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: FADD

Gene summary for FADD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FADD

Gene ID

8772

Gene nameFas associated via death domain
Gene AliasGIG3
Cytomap11q13.3
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

Q13158


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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
8772FADDLZE4THumanEsophagusESCC3.08e-185.80e-010.0811
8772FADDLZE5THumanEsophagusESCC9.93e-085.04e-010.0514
8772FADDLZE8THumanEsophagusESCC8.22e-061.76e-010.067
8772FADDLZE20THumanEsophagusESCC1.47e-176.62e-010.0662
8772FADDLZE21D1HumanEsophagusHGIN1.77e-036.20e-010.0632
8772FADDLZE22THumanEsophagusESCC6.33e-089.59e-010.068
8772FADDLZE24THumanEsophagusESCC9.82e-102.66e-010.0596
8772FADDLZE21THumanEsophagusESCC1.08e-111.22e+000.0655
8772FADDP1T-EHumanEsophagusESCC1.45e-241.11e+000.0875
8772FADDP2T-EHumanEsophagusESCC2.36e-1082.14e+000.1177
8772FADDP4T-EHumanEsophagusESCC3.61e-215.62e-010.1323
8772FADDP5T-EHumanEsophagusESCC2.72e-275.36e-010.1327
8772FADDP8T-EHumanEsophagusESCC8.52e-761.47e+000.0889
8772FADDP9T-EHumanEsophagusESCC7.29e-132.63e-010.1131
8772FADDP10T-EHumanEsophagusESCC3.41e-091.55e-010.116
8772FADDP11T-EHumanEsophagusESCC6.07e-094.33e-010.1426
8772FADDP12T-EHumanEsophagusESCC6.68e-333.20e-010.1122
8772FADDP15T-EHumanEsophagusESCC6.18e-256.75e-010.1149
8772FADDP16T-EHumanEsophagusESCC1.77e-901.80e+000.1153
8772FADDP17T-EHumanEsophagusESCC5.79e-241.84e+000.1278
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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
∗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:004586227EsophagusHGINpositive regulation of proteolysis107/2587372/187232.61e-144.60e-12107
GO:200123327EsophagusHGINregulation of apoptotic signaling pathway97/2587356/187231.36e-111.57e-0997
GO:200123519EsophagusHGINpositive regulation of apoptotic signaling pathway41/2587126/187236.06e-083.22e-0641
GO:200011626EsophagusHGINregulation of cysteine-type endopeptidase activity63/2587235/187239.71e-085.02e-0663
GO:005254726EsophagusHGINregulation of peptidase activity102/2587461/187236.29e-072.72e-05102
GO:001095225EsophagusHGINpositive regulation of peptidase activity53/2587197/187238.70e-073.59e-0553
GO:004312220EsophagusHGINregulation of I-kappaB kinase/NF-kappaB signaling63/2587249/187238.91e-073.61e-0563
GO:005254826EsophagusHGINregulation of endopeptidase activity96/2587432/187231.09e-064.30e-0596
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:007099727EsophagusHGINneuron death81/2587361/187235.01e-061.61e-0481
GO:200105620EsophagusHGINpositive regulation of cysteine-type endopeptidase activity41/2587148/187236.65e-062.07e-0441
GO:001095020EsophagusHGINpositive regulation of endopeptidase activity47/2587179/187237.23e-062.20e-0447
GO:005160417EsophagusHGINprotein maturation68/2587294/187239.77e-062.86e-0468
GO:003009927EsophagusHGINmyeloid cell differentiation83/2587381/187231.26e-053.52e-0483
GO:007149626EsophagusHGINcellular response to external stimulus71/2587320/187232.77e-057.19e-0471
GO:004563725EsophagusHGINregulation of myeloid cell differentiation49/2587210/187231.28e-042.61e-0349
GO:004873225EsophagusHGINgland development88/2587436/187231.34e-042.71e-0388
GO:00027617EsophagusHGINregulation of myeloid leukocyte differentiation31/2587120/187233.35e-045.50e-0331
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502230EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa0501030EsophagusHGINAlzheimer disease130/1383384/84655.26e-181.71e-161.36e-16130
hsa0513239EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa0513039EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa0516930EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa0516730EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa0421020EsophagusHGINApoptosis36/1383136/84651.67e-031.52e-021.20e-0236
hsa0517029EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa0465726EsophagusHGINIL-17 signaling pathway25/138394/84657.52e-034.63e-023.68e-0225
hsa0516330EsophagusHGINHuman cytomegalovirus infection51/1383225/84657.67e-034.63e-023.68e-0251
hsa05022113EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa05010113EsophagusHGINAlzheimer disease130/1383384/84655.26e-181.71e-161.36e-16130
hsa05132115EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa05130115EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa05169114EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa05167114EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa04210110EsophagusHGINApoptosis36/1383136/84651.67e-031.52e-021.20e-0236
hsa05170112EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
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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
FADDdeletionFrame_Shift_Delnovelc.464delAp.Asn155ThrfsTer16p.N155Tfs*16Q13158protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
FADDSNVMissense_Mutationnovelc.163C>Ap.Leu55Metp.L55MQ13158protein_codingtolerated(0.06)probably_damaging(0.995)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FADDSNVMissense_Mutationnovelc.404G>Ap.Arg135Hisp.R135HQ13158protein_codingtolerated(0.44)benign(0.203)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FADDSNVMissense_Mutationnovelc.485N>Cp.Val162Alap.V162AQ13158protein_codingdeleterious(0)probably_damaging(0.939)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
FADDSNVMissense_Mutationnovelc.525C>Ap.Asp175Glup.D175EQ13158protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FADDSNVMissense_Mutationc.331N>Cp.Asp111Hisp.D111HQ13158protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FADDinsertionFrame_Shift_Insnovelc.524_525insGp.Asp175GlufsTer11p.D175Efs*11Q13158protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FADDSNVMissense_Mutationnovelc.14N>Cp.Leu5Prop.L5PQ13158protein_codingdeleterious(0)probably_damaging(0.954)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FADDSNVMissense_Mutationnovelc.404N>Ap.Arg135Hisp.R135HQ13158protein_codingtolerated(0.44)benign(0.203)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FADDSNVMissense_Mutationnovelc.80N>Ap.Cys27Tyrp.C27YQ13158protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AP-A1DK-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
8772FADDNAFAS LIGAND11384965
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