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: KDM7A

Gene summary for KDM7A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KDM7A

Gene ID

80853

Gene namelysine demethylase 7A
Gene AliasJHDM1D
Cytomap7q34
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6ZMT4


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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
80853KDM7AHTA11_3410_2000001011HumanColorectumAD3.65e-10-5.09e-010.0155
80853KDM7AHTA11_2951_2000001011HumanColorectumAD1.42e-02-6.58e-010.0216
80853KDM7AHTA11_347_2000001011HumanColorectumAD1.25e-085.43e-01-0.1954
80853KDM7AHTA11_866_3004761011HumanColorectumAD8.56e-04-4.58e-010.096
80853KDM7AHTA11_8622_2000001021HumanColorectumSER3.47e-03-5.29e-010.0528
80853KDM7AHTA11_99999965104_69814HumanColorectumMSS1.89e-128.31e-010.281
80853KDM7AHTA11_99999971662_82457HumanColorectumMSS3.17e-02-3.26e-010.3859
80853KDM7AHTA11_99999974143_84620HumanColorectumMSS4.15e-10-4.57e-010.3005
80853KDM7AF007HumanColorectumFAP6.72e-031.24e-010.1176
80853KDM7AA002-C-010HumanColorectumFAP2.48e-02-3.04e-020.242
80853KDM7AA001-C-207HumanColorectumFAP4.09e-039.80e-020.1278
80853KDM7AA015-C-203HumanColorectumFAP1.38e-32-5.32e-02-0.1294
80853KDM7AA015-C-204HumanColorectumFAP3.79e-041.96e-02-0.0228
80853KDM7AA014-C-040HumanColorectumFAP7.14e-04-2.30e-01-0.1184
80853KDM7AA002-C-201HumanColorectumFAP3.45e-14-7.56e-020.0324
80853KDM7AA002-C-203HumanColorectumFAP6.02e-112.52e-010.2786
80853KDM7AA001-C-119HumanColorectumFAP3.56e-08-5.36e-03-0.1557
80853KDM7AA001-C-108HumanColorectumFAP1.55e-242.62e-01-0.0272
80853KDM7AA002-C-205HumanColorectumFAP2.54e-301.66e-01-0.1236
80853KDM7AA001-C-104HumanColorectumFAP3.87e-112.54e-010.0184
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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
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
∗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:0030901ColorectumADmidbrain development32/391890/187239.45e-048.95e-0332
GO:00309011ColorectumSERmidbrain development29/289790/187235.50e-051.30e-0329
GO:00309012ColorectumMSSmidbrain development31/346790/187232.36e-043.24e-0331
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:00309014ColorectumFAPmidbrain development24/262290/187231.12e-031.08e-0224
GO:00165702ColorectumCRChistone modification75/2078463/187234.95e-047.06e-0375
GO:00309015ColorectumCRCmidbrain development21/207890/187237.06e-049.17e-0321
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:003090118EsophagusESCCmidbrain development58/855290/187232.52e-041.55e-0358
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: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:00309017LiverNAFLDmidbrain development19/188290/187231.35e-031.52e-0219
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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
KDM7ACD8TEXPBreastPrecancerTMEM204,GLO1,THADA, etc.4.58e-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
KDM7ASNVMissense_Mutationc.1553A>Gp.Asn518Serp.N518SQ6ZMT4protein_codingtolerated(1)benign(0)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
KDM7ASNVMissense_Mutationc.1652N>Gp.Ser551Cysp.S551CQ6ZMT4protein_codingdeleterious(0.03)possibly_damaging(0.628)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
KDM7ASNVMissense_Mutationnovelc.1831A>Gp.Arg611Glyp.R611GQ6ZMT4protein_codingtolerated(0.13)benign(0)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM7AinsertionIn_Frame_Insnovelc.2459_2460insAACATATGGCACACTCAAGGACAGp.Asp820delinsGluThrTyrGlyThrLeuLysAspSerp.D820delinsETYGTLKDSQ6ZMT4protein_codingTCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
KDM7AdeletionFrame_Shift_Delc.914delAp.Lys305SerfsTer17p.K305Sfs*17Q6ZMT4protein_codingTCGA-E9-A1NE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
KDM7ASNVMissense_Mutationnovelc.787A>Gp.Lys263Glup.K263EQ6ZMT4protein_codingdeleterious(0)probably_damaging(0.986)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KDM7ASNVMissense_Mutationc.1369G>Cp.Asp457Hisp.D457HQ6ZMT4protein_codingdeleterious(0)probably_damaging(0.968)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
KDM7ASNVMissense_Mutationrs758963637c.2548N>Ap.Gly850Serp.G850SQ6ZMT4protein_codingtolerated(0.29)benign(0.003)TCGA-VS-A950-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
KDM7ASNVMissense_Mutationnovelc.997N>Cp.Asp333Hisp.D333HQ6ZMT4protein_codingdeleterious(0)probably_damaging(0.943)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KDM7ASNVMissense_Mutationc.2755G>Ap.Ala919Thrp.A919TQ6ZMT4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A6-2683-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyirinotecanPD
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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
80853KDM7AENZYMEinhibitor178103604
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