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: VCPKMT

Gene summary for VCPKMT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VCPKMT

Gene ID

79609

Gene namevalosin containing protein lysine methyltransferase
Gene AliasC14orf138
Cytomap14q21.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9H867


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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
79609VCPKMTLZE4THumanEsophagusESCC6.81e-082.57e-010.0811
79609VCPKMTLZE7THumanEsophagusESCC1.87e-041.53e-010.0667
79609VCPKMTLZE8THumanEsophagusESCC3.54e-031.00e-010.067
79609VCPKMTLZE20THumanEsophagusESCC7.74e-031.93e-010.0662
79609VCPKMTLZE24THumanEsophagusESCC4.42e-112.70e-010.0596
79609VCPKMTLZE21THumanEsophagusESCC6.83e-032.88e-010.0655
79609VCPKMTP2T-EHumanEsophagusESCC6.86e-173.52e-010.1177
79609VCPKMTP4T-EHumanEsophagusESCC1.56e-185.32e-010.1323
79609VCPKMTP5T-EHumanEsophagusESCC1.16e-061.47e-010.1327
79609VCPKMTP8T-EHumanEsophagusESCC1.16e-111.97e-010.0889
79609VCPKMTP9T-EHumanEsophagusESCC2.29e-071.11e-010.1131
79609VCPKMTP10T-EHumanEsophagusESCC1.90e-234.40e-010.116
79609VCPKMTP11T-EHumanEsophagusESCC5.07e-072.57e-010.1426
79609VCPKMTP12T-EHumanEsophagusESCC2.08e-225.54e-010.1122
79609VCPKMTP15T-EHumanEsophagusESCC5.03e-307.98e-010.1149
79609VCPKMTP16T-EHumanEsophagusESCC2.52e-193.42e-010.1153
79609VCPKMTP20T-EHumanEsophagusESCC3.59e-143.70e-010.1124
79609VCPKMTP21T-EHumanEsophagusESCC2.17e-151.31e-010.1617
79609VCPKMTP22T-EHumanEsophagusESCC2.67e-112.65e-010.1236
79609VCPKMTP23T-EHumanEsophagusESCC1.97e-113.10e-010.108
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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
∗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:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:00434627EsophagusESCCregulation of ATPase activity30/855246/187235.91e-032.18e-0230
GO:00180231EsophagusESCCpeptidyl-lysine trimethylation31/855250/187231.48e-024.79e-0231
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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
VCPKMTSNVMissense_Mutationrs780360587c.538A>Gp.Lys180Glup.K180EQ9H867protein_codingtolerated(0.38)benign(0.037)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VCPKMTSNVMissense_Mutationnovelc.587N>Gp.Phe196Cysp.F196CQ9H867protein_codingdeleterious(0)benign(0.15)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
VCPKMTSNVMissense_Mutationnovelc.374A>Cp.Lys125Thrp.K125TQ9H867protein_codingdeleterious(0.02)possibly_damaging(0.864)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
VCPKMTSNVMissense_Mutationrs750264926c.674C>Tp.Ser225Leup.S225LQ9H867protein_codingtolerated_low_confidence(0.12)benign(0.003)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
VCPKMTSNVMissense_Mutationnovelc.680N>Gp.Phe227Cysp.F227CQ9H867protein_codingtolerated_low_confidence(0.08)benign(0)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VCPKMTSNVMissense_Mutationrs750264926c.674N>Tp.Ser225Leup.S225LQ9H867protein_codingtolerated_low_confidence(0.12)benign(0.003)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
VCPKMTSNVMissense_Mutationrs757113813c.686N>Tp.Ser229Leup.S229LQ9H867protein_codingdeleterious_low_confidence(0)benign(0.07)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
VCPKMTSNVMissense_Mutationrs779103078c.632N>Ap.Arg211Glnp.R211QQ9H867protein_codingtolerated(0.05)possibly_damaging(0.852)TCGA-EY-A1GD-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VCPKMTinsertionFrame_Shift_Insnovelc.601_602insAp.Ile201AsnfsTer7p.I201Nfs*7Q9H867protein_codingTCGA-AP-A1DR-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
VCPKMTinsertionFrame_Shift_Insnovelc.601dupAp.Ile201AsnfsTer7p.I201Nfs*7Q9H867protein_codingTCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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