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: JMJD1C

Gene summary for JMJD1C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JMJD1C

Gene ID

221037

Gene namejumonji domain containing 1C
Gene AliasKDM3C
Cytomap10q21.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B7ZLC8


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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
221037JMJD1CPat06-BHumanStomachGC8.65e-535.21e-01-0.1961
221037JMJD1CPat07-BHumanStomachGC9.73e-043.48e-010.0935
221037JMJD1CPat09-BHumanStomachGC1.41e-021.52e-01-0.0359
221037JMJD1CPat10-BHumanStomachGC3.98e-044.29e-010.084
221037JMJD1CPat11-BHumanStomachGC4.00e-164.04e-01-0.182
221037JMJD1CPat12-BHumanStomachGC3.67e-315.58e-010.0325
221037JMJD1CPat13-BHumanStomachGC3.20e-093.90e-010.0555
221037JMJD1CPat15-BHumanStomachGC2.92e-164.97e-01-0.0778
221037JMJD1CPat16-BHumanStomachGC1.75e-195.04e-010.1918
221037JMJD1CPat17-BHumanStomachGC5.36e-103.50e-010.3109
221037JMJD1CPat18-BHumanStomachGC5.57e-194.42e-01-0.0432
221037JMJD1CPat19-BHumanStomachGC4.38e-215.14e-010.0826
221037JMJD1CPat22-BHumanStomachGC6.39e-294.70e-01-0.1042
221037JMJD1CPat24-BHumanStomachGC5.56e-134.37e-01-0.1184
221037JMJD1CPat25-AHumanStomachCAG with IM7.78e-374.09e-01-0.1648
221037JMJD1CPat26-AHumanStomachCSG6.39e-343.11e-01-0.2402
221037JMJD1CPat28-AHumanStomachCSG5.42e-123.36e-01-0.2594
221037JMJD1CPat29-AHumanStomachCAG with IM1.48e-073.48e-01-0.2769
221037JMJD1CNAG_1HumanStomachCSG2.78e-033.68e-01-0.3534
221037JMJD1CNAG_2HumanStomachCSG2.11e-023.05e-01-0.3324
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:005087810CervixCCregulation of body fluid levels78/2311379/187233.20e-068.77e-0578
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00508176CervixCCcoagulation45/2311222/187235.08e-044.94e-0345
GO:00075966CervixCCblood coagulation44/2311217/187235.78e-045.52e-0344
GO:00075996CervixCChemostasis44/2311222/187239.47e-047.95e-0344
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0050878ColorectumADregulation of body fluid levels108/3918379/187232.54e-043.20e-03108
GO:00420601ColorectumSERwound healing97/2897422/187232.69e-057.30e-0497
GO:00508781ColorectumSERregulation of body fluid levels81/2897379/187231.28e-031.43e-0281
GO:00420602ColorectumMSSwound healing119/3467422/187235.93e-072.24e-05119
GO:00508782ColorectumMSSregulation of body fluid levels99/3467379/187231.40e-042.07e-0399
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00420603ColorectumMSI-Hwound healing47/1319422/187231.23e-032.00e-0247
GO:00508783ColorectumMSI-Hregulation of body fluid levels41/1319379/187234.10e-034.67e-0241
GO:00420604ColorectumFAPwound healing99/2622422/187239.50e-086.33e-0699
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:00508784ColorectumFAPregulation of body fluid levels79/2622379/187231.52e-042.35e-0379
GO:004206016EndometriumAEHwound healing91/2100422/187234.85e-104.61e-0891
GO:00075967EndometriumAEHblood coagulation43/2100217/187231.42e-041.89e-0343
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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
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
JMJD1CSNVMissense_Mutationnovelc.6095T>Ap.Leu2032Hisp.L2032HQ15652protein_codingdeleterious(0.02)possibly_damaging(0.695)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
JMJD1CSNVMissense_Mutationnovelc.6920N>Gp.Phe2307Cysp.F2307CQ15652protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
JMJD1CSNVMissense_Mutationnovelc.5639N>Ap.Ser1880Tyrp.S1880YQ15652protein_codingdeleterious(0.01)possibly_damaging(0.779)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
JMJD1CSNVMissense_Mutationrs777175851c.4045N>Ap.Gly1349Argp.G1349RQ15652protein_codingtolerated_low_confidence(0.38)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
JMJD1CSNVMissense_Mutationc.949T>Ap.Ser317Thrp.S317TQ15652protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
JMJD1CSNVMissense_Mutationc.6956N>Ap.Ala2319Aspp.A2319DQ15652protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A24U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
JMJD1CSNVMissense_Mutationc.4813N>Tp.Asp1605Tyrp.D1605YQ15652protein_codingdeleterious(0)possibly_damaging(0.855)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
JMJD1CSNVMissense_Mutationc.352N>Ap.Glu118Lysp.E118KQ15652protein_codingdeleterious(0.03)benign(0.202)TCGA-BH-A0EA-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereCR
JMJD1CSNVMissense_Mutationnovelc.7435G>Ap.Glu2479Lysp.E2479KQ15652protein_codingdeleterious(0.01)possibly_damaging(0.472)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
JMJD1CSNVMissense_Mutationc.302C>Tp.Ser101Leup.S101LQ15652protein_codingdeleterious(0.03)benign(0.09)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
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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
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