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:006082825ThyroidATCregulation of canonical Wnt signaling pathway134/6293253/187231.49e-104.56e-09134
GO:006007025ThyroidATCcanonical Wnt signaling pathway154/6293303/187233.68e-101.02e-08154
GO:0048545210ThyroidATCresponse to steroid hormone168/6293339/187237.21e-101.88e-08168
GO:0030100111ThyroidATCregulation of endocytosis113/6293211/187231.71e-094.22e-08113
GO:190437526ThyroidATCregulation of protein localization to cell periphery74/6293125/187233.78e-098.66e-0874
GO:001648218ThyroidATCcytosolic transport93/6293168/187235.19e-091.15e-0793
GO:1905475111ThyroidATCregulation of protein localization to membrane96/6293175/187235.55e-091.22e-0796
GO:0030522112ThyroidATCintracellular receptor signaling pathway134/6293265/187237.58e-091.63e-07134
GO:0030177110ThyroidATCpositive regulation of Wnt signaling pathway80/6293140/187238.75e-091.86e-0780
GO:000717823ThyroidATCtransmembrane receptor protein serine/threonine kinase signaling pathway170/6293355/187231.40e-082.87e-07170
GO:000183722ThyroidATCepithelial to mesenchymal transition87/6293157/187231.50e-083.06e-0787
GO:001701522ThyroidATCregulation of transforming growth factor beta receptor signaling pathway74/6293128/187231.58e-083.20e-0774
GO:0045807111ThyroidATCpositive regulation of endocytosis61/6293100/187231.80e-083.59e-0761
GO:190384422ThyroidATCregulation of cellular response to transforming growth factor beta stimulus75/6293131/187232.26e-084.39e-0775
GO:190382816ThyroidATCnegative regulation of cellular protein localization67/6293117/187231.23e-072.06e-0667
GO:190307627ThyroidATCregulation of protein localization to plasma membrane61/6293104/187231.38e-072.26e-0661
GO:005110027ThyroidATCnegative regulation of binding86/6293162/187232.41e-073.73e-0686
GO:007138328ThyroidATCcellular response to steroid hormone stimulus103/6293204/187234.32e-076.30e-06103
GO:004876221ThyroidATCmesenchymal cell differentiation116/6293236/187235.08e-077.30e-06116
GO:003051826ThyroidATCintracellular steroid hormone receptor signaling pathway65/6293116/187235.58e-077.93e-0665
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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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