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: KMT2B

Gene summary for KMT2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KMT2B

Gene ID

9757

Gene namelysine methyltransferase 2B
Gene AliasCXXC10
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9UMN6


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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
9757KMT2BHCC1_MengHumanLiverHCC3.58e-305.75e-020.0246
9757KMT2BHCC2_MengHumanLiverHCC6.08e-171.27e-010.0107
9757KMT2BHCC1HumanLiverHCC2.52e-053.63e+000.5336
9757KMT2BHCC2HumanLiverHCC1.30e-082.47e+000.5341
9757KMT2BHCC5HumanLiverHCC1.32e-032.02e+000.4932
9757KMT2BPt14.aHumanLiverHCC2.79e-022.38e-010.0169
9757KMT2BS014HumanLiverHCC8.24e-063.65e-010.2254
9757KMT2BS015HumanLiverHCC9.57e-074.93e-010.2375
9757KMT2BS016HumanLiverHCC8.71e-053.20e-010.2243
9757KMT2BS028HumanLiverHCC7.15e-186.56e-010.2503
9757KMT2BS029HumanLiverHCC3.64e-105.07e-010.2581
9757KMT2Bmale-WTAHumanThyroidPTC1.22e-051.01e-010.1037
9757KMT2BPTC01HumanThyroidPTC3.94e-037.97e-020.1899
9757KMT2BPTC03HumanThyroidPTC9.73e-042.25e-010.1784
9757KMT2BPTC04HumanThyroidPTC5.51e-173.24e-010.1927
9757KMT2BPTC05HumanThyroidPTC1.02e-104.42e-010.2065
9757KMT2BPTC06HumanThyroidPTC8.07e-327.18e-010.2057
9757KMT2BPTC07HumanThyroidPTC5.36e-305.48e-010.2044
9757KMT2BATC09HumanThyroidATC3.05e-072.49e-010.2871
9757KMT2BATC12HumanThyroidATC2.54e-111.54e-010.34
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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
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.

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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: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:00165712LiverHCChistone methylation88/7958141/187231.41e-062.02e-0588
GO:00349681LiverHCChistone lysine methylation70/7958115/187235.32e-055.04e-0470
GO:00180221LiverHCCpeptidyl-lysine methylation74/7958131/187238.46e-045.06e-0374
GO:0051568LiverHCChistone H3-K4 methylation36/795859/187233.15e-031.46e-0236
GO:001657010ThyroidPTChistone modification235/5968463/187231.17e-171.15e-15235
GO:00182059ThyroidPTCpeptidyl-lysine modification188/5968376/187231.34e-137.09e-12188
GO:001657110ThyroidPTChistone methylation67/5968141/187237.31e-056.31e-0467
GO:000647910ThyroidPTCprotein methylation82/5968181/187231.01e-048.21e-0482
GO:000821310ThyroidPTCprotein alkylation82/5968181/187231.01e-048.21e-0482
GO:00322594ThyroidPTCmethylation146/5968364/187234.99e-043.26e-03146
GO:00434145ThyroidPTCmacromolecule methylation127/5968316/187231.02e-036.07e-03127
GO:003496810ThyroidPTChistone lysine methylation52/5968115/187231.82e-039.84e-0352
GO:001657017ThyroidATChistone modification243/6293463/187232.23e-172.27e-15243
GO:001820516ThyroidATCpeptidyl-lysine modification193/6293376/187236.92e-133.06e-11193
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
KMT2BSNVMissense_Mutationc.7918N>Tp.Asp2640Tyrp.D2640YQ9UMN6protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
KMT2BSNVMissense_Mutationc.3544G>Ap.Glu1182Lysp.E1182KQ9UMN6protein_codingdeleterious(0)benign(0.129)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KMT2BSNVMissense_Mutationc.7982C>Tp.Ser2661Phep.S2661FQ9UMN6protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KMT2BSNVMissense_Mutationc.7115N>Tp.Gly2372Valp.G2372VQ9UMN6protein_codingdeleterious(0.01)benign(0.079)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KMT2BSNVMissense_Mutationc.554N>Ap.Gly185Aspp.G185DQ9UMN6protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.998)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KMT2BSNVMissense_Mutationc.391N>Cp.Asp131Hisp.D131HQ9UMN6protein_codingdeleterious_low_confidence(0)possibly_damaging(0.498)TCGA-C8-A12P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KMT2BSNVMissense_Mutationnovelc.5043N>Ap.Phe1681Leup.F1681LQ9UMN6protein_codingdeleterious(0)possibly_damaging(0.468)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KMT2BSNVMissense_Mutationnovelc.2093N>Ap.Arg698Hisp.R698HQ9UMN6protein_codingdeleterious_low_confidence(0)probably_damaging(0.952)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KMT2BSNVMissense_Mutationc.3704N>Ap.Arg1235Glnp.R1235QQ9UMN6protein_codingtolerated(0.13)benign(0.166)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KMT2BSNVMissense_Mutationrs763021860c.5206N>Tp.Arg1736Cysp.R1736CQ9UMN6protein_codingtolerated(0.07)possibly_damaging(0.892)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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