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: EHMT1

Gene summary for EHMT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EHMT1

Gene ID

79813

Gene nameeuchromatic histone lysine methyltransferase 1
Gene AliasEHMT1-IT1
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9H9B1


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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
79813EHMT1CCI_1HumanCervixCC5.45e-055.82e-010.528
79813EHMT1CCI_2HumanCervixCC5.70e-086.77e-010.5249
79813EHMT1CCI_3HumanCervixCC1.52e-191.05e+000.516
79813EHMT1CCII_1HumanCervixCC1.55e-023.27e-010.3249
79813EHMT1HTA11_3410_2000001011HumanColorectumAD1.11e-22-6.93e-010.0155
79813EHMT1HTA11_2487_2000001011HumanColorectumSER3.81e-08-4.92e-01-0.1808
79813EHMT1HTA11_78_2000001011HumanColorectumAD1.31e-03-4.28e-01-0.1088
79813EHMT1HTA11_3361_2000001011HumanColorectumAD6.67e-07-6.01e-01-0.1207
79813EHMT1HTA11_5212_2000001011HumanColorectumAD6.34e-03-6.48e-01-0.2061
79813EHMT1HTA11_5216_2000001011HumanColorectumSER1.15e-03-7.10e-01-0.1462
79813EHMT1HTA11_7862_2000001011HumanColorectumAD1.74e-05-5.86e-01-0.0179
79813EHMT1HTA11_866_3004761011HumanColorectumAD2.37e-07-4.63e-010.096
79813EHMT1HTA11_8622_2000001021HumanColorectumSER6.23e-04-6.63e-010.0528
79813EHMT1HTA11_99999970781_79442HumanColorectumMSS4.23e-12-4.53e-010.294
79813EHMT1HTA11_99999974143_84620HumanColorectumMSS6.42e-13-4.92e-010.3005
79813EHMT1A001-C-207HumanColorectumFAP7.81e-05-1.82e-010.1278
79813EHMT1A015-C-203HumanColorectumFAP5.01e-33-2.10e-01-0.1294
79813EHMT1A015-C-204HumanColorectumFAP1.24e-04-1.87e-01-0.0228
79813EHMT1A014-C-040HumanColorectumFAP1.56e-03-9.55e-02-0.1184
79813EHMT1A002-C-201HumanColorectumFAP3.46e-13-1.03e-010.0324
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:00616472ProstateBPHhistone H3-K9 modification16/310748/187233.45e-031.77e-0216
GO:001657013ProstateTumorhistone modification126/3246463/187235.51e-081.65e-06126
GO:001820512ProstateTumorpeptidyl-lysine modification99/3246376/187236.77e-061.02e-0499
GO:000632514ProstateTumorchromatin organization104/3246409/187232.02e-052.62e-04104
GO:000963617ProstateTumorresponse to toxic substance70/3246262/187238.76e-058.66e-0470
GO:000647912ProstateTumorprotein methylation52/3246181/187239.58e-059.35e-0452
GO:000821312ProstateTumorprotein alkylation52/3246181/187239.58e-059.35e-0452
GO:001657112ProstateTumorhistone methylation41/3246141/187233.79e-042.95e-0341
GO:003496812ProstateTumorhistone lysine methylation34/3246115/187238.31e-045.60e-0334
GO:01201623ProstateTumorpositive regulation of cold-induced thermogenesis28/324697/187233.35e-031.74e-0228
GO:19908453ProstateTumoradaptive thermogenesis41/3246157/187233.63e-031.86e-0241
GO:00016593ProstateTumortemperature homeostasis44/3246174/187235.04e-032.45e-0244
GO:00616471ProstateTumorhistone H3-K9 modification16/324648/187235.39e-032.57e-0216
GO:01061064ProstateTumorcold-induced thermogenesis37/3246144/187237.29e-033.25e-0237
GO:01201614ProstateTumorregulation of cold-induced thermogenesis37/3246144/187237.29e-033.25e-0237
GO:001802212ProstateTumorpeptidyl-lysine methylation34/3246131/187238.36e-033.65e-0234
GO:00165709SkinAKhistone modification84/1910463/187231.10e-074.95e-0684
GO:000632518SkinAKchromatin organization73/1910409/187231.40e-064.26e-0573
GO:00182058SkinAKpeptidyl-lysine modification66/1910376/187237.80e-061.72e-0466
GO:00064799SkinAKprotein methylation38/1910181/187231.21e-052.46e-0438
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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
