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: KDM5C

Gene summary for KDM5C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KDM5C

Gene ID

8242

Gene namelysine demethylase 5C
Gene AliasDXS1272E
CytomapXp11.22
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P41229


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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
8242KDM5CEOLP-1HumanOral cavityEOLP4.19e-041.09e-01-0.0202
8242KDM5CNEOLP-3HumanOral cavityNEOLP7.32e-037.26e-02-0.0191
8242KDM5CSYSMH1HumanOral cavityOSCC5.47e-082.21e-010.1127
8242KDM5CSYSMH2HumanOral cavityOSCC5.02e-102.15e-010.2326
8242KDM5CSYSMH3HumanOral cavityOSCC2.95e-285.41e-010.2442
8242KDM5CSYSMH6HumanOral cavityOSCC4.51e-061.59e-010.1275
8242KDM5Cmale-WTAHumanThyroidPTC9.41e-443.45e-010.1037
8242KDM5CPTC01HumanThyroidPTC2.06e-066.89e-020.1899
8242KDM5CPTC03HumanThyroidPTC4.21e-028.19e-020.1784
8242KDM5CPTC04HumanThyroidPTC7.60e-222.98e-010.1927
8242KDM5CPTC05HumanThyroidPTC1.37e-135.53e-010.2065
8242KDM5CPTC06HumanThyroidPTC8.89e-143.31e-010.2057
8242KDM5CPTC07HumanThyroidPTC4.77e-283.51e-010.2044
8242KDM5CATC09HumanThyroidATC9.92e-123.34e-010.2871
8242KDM5CATC11HumanThyroidATC5.72e-042.99e-010.3386
8242KDM5CATC12HumanThyroidATC5.93e-075.33e-020.34
8242KDM5CATC13HumanThyroidATC9.46e-234.11e-010.34
8242KDM5CATC1HumanThyroidATC1.00e-103.60e-010.2878
8242KDM5CATC2HumanThyroidATC2.03e-091.11e+000.34
8242KDM5CATC3HumanThyroidATC1.28e-052.69e-010.338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
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:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:000963622LiverHCCresponse to toxic substance153/7958262/187231.37e-072.58e-06153
GO:004851121LiverHCCrhythmic process156/7958298/187233.54e-042.46e-03156
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:004851116Oral cavityOSCCrhythmic process157/7305298/187231.00e-061.36e-05157
GO:000963618Oral cavityOSCCresponse to toxic substance137/7305262/187237.94e-068.52e-05137
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:001657023Oral cavityEOLPhistone modification98/2218463/187235.58e-092.96e-0798
GO:004851117Oral cavityEOLPrhythmic process69/2218298/187232.68e-081.11e-0669
GO:000632515Oral cavityEOLPchromatin organization84/2218409/187232.68e-078.16e-0684
GO:000963625Oral cavityEOLPresponse to toxic substance48/2218262/187231.37e-039.49e-0348
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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
∗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
KDM5CSNVMissense_Mutationc.2941G>Ap.Glu981Lysp.E981KP41229protein_codingdeleterious(0.01)possibly_damaging(0.902)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
KDM5CSNVMissense_Mutationnovelc.1377A>Cp.Lys459Asnp.K459NP41229protein_codingdeleterious(0.02)benign(0.382)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM5CSNVMissense_Mutationc.3820N>Ap.Glu1274Lysp.E1274KP41229protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KDM5CSNVMissense_Mutationc.1988N>Tp.Ala663Valp.A663VP41229protein_codingdeleterious(0)possibly_damaging(0.659)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM5CSNVMissense_Mutationc.3883N>Cp.Ala1295Prop.A1295PP41229protein_codingdeleterious(0.01)possibly_damaging(0.701)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM5CSNVMissense_Mutationc.3881N>Tp.Gln1294Leup.Q1294LP41229protein_codingdeleterious(0)possibly_damaging(0.548)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM5CSNVMissense_Mutationc.3319N>Cp.Asp1107Hisp.D1107HP41229protein_codingdeleterious(0.02)benign(0.053)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
KDM5CinsertionIn_Frame_Insnovelc.3227_3228insACCp.Leu1076_Thr1077insProp.L1076_T1077insPP41229protein_codingTCGA-A7-A26E-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
KDM5CinsertionFrame_Shift_Insnovelc.3226_3227insCGACAGGp.Leu1076ProfsTer56p.L1076Pfs*56P41229protein_codingTCGA-A7-A26E-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
KDM5CinsertionNonsense_Mutationnovelc.1625_1626insCAATTAp.Ala542_Glu543insAsnTerp.A542_E543insN*P41229protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
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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
8242KDM5CDRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitor310264759
8242KDM5CDRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitor178103605
8242KDM5CDRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEEVEROLIMUSEVEROLIMUS27751729
8242KDM5CDRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitor249565909
8242KDM5CDRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEinhibitor178103606
8242KDM5CDRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLESUNITINIBSUNITINIB27751729
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