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: KMT2E

Gene summary for KMT2E

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KMT2E

Gene ID

55904

Gene namelysine methyltransferase 2E (inactive)
Gene AliasHDCMC04P
Cytomap7q22.3
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q8IZD2


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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
55904KMT2ECA_HPV_1HumanCervixCC2.94e-06-1.08e-010.0264
55904KMT2ECCI_1HumanCervixCC7.00e-111.21e+000.528
55904KMT2ECCI_2HumanCervixCC6.58e-096.02e-010.5249
55904KMT2ECCI_3HumanCervixCC2.82e-099.36e-010.516
55904KMT2EL1HumanCervixCC1.11e-09-2.69e-010.0802
55904KMT2ET1HumanCervixCC6.15e-04-2.86e-010.0918
55904KMT2EHTA11_3410_2000001011HumanColorectumAD3.05e-37-7.32e-010.0155
55904KMT2EHTA11_347_2000001011HumanColorectumAD3.89e-105.40e-01-0.1954
55904KMT2EHTA11_8622_2000001021HumanColorectumSER7.13e-04-5.32e-010.0528
55904KMT2EHTA11_11156_2000001011HumanColorectumAD4.05e-04-7.02e-010.0397
55904KMT2EHTA11_99999970781_79442HumanColorectumMSS1.67e-04-3.97e-010.294
55904KMT2EHTA11_99999965104_69814HumanColorectumMSS1.08e-034.74e-010.281
55904KMT2EHTA11_99999974143_84620HumanColorectumMSS8.11e-17-5.70e-010.3005
55904KMT2EF007HumanColorectumFAP4.39e-02-1.69e-010.1176
55904KMT2EA001-C-207HumanColorectumFAP1.10e-08-4.29e-010.1278
55904KMT2EA015-C-203HumanColorectumFAP1.79e-32-2.67e-01-0.1294
55904KMT2EA015-C-204HumanColorectumFAP3.51e-05-2.22e-01-0.0228
55904KMT2EA014-C-040HumanColorectumFAP1.08e-06-1.96e-01-0.1184
55904KMT2EA002-C-201HumanColorectumFAP8.47e-19-3.73e-010.0324
55904KMT2EA001-C-119HumanColorectumFAP1.31e-08-5.88e-02-0.1557
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
GO:000226210CervixCCmyeloid cell homeostasis43/2311157/187232.66e-071.12e-0543
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:003410110CervixCCerythrocyte homeostasis37/2311129/187235.16e-071.93e-0537
GO:003021810CervixCCerythrocyte differentiation34/2311120/187232.00e-066.18e-0534
GO:004887210CervixCChomeostasis of number of cells61/2311272/187232.17e-066.55e-0561
GO:20000453CervixCCregulation of G1/S transition of mitotic cell cycle37/2311142/187236.33e-061.53e-0437
GO:00457876CervixCCpositive regulation of cell cycle66/2311313/187237.78e-061.81e-0466
GO:00000824CervixCCG1/S transition of mitotic cell cycle49/2311214/187231.16e-052.48e-0449
GO:19028062CervixCCregulation of cell cycle G1/S phase transition41/2311168/187231.18e-052.51e-0441
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:00448434CervixCCcell cycle G1/S phase transition53/2311241/187231.76e-053.32e-0453
GO:00459316CervixCCpositive regulation of mitotic cell cycle32/2311121/187231.88e-053.47e-0432
GO:19019922CervixCCpositive regulation of mitotic cell cycle phase transition26/231193/187233.97e-056.18e-0426
GO:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00900685CervixCCpositive regulation of cell cycle process50/2311236/187238.25e-051.11e-0350
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:19019892CervixCCpositive regulation of cell cycle phase transition28/2311115/187232.82e-043.07e-0328
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00310ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa003101ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa003102ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa003103ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa003104ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa003105ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa003108LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa0031011LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa0031021LiverCirrhoticLysine degradation29/253063/84654.81e-031.74e-021.07e-0229
hsa0031031LiverCirrhoticLysine degradation29/253063/84654.81e-031.74e-021.07e-0229
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa003109LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa0031012LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa0031022LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
hsa0031032LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
hsa0031042LungMIACLysine degradation10/50763/84653.93e-033.18e-022.30e-0210
hsa0031052LungMIACLysine degradation10/50763/84653.93e-033.18e-022.30e-0210
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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
KMT2ESNVMissense_Mutationnovelc.3046G>Cp.Glu1016Glnp.E1016QQ8IZD2protein_codingtolerated_low_confidence(0.09)benign(0.398)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
KMT2ESNVMissense_Mutationnovelc.1966N>Tp.Arg656Trpp.R656WQ8IZD2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
KMT2ESNVMissense_Mutationc.5527N>Ap.Gln1843Lysp.Q1843KQ8IZD2protein_codingdeleterious_low_confidence(0)possibly_damaging(0.857)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KMT2ESNVMissense_Mutationc.4478N>Ap.Arg1493Glnp.R1493QQ8IZD2protein_codingdeleterious_low_confidence(0)probably_damaging(0.968)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
KMT2ESNVMissense_Mutationc.1609N>Ap.Val537Ilep.V537IQ8IZD2protein_codingtolerated(1)benign(0.001)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KMT2ESNVMissense_Mutationc.4214N>Tp.Ser1405Leup.S1405LQ8IZD2protein_codingtolerated_low_confidence(0.24)benign(0)TCGA-BH-A1EN-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KMT2ESNVMissense_Mutationc.1183N>Tp.Val395Phep.V395FQ8IZD2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1XO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KMT2ESNVMissense_Mutationc.4592A>Gp.Tyr1531Cysp.Y1531CQ8IZD2protein_codingdeleterious_low_confidence(0)possibly_damaging(0.65)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
KMT2ESNVMissense_Mutationc.763N>Cp.Val255Leup.V255LQ8IZD2protein_codingtolerated(0.05)probably_damaging(0.978)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
KMT2ESNVMissense_Mutationnovelc.260N>Gp.Asn87Serp.N87SQ8IZD2protein_codingtolerated(0.15)possibly_damaging(0.743)TCGA-E9-A5UO-01Breastbreast invasive carcinomaFemale<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
55904KMT2EENZYME, METHYL TRANSFERASEduloxetineDULOXETINE28696415
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