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: KDM4A

Gene summary for KDM4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KDM4A

Gene ID

9682

Gene namelysine demethylase 4A
Gene AliasJHDM3A
Cytomap1p34.2-p34.1
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

O75164


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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
9682KDM4AHTA11_3410_2000001011HumanColorectumAD4.23e-122.41e-010.0155
9682KDM4AHTA11_2487_2000001011HumanColorectumSER9.55e-184.69e-01-0.1808
9682KDM4AHTA11_2951_2000001011HumanColorectumAD3.22e-054.66e-010.0216
9682KDM4AHTA11_1938_2000001011HumanColorectumAD1.39e-174.61e-01-0.0811
9682KDM4AHTA11_78_2000001011HumanColorectumAD8.35e-112.91e-01-0.1088
9682KDM4AHTA11_347_2000001011HumanColorectumAD5.98e-436.71e-01-0.1954
9682KDM4AHTA11_411_2000001011HumanColorectumSER4.42e-106.00e-01-0.2602
9682KDM4AHTA11_2112_2000001011HumanColorectumSER1.08e-063.96e-01-0.2196
9682KDM4AHTA11_3361_2000001011HumanColorectumAD3.86e-113.60e-01-0.1207
9682KDM4AHTA11_83_2000001011HumanColorectumSER2.83e-154.54e-01-0.1526
9682KDM4AHTA11_696_2000001011HumanColorectumAD7.40e-365.69e-01-0.1464
9682KDM4AHTA11_866_2000001011HumanColorectumAD5.18e-244.12e-01-0.1001
9682KDM4AHTA11_1391_2000001011HumanColorectumAD6.55e-215.63e-01-0.059
9682KDM4AHTA11_2992_2000001011HumanColorectumSER2.31e-084.44e-01-0.1706
9682KDM4AHTA11_5212_2000001011HumanColorectumAD1.44e-093.82e-01-0.2061
9682KDM4AHTA11_5216_2000001011HumanColorectumSER2.79e-074.41e-01-0.1462
9682KDM4AHTA11_546_2000001011HumanColorectumAD4.04e-114.68e-01-0.0842
9682KDM4AHTA11_9341_2000001011HumanColorectumSER4.01e-044.03e-01-0.00410000000000005
9682KDM4AHTA11_7862_2000001011HumanColorectumAD1.12e-063.05e-01-0.0179
9682KDM4AHTA11_866_3004761011HumanColorectumAD1.85e-214.30e-010.096
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0010507ColorectumADnegative regulation of autophagy31/391885/187236.91e-047.05e-0331
GO:0050767ColorectumADregulation of neurogenesis99/3918364/187232.35e-031.82e-0299
GO:0031056ColorectumADregulation of histone modification45/3918152/187237.05e-034.31e-0245
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00098951ColorectumSERnegative regulation of catabolic process84/2897320/187233.93e-072.06e-0584
GO:00313301ColorectumSERnegative regulation of cellular catabolic process70/2897262/187231.79e-067.70e-0570
GO:00316671ColorectumSERresponse to nutrient levels106/2897474/187233.94e-051.00e-03106
GO:00105061ColorectumSERregulation of autophagy74/2897317/187231.39e-042.77e-0374
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:0043500ColorectumSERmuscle adaptation31/2897121/187232.58e-032.38e-0231
GO:0051567ColorectumSERhistone H3-K9 methylation13/289737/187232.60e-032.40e-0213
GO:00310561ColorectumSERregulation of histone modification37/2897152/187232.80e-032.50e-0237
GO:0003012ColorectumSERmuscle system process92/2897452/187232.98e-032.63e-0292
GO:0051570ColorectumSERregulation of histone H3-K9 methylation9/289724/187237.19e-034.99e-029
GO:00313302ColorectumMSSnegative regulation of cellular catabolic process96/3467262/187232.67e-124.63e-1096
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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
KDM4AMSC.ADIPOBreastADJSPP1,BMPER,C3orf17, etc.1.04e-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.
KDM4AMVABreastDCISSPP1,BMPER,C3orf17, etc.2.55e-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.
KDM4AFIBBreastPrecancerSPP1,BMPER,C3orf17, etc.5.65e-03The 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.
KDM4APVAOral cavityOSCCANXA1,GABPB1-AS1,RBM43, etc.9.48e-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
KDM4ASNVMissense_Mutationc.1043C>Tp.Pro348Leup.P348LO75164protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
KDM4ASNVMissense_Mutationc.1276N>Ap.Glu426Lysp.E426KO75164protein_codingtolerated(0.94)benign(0.031)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
KDM4ASNVMissense_Mutationnovelc.2006N>Tp.Ala669Valp.A669VO75164protein_codingdeleterious(0)benign(0.045)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM4ASNVMissense_Mutationnovelc.2377N>Gp.Trp793Glyp.W793GO75164protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AQ-A04H-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
KDM4ASNVMissense_Mutationc.1495N>Tp.Leu499Phep.L499FO75164protein_codingtolerated(0.73)benign(0.348)TCGA-AR-A1AX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
KDM4ASNVMissense_Mutationrs570986178c.383N>Gp.Asn128Serp.N128SO75164protein_codingtolerated(0.44)benign(0.012)TCGA-BH-A0DG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
KDM4ASNVMissense_Mutationc.2182G>Cp.Glu728Glnp.E728QO75164protein_codingtolerated(0.18)probably_damaging(0.915)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM4ASNVMissense_Mutationc.1276N>Cp.Glu426Glnp.E426QO75164protein_codingtolerated(0.18)benign(0.444)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM4ASNVMissense_Mutationnovelc.1376N>Tp.Ser459Phep.S459FO75164protein_codingdeleterious(0.02)benign(0.174)TCGA-GM-A2DI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
KDM4ASNVMissense_Mutationnovelc.3035N>Gp.Lys1012Argp.K1012RO75164protein_codingdeleterious(0.03)probably_damaging(0.985)TCGA-OL-A5D6-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
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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
9682KDM4ADRUGGABLE GENOME, ENZYMECLOFAZIMINECLOFAZIMINE
9682KDM4ADRUGGABLE GENOME, ENZYMEMONTELUKAST SODIUMMONTELUKAST SODIUM
9682KDM4ADRUGGABLE GENOME, ENZYMECHLOROGENIC ACIDCHLOROGENIC ACID
9682KDM4ADRUGGABLE GENOME, ENZYMEERGOCRYPTINEERGOCRYPTINE
9682KDM4ADRUGGABLE GENOME, ENZYME4-HYDROXYESTRADIOLCHEMBL1412489
9682KDM4ADRUGGABLE GENOME, ENZYMEINDAZOLE-3-CARBOXYLICACIDCHEMBL502057
9682KDM4ADRUGGABLE GENOME, ENZYMEALTENUSINALTENUSIN
9682KDM4ADRUGGABLE GENOME, ENZYMEGNF-PF-840CHEMBL601605
9682KDM4ADRUGGABLE GENOME, ENZYMEEUPAFOLINEUPAFOLIN
9682KDM4ADRUGGABLE GENOME, ENZYMEPYRIDINE-2,4-DICARBOXYLIC ACIDCHEMBL316034
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