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: GAB1

Gene summary for GAB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GAB1

Gene ID

2549

Gene nameGRB2 associated binding protein 1
Gene AliasDFNB26
Cytomap4q31.21
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q13480


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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
2549GAB1CCI_1HumanCervixCC2.34e-078.98e-010.528
2549GAB1CCI_2HumanCervixCC7.88e-056.14e-010.5249
2549GAB1CCI_3HumanCervixCC6.07e-086.02e-010.516
2549GAB1HTA11_3410_2000001011HumanColorectumAD8.07e-25-7.16e-010.0155
2549GAB1HTA11_5212_2000001011HumanColorectumAD3.94e-02-6.37e-01-0.2061
2549GAB1HTA11_5216_2000001011HumanColorectumSER4.73e-02-3.92e-01-0.1462
2549GAB1HTA11_7696_3000711011HumanColorectumAD4.90e-09-3.98e-010.0674
2549GAB1HTA11_99999970781_79442HumanColorectumMSS1.14e-15-5.47e-010.294
2549GAB1HTA11_99999965104_69814HumanColorectumMSS2.08e-513.84e+000.281
2549GAB1HTA11_99999973899_84307HumanColorectumMSS3.42e-07-6.39e-010.2585
2549GAB1HTA11_99999974143_84620HumanColorectumMSS2.22e-13-5.24e-010.3005
2549GAB1F007HumanColorectumFAP5.08e-04-4.02e-010.1176
2549GAB1A002-C-010HumanColorectumFAP9.74e-03-1.43e-010.242
2549GAB1A001-C-207HumanColorectumFAP3.45e-04-2.77e-010.1278
2549GAB1A015-C-203HumanColorectumFAP4.19e-38-5.67e-01-0.1294
2549GAB1A015-C-204HumanColorectumFAP1.35e-06-3.32e-01-0.0228
2549GAB1A014-C-040HumanColorectumFAP6.57e-05-4.62e-01-0.1184
2549GAB1A002-C-201HumanColorectumFAP2.64e-23-6.24e-010.0324
2549GAB1A002-C-203HumanColorectumFAP1.09e-05-2.34e-010.2786
2549GAB1A001-C-119HumanColorectumFAP5.75e-15-7.18e-01-0.1557
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00328686LungIACresponse to insulin53/2061264/187231.03e-053.24e-0453
GO:00328696LungIACcellular response to insulin stimulus42/2061203/187233.96e-059.64e-0442
GO:00082864LungIACinsulin receptor signaling pathway24/2061116/187231.66e-031.74e-0224
GO:003153213LungAISactin cytoskeleton reorganization31/1849107/187232.36e-083.12e-0631
GO:000717312LungAISepidermal growth factor receptor signaling pathway29/1849108/187233.99e-073.23e-0529
GO:003286812LungAISresponse to insulin52/1849264/187239.51e-076.69e-0552
GO:190165312LungAIScellular response to peptide65/1849359/187231.05e-067.27e-0565
GO:003812712LungAISERBB signaling pathway30/1849121/187231.60e-069.91e-0530
GO:007137512LungAIScellular response to peptide hormone stimulus55/1849290/187231.62e-069.91e-0555
GO:003286912LungAIScellular response to insulin stimulus42/1849203/187232.80e-061.52e-0442
GO:004343413LungAISresponse to peptide hormone70/1849414/187235.19e-062.48e-0470
GO:000828612LungAISinsulin receptor signaling pathway25/1849116/187231.39e-043.05e-0325
GO:000717322LungMIACepidermal growth factor receptor signaling pathway20/967108/187235.82e-079.33e-0520
GO:003812722LungMIACERBB signaling pathway20/967121/187233.70e-063.88e-0420
GO:003153231LungMIACactin cytoskeleton reorganization17/967107/187233.31e-051.91e-0317
GO:003286831LungMIACresponse to insulin25/967264/187232.62e-033.71e-0225
GO:004343423LungMIACresponse to peptide hormone35/967414/187232.97e-034.00e-0235
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0401210CervixCCErbB signaling pathway28/126785/84652.40e-051.82e-041.08e-0428
hsa0472214CervixCCNeurotrophin signaling pathway32/1267119/84655.01e-042.42e-031.43e-0332
hsa0510020CervixCCBacterial invasion of epithelial cells23/126777/84656.25e-042.93e-031.73e-0323
hsa0522510CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa052119CervixCCRenal cell carcinoma20/126769/84652.07e-038.17e-034.83e-0320
hsa040142CervixCCRas signaling pathway51/1267236/84653.55e-031.34e-027.91e-0351
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0401213CervixCCErbB signaling pathway28/126785/84652.40e-051.82e-041.08e-0428
hsa0472215CervixCCNeurotrophin signaling pathway32/1267119/84655.01e-042.42e-031.43e-0332
hsa05100110CervixCCBacterial invasion of epithelial cells23/126777/84656.25e-042.93e-031.73e-0323
hsa0522513CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa0521114CervixCCRenal cell carcinoma20/126769/84652.07e-038.17e-034.83e-0320
hsa0401411CervixCCRas signaling pathway51/1267236/84653.55e-031.34e-027.91e-0351
hsa05100ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa05211ColorectumADRenal cell carcinoma28/209269/84652.58e-031.37e-028.75e-0328
hsa04012ColorectumADErbB signaling pathway31/209285/84651.02e-023.91e-022.50e-0231
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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
GAB1SNVMissense_Mutationrs761657658c.1100N>Tp.Ser367Leup.S367LQ13480protein_codingtolerated(0.16)benign(0.003)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
GAB1SNVMissense_Mutationc.1697N>Cp.Ile566Thrp.I566TQ13480protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A2-A0YT-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
GAB1SNVMissense_Mutationc.1229G>Ap.Arg410Glnp.R410QQ13480protein_codingtolerated(0.32)probably_damaging(0.997)TCGA-BH-A18I-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
GAB1SNVMissense_Mutationc.1720G>Cp.Glu574Glnp.E574QQ13480protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GAB1SNVMissense_Mutationc.2155N>Tp.Pro719Serp.P719SQ13480protein_codingtolerated(0.06)benign(0.436)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GAB1SNVMissense_Mutationrs374885566c.256G>Tp.Asp86Tyrp.D86YQ13480protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AA-3854-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GAB1SNVMissense_Mutationnovelc.683N>Ap.Ser228Asnp.S228NQ13480protein_codingtolerated(0.41)benign(0.003)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GAB1SNVMissense_Mutationrs201202756c.325N>Tp.Arg109Cysp.R109CQ13480protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GAB1SNVMissense_Mutationc.2096N>Ap.Ala699Aspp.A699DQ13480protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GAB1SNVMissense_Mutationc.979N>Gp.Thr327Alap.T327AQ13480protein_codingtolerated(0.29)benign(0.001)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=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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