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: KDM6A

Gene summary for KDM6A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KDM6A

Gene ID

7403

Gene namelysine demethylase 6A
Gene AliasKABUK2
CytomapXp11.3
Gene Typeprotein-coding
GO ID

GO:0006325

UniProtAcc

B7ZKN5


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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
7403KDM6ACCI_1HumanCervixCC1.10e-141.61e+000.528
7403KDM6ACCI_2HumanCervixCC4.38e-172.26e+000.5249
7403KDM6ACCI_3HumanCervixCC1.48e-231.48e+000.516
7403KDM6AHTA11_3410_2000001011HumanColorectumAD9.87e-21-6.86e-010.0155
7403KDM6AHTA11_78_2000001011HumanColorectumAD8.96e-03-4.52e-01-0.1088
7403KDM6AHTA11_3361_2000001011HumanColorectumAD1.44e-02-5.04e-01-0.1207
7403KDM6AHTA11_696_2000001011HumanColorectumAD2.64e-06-3.78e-01-0.1464
7403KDM6AHTA11_866_2000001011HumanColorectumAD1.51e-07-3.70e-01-0.1001
7403KDM6AHTA11_7862_2000001011HumanColorectumAD3.55e-04-6.44e-01-0.0179
7403KDM6AHTA11_866_3004761011HumanColorectumAD3.19e-15-6.71e-010.096
7403KDM6AHTA11_8622_2000001021HumanColorectumSER9.01e-03-5.11e-010.0528
7403KDM6AHTA11_10711_2000001011HumanColorectumAD5.14e-04-5.03e-010.0338
7403KDM6AHTA11_7696_3000711011HumanColorectumAD1.03e-17-6.00e-010.0674
7403KDM6AHTA11_6818_2000001021HumanColorectumAD1.11e-05-5.99e-010.0588
7403KDM6AHTA11_99999970781_79442HumanColorectumMSS2.56e-17-5.36e-010.294
7403KDM6AHTA11_99999971662_82457HumanColorectumMSS1.39e-16-5.50e-010.3859
7403KDM6AHTA11_99999973899_84307HumanColorectumMSS1.53e-04-5.58e-010.2585
7403KDM6AHTA11_99999974143_84620HumanColorectumMSS9.46e-24-6.46e-010.3005
7403KDM6AA001-C-207HumanColorectumFAP3.57e-05-3.06e-010.1278
7403KDM6AA015-C-203HumanColorectumFAP5.47e-29-4.16e-01-0.1294
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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
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00349685CervixCChistone lysine methylation27/2311115/187236.61e-046.09e-0327
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:00063381CervixCCchromatin remodeling45/2311255/187238.33e-034.30e-0245
GO:00182054CervixCCpeptidyl-lysine modification62/2311376/187231.04e-024.97e-0262
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:00063253ColorectumFAPchromatin organization84/2622409/187231.62e-042.47e-0384
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
hsa05202ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052021ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa052026LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa0520211LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa052022LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa052023LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa052024LungMIACTranscriptional misregulation in cancer22/507193/84652.64e-032.26e-021.64e-0222
hsa052025LungMIACTranscriptional misregulation in cancer22/507193/84652.64e-032.26e-021.64e-0222
hsa052027ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520212ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520221ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
hsa0520231ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
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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
KDM6ASNVMissense_Mutationnovelc.3288N>Tp.Trp1096Cysp.W1096CO15550protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
KDM6ASNVMissense_Mutationc.329N>Gp.Pro110Argp.P110RO15550protein_codingdeleterious(0.04)benign(0.424)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
KDM6ASNVMissense_Mutationc.3356T>Cp.Leu1119Prop.L1119PO15550protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-AO-A12A-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
KDM6ASNVMissense_Mutationc.3452N>Gp.Asn1151Serp.N1151SO15550protein_codingdeleterious(0)possibly_damaging(0.734)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KDM6ASNVMissense_Mutationc.3259N>Gp.Asn1087Aspp.N1087DO15550protein_codingdeleterious(0)benign(0.234)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM6ASNVMissense_Mutationc.3766N>Cp.Tyr1256Hisp.Y1256HO15550protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM6ASNVMissense_Mutationc.1592N>Tp.Ser531Leup.S531LO15550protein_codingdeleterious(0)benign(0.036)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM6ASNVMissense_Mutationc.781N>Cp.Asp261Hisp.D261HO15550protein_codingdeleterious(0)probably_damaging(0.957)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
KDM6ASNVMissense_Mutationnovelc.616G>Ap.Glu206Lysp.E206KO15550protein_codingdeleterious(0)probably_damaging(0.95)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
KDM6AinsertionFrame_Shift_Insnovelc.3154_3155insAp.Arg1054LysfsTer5p.R1054Kfs*5O15550protein_codingTCGA-A2-A0CK-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereCR
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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
7403KDM6AENZYME, CLINICALLY ACTIONABLETazemetostatTAZEMETOSTAT
7403KDM6AENZYME, CLINICALLY ACTIONABLEinhibitor178103606
7403KDM6AENZYME, CLINICALLY ACTIONABLEinhibitor381118851
7403KDM6AENZYME, CLINICALLY ACTIONABLEinhibitor310264759
7403KDM6AENZYME, CLINICALLY ACTIONABLEGSK34328228601
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