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: TNFSF15

Gene summary for TNFSF15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFSF15

Gene ID

9966

Gene nameTNF superfamily member 15
Gene AliasTL1
Cytomap9q32
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

O95150


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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
9966TNFSF15HCC2_MengHumanLiverHCC1.12e-058.45e-020.0107
9966TNFSF15HCC1HumanLiverHCC2.32e-076.34e-010.5336
9966TNFSF15HCC2HumanLiverHCC1.57e-171.26e+000.5341
9966TNFSF15HCC5HumanLiverHCC1.05e-066.16e-010.4932
9966TNFSF15S028HumanLiverHCC2.26e-051.85e-010.2503
9966TNFSF15male-WTAHumanThyroidPTC2.77e-028.82e-020.1037
9966TNFSF15PTC01HumanThyroidPTC3.08e-036.06e-020.1899
9966TNFSF15PTC05HumanThyroidPTC2.87e-073.91e-010.2065
9966TNFSF15PTC06HumanThyroidPTC3.41e-104.81e-010.2057
9966TNFSF15PTC07HumanThyroidPTC3.24e-062.50e-010.2044
9966TNFSF15ATC13HumanThyroidATC4.92e-235.06e-010.34
9966TNFSF15ATC5HumanThyroidATC6.27e-265.73e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:004586222LiverHCCpositive regulation of proteolysis232/7958372/187235.66e-153.98e-13232
GO:004328112LiverHCCregulation of cysteine-type endopeptidase activity involved in apoptotic process125/7958209/187233.12e-075.42e-06125
GO:200011612LiverHCCregulation of cysteine-type endopeptidase activity137/7958235/187236.91e-071.08e-05137
GO:005254722LiverHCCregulation of peptidase activity247/7958461/187238.28e-071.27e-05247
GO:005254822LiverHCCregulation of endopeptidase activity230/7958432/187233.58e-064.68e-05230
GO:001095212LiverHCCpositive regulation of peptidase activity110/7958197/187231.04e-048.98e-04110
GO:004586021LiverHCCpositive regulation of protein kinase activity194/7958386/187231.16e-036.54e-03194
GO:001095012LiverHCCpositive regulation of endopeptidase activity96/7958179/187231.68e-038.79e-0396
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:00380611LiverHCCNIK/NF-kappaB signaling77/7958143/187233.98e-031.76e-0277
GO:004328012LiverHCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process70/7958129/187234.58e-031.97e-0270
GO:200105612LiverHCCpositive regulation of cysteine-type endopeptidase activity79/7958148/187234.82e-032.03e-0279
GO:00321471LiverHCCactivation of protein kinase activity72/7958134/187235.61e-032.33e-0272
GO:0045862113ThyroidPTCpositive regulation of proteolysis198/5968372/187236.68e-186.91e-16198
GO:0045860111ThyroidPTCpositive regulation of protein kinase activity176/5968386/187238.89e-092.17e-07176
GO:0033674111ThyroidPTCpositive regulation of kinase activity201/5968467/187231.95e-073.54e-06201
GO:0043281113ThyroidPTCregulation of cysteine-type endopeptidase activity involved in apoptotic process99/5968209/187231.93e-062.64e-0599
GO:0010952113ThyroidPTCpositive regulation of peptidase activity94/5968197/187232.34e-063.11e-0594
GO:2000116113ThyroidPTCregulation of cysteine-type endopeptidase activity108/5968235/187233.99e-064.99e-05108
GO:0052547113ThyroidPTCregulation of peptidase activity191/5968461/187237.82e-069.02e-05191
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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
TNFSF15TNFRSF25TNFSF15_TNFRSF25VEGITHCACancer
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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
TNFSF15SNVMissense_Mutationc.735N>Ap.Phe245Leup.F245LO95150protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNFSF15insertionNonsense_Mutationnovelc.458_459insATTAAGATGGGTTGGAGGATTGGCGAGTTTCTAAATATTAAGAp.Thr154LeufsTer11p.T154Lfs*11O95150protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TNFSF15insertionFrame_Shift_Insnovelc.513_514insGAAAACAGTATAAACTTTCAGAGGCAAAATCCTTCACCAATTTTTCp.Asn172GlufsTer34p.N172Efs*34O95150protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TNFSF15SNVMissense_Mutationnovelc.247N>Ap.Gln83Lysp.Q83KO95150protein_codingtolerated(0.7)benign(0.001)TCGA-ZX-AA5X-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TNFSF15SNVMissense_Mutationc.596N>Cp.Lys199Thrp.K199TO95150protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3854-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNFSF15SNVMissense_Mutationc.419N>Gp.Leu140Argp.L140RO95150protein_codingdeleterious(0)benign(0.129)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TNFSF15SNVMissense_Mutationrs368084272c.431C>Tp.Ser144Leup.S144LO95150protein_codingdeleterious(0.01)benign(0.438)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TNFSF15SNVMissense_Mutationrs773380295c.336N>Ap.Asn112Lysp.N112KO95150protein_codingdeleterious(0.01)benign(0.04)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
TNFSF15SNVMissense_Mutationnovelc.580N>Ap.Leu194Ilep.L194IO95150protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TNFSF15SNVMissense_Mutationnovelc.742N>Tp.Ala248Serp.A248SO95150protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A5-A1OF-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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