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: SETD2

Gene summary for SETD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SETD2

Gene ID

29072

Gene nameSET domain containing 2, histone lysine methyltransferase
Gene AliasHBP231
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9BYW2


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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
29072SETD2CCI_2HumanCervixCC1.75e-091.02e+000.5249
29072SETD2CCI_3HumanCervixCC9.30e-101.16e+000.516
29072SETD2HTA11_3410_2000001011HumanColorectumAD3.73e-22-6.13e-010.0155
29072SETD2HTA11_2487_2000001011HumanColorectumSER2.63e-02-4.20e-01-0.1808
29072SETD2HTA11_3361_2000001011HumanColorectumAD6.42e-03-4.45e-01-0.1207
29072SETD2HTA11_9341_2000001011HumanColorectumSER2.30e-03-8.93e-01-0.00410000000000005
29072SETD2HTA11_7862_2000001011HumanColorectumAD6.11e-03-5.08e-01-0.0179
29072SETD2HTA11_866_3004761011HumanColorectumAD1.32e-03-4.00e-010.096
29072SETD2HTA11_10711_2000001011HumanColorectumAD5.00e-04-4.49e-010.0338
29072SETD2HTA11_7696_3000711011HumanColorectumAD1.28e-05-3.82e-010.0674
29072SETD2HTA11_6818_2000001021HumanColorectumAD3.93e-05-5.09e-010.0588
29072SETD2HTA11_99999970781_79442HumanColorectumMSS4.12e-06-3.97e-010.294
29072SETD2HTA11_99999973899_84307HumanColorectumMSS6.45e-08-6.08e-010.2585
29072SETD2HTA11_99999974143_84620HumanColorectumMSS4.21e-13-5.82e-010.3005
29072SETD2F007HumanColorectumFAP1.14e-02-1.36e-010.1176
29072SETD2A001-C-207HumanColorectumFAP3.17e-06-1.97e-010.1278
29072SETD2A015-C-203HumanColorectumFAP1.96e-33-3.71e-01-0.1294
29072SETD2A015-C-204HumanColorectumFAP7.34e-08-1.91e-01-0.0228
29072SETD2A014-C-040HumanColorectumFAP3.20e-09-4.89e-01-0.1184
29072SETD2A002-C-201HumanColorectumFAP7.80e-22-3.39e-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
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
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:00322593SkincSCCmethylation120/4864364/187231.61e-039.93e-03120
GO:00324654SkincSCCregulation of cytokinesis37/486492/187231.94e-031.17e-0237
GO:001657114SkincSCChistone methylation52/4864141/187232.74e-031.54e-0252
GO:003514822SkincSCCtube formation54/4864148/187233.00e-031.66e-0254
GO:007217521SkincSCCepithelial tube formation49/4864132/187233.06e-031.68e-0249
GO:004683114SkincSCCregulation of RNA export from nucleus8/486412/187233.61e-031.94e-028
GO:00062827SkincSCCregulation of DNA repair47/4864130/187236.52e-033.17e-0247
GO:00324795SkincSCCregulation of type I interferon production36/486495/187236.99e-033.38e-0236
GO:00326065SkincSCCtype I interferon production36/486495/187236.99e-033.38e-0236
GO:00513026SkincSCCregulation of cell division61/4864177/187237.34e-033.47e-0261
GO:004886317SkincSCCstem cell differentiation69/4864206/187239.56e-034.30e-0269
GO:0032386111ThyroidPTCregulation of intracellular transport202/5968337/187231.12e-263.93e-24202
GO:0006913112ThyroidPTCnucleocytoplasmic transport181/5968301/187232.93e-247.69e-22181
GO:0051169112ThyroidPTCnuclear transport181/5968301/187232.93e-247.69e-22181
GO:0006403112ThyroidPTCRNA localization130/5968201/187239.23e-221.94e-19130
GO:0051168112ThyroidPTCnuclear export102/5968154/187231.78e-182.01e-16102
GO:001657010ThyroidPTChistone modification235/5968463/187231.17e-171.15e-15235
GO:004682223ThyroidPTCregulation of nucleocytoplasmic transport76/5968106/187234.11e-173.70e-1576
GO:0051236110ThyroidPTCestablishment of RNA localization100/5968166/187234.26e-142.58e-12100
GO:0050657110ThyroidPTCnucleic acid transport98/5968163/187239.08e-144.90e-1298
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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
hsa003106ColorectumCRCLysine degradation18/109163/84657.21e-046.34e-034.30e-0318
hsa003107ColorectumCRCLysine degradation18/109163/84657.21e-046.34e-034.30e-0318
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
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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
SETD2SNVMissense_Mutationc.7469G>Ap.Arg2490Glnp.R2490QQ9BYW2protein_codingdeleterious(0.02)possibly_damaging(0.785)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
SETD2SNVMissense_Mutationnovelc.6355N>Ap.Glu2119Lysp.E2119KQ9BYW2protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SETD2SNVMissense_Mutationc.6071N>Ap.Arg2024Glnp.R2024QQ9BYW2protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SETD2SNVMissense_Mutationnovelc.3713N>Ap.Ser1238Tyrp.S1238YQ9BYW2protein_codingtolerated_low_confidence(0.08)benign(0.125)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SETD2SNVMissense_Mutationc.1736N>Gp.Asn579Serp.N579SQ9BYW2protein_codingtolerated_low_confidence(0.48)benign(0)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SETD2SNVMissense_Mutationnovelc.5004C>Gp.Phe1668Leup.F1668LQ9BYW2protein_codingdeleterious(0.02)probably_damaging(0.985)TCGA-BH-A0GZ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SETD2SNVMissense_Mutationc.1012G>Cp.Asp338Hisp.D338HQ9BYW2protein_codingdeleterious_low_confidence(0)probably_damaging(0.956)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SETD2SNVMissense_Mutationc.6604C>Tp.Pro2202Serp.P2202SQ9BYW2protein_codingtolerated(0.49)benign(0.001)TCGA-C8-A131-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
SETD2SNVMissense_Mutationc.4874N>Tp.Arg1625Leup.R1625LQ9BYW2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SETD2SNVMissense_Mutationc.1760N>Gp.Ser587Cysp.S587CQ9BYW2protein_codingtolerated_low_confidence(0.12)benign(0.014)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
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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
29072SETD2CLINICALLY ACTIONABLE, ENZYME, METHYL TRANSFERASECyclic octapeptide derivative 1
29072SETD2CLINICALLY ACTIONABLE, ENZYME, METHYL TRANSFERASE2,2-dimethylbenzopyran derivative 1
29072SETD2CLINICALLY ACTIONABLE, ENZYME, METHYL TRANSFERASEHIF-1alpha
29072SETD2CLINICALLY ACTIONABLE, ENZYME, METHYL TRANSFERASEPMID26882240-Compound-32
29072SETD2CLINICALLY ACTIONABLE, ENZYME, METHYL TRANSFERASEPX-478PX-478
29072SETD2CLINICALLY ACTIONABLE, ENZYME, METHYL TRANSFERASEPyrrolidine carboxamide derivative 1
29072SETD2CLINICALLY ACTIONABLE, ENZYME, METHYL TRANSFERASEPMID26882240-Compound-2
29072SETD2CLINICALLY ACTIONABLE, ENZYME, METHYL TRANSFERASE2,2-dimethylbenzopyran derivative 2
29072SETD2CLINICALLY ACTIONABLE, ENZYME, METHYL TRANSFERASEImidazo [1,2-a]pyridine compound 1
29072SETD2CLINICALLY ACTIONABLE, ENZYME, METHYL TRANSFERASEPMID26882240-Compound-14
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