-02-0.0763
55737VPS35A002-C-116HumanColorectumFAP2.35e-11-7.03e-02-0.0452
55737VPS35A014-C-008HumanColorectumFAP1.33e-026.47e-02-0.191
55737VPS35A018-E-020HumanColorectumFAP2.69e-03-4.56e-02-0.2034
55737VPS35F034HumanColorectumFAP1.60e-051.29e-03-0.0665
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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
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:0045732210ThyroidATCpositive regulation of protein catabolic process148/6293231/187231.93e-214.36e-19148
GO:190336434ThyroidATCpositive regulation of cellular protein catabolic process109/6293155/187238.26e-211.49e-18109
GO:003164734ThyroidATCregulation of protein stability177/6293298/187234.08e-206.46e-18177
GO:001623623ThyroidATCmacroautophagy169/6293291/187236.56e-187.69e-16169
GO:001050632ThyroidATCregulation of autophagy180/6293317/187231.34e-171.46e-15180
GO:000683929ThyroidATCmitochondrial transport151/6293254/187232.07e-172.14e-15151
GO:001605525ThyroidATCWnt signaling pathway234/6293444/187234.64e-174.31e-15234
GO:019873825ThyroidATCcell-cell signaling by wnt234/6293446/187239.26e-178.25e-15234
GO:007265928ThyroidATCprotein localization to plasma membrane161/6293284/187238.45e-166.52e-14161
GO:009015031ThyroidATCestablishment of protein localization to membrane150/6293260/187231.05e-157.96e-14150
GO:199077826ThyroidATCprotein localization to cell periphery181/6293333/187233.72e-152.56e-13181
GO:001619719ThyroidATCendosomal transport128/6293230/187234.44e-121.75e-10128
GO:001624115ThyroidATCregulation of macroautophagy86/6293141/187232.35e-118.24e-1086
GO:004828512ThyroidATCorganelle fission229/6293488/187234.79e-101.29e-08229
GO:0070997210ThyroidATCneuron death176/6293361/187231.43e-093.57e-08176
GO:000703423ThyroidATCvacuolar transport89/6293157/187232.26e-095.40e-0889
GO:001648218ThyroidATCcytosolic transport93/6293168/187235.19e-091.15e-0793
GO:0010821112ThyroidATCregulation of mitochondrion organization82/6293144/187237.15e-091.54e-0782
GO:190121428ThyroidATCregulation of neuron death156/6293319/187239.30e-091.96e-07156
GO:009887619ThyroidATCvesicle-mediated transport to the plasma membrane77/6293136/187232.86e-085.43e-0777
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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
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
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
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
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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
VPS35SNVMissense_Mutationrs868056476c.1807N>Ap.Ala603Thrp.A603TQ96QK1protein_codingtolerated(0.15)probably_damaging(0.991)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS35SNVMissense_Mutationc.2209N>Ap.Ala737Thrp.A737TQ96QK1protein_codingtolerated(0.31)benign(0)TCGA-BH-A0C1-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
VPS35SNVMissense_Mutationc.1747N>Gp.Leu583Valp.L583VQ96QK1protein_codingdeleterious(0)possibly_damaging(0.894)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS35SNVMissense_Mutationc.514A>Gp.Thr172Alap.T172AQ96QK1protein_codingtolerated(0.86)benign(0.001)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VPS35SNVMissense_Mutationnovelc.183G>Tp.Lys61Asnp.K61NQ96QK1protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
VPS35SNVMissense_Mutationc.676C>Tp.Arg226Cysp.R226CQ96QK1protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VPS35SNVMissense_Mutationnovelc.587N>Ap.Arg196Glnp.R196QQ96QK1protein_codingdeleterious(0)probably_damaging(0.947)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
VPS35SNVMissense_Mutationc.286N>Ap.Glu96Lysp.E96KQ96QK1protein_codingdeleterious(0)probably_damaging(0.98)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
VPS35SNVMissense_Mutationnovelc.1961N>Tp.Ala654Valp.A654VQ96QK1protein_codingtolerated(0.09)possibly_damaging(0.447)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
VPS35SNVMissense_Mutationc.434N>Tp.Arg145Metp.R145MQ96QK1protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
55737VPS35ENZYMEMELAGATRANMELAGATRAN22494098
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