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: NSD2

Gene summary for NSD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSD2

Gene ID

7468

Gene namenuclear receptor binding SET domain protein 2
Gene AliasKMT3F
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

O96028


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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
7468NSD2HSIL_HPV_2HumanCervixHSIL_HPV8.65e-042.52e-010.0208
7468NSD2CCI_1HumanCervixCC1.52e-191.54e+000.528
7468NSD2CCI_2HumanCervixCC1.90e-057.01e-010.5249
7468NSD2CCI_3HumanCervixCC5.02e-119.22e-010.516
7468NSD2TumorHumanCervixCC8.11e-04-1.47e-010.1241
7468NSD2HTA11_3410_2000001011HumanColorectumAD1.32e-07-3.27e-010.0155
7468NSD2HTA11_99999970781_79442HumanColorectumMSS1.37e-47-8.75e-010.294
7468NSD2HTA11_99999965104_69814HumanColorectumMSS3.35e-19-8.75e-010.281
7468NSD2HTA11_99999971662_82457HumanColorectumMSS5.75e-49-8.75e-010.3859
7468NSD2HTA11_99999973899_84307HumanColorectumMSS6.01e-15-8.75e-010.2585
7468NSD2HTA11_99999974143_84620HumanColorectumMSS4.78e-48-8.75e-010.3005
7468NSD2F007HumanColorectumFAP2.40e-02-2.62e-010.1176
7468NSD2A002-C-010HumanColorectumFAP1.57e-05-2.53e-010.242
7468NSD2A001-C-207HumanColorectumFAP1.13e-02-2.44e-010.1278
7468NSD2A015-C-203HumanColorectumFAP1.74e-24-3.62e-01-0.1294
7468NSD2A015-C-204HumanColorectumFAP4.34e-04-2.84e-01-0.0228
7468NSD2A014-C-040HumanColorectumFAP1.23e-03-3.59e-01-0.1184
7468NSD2A002-C-201HumanColorectumFAP5.78e-12-3.26e-010.0324
7468NSD2A002-C-203HumanColorectumFAP1.29e-03-2.40e-010.2786
7468NSD2A001-C-119HumanColorectumFAP5.77e-061.46e-01-0.1557
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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
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
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
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:00104525CervixCChistone H3-K36 methylation8/231115/187231.53e-041.85e-038
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:20010209CervixCCregulation of response to DNA damage stimulus46/2311219/187231.92e-042.23e-0346
GO:00349685CervixCChistone lysine methylation27/2311115/187236.61e-046.09e-0327
GO:00026973CervixCCregulation of immune effector process62/2311339/187239.25e-047.84e-0362
GO:00510528CervixCCregulation of DNA metabolic process65/2311359/187239.25e-047.84e-0365
GO:00026967CervixCCpositive regulation of leukocyte activation72/2311409/187231.13e-039.31e-0372
GO:00512516CervixCCpositive regulation of lymphocyte activation65/2311362/187231.15e-039.39e-0365
GO:00508676CervixCCpositive regulation of cell activation73/2311420/187231.50e-031.16e-0273
GO:00165715CervixCChistone methylation30/2311141/187231.88e-031.39e-0230
GO:00180224CervixCCpeptidyl-lysine methylation28/2311131/187232.43e-031.71e-0228
GO:00064795CervixCCprotein methylation36/2311181/187232.46e-031.71e-0236
GO:00082135CervixCCprotein alkylation36/2311181/187232.46e-031.71e-0236
GO:00024603CervixCCadaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains62/2311356/187233.09e-032.03e-0262
GO:0002263CervixCCcell activation involved in immune response50/2311279/187234.16e-032.57e-0250
GO:0002443CervixCCleukocyte mediated immunity73/2311440/187235.01e-032.98e-0273
GO:0002699CervixCCpositive regulation of immune effector process43/2311235/187235.13e-033.02e-0243
GO:0002819CervixCCregulation of adaptive immune response35/2311183/187235.38e-033.11e-0235
GO:0002822CervixCCregulation of adaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains32/2311168/187238.00e-034.18e-0232
GO:00023813CervixCCimmunoglobulin production involved in immunoglobulin-mediated immune response16/231170/187231.01e-024.91e-0216
