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: KDM3A

Gene summary for KDM3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KDM3A

Gene ID

55818

Gene namelysine demethylase 3A
Gene AliasJHDM2A
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9Y4C1


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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
55818KDM3ACCI_1HumanCervixCC1.87e-057.07e-010.528
55818KDM3ACCI_2HumanCervixCC1.90e-024.66e-010.5249
55818KDM3ACCI_3HumanCervixCC1.13e-065.99e-010.516
55818KDM3ALZE4THumanEsophagusESCC9.12e-135.10e-010.0811
55818KDM3ALZE7THumanEsophagusESCC1.89e-033.65e-010.0667
55818KDM3ALZE8THumanEsophagusESCC4.23e-091.66e-010.067
55818KDM3ALZE22THumanEsophagusESCC1.43e-031.92e-010.068
55818KDM3ALZE24THumanEsophagusESCC1.77e-153.08e-010.0596
55818KDM3ALZE6THumanEsophagusESCC1.52e-021.73e-020.0845
55818KDM3AP1T-EHumanEsophagusESCC1.92e-062.93e-010.0875
55818KDM3AP2T-EHumanEsophagusESCC8.51e-193.77e-010.1177
55818KDM3AP4T-EHumanEsophagusESCC2.34e-103.05e-010.1323
55818KDM3AP5T-EHumanEsophagusESCC1.51e-131.97e-010.1327
55818KDM3AP8T-EHumanEsophagusESCC8.67e-161.02e-010.0889
55818KDM3AP9T-EHumanEsophagusESCC6.97e-119.47e-020.1131
55818KDM3AP10T-EHumanEsophagusESCC4.30e-215.07e-010.116
55818KDM3AP11T-EHumanEsophagusESCC2.69e-074.03e-010.1426
55818KDM3AP12T-EHumanEsophagusESCC2.70e-224.47e-010.1122
55818KDM3AP15T-EHumanEsophagusESCC3.49e-236.34e-010.1149
55818KDM3AP16T-EHumanEsophagusESCC2.29e-143.02e-010.1153
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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
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:004854510CervixCCresponse to steroid hormone74/2311339/187235.71e-072.09e-0574
GO:00305229CervixCCintracellular receptor signaling pathway60/2311265/187231.89e-065.97e-0560
GO:20007362CervixCCregulation of stem cell differentiation19/231158/187234.01e-056.21e-0419
GO:00488634CervixCCstem cell differentiation46/2311206/187234.11e-056.36e-0446
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00349685CervixCChistone lysine methylation27/2311115/187236.61e-046.09e-0327
GO:00310565CervixCCregulation of histone modification33/2311152/187237.97e-047.00e-0333
GO:00987275CervixCCmaintenance of cell number30/2311134/187237.98e-047.00e-0330
GO:00198274CervixCCstem cell population maintenance29/2311131/187231.17e-039.47e-0329
GO:00165715CervixCChistone methylation30/2311141/187231.88e-031.39e-0230
GO:00713839CervixCCcellular response to steroid hormone stimulus40/2311204/187231.93e-031.42e-0240
GO:19908234CervixCCresponse to leukemia inhibitory factor22/231195/187232.40e-031.70e-0222
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:00305188CervixCCintracellular steroid hormone receptor signaling pathway25/2311116/187233.59e-032.30e-0225
GO:19908304CervixCCcellular response to leukemia inhibitory factor21/231194/187234.68e-032.82e-0221
GO:00305218CervixCCandrogen receptor signaling pathway12/231144/187235.76e-033.30e-0212
GO:00182054CervixCCpeptidyl-lysine modification62/2311376/187231.04e-024.97e-0262
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471420CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa04714110CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0471432LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
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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
KDM3ASNVMissense_Mutationc.3430G>Cp.Glu1144Glnp.E1144QQ9Y4C1protein_codingtolerated(0.35)benign(0.015)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KDM3ASNVMissense_Mutationnovelc.1073N>Tp.Arg358Ilep.R358IQ9Y4C1protein_codingtolerated_low_confidence(0.1)benign(0.107)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM3ASNVMissense_Mutationc.2486N>Ap.Ser829Asnp.S829NQ9Y4C1protein_codingtolerated(0.07)possibly_damaging(0.468)TCGA-AO-A03V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
KDM3ASNVMissense_Mutationc.2007N>Gp.Ile669Metp.I669MQ9Y4C1protein_codingdeleterious(0)probably_damaging(0.943)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
KDM3ASNVMissense_Mutationc.3685C>Gp.Gln1229Glup.Q1229EQ9Y4C1protein_codingdeleterious(0)benign(0.351)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM3ASNVMissense_Mutationnovelc.2647N>Ap.Gly883Serp.G883SQ9Y4C1protein_codingtolerated(1)benign(0.349)TCGA-D8-A27L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycin+cuclophosphamideSD
KDM3ASNVMissense_Mutationc.2279N>Gp.Leu760Argp.L760RQ9Y4C1protein_codingtolerated(0.39)benign(0.391)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KDM3ASNVMissense_Mutationc.2778N>Tp.Arg926Serp.R926SQ9Y4C1protein_codingdeleterious(0)benign(0.012)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
KDM3AinsertionFrame_Shift_Insnovelc.3961_3962insATGAAATTATGTTACATAATTCATTAp.Pro1321HisfsTer18p.P1321Hfs*18Q9Y4C1protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KDM3AinsertionNonsense_Mutationnovelc.3838_3839insATTTTGAAGGAAGTATGTATTGTTGAATGCAGTTCTAGTTGTTTGAATAp.Phe1280TyrfsTer9p.F1280Yfs*9Q9Y4C1protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
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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
55818KDM3AENZYMEinhibitor249565910
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