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:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:190336210CervixCCregulation of cellular protein catabolic process72/2311255/187235.98e-122.10e-0972
GO:009013210CervixCCepithelium migration90/2311360/187232.45e-116.11e-0990
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:001063110CervixCCepithelial cell migration89/2311357/187233.72e-118.54e-0989
GO:009013010CervixCCtissue migration90/2311365/187235.42e-111.05e-0890
GO:004573210CervixCCpositive regulation of protein catabolic process65/2311231/187237.44e-111.39e-0865
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:190305010CervixCCregulation of proteolysis involved in cellular protein catabolic process60/2311221/187231.82e-091.98e-0760
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:004325410CervixCCregulation of protein-containing complex assembly96/2311428/187232.91e-093.05e-0796
GO:001063210CervixCCregulation of epithelial cell migration72/2311292/187234.52e-094.43e-0772
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:003367410CervixCCpositive regulation of kinase activity101/2311467/187238.66e-097.22e-07101
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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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