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: PRMT6

Gene summary for PRMT6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRMT6

Gene ID

55170

Gene nameprotein arginine methyltransferase 6
Gene AliasHRMT1L6
Cytomap1p13.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q96LA8


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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
55170PRMT6HCC1_MengHumanLiverHCC7.00e-501.07e-010.0246
55170PRMT6HCC2_MengHumanLiverHCC5.54e-073.36e-020.0107
55170PRMT6S014HumanLiverHCC5.66e-103.92e-010.2254
55170PRMT6S015HumanLiverHCC2.70e-125.50e-010.2375
55170PRMT6S016HumanLiverHCC6.22e-185.67e-010.2243
55170PRMT6S028HumanLiverHCC2.19e-032.53e-010.2503
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:007233122LiverHCCsignal transduction by p53 class mediator108/7958163/187237.14e-102.23e-08108
GO:001082112LiverHCCregulation of mitochondrion organization96/7958144/187233.82e-091.02e-0796
GO:003105621LiverHCCregulation of histone modification99/7958152/187231.40e-083.40e-0799
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00064792LiverHCCprotein methylation111/7958181/187232.36e-074.18e-06111
GO:00082132LiverHCCprotein alkylation111/7958181/187232.36e-074.18e-06111
GO:190179622LiverHCCregulation of signal transduction by p53 class mediator64/795893/187232.53e-074.45e-0664
GO:00165712LiverHCChistone methylation88/7958141/187231.41e-062.02e-0588
GO:000756822LiverHCCaging185/7958339/187234.28e-065.50e-05185
GO:00310601LiverHCCregulation of histone methylation46/795869/187234.30e-054.20e-0446
GO:003009922LiverHCCmyeloid cell differentiation200/7958381/187234.64e-054.49e-04200
GO:00349681LiverHCChistone lysine methylation70/7958115/187235.32e-055.04e-0470
GO:0098732LiverHCCmacromolecule deacylation67/7958116/187236.46e-043.99e-0367
GO:00180221LiverHCCpeptidyl-lysine methylation74/7958131/187238.46e-045.06e-0374
GO:00356011LiverHCCprotein deacylation64/7958112/187231.23e-036.83e-0364
GO:00075691LiverHCCcell aging73/7958132/187232.00e-031.01e-0273
GO:0051568LiverHCChistone H3-K4 methylation36/795859/187233.15e-031.46e-0236
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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
PRMT6SNVMissense_Mutationrs779233712c.430G>Cp.Glu144Glnp.E144QQ96LA8protein_codingtolerated(0.11)possibly_damaging(0.475)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PRMT6SNVMissense_Mutationc.940N>Tp.Pro314Serp.P314SQ96LA8protein_codingtolerated(0.18)benign(0.254)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
PRMT6deletionFrame_Shift_Delnovelc.977delAp.Asn326ThrfsTer64p.N326Tfs*64Q96LA8protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PRMT6SNVMissense_Mutationc.245N>Ap.Arg82Glnp.R82QQ96LA8protein_codingtolerated(0.34)benign(0.121)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PRMT6SNVMissense_Mutationnovelc.343N>Ap.Ala115Thrp.A115TQ96LA8protein_codingtolerated(0.27)benign(0.017)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PRMT6SNVMissense_Mutationc.1080A>Cp.Lys360Asnp.K360NQ96LA8protein_codingtolerated(0.24)benign(0.014)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
PRMT6SNVMissense_Mutationrs751008530c.143A>Gp.Tyr48Cysp.Y48CQ96LA8protein_codingdeleterious(0)possibly_damaging(0.865)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
PRMT6SNVMissense_Mutationc.160N>Ap.Val54Ilep.V54IQ96LA8protein_codingtolerated(0.61)benign(0)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
PRMT6SNVMissense_Mutationc.736G>Ap.Val246Metp.V246MQ96LA8protein_codingdeleterious(0)benign(0.069)TCGA-G4-6322-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinPD
PRMT6SNVMissense_Mutationnovelc.247G>Tp.Gly83Cysp.G83CQ96LA8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
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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
55170PRMT6ENZYME, METHYL TRANSFERASEinhibitor310264736
55170PRMT6ENZYME, METHYL TRANSFERASEinhibitor178103616
55170PRMT6ENZYME, METHYL TRANSFERASEinhibitor315661318
55170PRMT6ENZYME, METHYL TRANSFERASEinhibitor336446915
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