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: SUV39H2

Gene summary for SUV39H2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUV39H2

Gene ID

79723

Gene nameSUV39H2 histone lysine methyltransferase
Gene AliasKMT1B
Cytomap10p13
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9H5I1


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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
79723SUV39H2LZE24THumanEsophagusESCC7.53e-082.30e-010.0596
79723SUV39H2P2T-EHumanEsophagusESCC3.86e-143.39e-010.1177
79723SUV39H2P4T-EHumanEsophagusESCC8.40e-092.68e-010.1323
79723SUV39H2P5T-EHumanEsophagusESCC1.68e-111.27e-010.1327
79723SUV39H2P8T-EHumanEsophagusESCC1.34e-101.33e-010.0889
79723SUV39H2P9T-EHumanEsophagusESCC8.61e-035.87e-020.1131
79723SUV39H2P10T-EHumanEsophagusESCC4.44e-099.20e-020.116
79723SUV39H2P11T-EHumanEsophagusESCC2.70e-021.42e-010.1426
79723SUV39H2P12T-EHumanEsophagusESCC2.12e-071.61e-010.1122
79723SUV39H2P16T-EHumanEsophagusESCC1.16e-141.95e-010.1153
79723SUV39H2P19T-EHumanEsophagusESCC1.66e-023.70e-010.1662
79723SUV39H2P21T-EHumanEsophagusESCC1.61e-082.07e-010.1617
79723SUV39H2P22T-EHumanEsophagusESCC6.76e-086.27e-020.1236
79723SUV39H2P24T-EHumanEsophagusESCC9.01e-061.82e-010.1287
79723SUV39H2P26T-EHumanEsophagusESCC3.78e-102.19e-010.1276
79723SUV39H2P27T-EHumanEsophagusESCC5.78e-051.46e-010.1055
79723SUV39H2P30T-EHumanEsophagusESCC4.95e-022.33e-010.137
79723SUV39H2P31T-EHumanEsophagusESCC3.58e-151.92e-010.1251
79723SUV39H2P32T-EHumanEsophagusESCC9.96e-122.08e-010.1666
79723SUV39H2P39T-EHumanEsophagusESCC3.30e-096.78e-020.0894
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:0071453110EsophagusESCCcellular response to oxygen levels114/8552177/187233.63e-075.06e-06114
GO:0036294110EsophagusESCCcellular response to decreased oxygen levels105/8552161/187234.20e-075.73e-06105
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:007145616EsophagusESCCcellular response to hypoxia97/8552151/187233.12e-063.51e-0597
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
GO:000762319EsophagusESCCcircadian rhythm119/8552210/187238.47e-044.36e-03119
GO:00427529EsophagusESCCregulation of circadian rhythm68/8552121/187231.27e-024.21e-0268
GO:00180231EsophagusESCCpeptidyl-lysine trimethylation31/855250/187231.48e-024.79e-0231
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
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
SUV39H2SNVMissense_Mutationc.767N>Ap.Arg256Glnp.R256QQ9H5I1protein_codingdeleterious(0.04)benign(0.047)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUV39H2insertionFrame_Shift_Insnovelc.489_490insCCACTTGTTGGCTATAGACAGCAGGTGACAAATATTGAGAAACCp.Gly164ProfsTer35p.G164Pfs*35Q9H5I1protein_codingTCGA-AO-A0JF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
SUV39H2deletionFrame_Shift_Delnovelc.494delCp.Pro165HisfsTer19p.P165Hfs*19Q9H5I1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SUV39H2SNVMissense_Mutationnovelc.779G>Ap.Gly260Glup.G260EQ9H5I1protein_codingdeleterious(0)probably_damaging(0.948)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUV39H2SNVMissense_Mutationc.1148N>Tp.Asp383Valp.D383VQ9H5I1protein_codingtolerated(0.17)benign(0.007)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUV39H2SNVMissense_Mutationc.1007N>Gp.Asn336Serp.N336SQ9H5I1protein_codingdeleterious(0.02)probably_damaging(0.976)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SUV39H2SNVMissense_Mutationc.818N>Tp.Arg273Ilep.R273IQ9H5I1protein_codingdeleterious(0)benign(0.055)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SUV39H2SNVMissense_Mutationnovelc.956C>Tp.Ala319Valp.A319VQ9H5I1protein_codingdeleterious(0.03)probably_damaging(0.99)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SUV39H2SNVMissense_Mutationnovelc.821N>Cp.Met274Thrp.M274TQ9H5I1protein_codingtolerated(0.06)benign(0.01)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SUV39H2SNVMissense_Mutationnovelc.1048N>Tp.Arg350Cysp.R350CQ9H5I1protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid 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
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