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: NSD3

Gene summary for NSD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSD3

Gene ID

54904

Gene namenuclear receptor binding SET domain protein 3
Gene AliasKMT3F
Cytomap8p11.23
Gene Typeprotein-coding
GO ID

GO:0000414

UniProtAcc

Q9BZ95


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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
54904NSD3GSM4909281HumanBreastIDC3.80e-093.38e-010.21
54904NSD3GSM4909282HumanBreastIDC1.33e-104.14e-01-0.0288
54904NSD3GSM4909286HumanBreastIDC3.09e-153.07e-010.1081
54904NSD3GSM4909297HumanBreastIDC2.95e-226.63e-010.1517
54904NSD3GSM4909298HumanBreastIDC2.56e-751.09e+000.1551
54904NSD3GSM4909304HumanBreastIDC3.27e-022.07e-010.1636
54904NSD3GSM4909305HumanBreastIDC2.10e-033.02e-010.0436
54904NSD3GSM4909306HumanBreastIDC7.40e-073.48e-010.1564
54904NSD3GSM4909307HumanBreastIDC1.36e-022.51e-010.1569
54904NSD3GSM4909308HumanBreastIDC3.24e-072.89e-010.158
54904NSD3GSM4909309HumanBreastIDC2.15e-064.34e-010.0483
54904NSD3GSM4909311HumanBreastIDC1.08e-04-1.70e-010.1534
54904NSD3GSM4909317HumanBreastIDC1.47e-551.05e+000.1355
54904NSD3GSM4909318HumanBreastIDC6.46e-191.08e+000.2031
54904NSD3GSM4909319HumanBreastIDC2.18e-11-6.66e-020.1563
54904NSD3brca1HumanBreastPrecancer8.25e-07-2.20e-01-0.0338
54904NSD3brca2HumanBreastPrecancer8.30e-08-2.20e-01-0.024
54904NSD3brca3HumanBreastPrecancer3.84e-07-2.20e-01-0.0263
54904NSD3M1HumanBreastIDC7.26e-226.92e-010.1577
54904NSD3NCCBC2HumanBreastDCIS1.04e-139.10e-010.1554
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00349685CervixCChistone lysine methylation27/2311115/187236.61e-046.09e-0327
GO:00310565CervixCCregulation of histone modification33/2311152/187237.97e-047.00e-0333
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:00182054CervixCCpeptidyl-lysine modification62/2311376/187231.04e-024.97e-0262
GO:0010452ColorectumADhistone H3-K36 methylation8/391815/187235.67e-033.64e-028
GO:0031056ColorectumADregulation of histone modification45/3918152/187237.05e-034.31e-0245
GO:00310561ColorectumSERregulation of histone modification37/2897152/187232.80e-032.50e-0237
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00310562ColorectumMSSregulation of histone modification41/3467152/187236.41e-034.27e-0241
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:00104521ColorectumFAPhistone H3-K36 methylation8/262215/187233.75e-044.63e-038
GO:0006479ColorectumFAPprotein methylation39/2622181/187233.60e-032.58e-0239
GO:0008213ColorectumFAPprotein alkylation39/2622181/187233.60e-032.58e-0239
GO:0034968ColorectumFAPhistone lysine methylation27/2622115/187234.23e-032.90e-0227
GO:0016571ColorectumFAPhistone methylation31/2622141/187236.47e-034.03e-0231
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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
hsa0031022LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
hsa0031032LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
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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
NSD3SNVMissense_Mutationnovelc.3271N>Ap.Asp1091Asnp.D1091NQ9BZ95protein_codingdeleterious(0)probably_damaging(0.991)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NSD3SNVMissense_Mutationc.2126G>Cp.Ser709Thrp.S709TQ9BZ95protein_codingtolerated(0.13)benign(0)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
NSD3SNVMissense_Mutationc.2042N>Tp.Ser681Phep.S681FQ9BZ95protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NSD3SNVMissense_Mutationrs200818177c.3461G>Ap.Arg1154Glnp.R1154QQ9BZ95protein_codingtolerated(0.13)benign(0.389)TCGA-AO-A1KS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NSD3SNVMissense_Mutationrs199766344c.2291N>Ap.Arg764Hisp.R764HQ9BZ95protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E2-A1II-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NSD3SNVMissense_Mutationnovelc.1658N>Gp.Glu553Glyp.E553GQ9BZ95protein_codingtolerated(0.12)benign(0.113)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
NSD3SNVMissense_Mutationc.1926G>Tp.Met642Ilep.M642IQ9BZ95protein_codingtolerated(0.4)benign(0.006)TCGA-XX-A899-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
NSD3insertionNonsense_Mutationnovelc.3049_3050insAATTATAAACACAAAATGTTGAATGTACAATATTTGCTCTTAp.Phe1017delinsTerp.F1017delins*Q9BZ95protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
NSD3deletionFrame_Shift_Delnovelc.3854delNp.Gly1285GlufsTer21p.G1285Efs*21Q9BZ95protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NSD3deletionFrame_Shift_Delnovelc.2125delNp.Ser709AlafsTer6p.S709Afs*6Q9BZ95protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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