hsa04211ColorectumADLongevity regulating pathway33/209289/84656.15e-032.68e-021.71e-0233
hsa003101ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa042111ColorectumADLongevity regulating pathway33/209289/84656.15e-032.68e-021.71e-0233
hsa042112ColorectumMSSLongevity regulating pathway33/187589/84659.33e-045.58e-033.42e-0333
hsa003102ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa042113ColorectumMSSLongevity regulating pathway33/187589/84659.33e-045.58e-033.42e-0333
hsa003103ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa003104ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa042114ColorectumFAPLongevity regulating pathway27/140489/84658.82e-045.20e-033.16e-0327
hsa003105ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa042115ColorectumFAPLongevity regulating pathway27/140489/84658.82e-045.20e-033.16e-0327
hsa003106ColorectumCRCLysine degradation18/109163/84657.21e-046.34e-034.30e-0318
hsa042116ColorectumCRCLongevity regulating pathway20/109189/84658.36e-033.93e-022.66e-0220
hsa003107ColorectumCRCLysine degradation18/109163/84657.21e-046.34e-034.30e-0318
hsa042117ColorectumCRCLongevity regulating pathway20/109189/84658.36e-033.93e-022.66e-0220
hsa0421114EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0421115EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
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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
EHMT1SNVMissense_Mutationc.2330N>Gp.Leu777Argp.L777RQ9H9B1protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
EHMT1SNVMissense_Mutationnovelc.3146N>Tp.Pro1049Leup.P1049LQ9H9B1protein_codingdeleterious(0.03)possibly_damaging(0.868)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EHMT1SNVMissense_Mutationnovelc.848C>Tp.Ala283Valp.A283VQ9H9B1protein_codingdeleterious_low_confidence(0.05)probably_damaging(0.99)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
EHMT1SNVMissense_Mutationc.3092G>Tp.Ser1031Ilep.S1031IQ9H9B1protein_codingdeleterious(0.01)possibly_damaging(0.799)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EHMT1SNVMissense_Mutationnovelc.877N>Gp.Met293Valp.M293VQ9H9B1protein_codingdeleterious_low_confidence(0)possibly_damaging(0.867)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EHMT1SNVMissense_Mutationnovelc.769C>Ap.His257Asnp.H257NQ9H9B1protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.476)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
EHMT1SNVMissense_Mutationnovelc.3704G>Cp.Gly1235Alap.G1235AQ9H9B1protein_codingdeleterious(0)possibly_damaging(0.889)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
EHMT1SNVMissense_Mutationrs761131393c.838N>Tp.Val280Phep.V280FQ9H9B1protein_codingtolerated_low_confidence(0.09)possibly_damaging(0.564)TCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
EHMT1SNVMissense_Mutationc.1037N>Cp.Met346Thrp.M346TQ9H9B1protein_codingtolerated_low_confidence(0.11)benign(0.022)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EHMT1SNVMissense_Mutationrs761131393c.838G>Tp.Val280Phep.V280FQ9H9B1protein_codingtolerated_low_confidence(0.09)possibly_damaging(0.564)TCGA-C8-A137-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
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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
79813EHMT1ENZYME, DRUGGABLE GENOMEinhibitor249565918
79813EHMT1ENZYME, DRUGGABLE GENOMEinhibitor178103593CHEMBL569864
79813EHMT1ENZYME, DRUGGABLE GENOMEinhibitor178103596
79813EHMT1ENZYME, DRUGGABLE GENOMEinhibitor178103594
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