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: TNFRSF18

Gene summary for TNFRSF18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF18

Gene ID

8784

Gene nameTNF receptor superfamily member 18
Gene AliasAITR
Cytomap1p36.33
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q9Y5U5


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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
8784TNFRSF18LZE2THumanEsophagusESCC3.10e-108.20e-010.082
8784TNFRSF18LZE4THumanEsophagusESCC5.08e-371.13e+000.0811
8784TNFRSF18LZE7THumanEsophagusESCC9.74e-189.86e-010.0667
8784TNFRSF18LZE8THumanEsophagusESCC6.63e-052.92e-010.067
8784TNFRSF18LZE20THumanEsophagusESCC2.65e-135.25e-010.0662
8784TNFRSF18LZE21D1HumanEsophagusHGIN5.86e-038.36e-010.0632
8784TNFRSF18LZE22THumanEsophagusESCC1.50e-085.73e-010.068
8784TNFRSF18LZE24THumanEsophagusESCC1.59e-052.69e-010.0596
8784TNFRSF18LZE21THumanEsophagusESCC4.48e-097.88e-010.0655
8784TNFRSF18P1T-EHumanEsophagusESCC1.27e-064.75e-010.0875
8784TNFRSF18P2T-EHumanEsophagusESCC1.47e-558.54e-010.1177
8784TNFRSF18P4T-EHumanEsophagusESCC2.24e-451.16e+000.1323
8784TNFRSF18P5T-EHumanEsophagusESCC2.90e-244.60e-010.1327
8784TNFRSF18P8T-EHumanEsophagusESCC8.96e-214.18e-010.0889
8784TNFRSF18P9T-EHumanEsophagusESCC5.89e-441.01e+000.1131
8784TNFRSF18P10T-EHumanEsophagusESCC3.69e-223.98e-010.116
8784TNFRSF18P12T-EHumanEsophagusESCC4.06e-387.21e-010.1122
8784TNFRSF18P15T-EHumanEsophagusESCC8.42e-601.51e+000.1149
8784TNFRSF18P16T-EHumanEsophagusESCC2.68e-162.45e-010.1153
8784TNFRSF18P20T-EHumanEsophagusESCC4.16e-631.54e+000.1124
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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
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
∗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:003320910EsophagusHGINtumor necrosis factor-mediated signaling pathway26/258799/187237.45e-049.90e-0326
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:003320914EsophagusESCCtumor necrosis factor-mediated signaling pathway67/855299/187237.87e-067.72e-0567
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:00507303EsophagusESCCregulation of peptidyl-tyrosine phosphorylation144/8552264/187232.22e-039.78e-03144
GO:000268515EsophagusESCCregulation of leukocyte migration114/8552210/187237.26e-032.63e-02114
GO:003461218Oral cavityOSCCresponse to tumor necrosis factor143/7305253/187231.09e-082.23e-07143
GO:004578520Oral cavityOSCCpositive regulation of cell adhesion225/7305437/187236.06e-081.09e-06225
GO:007135618Oral cavityOSCCcellular response to tumor necrosis factor128/7305229/187231.49e-072.49e-06128
GO:00332099Oral cavityOSCCtumor necrosis factor-mediated signaling pathway61/730599/187234.31e-064.98e-0561
GO:000268714Oral cavityOSCCpositive regulation of leukocyte migration78/7305135/187237.43e-068.08e-0578
GO:000268510Oral cavityOSCCregulation of leukocyte migration108/7305210/187231.63e-041.13e-03108
GO:00192214Oral cavityOSCCcytokine-mediated signaling pathway222/7305472/187232.02e-041.35e-03222
GO:00182123Oral cavityOSCCpeptidyl-tyrosine modification180/7305378/187233.63e-042.22e-03180
GO:005090010Oral cavityOSCCleukocyte migration176/7305369/187233.80e-042.31e-03176
GO:0050730Oral cavityOSCCregulation of peptidyl-tyrosine phosphorylation129/7305264/187236.70e-043.75e-03129
GO:00181083Oral cavityOSCCpeptidyl-tyrosine phosphorylation177/7305375/187236.86e-043.83e-03177
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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
TNFSF18TNFRSF18TNFSF18_TNFRSF18GITRLEsophagusESCC
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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
TNFRSF18SNVMissense_Mutationnovelc.472N>Ap.Asp158Asnp.D158NQ9Y5U5protein_codingtolerated_low_confidence(0.09)benign(0.021)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TNFRSF18SNVMissense_Mutationnovelc.596N>Tp.Ala199Valp.A199VQ9Y5U5protein_codingdeleterious_low_confidence(0.01)benign(0.114)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TNFRSF18SNVMissense_Mutationrs200799216c.677N>Tp.Ser226Leup.S226LQ9Y5U5protein_codingdeleterious_low_confidence(0)benign(0.045)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
TNFRSF18SNVMissense_Mutationrs768224024c.746N>Ap.Gly249Aspp.G249DQ9Y5U5protein_codingdeleterious_low_confidence(0.01)benign(0.279)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
TNFRSF18SNVMissense_Mutationrs767425028c.340N>Ap.Asp114Asnp.D114NQ9Y5U5protein_codingdeleterious_low_confidence(0.03)benign(0.217)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
TNFRSF18SNVMissense_Mutationc.395N>Ap.Thr132Lysp.T132KQ9Y5U5protein_codingdeleterious_low_confidence(0)benign(0.242)TCGA-FV-A4ZQ-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
TNFRSF18SNVMissense_Mutationrs531486834c.373N>Ap.Glu125Lysp.E125KQ9Y5U5protein_codingdeleterious_low_confidence(0.03)benign(0.127)TCGA-44-6776-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
TNFRSF18SNVMissense_Mutationnovelc.238N>Ap.His80Asnp.H80NQ9Y5U5protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.996)TCGA-CV-6937-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
TNFRSF18deletionFrame_Shift_Delnovelc.415_428delCGCCGTCGACCGAAp.Arg139AspfsTer29p.R139Dfs*29Q9Y5U5protein_codingTCGA-DQ-5629-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycarboplatinSD
TNFRSF18SNVMissense_Mutationnovelc.514G>Ap.Glu172Lysp.E172KQ9Y5U5protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-HU-8244-01Stomachstomach adenocarcinomaFemale>=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
8784TNFRSF18EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME178101765
8784TNFRSF18EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMETRX518
8784TNFRSF18EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEINCAGN1876
8784TNFRSF18EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMETRX-518TRX-518
8784TNFRSF18EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEMK-4166
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