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: JMJD6

Gene summary for JMJD6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JMJD6

Gene ID

23210

Gene namejumonji domain containing 6, arginine demethylase and lysine hydroxylase
Gene AliasPSR
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q6NYC1


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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
23210JMJD6LZE4THumanEsophagusESCC2.74e-125.67e-010.0811
23210JMJD6LZE7THumanEsophagusESCC4.25e-074.81e-010.0667
23210JMJD6LZE8THumanEsophagusESCC4.14e-141.94e-010.067
23210JMJD6LZE20THumanEsophagusESCC2.53e-022.43e-010.0662
23210JMJD6LZE24THumanEsophagusESCC2.42e-083.78e-010.0596
23210JMJD6LZE21THumanEsophagusESCC4.90e-055.61e-010.0655
23210JMJD6LZE6THumanEsophagusESCC1.05e-083.73e-010.0845
23210JMJD6P1T-EHumanEsophagusESCC1.14e-125.71e-010.0875
23210JMJD6P2T-EHumanEsophagusESCC3.96e-357.20e-010.1177
23210JMJD6P4T-EHumanEsophagusESCC3.44e-154.70e-010.1323
23210JMJD6P5T-EHumanEsophagusESCC3.80e-133.49e-010.1327
23210JMJD6P8T-EHumanEsophagusESCC3.23e-254.68e-010.0889
23210JMJD6P9T-EHumanEsophagusESCC4.67e-122.59e-010.1131
23210JMJD6P10T-EHumanEsophagusESCC2.23e-071.16e-010.116
23210JMJD6P11T-EHumanEsophagusESCC5.15e-241.89e+000.1426
23210JMJD6P12T-EHumanEsophagusESCC5.87e-389.78e-010.1122
23210JMJD6P15T-EHumanEsophagusESCC4.96e-206.07e-010.1149
23210JMJD6P16T-EHumanEsophagusESCC7.82e-286.49e-010.1153
23210JMJD6P17T-EHumanEsophagusESCC6.00e-063.05e-010.1278
23210JMJD6P19T-EHumanEsophagusESCC1.70e-032.33e-010.1662
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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
∗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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0043484111EsophagusESCCregulation of RNA splicing116/8552148/187233.18e-162.38e-14116
GO:0050684110EsophagusESCCregulation of mRNA processing109/8552137/187233.51e-162.59e-14109
GO:0048024111EsophagusESCCregulation of mRNA splicing, via spliceosome78/8552101/187238.72e-112.66e-0978
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:0002262111EsophagusESCCmyeloid cell homeostasis104/8552157/187231.49e-072.36e-06104
GO:0034101111EsophagusESCCerythrocyte homeostasis88/8552129/187231.81e-072.84e-0688
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:0030218111EsophagusESCCerythrocyte differentiation80/8552120/187232.69e-063.08e-0580
GO:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00303249EsophagusESCClung development109/8552177/187231.40e-051.27e-04109
GO:00181263EsophagusESCCprotein hydroxylation23/855227/187232.60e-052.19e-0423
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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
JMJD6SNVMissense_Mutationc.235N>Gp.Trp79Glyp.W79GQ6NYC1protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
JMJD6SNVMissense_Mutationc.754N>Ap.Phe252Ilep.F252IQ6NYC1protein_codingtolerated(0.11)benign(0.014)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
JMJD6SNVMissense_Mutationc.944N>Gp.Ile315Serp.I315SQ6NYC1protein_codingtolerated(0.76)benign(0.006)TCGA-E9-A1N8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
JMJD6insertionIn_Frame_Insnovelc.1120_1121insAGAGTTGGGGACCTAGAACATCAGGAGGACCCTGGGTCTp.Arg374delinsLysSerTrpGlyProArgThrSerGlyGlyProTrpValTrpp.R374delinsKSWGPRTSGGPWVWQ6NYC1protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
JMJD6insertionFrame_Shift_Insnovelc.156_157insAGGAAACTTTTGGAAGACTACAAGGTGCCp.Gln53ArgfsTer31p.Q53Rfs*31Q6NYC1protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
JMJD6deletionFrame_Shift_Delnovelc.1127delAp.Lys376ArgfsTer75p.K376Rfs*75Q6NYC1protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
JMJD6SNVMissense_Mutationc.665N>Ap.Arg222Glnp.R222QQ6NYC1protein_codingtolerated(0.33)benign(0.012)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
JMJD6SNVMissense_Mutationc.355N>Ap.Glu119Lysp.E119KQ6NYC1protein_codingtolerated(0.12)benign(0.027)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
JMJD6SNVMissense_Mutationnovelc.354N>Gp.Ile118Metp.I118MQ6NYC1protein_codingtolerated(0.33)benign(0.071)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
JMJD6SNVMissense_Mutationnovelc.23N>Ap.Arg8Hisp.R8HQ6NYC1protein_codingdeleterious(0.01)probably_damaging(0.941)TCGA-VS-A9UD-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
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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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