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: IL36G

Gene summary for IL36G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IL36G

Gene ID

56300

Gene nameinterleukin 36 gamma
Gene AliasIL-1F9
Cytomap2q14.1
Gene Typeprotein-coding
GO ID

GO:0002237

UniProtAcc

Q9NZH8


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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
56300IL36GP1T-EHumanEsophagusESCC4.78e-051.20e+000.0875
56300IL36GP5T-EHumanEsophagusESCC3.60e-135.64e-010.1327
56300IL36GP21T-EHumanEsophagusESCC9.67e-187.44e-010.1617
56300IL36GP23T-EHumanEsophagusESCC1.01e-128.67e-010.108
56300IL36GP24T-EHumanEsophagusESCC8.40e-042.62e-010.1287
56300IL36GP31T-EHumanEsophagusESCC8.84e-053.02e-010.1251
56300IL36GP42T-EHumanEsophagusESCC3.42e-043.57e-010.1175
56300IL36GP47T-EHumanEsophagusESCC2.02e-062.31e-010.1067
56300IL36GP49T-EHumanEsophagusESCC2.45e-071.97e+000.1768
56300IL36GP52T-EHumanEsophagusESCC1.66e-022.20e-010.1555
56300IL36GP54T-EHumanEsophagusESCC2.73e-065.70e-010.0975
56300IL36GP83T-EHumanEsophagusESCC3.81e-191.41e+000.1738
56300IL36GP84T-EHumanEsophagusESCC1.15e-021.14e+000.0933
56300IL36GP107T-EHumanEsophagusESCC7.53e-101.10e+000.171
56300IL36GC04HumanOral cavityOSCC4.60e-133.05e+000.2633
56300IL36GC57HumanOral cavityOSCC8.25e-342.49e+000.1679
56300IL36GEOLP-1HumanOral cavityEOLP7.87e-03-1.63e-01-0.0202
56300IL36GEOLP-2HumanOral cavityEOLP7.87e-03-1.62e-01-0.0203
56300IL36GNEOLP-2HumanOral cavityNEOLP3.73e-03-1.63e-01-0.0196
56300IL36GNEOLP-3HumanOral cavityNEOLP1.77e-03-1.59e-01-0.0191
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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:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:007122215EsophagusESCCcellular response to lipopolysaccharide113/8552209/187238.79e-033.10e-02113
GO:007121617EsophagusESCCcellular response to biotic stimulus131/8552246/187239.85e-033.39e-02131
GO:003249617Oral cavityOSCCresponse to lipopolysaccharide178/7305343/187237.27e-071.03e-05178
GO:007121615Oral cavityOSCCcellular response to biotic stimulus129/7305246/187231.20e-051.23e-04129
GO:000223717Oral cavityOSCCresponse to molecule of bacterial origin181/7305363/187231.48e-051.49e-04181
GO:007122210Oral cavityOSCCcellular response to lipopolysaccharide110/7305209/187234.15e-053.60e-04110
GO:00192214Oral cavityOSCCcytokine-mediated signaling pathway222/7305472/187232.02e-041.35e-03222
GO:007121910Oral cavityOSCCcellular response to molecule of bacterial origin112/7305221/187232.64e-041.69e-03112
GO:001922112Oral cavityEOLPcytokine-mediated signaling pathway94/2218472/187232.36e-077.37e-0694
GO:003249623Oral cavityEOLPresponse to lipopolysaccharide65/2218343/187238.02e-059.65e-0465
GO:000223724Oral cavityEOLPresponse to molecule of bacterial origin67/2218363/187231.42e-041.53e-0367
GO:00024371Oral cavityEOLPinflammatory response to antigenic stimulus19/221874/187237.90e-046.26e-0319
GO:007121623Oral cavityEOLPcellular response to biotic stimulus46/2218246/187231.10e-038.08e-0346
GO:007122222Oral cavityEOLPcellular response to lipopolysaccharide39/2218209/187232.62e-031.58e-0239
GO:007121914Oral cavityEOLPcellular response to molecule of bacterial origin39/2218221/187236.97e-033.39e-0239
GO:001922122Oral cavityNEOLPcytokine-mediated signaling pathway88/2005472/187231.37e-074.80e-0688
GO:003249631Oral cavityNEOLPresponse to lipopolysaccharide65/2005343/187233.30e-067.40e-0565
GO:000223731Oral cavityNEOLPresponse to molecule of bacterial origin67/2005363/187235.94e-061.20e-0467
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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
IL36GSNVMissense_Mutationnovelc.256N>Gp.Leu86Valp.L86VQ9NZH8protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IL36GSNVMissense_Mutationc.212N>Ap.Arg71Lysp.R71KQ9NZH8protein_codingtolerated(1)benign(0.001)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IL36GSNVMissense_Mutationrs143518613c.233N>Ap.Gly78Glup.G78EQ9NZH8protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IL36GSNVMissense_Mutationc.364N>Ap.Ala122Thrp.A122TQ9NZH8protein_codingtolerated(0.68)benign(0.007)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
IL36GSNVMissense_Mutationnovelc.250N>Cp.Met84Leup.M84LQ9NZH8protein_codingtolerated(0.69)benign(0.007)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
IL36GSNVMissense_Mutationc.197N>Ap.Ala66Aspp.A66DQ9NZH8protein_codingdeleterious(0.02)possibly_damaging(0.519)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IL36GSNVMissense_Mutationrs764738286c.43N>Ap.Val15Ilep.V15IQ9NZH8protein_codingtolerated(0.45)benign(0)TCGA-B5-A1MV-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
IL36GSNVMissense_Mutationnovelc.380C>Tp.Thr127Ilep.T127IQ9NZH8protein_codingdeleterious(0.04)probably_damaging(0.919)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
IL36GSNVMissense_Mutationnovelc.85N>Tp.Asp29Tyrp.D29YQ9NZH8protein_codingdeleterious(0)probably_damaging(1)TCGA-BG-A3EW-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
IL36GSNVMissense_Mutationnovelc.240G>Tp.Gln80Hisp.Q80HQ9NZH8protein_codingdeleterious(0.01)benign(0.155)TCGA-E6-A1LX-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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