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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: DEAF1

Gene summary for DEAF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DEAF1

Gene ID

10522

Gene nameDEAF1 transcription factor
Gene AliasMRD24
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O75398


Top

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
10522DEAF1HCC1_MengHumanLiverHCC2.51e-712.08e-010.0246
10522DEAF1HCC2_MengHumanLiverHCC1.42e-064.46e-020.0107
10522DEAF1S014HumanLiverHCC2.93e-022.45e-010.2254
10522DEAF1S016HumanLiverHCC3.05e-043.17e-010.2243
10522DEAF1S027HumanLiverHCC1.56e-046.25e-010.2446
10522DEAF1S028HumanLiverHCC7.24e-136.16e-010.2503
10522DEAF1S029HumanLiverHCC2.96e-116.66e-010.2581
10522DEAF1C21HumanOral cavityOSCC2.11e-052.21e-010.2678
10522DEAF1C30HumanOral cavityOSCC4.93e-085.89e-010.3055
10522DEAF1C43HumanOral cavityOSCC3.02e-296.42e-010.1704
10522DEAF1C46HumanOral cavityOSCC3.85e-114.25e-010.1673
10522DEAF1C51HumanOral cavityOSCC3.36e-022.98e-010.2674
10522DEAF1C08HumanOral cavityOSCC6.68e-041.69e-010.1919
10522DEAF1C09HumanOral cavityOSCC1.42e-085.39e-010.1431
10522DEAF1LN46HumanOral cavityOSCC1.97e-137.07e-010.1666
10522DEAF1SYSMH1HumanOral cavityOSCC7.85e-153.01e-010.1127
10522DEAF1SYSMH2HumanOral cavityOSCC1.65e-062.31e-010.2326
10522DEAF1SYSMH3HumanOral cavityOSCC9.03e-052.29e-010.2442
10522DEAF1SYSMH4HumanOral cavityOSCC5.28e-081.17e-010.1226
10522DEAF1SYSMH6HumanOral cavityOSCC4.11e-061.53e-010.1275
Page: 1 2 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:00018415LiverHCCneural tube formation62/7958102/187231.47e-041.18e-0362
GO:00018433LiverHCCneural tube closure53/795888/187235.95e-043.75e-0353
GO:00140204LiverHCCprimary neural tube formation56/795894/187236.19e-043.86e-0356
GO:00606063LiverHCCtube closure53/795889/187238.67e-045.14e-0353
GO:00308795LiverHCCmammary gland development75/7958137/187232.52e-031.22e-0275
GO:00219154LiverHCCneural tube development82/7958152/187232.83e-031.33e-0282
GO:00018384LiverHCCembryonic epithelial tube formation66/7958121/187234.94e-032.07e-0266
GO:00721754LiverHCCepithelial tube formation70/7958132/187239.29e-033.57e-0270
GO:00351484LiverHCCtube formation77/7958148/187231.20e-024.39e-0277
GO:004873220Oral cavityOSCCgland development226/7305436/187232.78e-085.39e-07226
GO:005067310Oral cavityOSCCepithelial cell proliferation212/7305437/187232.82e-052.61e-04212
GO:000184110Oral cavityOSCCneural tube formation60/7305102/187233.90e-053.43e-0460
GO:00140208Oral cavityOSCCprimary neural tube formation55/730594/187239.87e-057.43e-0455
GO:00018437Oral cavityOSCCneural tube closure52/730588/187231.06e-047.84e-0452
GO:00606066Oral cavityOSCCtube closure52/730589/187231.59e-041.10e-0352
GO:00018388Oral cavityOSCCembryonic epithelial tube formation66/7305121/187233.70e-042.26e-0366
GO:003514810Oral cavityOSCCtube formation78/7305148/187234.82e-042.85e-0378
GO:005067810Oral cavityOSCCregulation of epithelial cell proliferation180/7305381/187235.88e-043.35e-03180
GO:00163315Oral cavityOSCCmorphogenesis of embryonic epithelium77/7305147/187236.63e-043.72e-0377
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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
DEAF1pDCBreastDCISCHAF1A,MCM2,GAB1, etc.3.15e-02The 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.
DEAF1TFHLiverCirrhoticCMC1,PSMG2,DCP1B, etc.3.35e-01The 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.
DEAF1TFHLiverNAFLDCMC1,PSMG2,DCP1B, etc.4.28e-01The 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.
∗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.
Page: 1 

Top

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
DEAF1SNVMissense_Mutationc.1085N>Tp.Ser362Leup.S362LO75398protein_codingdeleterious(0)probably_damaging(0.991)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
DEAF1SNVMissense_Mutationc.634N>Tp.Gly212Cysp.G212CO75398protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DEAF1insertionFrame_Shift_Insnovelc.1413_1414insGp.Thr472AspfsTer4p.T472Dfs*4O75398protein_codingTCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DEAF1insertionFrame_Shift_Insnovelc.1411_1412insTCTTGGCTAACTGCAACCTCCACTTCCTGGGATCAp.Lys471IlefsTer54p.K471Ifs*54O75398protein_codingTCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DEAF1insertionFrame_Shift_Insnovelc.308_309insCTTGTGCCTCAGCCTCCTGAGTAGCTGGGATTACAp.Ala104LeufsTer50p.A104Lfs*50O75398protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
DEAF1deletionFrame_Shift_Delnovelc.907_916delNNNNNNNNNNp.Lys304MetfsTer8p.K304Mfs*8O75398protein_codingTCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
DEAF1insertionFrame_Shift_Insnovelc.1543_1544insTp.Cys515LeufsTer43p.C515Lfs*43O75398protein_codingTCGA-AR-A0TV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DEAF1insertionIn_Frame_Insnovelc.537_538insAGCTACTCGp.Thr179_Pro180insSerTyrSerp.T179_P180insSYSO75398protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
DEAF1insertionFrame_Shift_Insnovelc.535_536insGCGTGGTGGCAGGCGCCTGTAGTCCCATAGTCp.Thr179SerfsTer105p.T179Sfs*105O75398protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
DEAF1SNVMissense_Mutationrs868811033c.364N>Ap.Ala122Thrp.A122TO75398protein_codingtolerated(0.12)benign(0.012)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
Page: 1 2 3 4 5 6 7 

Top

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
Page: 1