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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
hsa05202ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa003105ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa052021ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa003106ColorectumCRCLysine degradation18/109163/84657.21e-046.34e-034.30e-0318
hsa003107ColorectumCRCLysine degradation18/109163/84657.21e-046.34e-034.30e-0318
hsa052026LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa003109LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa0520211LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa0031012LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa052022LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa0031022LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
hsa052023LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa0031032LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
hsa052024LungMIACTranscriptional misregulation in cancer22/507193/84652.64e-032.26e-021.64e-0222
hsa0031042LungMIACLysine 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
NSD2SNVMissense_Mutationc.1289A>Gp.Asp430Glyp.D430GO96028protein_codingtolerated(0.13)benign(0.036)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
NSD2SNVMissense_Mutationc.1656N>Gp.Asp552Glup.D552EO96028protein_codingtolerated(0.53)benign(0.003)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
NSD2SNVMissense_Mutationrs772470710c.3295G>Ap.Glu1099Lysp.E1099KO96028protein_codingdeleterious(0)probably_damaging(0.949)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
NSD2SNVMissense_Mutationc.1777N>Ap.Ala593Thrp.A593TO96028protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NSD2SNVMissense_Mutationc.3502N>Ap.Asp1168Asnp.D1168NO96028protein_codingtolerated(0.05)probably_damaging(0.998)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NSD2insertionFrame_Shift_Insnovelc.3556_3557insTGCTGACCTTAGCTCCCTTGTTTGCCATCp.Asn1186MetfsTer153p.N1186Mfs*153O96028protein_codingTCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NSD2deletionFrame_Shift_Delnovelc.201delNp.His68ThrfsTer12p.H68Tfs*12O96028protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NSD2SNVMissense_Mutationrs753748334c.208G>Ap.Ala70Thrp.A70TO96028protein_codingtolerated(0.32)benign(0.005)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NSD2SNVMissense_Mutationnovelc.844G>Ap.Val282Ilep.V282IO96028protein_codingdeleterious(0.02)probably_damaging(0.965)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NSD2SNVMissense_Mutationnovelc.1814C>Tp.Thr605Metp.T605MO96028protein_codingdeleterious(0.02)benign(0.231)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
7468NSD2CLINICALLY ACTIONABLE, METHYL TRANSFERASE, ENZYMENSC-36398CHEMBL483206
7468NSD2CLINICALLY ACTIONABLE, METHYL TRANSFERASE, ENZYMEMITOXANTRONEMITOXANTRONE
7468NSD2CLINICALLY ACTIONABLE, METHYL TRANSFERASE, ENZYME4-AMINO-[1,2]NAPHTHOQUINONE4-AMINO-[1,2]NAPHTHOQUINONE
7468NSD2CLINICALLY ACTIONABLE, METHYL TRANSFERASE, ENZYMENSC-228155CHEMBL505670
7468NSD2CLINICALLY ACTIONABLE, METHYL TRANSFERASE, ENZYMEDNDI1416917CHEMBL1335833
7468NSD2CLINICALLY ACTIONABLE, METHYL TRANSFERASE, ENZYMEGNF-PF-4459CHEMBL585502
7468NSD2CLINICALLY ACTIONABLE, METHYL TRANSFERASE, ENZYMEN-(4-CARBOXYMETHENE)PHENYLPYRROLECHEMBL258756
7468NSD2CLINICALLY ACTIONABLE, METHYL TRANSFERASE, ENZYMEACID BLUE 129ACID BLUE 129
7468NSD2CLINICALLY ACTIONABLE, METHYL TRANSFERASE, ENZYMEGNF-PF-5159CHEMBL1493528
7468NSD2CLINICALLY ACTIONABLE, METHYL TRANSFERASE, ENZYMEPURPUROGALLINPURPUROGALLIN
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