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: DNMT3A

Gene summary for DNMT3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNMT3A

Gene ID

1788

Gene nameDNA methyltransferase 3 alpha
Gene AliasDNMT3A2
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9Y6K1


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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
1788DNMT3ALZE2THumanEsophagusESCC5.71e-033.50e-010.082
1788DNMT3ALZE4THumanEsophagusESCC3.20e-031.49e-010.0811
1788DNMT3ALZE7THumanEsophagusESCC1.53e-042.36e-010.0667
1788DNMT3ALZE24THumanEsophagusESCC4.08e-041.58e-010.0596
1788DNMT3AP1T-EHumanEsophagusESCC8.93e-042.46e-010.0875
1788DNMT3AP2T-EHumanEsophagusESCC1.56e-396.69e-010.1177
1788DNMT3AP4T-EHumanEsophagusESCC1.28e-021.64e-010.1323
1788DNMT3AP5T-EHumanEsophagusESCC4.76e-111.27e-010.1327
1788DNMT3AP8T-EHumanEsophagusESCC1.04e-101.79e-010.0889
1788DNMT3AP9T-EHumanEsophagusESCC6.18e-031.36e-010.1131
1788DNMT3AP10T-EHumanEsophagusESCC3.91e-273.81e-010.116
1788DNMT3AP11T-EHumanEsophagusESCC4.64e-051.95e-010.1426
1788DNMT3AP12T-EHumanEsophagusESCC3.70e-183.58e-010.1122
1788DNMT3AP15T-EHumanEsophagusESCC1.12e-102.28e-010.1149
1788DNMT3AP16T-EHumanEsophagusESCC1.12e-224.45e-010.1153
1788DNMT3AP20T-EHumanEsophagusESCC5.29e-041.01e-010.1124
1788DNMT3AP21T-EHumanEsophagusESCC4.82e-036.97e-020.1617
1788DNMT3AP22T-EHumanEsophagusESCC9.55e-111.48e-010.1236
1788DNMT3AP23T-EHumanEsophagusESCC3.31e-112.91e-010.108
1788DNMT3AP24T-EHumanEsophagusESCC4.66e-061.50e-010.1287
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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
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:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
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:000758410EsophagusESCCresponse to nutrient114/8552174/187239.43e-081.56e-06114
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
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:007145616EsophagusESCCcellular response to hypoxia97/8552151/187233.12e-063.51e-0597
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:00432007EsophagusESCCresponse to amino acid74/8552116/187236.23e-054.76e-0474
GO:000110110EsophagusESCCresponse to acid chemical84/8552135/187237.70e-055.74e-0484
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
DNMT3AGDTEndometriumAEHPHYKPL,SERTAD2,PLA2G16, etc.2.03e-01The 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.
DNMT3AGDTEndometriumEECPHYKPL,SERTAD2,PLA2G16, etc.1.54e-01The 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.
DNMT3ANKEndometriumEECPHYKPL,SERTAD2,PLA2G16, etc.6.10e-02The 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.
∗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
DNMT3ASNVMissense_Mutationrs367909007c.2141N>Gp.Ser714Cysp.S714CQ9Y6K1protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DNMT3ASNVMissense_Mutationnovelc.2431N>Ap.Asp811Asnp.D811NQ9Y6K1protein_codingdeleterious(0)benign(0.202)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DNMT3ASNVMissense_Mutationc.1282N>Cp.Glu428Glnp.E428QQ9Y6K1protein_codingtolerated(0.21)benign(0.424)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DNMT3ASNVMissense_Mutationc.1024N>Ap.Glu342Lysp.E342KQ9Y6K1protein_codingdeleterious(0.05)possibly_damaging(0.802)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DNMT3ASNVMissense_Mutationc.793N>Ap.Val265Metp.V265MQ9Y6K1protein_codingtolerated(0.07)possibly_damaging(0.593)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DNMT3ASNVMissense_Mutationnovelc.650N>Cp.Lys217Thrp.K217TQ9Y6K1protein_codingdeleterious(0.03)benign(0.074)TCGA-BH-A18J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
DNMT3ASNVMissense_Mutationrs752160822c.2669N>Ap.Gly890Aspp.G890DQ9Y6K1protein_codingdeleterious(0)probably_damaging(0.989)TCGA-D8-A1JE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamicinSD
DNMT3AinsertionFrame_Shift_Insnovelc.572_573insTGCCGAGGCTCACCTTCCAp.Gln191HisfsTer31p.Q191Hfs*31Q9Y6K1protein_codingTCGA-A7-A3IY-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
DNMT3AinsertionNonsense_Mutationnovelc.1607_1608insGTp.Tyr536Terp.Y536*Q9Y6K1protein_codingTCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DNMT3AinsertionIn_Frame_Insnovelc.1606_1607insCCTGGGTTCAAGCAGTTCTCCTGCCTCAGCCTCCCGp.Tyr536delinsSerTrpValGlnAlaValLeuLeuProGlnProProAspp.Y536delinsSWVQAVLLPQPPDQ9Y6K1protein_codingTCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
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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
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEPMID27376512-Compound-MTC-423
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEN/A21881046,25281355,22490330,21670448
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEPMID27376512-Compound-Figure2aExample1
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEPMID27376512-Compound-Figure3CM
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEPMID27376512-Compound-MTC-427
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEPMID27376512-Compound-MTC-422
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEIDARUBICINIDARUBICIN22081665
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEwarfarinWARFARIN27740732
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEDecitabineDECITABINE27418649
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEDECITABINEDECITABINE22124213
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