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: VAC14

Gene summary for VAC14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VAC14

Gene ID

55697

Gene nameVAC14 component of PIKFYVE complex
Gene AliasArPIKfyve
Cytomap16q22.1-q22.2
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q08AM6


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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
55697VAC14LZE4THumanEsophagusESCC1.71e-061.83e-010.0811
55697VAC14LZE20THumanEsophagusESCC8.42e-041.23e-010.0662
55697VAC14LZE22THumanEsophagusESCC6.32e-086.22e-010.068
55697VAC14LZE24THumanEsophagusESCC1.45e-143.49e-010.0596
55697VAC14LZE21THumanEsophagusESCC1.96e-023.36e-010.0655
55697VAC14P1T-EHumanEsophagusESCC1.34e-063.01e-010.0875
55697VAC14P2T-EHumanEsophagusESCC1.05e-131.32e-010.1177
55697VAC14P4T-EHumanEsophagusESCC7.55e-122.62e-010.1323
55697VAC14P5T-EHumanEsophagusESCC6.29e-061.48e-010.1327
55697VAC14P8T-EHumanEsophagusESCC5.23e-162.71e-010.0889
55697VAC14P9T-EHumanEsophagusESCC1.22e-061.32e-010.1131
55697VAC14P10T-EHumanEsophagusESCC1.38e-071.24e-010.116
55697VAC14P11T-EHumanEsophagusESCC4.97e-124.23e-010.1426
55697VAC14P12T-EHumanEsophagusESCC7.64e-152.75e-010.1122
55697VAC14P15T-EHumanEsophagusESCC2.22e-194.09e-010.1149
55697VAC14P16T-EHumanEsophagusESCC8.65e-071.49e-010.1153
55697VAC14P17T-EHumanEsophagusESCC1.84e-062.70e-010.1278
55697VAC14P19T-EHumanEsophagusESCC8.86e-064.04e-010.1662
55697VAC14P20T-EHumanEsophagusESCC4.06e-102.44e-010.1124
55697VAC14P21T-EHumanEsophagusESCC4.95e-183.47e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
GO:00066611EsophagusESCCphosphatidylinositol biosynthetic process73/8552131/187231.31e-024.28e-0273
GO:00464863LiverNAFLDglycerolipid metabolic process66/1882392/187231.94e-055.52e-0466
GO:00336747LiverNAFLDpositive regulation of kinase activity74/1882467/187235.16e-051.19e-0374
GO:00450174LiverNAFLDglycerolipid biosynthetic process43/1882252/187233.83e-045.73e-0343
GO:00464742LiverNAFLDglycerophospholipid biosynthetic process33/1882211/187236.93e-034.88e-0233
GO:00086542LiverHCCphospholipid biosynthetic process150/7958253/187234.77e-081.03e-06150
GO:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
GO:004648611LiverHCCglycerolipid metabolic process215/7958392/187234.54e-077.49e-06215
GO:004501711LiverHCCglycerolipid biosynthetic process143/7958252/187233.27e-064.31e-05143
GO:00066504LiverHCCglycerophospholipid metabolic process168/7958306/187237.27e-068.62e-05168
GO:004647411LiverHCCglycerophospholipid biosynthetic process121/7958211/187239.12e-061.06e-04121
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:0006661LiverHCCphosphatidylinositol biosynthetic process69/7958131/187231.19e-024.35e-0269
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa0516632LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa052033LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa0516630Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa052038Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa05166113Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa0520314Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa05166210Oral cavityLPHuman T-cell leukemia virus 1 infection100/2418222/84658.94e-081.29e-068.35e-07100
hsa0520324Oral cavityLPViral carcinogenesis90/2418204/84651.20e-061.38e-058.89e-0690
hsa0516638Oral cavityLPHuman T-cell leukemia virus 1 infection100/2418222/84658.94e-081.29e-068.35e-07100
hsa0520334Oral cavityLPViral carcinogenesis90/2418204/84651.20e-061.38e-058.89e-0690
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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
VAC14SNVMissense_Mutationc.1171N>Ap.Ala391Thrp.A391TQ08AM6protein_codingtolerated(0.56)benign(0.003)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
VAC14SNVMissense_Mutationc.523A>Cp.Ser175Argp.S175RQ08AM6protein_codingtolerated(0.11)benign(0.282)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
VAC14SNVMissense_Mutationc.1529N>Cp.Gly510Alap.G510AQ08AM6protein_codingtolerated(0.18)benign(0)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
VAC14SNVMissense_Mutationc.705G>Ap.Met235Ilep.M235IQ08AM6protein_codingtolerated(0.07)benign(0.012)TCGA-GM-A2DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexCR
VAC14insertionFrame_Shift_Insnovelc.1184_1185insGGTACAGTGCAp.His396ValfsTer13p.H396Vfs*13Q08AM6protein_codingTCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VAC14insertionIn_Frame_Insnovelc.624_625insGACp.Ile208_Asn209insAspp.I208_N209insDQ08AM6protein_codingTCGA-AO-A0JE-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
VAC14insertionFrame_Shift_Insnovelc.623_624insCAACCCCCAGCATCTGAAAATGATCACCp.Leu210ProfsTer9p.L210Pfs*9Q08AM6protein_codingTCGA-AO-A0JE-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
VAC14deletionFrame_Shift_Delnovelc.227delTp.Leu76ArgfsTer16p.L76Rfs*16Q08AM6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
VAC14SNVMissense_Mutationc.1645N>Ap.Gly549Serp.G549SQ08AM6protein_codingtolerated(0.08)possibly_damaging(0.896)TCGA-FU-A3YQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
VAC14SNVMissense_Mutationc.2086G>Cp.Ala696Prop.A696PQ08AM6protein_codingdeleterious(0.04)probably_damaging(0.989)TCGA-IR-A3LB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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
55697VAC14KINASEdocetaxelDOCETAXEL
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