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: KMT2D

Gene summary for KMT2D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KMT2D

Gene ID

8085

Gene namelysine methyltransferase 2D
Gene AliasAAD10
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O14686


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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
8085KMT2DNAFLD1HumanLiverNAFLD1.71e-023.79e-01-0.04
8085KMT2DHCC1_MengHumanLiverHCC1.03e-26-5.81e-030.0246
8085KMT2DHCC2_MengHumanLiverHCC1.88e-037.37e-030.0107
8085KMT2DHCC2HumanLiverHCC4.38e-122.79e+000.5341
8085KMT2DS014HumanLiverHCC5.35e-084.58e-010.2254
8085KMT2DS015HumanLiverHCC8.20e-105.17e-010.2375
8085KMT2DS016HumanLiverHCC7.27e-135.04e-010.2243
8085KMT2DS027HumanLiverHCC2.02e-076.06e-010.2446
8085KMT2DS028HumanLiverHCC1.67e-156.83e-010.2503
8085KMT2DS029HumanLiverHCC2.66e-115.24e-010.2581
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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:00485457LiverNAFLDresponse to steroid hormone75/1882339/187233.44e-111.12e-0875
GO:00165703LiverNAFLDhistone modification90/1882463/187235.74e-101.28e-0790
GO:00713836LiverNAFLDcellular response to steroid hormone stimulus48/1882204/187231.50e-081.83e-0648
GO:00305226LiverNAFLDintracellular receptor signaling pathway55/1882265/187231.39e-071.03e-0555
GO:00160495LiverNAFLDcell growth85/1882482/187231.75e-071.25e-0585
GO:0018205LiverNAFLDpeptidyl-lysine modification65/1882376/187239.42e-063.02e-0465
GO:00097556LiverNAFLDhormone-mediated signaling pathway39/1882190/187231.15e-053.58e-0439
GO:00485884LiverNAFLDdevelopmental cell growth45/1882234/187231.50e-054.38e-0445
GO:00165713LiverNAFLDhistone methylation29/1882141/187231.40e-042.63e-0329
GO:00434016LiverNAFLDsteroid hormone mediated signaling pathway28/1882136/187231.78e-043.14e-0328
GO:00349682LiverNAFLDhistone lysine methylation24/1882115/187234.06e-046.02e-0324
GO:00305185LiverNAFLDintracellular steroid hormone receptor signaling pathway24/1882116/187234.64e-046.74e-0324
GO:00064793LiverNAFLDprotein methylation33/1882181/187235.36e-047.35e-0333
GO:00082133LiverNAFLDprotein alkylation33/1882181/187235.36e-047.35e-0333
GO:0018023LiverNAFLDpeptidyl-lysine trimethylation13/188250/187231.04e-031.22e-0213
GO:0018022LiverNAFLDpeptidyl-lysine methylation24/1882131/187232.70e-032.47e-0224
GO:0043414LiverNAFLDmacromolecule methylation47/1882316/187234.08e-033.41e-0247
GO:00331433LiverNAFLDregulation of intracellular steroid hormone receptor signaling pathway15/188274/187236.18e-034.62e-0215
GO:00305203LiverNAFLDintracellular estrogen receptor signaling pathway12/188254/187236.44e-034.69e-0212
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa003108LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa0031011LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
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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
KMT2DSNVMissense_Mutationnovelc.5042C>Ap.Thr1681Asnp.T1681NO14686protein_codingdeleterious(0)possibly_damaging(0.852)TCGA-3C-AALJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KMT2DSNVMissense_Mutationnovelc.10413G>Cp.Gln3471Hisp.Q3471HO14686protein_codingdeleterious(0.01)possibly_damaging(0.804)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
KMT2DSNVMissense_Mutationc.10760N>Tp.Glu3587Valp.E3587VO14686protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
KMT2DSNVMissense_Mutationc.3061N>Tp.Pro1021Serp.P1021SO14686protein_codingdeleterious_low_confidence(0.04)benign(0.003)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
KMT2DSNVMissense_Mutationc.10744C>Tp.Arg3582Trpp.R3582WO14686protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
KMT2DSNVMissense_Mutationnovelc.6007C>Gp.Leu2003Valp.L2003VO14686protein_codingdeleterious(0.02)probably_damaging(0.939)TCGA-AC-A7VC-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KMT2DSNVMissense_Mutationc.13410N>Tp.Lys4470Asnp.K4470NO14686protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KMT2DSNVMissense_Mutationrs766696812c.10876N>Tp.Arg3626Trpp.R3626WO14686protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KMT2DSNVMissense_Mutationrs775632051c.10640G>Ap.Arg3547Hisp.R3547HO14686protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KMT2DSNVMissense_Mutationnovelc.12089N>Cp.Asp4030Alap.D4030AO14686protein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
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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
8085KMT2DMETHYL TRANSFERASE, ENZYME, CLINICALLY ACTIONABLEHDAC INHIBITOR AR-4225273096
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