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: JMJD4

Gene summary for JMJD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JMJD4

Gene ID

65094

Gene namejumonji domain containing 4
Gene AliasJMJD4
Cytomap1q42.13
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q9H9V9


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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
65094JMJD4LZE7THumanEsophagusESCC2.56e-052.49e-010.0667
65094JMJD4LZE20THumanEsophagusESCC3.16e-031.31e-010.0662
65094JMJD4LZE24THumanEsophagusESCC1.89e-102.39e-010.0596
65094JMJD4P1T-EHumanEsophagusESCC3.58e-072.95e-010.0875
65094JMJD4P2T-EHumanEsophagusESCC3.02e-264.56e-010.1177
65094JMJD4P4T-EHumanEsophagusESCC3.52e-153.40e-010.1323
65094JMJD4P5T-EHumanEsophagusESCC3.19e-234.49e-010.1327
65094JMJD4P8T-EHumanEsophagusESCC4.31e-061.77e-010.0889
65094JMJD4P9T-EHumanEsophagusESCC2.38e-112.66e-010.1131
65094JMJD4P10T-EHumanEsophagusESCC4.41e-071.42e-010.116
65094JMJD4P11T-EHumanEsophagusESCC2.10e-103.36e-010.1426
65094JMJD4P12T-EHumanEsophagusESCC1.76e-121.88e-010.1122
65094JMJD4P15T-EHumanEsophagusESCC4.72e-092.03e-010.1149
65094JMJD4P16T-EHumanEsophagusESCC8.96e-456.84e-010.1153
65094JMJD4P17T-EHumanEsophagusESCC2.60e-063.15e-010.1278
65094JMJD4P19T-EHumanEsophagusESCC5.23e-146.49e-010.1662
65094JMJD4P20T-EHumanEsophagusESCC1.17e-041.40e-010.1124
65094JMJD4P21T-EHumanEsophagusESCC5.17e-274.68e-010.1617
65094JMJD4P22T-EHumanEsophagusESCC5.17e-274.38e-010.1236
65094JMJD4P23T-EHumanEsophagusESCC4.70e-204.44e-010.108
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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
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
∗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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:00181263EsophagusESCCprotein hydroxylation23/855227/187232.60e-052.19e-0423
GO:00432446EsophagusESCCregulation of protein-containing complex disassembly75/8552121/187232.17e-041.36e-0375
GO:00436245EsophagusESCCcellular protein complex disassembly78/8552136/187234.00e-031.62e-0278
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:004572719Oral cavityOSCCpositive regulation of translation101/7305136/187235.85e-174.94e-15101
GO:003425019Oral cavityOSCCpositive regulation of cellular amide metabolic process115/7305162/187231.28e-161.05e-14115
GO:003298410Oral cavityOSCCprotein-containing complex disassembly136/7305224/187233.42e-111.13e-09136
GO:00181262Oral cavityOSCCprotein hydroxylation22/730527/187237.89e-068.49e-0522
GO:00432445Oral cavityOSCCregulation of protein-containing complex disassembly65/7305121/187237.08e-043.90e-0365
GO:0006415Oral cavityOSCCtranslational termination13/730518/187234.45e-031.79e-0213
GO:0006449Oral cavityOSCCregulation of translational termination9/730511/187234.85e-031.92e-029
GO:00436244Oral cavityOSCCcellular protein complex disassembly68/7305136/187235.84e-032.24e-0268
GO:00432432Oral cavityOSCCpositive regulation of protein-containing complex disassembly21/730535/187239.58e-033.40e-0221
GO:0022411110Oral cavityLPcellular component disassembly173/4623443/187239.97e-127.44e-10173
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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
JMJD4SNVMissense_Mutationrs777277764c.767N>Cp.Leu256Prop.L256PQ9H9V9protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
JMJD4SNVMissense_Mutationnovelc.1308N>Tp.Arg436Serp.R436SQ9H9V9protein_codingdeleterious(0.02)benign(0.006)TCGA-EW-A1OY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
JMJD4SNVMissense_Mutationc.1134N>Gp.Ile378Metp.I378MQ9H9V9protein_codingtolerated(0.36)benign(0.057)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
JMJD4SNVMissense_Mutationrs372699883c.1258N>Tp.Arg420Cysp.R420CQ9H9V9protein_codingdeleterious(0)benign(0.043)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
JMJD4SNVMissense_Mutationc.1276G>Ap.Ala426Thrp.A426TQ9H9V9protein_codingtolerated(0.38)benign(0.007)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
JMJD4SNVMissense_Mutationrs748566750c.1234G>Ap.Glu412Lysp.E412KQ9H9V9protein_codingtolerated(0.54)benign(0.033)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
JMJD4SNVMissense_Mutationnovelc.506N>Cp.Ile169Thrp.I169TQ9H9V9protein_codingtolerated(0.09)benign(0.351)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
JMJD4SNVMissense_Mutationrs751199312c.674N>Tp.Ala225Valp.A225VQ9H9V9protein_codingdeleterious(0.02)benign(0.067)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
JMJD4SNVMissense_Mutationnovelc.987N>Ap.Asn329Lysp.N329KQ9H9V9protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
JMJD4SNVMissense_Mutationnovelc.459N>Cp.Lys153Asnp.K153NQ9H9V9protein_codingdeleterious(0)possibly_damaging(0.675)TCGA-AX-A1C9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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