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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: VPS28

Gene summary for VPS28

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS28

Gene ID

51160

Gene nameVPS28 subunit of ESCRT-I
Gene AliasVPS28
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q548N1


Top

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
51160VPS28GSM4909281HumanBreastIDC7.88e-104.13e-010.21
51160VPS28GSM4909285HumanBreastIDC1.24e-042.86e-010.21
51160VPS28GSM4909293HumanBreastIDC3.01e-022.58e-010.1581
51160VPS28GSM4909294HumanBreastIDC1.86e-234.08e-010.2022
51160VPS28GSM4909296HumanBreastIDC3.08e-179.80e-030.1524
51160VPS28GSM4909297HumanBreastIDC2.55e-241.03e-010.1517
51160VPS28GSM4909301HumanBreastIDC1.03e-062.20e-010.1577
51160VPS28GSM4909302HumanBreastIDC5.76e-062.16e-010.1545
51160VPS28GSM4909304HumanBreastIDC3.13e-275.88e-010.1636
51160VPS28GSM4909305HumanBreastIDC4.53e-032.90e-010.0436
51160VPS28GSM4909306HumanBreastIDC1.34e-195.36e-010.1564
51160VPS28GSM4909307HumanBreastIDC2.25e-032.38e-010.1569
51160VPS28GSM4909308HumanBreastIDC5.29e-042.71e-010.158
51160VPS28GSM4909309HumanBreastIDC1.70e-081.64e-010.0483
51160VPS28GSM4909311HumanBreastIDC3.89e-543.59e-010.1534
51160VPS28GSM4909312HumanBreastIDC2.83e-335.63e-010.1552
51160VPS28GSM4909313HumanBreastIDC4.63e-041.20e-010.0391
51160VPS28GSM4909317HumanBreastIDC6.88e-437.68e-010.1355
51160VPS28GSM4909318HumanBreastIDC1.43e-156.72e-010.2031
51160VPS28GSM4909319HumanBreastIDC2.66e-754.37e-010.1563
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:19033209BreastPrecancerregulation of protein modification by small protein conjugation or removal38/1080242/187231.71e-081.17e-0638
GO:19033219BreastPrecancernegative regulation of protein modification by small protein conjugation or removal21/108095/187238.09e-084.61e-0621
GO:00313969BreastPrecancerregulation of protein ubiquitination33/1080210/187231.45e-077.82e-0633
GO:00313979BreastPrecancernegative regulation of protein ubiquitination19/108083/187231.85e-079.54e-0619
GO:00421769BreastPrecancerregulation of protein catabolic process47/1080391/187231.50e-065.58e-0547
GO:19049519BreastPrecancerpositive regulation of establishment of protein localization36/1080319/187239.30e-051.75e-0336
GO:00098969BreastPrecancerpositive regulation of catabolic process48/1080492/187232.62e-043.84e-0348
GO:19038299BreastPrecancerpositive regulation of cellular protein localization30/1080276/187236.48e-047.99e-0330
GO:00725948BreastPrecancerestablishment of protein localization to organelle41/1080422/187237.75e-049.20e-0341
GO:00512229BreastPrecancerpositive regulation of protein transport31/1080303/187231.44e-031.50e-0231
GO:00458076BreastPrecancerpositive regulation of endocytosis14/1080100/187231.77e-031.74e-0214
GO:00457329BreastPrecancerpositive regulation of protein catabolic process25/1080231/187231.87e-031.82e-0225
GO:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:001905814BreastIDCviral life cycle61/1434317/187231.61e-112.77e-0961
GO:004217614BreastIDCregulation of protein catabolic process63/1434391/187231.32e-089.61e-0763
GO:190332014BreastIDCregulation of protein modification by small protein conjugation or removal43/1434242/187231.71e-079.16e-0643
GO:003139614BreastIDCregulation of protein ubiquitination37/1434210/187231.50e-066.36e-0537
GO:190332114BreastIDCnegative regulation of protein modification by small protein conjugation or removal22/143495/187232.16e-068.69e-0522
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414416BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
hsa0414417BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
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
Page: 1 2 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
VPS28SNVMissense_Mutationrs782172751c.497N>Ap.Arg166Hisp.R166HQ9UK41protein_codingdeleterious(0)possibly_damaging(0.76)TCGA-E2-A154-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
VPS28SNVMissense_Mutationrs781857387c.43G>Ap.Gly15Argp.G15RQ9UK41protein_codingtolerated(0.06)possibly_damaging(0.595)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
VPS28SNVMissense_Mutationrs781982468c.290N>Ap.Arg97Hisp.R97HQ9UK41protein_codingdeleterious(0.02)benign(0.03)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
VPS28SNVMissense_Mutationrs782001806c.326N>Ap.Arg109Glnp.R109QQ9UK41protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VPS28SNVMissense_Mutationrs782640000c.608G>Ap.Arg203Glnp.R203QQ9UK41protein_codingtolerated_low_confidence(1)benign(0)TCGA-AG-4021-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownPD
VPS28SNVMissense_Mutationrs782803588c.289C>Tp.Arg97Cysp.R97CQ9UK41protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VPS28SNVMissense_Mutationrs369965146c.682C>Tp.Arg228Trpp.R228WQ9UK41protein_codingdeleterious_low_confidence(0)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VPS28SNVMissense_Mutationnovelc.632C>Tp.Pro211Leup.P211LQ9UK41protein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
VPS28SNVMissense_Mutationrs149592460c.311N>Tp.Pro104Leup.P104LQ9UK41protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VPS28SNVMissense_Mutationnovelc.431G>Ap.Arg144Hisp.R144HQ9UK41protein_codingdeleterious(0.03)benign(0.273)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 

Top

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
Page: 1