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: TRADD

Gene summary for TRADD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRADD

Gene ID

8717

Gene nameTNFRSF1A associated via death domain
Gene AliasHs.89862
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0001942

UniProtAcc

Q15628


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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
8717TRADDLZE4THumanEsophagusESCC1.88e-122.83e-010.0811
8717TRADDLZE20THumanEsophagusESCC1.66e-021.36e-010.0662
8717TRADDLZE22D1HumanEsophagusHGIN4.22e-083.96e-010.0595
8717TRADDLZE22THumanEsophagusESCC5.25e-044.53e-010.068
8717TRADDLZE24THumanEsophagusESCC4.64e-228.11e-010.0596
8717TRADDLZE21THumanEsophagusESCC2.89e-034.67e-010.0655
8717TRADDP1T-EHumanEsophagusESCC1.74e-197.77e-010.0875
8717TRADDP2T-EHumanEsophagusESCC8.39e-102.17e-010.1177
8717TRADDP4T-EHumanEsophagusESCC3.74e-214.98e-010.1323
8717TRADDP5T-EHumanEsophagusESCC1.97e-173.15e-010.1327
8717TRADDP8T-EHumanEsophagusESCC1.97e-304.48e-010.0889
8717TRADDP9T-EHumanEsophagusESCC1.14e-144.01e-010.1131
8717TRADDP10T-EHumanEsophagusESCC4.41e-172.18e-010.116
8717TRADDP11T-EHumanEsophagusESCC7.63e-227.75e-010.1426
8717TRADDP12T-EHumanEsophagusESCC4.17e-171.96e-010.1122
8717TRADDP15T-EHumanEsophagusESCC1.31e-153.54e-010.1149
8717TRADDP16T-EHumanEsophagusESCC3.77e-186.48e-020.1153
8717TRADDP17T-EHumanEsophagusESCC2.44e-157.19e-010.1278
8717TRADDP19T-EHumanEsophagusESCC6.31e-079.19e-010.1662
8717TRADDP20T-EHumanEsophagusESCC1.93e-346.74e-010.1124
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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
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
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
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:004312220EsophagusHGINregulation of I-kappaB kinase/NF-kappaB signaling63/2587249/187238.91e-073.61e-0563
GO:009719126EsophagusHGINextrinsic apoptotic signaling pathway56/2587219/187232.48e-068.80e-0556
GO:000724918EsophagusHGINI-kappaB kinase/NF-kappaB signaling67/2587281/187233.84e-061.29e-0467
GO:004312317EsophagusHGINpositive regulation of I-kappaB kinase/NF-kappaB signaling49/2587186/187234.22e-061.40e-0449
GO:000862518EsophagusHGINextrinsic apoptotic signaling pathway via death domain receptors23/258782/187235.47e-047.73e-0323
GO:003320910EsophagusHGINtumor necrosis factor-mediated signaling pathway26/258799/187237.45e-049.90e-0326
GO:19012247EsophagusHGINpositive regulation of NIK/NF-kappaB signaling18/258769/187234.94e-034.18e-0218
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:000862519EsophagusESCCextrinsic apoptotic signaling pathway via death domain receptors59/855282/187231.23e-061.52e-0559
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
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:00510926EsophagusESCCpositive regulation of NF-kappaB transcription factor activity91/8552152/187232.91e-041.75e-0391
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513139EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa0513239EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa0513039EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa0516730EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa0516330EsophagusHGINHuman cytomegalovirus infection51/1383225/84657.67e-034.63e-023.68e-0251
hsa05131114EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa05132115EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa05130115EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa05167114EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa05164110EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa05163113EsophagusHGINHuman cytomegalovirus infection51/1383225/84657.67e-034.63e-023.68e-0251
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
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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
TRADDSNVMissense_Mutationc.98N>Tp.Ala33Valp.A33VQ15628protein_codingtolerated(0.2)benign(0)TCGA-BH-A0C1-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TRADDSNVMissense_Mutationnovelc.530N>Tp.Ser177Leup.S177LQ15628protein_codingtolerated(0.37)benign(0)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRADDSNVMissense_Mutationc.667G>Ap.Ala223Thrp.A223TQ15628protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TRADDSNVMissense_Mutationc.934G>Ap.Ala312Thrp.A312TQ15628protein_codingdeleterious_low_confidence(0.01)benign(0.06)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRADDSNVMissense_Mutationnovelc.900N>Ap.Asp300Glup.D300EQ15628protein_codingtolerated(0.7)benign(0.018)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TRADDSNVMissense_Mutationnovelc.811C>Tp.Arg271Cysp.R271CQ15628protein_codingdeleterious(0)probably_damaging(0.963)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
TRADDSNVMissense_Mutationnovelc.468N>Tp.Glu156Aspp.E156DQ15628protein_codingtolerated(0.09)benign(0.017)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
TRADDSNVMissense_Mutationc.877G>Ap.Glu293Lysp.E293KQ15628protein_codingtolerated(0.54)benign(0.097)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
TRADDSNVMissense_Mutationnovelc.5C>Tp.Ala2Valp.A2VQ15628protein_codingdeleterious_low_confidence(0)probably_damaging(0.946)TCGA-EO-A3AU-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownPD
TRADDSNVMissense_Mutationnovelc.479N>Ap.Arg160Glnp.R160QQ15628protein_codingtolerated(0.6)benign(0.006)TCGA-FI-A2D0-01Endometriumuterine 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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