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: DAB2

Gene summary for DAB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DAB2

Gene ID

1601

Gene nameDAB adaptor protein 2
Gene AliasDOC-2
Cytomap5p13.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P98082


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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
1601DAB2HTA11_1938_2000001011HumanColorectumAD3.86e-165.81e-01-0.0811
1601DAB2HTA11_78_2000001011HumanColorectumAD3.91e-063.85e-01-0.1088
1601DAB2HTA11_1391_2000001011HumanColorectumAD9.86e-175.47e-01-0.059
1601DAB2HTA11_7862_2000001011HumanColorectumAD3.58e-022.27e-01-0.0179
1601DAB2HTA11_866_3004761011HumanColorectumAD5.64e-042.51e-010.096
1601DAB2HTA11_10711_2000001011HumanColorectumAD1.53e-064.11e-010.0338
1601DAB2HTA11_7696_3000711011HumanColorectumAD3.60e-296.31e-010.0674
1601DAB2HTA11_6818_2000001011HumanColorectumAD1.07e-044.16e-010.0112
1601DAB2HTA11_6818_2000001021HumanColorectumAD2.33e-053.29e-010.0588
1601DAB2HTA11_99999970781_79442HumanColorectumMSS6.35e-082.59e-010.294
1601DAB2HTA11_99999965104_69814HumanColorectumMSS2.84e-094.11e-010.281
1601DAB2HTA11_99999971662_82457HumanColorectumMSS4.43e-052.24e-010.3859
1601DAB2A002-C-021HumanColorectumFAP8.00e-031.47e-010.1171
1601DAB2P2T-EHumanEsophagusESCC2.88e-055.46e-020.1177
1601DAB2P9T-EHumanEsophagusESCC5.94e-062.88e-010.1131
1601DAB2P16T-EHumanEsophagusESCC2.03e-131.29e-010.1153
1601DAB2P32T-EHumanEsophagusESCC3.62e-196.73e-010.1666
1601DAB2P37T-EHumanEsophagusESCC2.19e-102.23e-010.1371
1601DAB2P40T-EHumanEsophagusESCC1.61e-021.62e-010.109
1601DAB2P44T-EHumanEsophagusESCC7.96e-063.88e-010.1096
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0042058ColorectumADregulation of epidermal growth factor receptor signaling pathway31/391873/187232.56e-054.89e-0431
GO:0009755ColorectumADhormone-mediated signaling pathway64/3918190/187232.78e-055.24e-0464
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0032436ColorectumADpositive regulation of proteasomal ubiquitin-dependent protein catabolic process36/391890/187232.89e-055.37e-0436
GO:0042059ColorectumADnegative regulation of epidermal growth factor receptor signaling pathway16/391828/187232.96e-055.46e-0416
GO:0070849ColorectumADresponse to epidermal growth factor23/391849/187234.18e-057.37e-0423
GO:0030518ColorectumADintracellular steroid hormone receptor signaling pathway43/3918116/187234.61e-057.97e-0443
GO:0042326ColorectumADnegative regulation of phosphorylation112/3918385/187238.02e-051.27e-03112
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:0001933ColorectumADnegative regulation of protein phosphorylation101/3918342/187239.39e-051.42e-03101
GO:0071364ColorectumADcellular response to epidermal growth factor stimulus21/391845/187239.94e-051.50e-0321
GO:0035967ColorectumADcellular response to topologically incorrect protein42/3918116/187231.04e-041.56e-0342
GO:0006898ColorectumADreceptor-mediated endocytosis76/3918244/187231.07e-041.59e-0376
GO:0090132ColorectumADepithelium migration105/3918360/187231.18e-041.73e-03105
GO:0010632ColorectumADregulation of epithelial cell migration88/3918292/187231.19e-041.75e-0388
GO:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0010631ColorectumADepithelial cell migration104/3918357/187231.33e-041.90e-03104
GO:1905897ColorectumADregulation of response to endoplasmic reticulum stress32/391882/187231.37e-041.95e-0332
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
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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
DAB2INCAFSkinADJCTSL,HMGA1,CCDC80, etc.1.92e-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.
DAB2INCAFSkinSCCISCTSL,HMGA1,CCDC80, etc.2.45e-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.
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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
DAB2SNVMissense_Mutationc.1639N>Ap.Gly547Serp.G547SP98082protein_codingtolerated(0.28)benign(0.043)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DAB2SNVMissense_Mutationrs376782436c.1729G>Ap.Ala577Thrp.A577TP98082protein_codingtolerated(0.12)benign(0.003)TCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DAB2SNVMissense_Mutationnovelc.1797N>Ap.Phe599Leup.F599LP98082protein_codingdeleterious(0.03)possibly_damaging(0.459)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DAB2SNVMissense_Mutationc.5C>Tp.Ser2Phep.S2FP98082protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A0W4-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DAB2SNVMissense_Mutationc.796N>Gp.Pro266Alap.P266AP98082protein_codingdeleterious(0.05)possibly_damaging(0.62)TCGA-BH-A1F0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DAB2SNVMissense_Mutationc.2277N>Cp.Glu759Aspp.E759DP98082protein_codingtolerated(1)benign(0)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DAB2SNVMissense_Mutationnovelc.1546N>Gp.Thr516Alap.T516AP98082protein_codingtolerated(0.93)benign(0)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DAB2SNVMissense_Mutationnovelc.1931N>Tp.Gly644Valp.G644VP98082protein_codingdeleterious(0)probably_damaging(0.943)TCGA-E9-A3HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
DAB2insertionNonsense_Mutationnovelc.1317_1318insTGACTCTTTTGCTTTTGCTCATAAAATGATGATGCATCp.Gly440Terp.G440*P98082protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DAB2insertionNonsense_Mutationnovelc.1581_1582insACTTTGATGCTAATCAACTATTGAp.Met527_Ala528insThrLeuMetLeuIleAsnTyrTerp.M527_A528insTLMLINY*P98082protein_codingTCGA-AN-A0FX-01Breastbreast invasive 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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