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: TIFA

Gene summary for TIFA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TIFA

Gene ID

92610

Gene nameTRAF interacting protein with forkhead associated domain
Gene AliasT2BP
Cytomap4q25
Gene Typeprotein-coding
GO ID

GO:0002221

UniProtAcc

Q96CG3


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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
92610TIFALZE8THumanEsophagusESCC5.65e-102.24e-010.067
92610TIFALZE20THumanEsophagusESCC3.84e-04-4.12e-020.0662
92610TIFALZE24THumanEsophagusESCC1.02e-081.33e-010.0596
92610TIFALZE21THumanEsophagusESCC5.06e-062.15e-010.0655
92610TIFALZE6THumanEsophagusESCC3.64e-061.97e-010.0845
92610TIFAP1T-EHumanEsophagusESCC3.86e-032.27e-010.0875
92610TIFAP2T-EHumanEsophagusESCC2.64e-501.03e+000.1177
92610TIFAP4T-EHumanEsophagusESCC9.51e-143.93e-010.1323
92610TIFAP5T-EHumanEsophagusESCC6.73e-093.76e-020.1327
92610TIFAP8T-EHumanEsophagusESCC2.01e-113.27e-010.0889
92610TIFAP9T-EHumanEsophagusESCC1.43e-034.94e-020.1131
92610TIFAP10T-EHumanEsophagusESCC1.25e-113.36e-020.116
92610TIFAP11T-EHumanEsophagusESCC8.01e-061.64e-010.1426
92610TIFAP12T-EHumanEsophagusESCC6.73e-263.89e-010.1122
92610TIFAP15T-EHumanEsophagusESCC1.91e-132.90e-010.1149
92610TIFAP16T-EHumanEsophagusESCC8.36e-255.82e-010.1153
92610TIFAP17T-EHumanEsophagusESCC5.03e-031.28e-010.1278
92610TIFAP20T-EHumanEsophagusESCC3.49e-089.58e-020.1124
92610TIFAP21T-EHumanEsophagusESCC4.67e-051.14e-010.1617
92610TIFAP22T-EHumanEsophagusESCC5.61e-121.93e-010.1236
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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: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:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:000275313EsophagusESCCcytoplasmic pattern recognition receptor signaling pathway41/855260/187233.25e-041.91e-0341
GO:00512592EsophagusESCCprotein complex oligomerization130/8552238/187233.29e-031.36e-02130
GO:004312218Oral cavityOSCCregulation of I-kappaB kinase/NF-kappaB signaling155/7305249/187237.79e-144.14e-12155
GO:004312310Oral cavityOSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling122/7305186/187231.68e-138.52e-12122
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:003052218Oral cavityOSCCintracellular receptor signaling pathway149/7305265/187238.69e-091.81e-07149
GO:00022214Oral cavityOSCCpattern recognition receptor signaling pathway95/7305172/187231.11e-051.15e-0495
GO:00027537Oral cavityOSCCcytoplasmic pattern recognition receptor signaling pathway40/730560/187231.32e-051.33e-0440
GO:0051259Oral cavityOSCCprotein complex oligomerization121/7305238/187231.29e-049.21e-04121
GO:00027646Oral cavityOSCCimmune response-regulating signaling pathway212/7305468/187232.93e-031.27e-02212
GO:004312316Oral cavityLPpositive regulation of I-kappaB kinase/NF-kappaB signaling88/4623186/187231.58e-111.13e-0988
GO:004312219Oral cavityLPregulation of I-kappaB kinase/NF-kappaB signaling103/4623249/187234.48e-091.90e-07103
GO:000724917Oral cavityLPI-kappaB kinase/NF-kappaB signaling110/4623281/187234.94e-081.70e-06110
GO:00512591Oral cavityLPprotein complex oligomerization85/4623238/187238.81e-051.11e-0385
GO:003052219Oral cavityLPintracellular receptor signaling pathway87/4623265/187231.63e-031.25e-0287
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0513130Oral cavityOSCCShigellosis150/3704247/84653.96e-083.12e-071.59e-07150
hsa05131113Oral cavityOSCCShigellosis150/3704247/84653.96e-083.12e-071.59e-07150
hsa05131210Oral cavityLPShigellosis103/2418247/84654.98e-064.14e-052.67e-05103
hsa0513138Oral cavityLPShigellosis103/2418247/84654.98e-064.14e-052.67e-05103
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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
TIFASNVMissense_Mutationrs772755702c.51N>Cp.Gln17Hisp.Q17HQ96CG3protein_codingtolerated(1)benign(0)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TIFASNVMissense_Mutationc.433N>Tp.Pro145Serp.P145SQ96CG3protein_codingtolerated(0.51)benign(0.005)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TIFAinsertionIn_Frame_Insnovelc.88_89insGGAAGATGGCGAGTCATTGGAATTTTTTGAGACTCAATTp.Ile30delinsArgLysMetAlaSerHisTrpAsnPheLeuArgLeuAsnLeup.I30delinsRKMASHWNFLRLNLQ96CG3protein_codingTCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TIFASNVMissense_Mutationnovelc.524N>Ap.Ser175Tyrp.S175YQ96CG3protein_codingtolerated(1)benign(0.01)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TIFASNVMissense_Mutationnovelc.146T>Gp.Phe49Cysp.F49CQ96CG3protein_codingdeleterious(0)probably_damaging(0.977)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TIFASNVMissense_Mutationnovelc.524N>Ap.Ser175Tyrp.S175YQ96CG3protein_codingtolerated(1)benign(0.01)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TIFASNVMissense_Mutationnovelc.23N>Gp.Asp8Glyp.D8GQ96CG3protein_codingdeleterious(0.03)probably_damaging(0.941)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TIFASNVMissense_Mutationnovelc.338N>Gp.Tyr113Cysp.Y113CQ96CG3protein_codingtolerated(0.18)possibly_damaging(0.669)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
TIFASNVMissense_Mutationnovelc.458N>Gp.Asn153Serp.N153SQ96CG3protein_codingtolerated(0.4)benign(0)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TIFASNVMissense_Mutationnovelc.247N>Ap.Leu83Ilep.L83IQ96CG3protein_codingdeleterious(0.01)benign(0.311)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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