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: KDM4B

Gene summary for KDM4B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KDM4B

Gene ID

23030

Gene namelysine demethylase 4B
Gene AliasJMJD2B
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006325

UniProtAcc

A0A0C4DFL8


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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
23030KDM4BGSM4909293HumanBreastIDC1.59e-173.97e-010.1581
23030KDM4BGSM4909298HumanBreastIDC3.79e-093.25e-010.1551
23030KDM4BGSM4909301HumanBreastIDC3.50e-053.63e-010.1577
23030KDM4BGSM4909302HumanBreastIDC1.21e-125.16e-010.1545
23030KDM4BGSM4909306HumanBreastIDC1.14e-043.22e-010.1564
23030KDM4BGSM4909311HumanBreastIDC2.40e-061.18e-010.1534
23030KDM4BGSM4909312HumanBreastIDC4.48e-041.95e-010.1552
23030KDM4BGSM4909319HumanBreastIDC7.64e-09-1.77e-020.1563
23030KDM4BP3HumanBreastIDC1.32e-035.71e-010.1542
23030KDM4BDCIS2HumanBreastDCIS2.91e-249.61e-020.0085
23030KDM4BAEH-subject1HumanEndometriumAEH2.52e-236.10e-01-0.3059
23030KDM4BAEH-subject2HumanEndometriumAEH9.75e-114.12e-01-0.2525
23030KDM4BAEH-subject3HumanEndometriumAEH4.17e-195.51e-01-0.2576
23030KDM4BAEH-subject4HumanEndometriumAEH7.05e-073.90e-01-0.2657
23030KDM4BEEC-subject1HumanEndometriumEEC6.70e-205.46e-01-0.2682
23030KDM4BEEC-subject2HumanEndometriumEEC2.76e-134.69e-01-0.2607
23030KDM4BEEC-subject3HumanEndometriumEEC8.26e-061.85e-01-0.2525
23030KDM4BEEC-subject4HumanEndometriumEEC1.61e-104.34e-01-0.2571
23030KDM4BEEC-subject5HumanEndometriumEEC1.41e-083.71e-01-0.249
23030KDM4BGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.32e-101.37e-03-0.1869
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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
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
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:00063258EndometriumAEHchromatin organization64/2100409/187233.69e-032.52e-0264
GO:000632513EndometriumEECchromatin organization65/2168409/187234.98e-033.14e-0265
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00064824EsophagusESCCprotein demethylation24/855233/187231.50e-037.06e-0324
GO:00082144EsophagusESCCprotein dealkylation24/855233/187231.50e-037.06e-0324
GO:00165773EsophagusESCChistone demethylation22/855231/187233.90e-031.58e-0222
GO:00700763EsophagusESCChistone lysine demethylation20/855228/187235.23e-031.97e-0220
GO:00165703LiverNAFLDhistone modification90/1882463/187235.74e-101.28e-0790
GO:00063255LiverNAFLDchromatin organization64/1882409/187232.31e-043.89e-0364
GO:0070076LiverNAFLDhistone lysine demethylation10/188228/187232.46e-044.09e-0310
GO:0016577LiverNAFLDhistone demethylation10/188231/187236.28e-048.21e-0310
GO:0006482LiverNAFLDprotein demethylation10/188233/187231.09e-031.27e-0210
GO:0008214LiverNAFLDprotein dealkylation10/188233/187231.09e-031.27e-0210
GO:0070988LiverNAFLDdemethylation16/188273/187232.09e-032.06e-0216
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:001657010ThyroidPTChistone modification235/5968463/187231.17e-171.15e-15235
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:00063385ThyroidPTCchromatin remodeling106/5968255/187236.56e-044.13e-03106
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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
KDM4BBNBreastADJIGHD,MAML3,GNL1, etc.1.95e-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.
KDM4BBNBreastDCISIGHD,MAML3,GNL1, etc.3.93e-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.
KDM4BBNBreastHealthyIGHD,MAML3,GNL1, etc.5.90e-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.
KDM4BBNBreastIDCIGHD,MAML3,GNL1, etc.2.15e-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.
KDM4BBNBreastPrecancerIGHD,MAML3,GNL1, etc.1.05e-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.
KDM4BINCAFColorectumHealthyC11orf80,LRRK1,ANKRD49, etc.1.19e-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.
KDM4BHEPLiverCirrhoticFAM160A1,BMI1,MAP3K4, etc.5.95e-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.
KDM4BSTMLiverNAFLDFAM160A1,BMI1,MAP3K4, etc.1.49e-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.
KDM4BBNProstateADJZNF490,HBS1L,TNFRSF13C, etc.3.05e-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.
KDM4BCD8TEFFProstateADJZNF490,HBS1L,TNFRSF13C, etc.3.79e-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
KDM4BSNVMissense_Mutationrs766027488c.2248N>Ap.Gly750Serp.G750Sprotein_codingtolerated(0.25)possibly_damaging(0.566)TCGA-A7-A13H-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozolePD
KDM4BSNVMissense_Mutationrs759969080c.1991N>Tp.Ala664Valp.A664Vprotein_codingtolerated(0.24)benign(0.001)TCGA-AC-A62X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM4BSNVMissense_Mutationc.1867N>Ap.Pro623Thrp.P623Tprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM4BSNVMissense_Mutationrs757254378c.196N>Ap.Val66Metp.V66Mprotein_codingtolerated(0.42)benign(0.021)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
KDM4BSNVMissense_Mutationnovelc.1958N>Tp.Arg653Metp.R653Mprotein_codingdeleterious(0)possibly_damaging(0.642)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KDM4BSNVMissense_Mutationc.2240N>Gp.Ser747Cysp.S747Cprotein_codingtolerated(0.07)probably_damaging(0.947)TCGA-DS-A0VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KDM4BSNVMissense_Mutationc.2058C>Gp.Ile686Metp.I686Mprotein_codingdeleterious(0)possibly_damaging(0.576)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KDM4BSNVMissense_Mutationrs770149637c.1255N>Ap.Glu419Lysp.E419Kprotein_codingtolerated(0.26)benign(0.364)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
KDM4BSNVMissense_Mutationc.584N>Ap.Leu195Glnp.L195Qprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
KDM4BSNVMissense_Mutationc.3031G>Cp.Glu1011Glnp.E1011Qprotein_codingtolerated(0.07)benign(0.117)TCGA-Q1-A73O-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
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