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: VPS54

Gene summary for VPS54

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS54

Gene ID

51542

Gene nameVPS54 subunit of GARP complex
Gene AliasHCC8
Cytomap2p15-p14
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

Q9P1Q0


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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
51542VPS54CCI_1HumanCervixCC1.49e-066.26e-010.528
51542VPS54CCI_2HumanCervixCC1.44e-067.94e-010.5249
51542VPS54CCI_3HumanCervixCC6.65e-105.92e-010.516
51542VPS54HTA11_3410_2000001011HumanColorectumAD1.71e-15-5.67e-010.0155
51542VPS54HTA11_2487_2000001011HumanColorectumSER3.47e-02-4.15e-01-0.1808
51542VPS54HTA11_3361_2000001011HumanColorectumAD1.14e-03-5.06e-01-0.1207
51542VPS54HTA11_866_2000001011HumanColorectumAD3.74e-05-3.45e-01-0.1001
51542VPS54HTA11_866_3004761011HumanColorectumAD1.86e-11-5.33e-010.096
51542VPS54HTA11_8622_2000001021HumanColorectumSER2.72e-02-6.33e-010.0528
51542VPS54HTA11_7696_3000711011HumanColorectumAD2.89e-13-4.59e-010.0674
51542VPS54HTA11_6818_2000001021HumanColorectumAD9.81e-04-5.29e-010.0588
51542VPS54HTA11_99999970781_79442HumanColorectumMSS1.41e-03-3.02e-010.294
51542VPS54A001-C-207HumanColorectumFAP1.89e-03-2.57e-010.1278
51542VPS54A015-C-203HumanColorectumFAP6.05e-27-3.74e-01-0.1294
51542VPS54A015-C-204HumanColorectumFAP4.76e-06-2.65e-01-0.0228
51542VPS54A014-C-040HumanColorectumFAP7.00e-05-4.17e-01-0.1184
51542VPS54A002-C-201HumanColorectumFAP1.94e-15-4.61e-010.0324
51542VPS54A002-C-203HumanColorectumFAP5.69e-05-2.41e-010.2786
51542VPS54A001-C-119HumanColorectumFAP4.95e-07-3.84e-01-0.1557
51542VPS54A001-C-108HumanColorectumFAP1.18e-12-2.13e-01-0.0272
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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
∗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:004887210CervixCChomeostasis of number of cells61/2311272/187232.17e-066.55e-0561
GO:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:00068927CervixCCpost-Golgi vesicle-mediated transport28/2311104/187234.31e-056.61e-0428
GO:00602498CervixCCanatomical structure homeostasis63/2311314/187236.03e-058.68e-0463
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:00070347CervixCCvacuolar transport34/2311157/187237.03e-046.40e-0334
GO:00451043CervixCCintermediate filament cytoskeleton organization15/231151/187239.25e-047.84e-0315
GO:00451033CervixCCintermediate filament-based process15/231152/187231.15e-039.39e-0315
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
GO:00070416CervixCClysosomal transport24/2311114/187235.81e-033.33e-0224
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0006892ColorectumADpost-Golgi vesicle-mediated transport45/3918104/187232.22e-079.26e-0645
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0048872ColorectumADhomeostasis of number of cells87/3918272/187231.16e-052.61e-0487
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:0007041ColorectumADlysosomal transport42/3918114/187236.61e-051.07e-0342
GO:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
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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
VPS54SNVMissense_Mutationnovelc.1042N>Cp.Lys348Glnp.K348QQ9P1Q0protein_codingdeleterious(0.01)probably_damaging(0.938)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS54SNVMissense_Mutationrs368681209c.1789N>Gp.Asn597Aspp.N597DQ9P1Q0protein_codingtolerated(0.23)benign(0.021)TCGA-B6-A0WV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS54SNVMissense_Mutationc.1771G>Cp.Glu591Glnp.E591QQ9P1Q0protein_codingdeleterious(0.01)probably_damaging(0.925)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
VPS54SNVMissense_Mutationc.2134N>Gp.Lys712Glup.K712EQ9P1Q0protein_codingtolerated(0.65)benign(0.009)TCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
VPS54SNVMissense_Mutationc.1576N>Ap.Glu526Lysp.E526KQ9P1Q0protein_codingtolerated(0.05)benign(0.036)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
VPS54insertionIn_Frame_Insnovelc.513_514insATTGTGTTAGCTAATATAp.Phe171_Ala172insIleValLeuAlaAsnIlep.F171_A172insIVLANIQ9P1Q0protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS54insertionFrame_Shift_Insnovelc.781_782insCAGTGCCTGTCCTGGTGGAGGTGGTGGGGGATGCAGTGGACTTTGTGp.Gln261ProfsTer21p.Q261Pfs*21Q9P1Q0protein_codingTCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
VPS54SNVMissense_Mutationnovelc.2011T>Cp.Phe671Leup.F671LQ9P1Q0protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VPS54SNVMissense_Mutationnovelc.130N>Ap.Pro44Thrp.P44TQ9P1Q0protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
VPS54SNVMissense_Mutationrs781463602c.1595N>Cp.Val532Alap.V532AQ9P1Q0protein_codingtolerated(0.59)benign(0)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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