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: PAG1

Gene summary for PAG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAG1

Gene ID

55824

Gene namephosphoprotein membrane anchor with glycosphingolipid microdomains 1
Gene AliasCBP
Cytomap8q21.13
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q9NWQ8


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
55824PAG1HTA11_3410_2000001011HumanColorectumAD1.02e-09-4.70e-010.0155
55824PAG1HTA11_347_2000001011HumanColorectumAD2.49e-126.21e-01-0.1954
55824PAG1HTA11_411_2000001011HumanColorectumSER3.58e-021.14e+00-0.2602
55824PAG1HTA11_866_3004761011HumanColorectumAD1.04e-05-4.30e-010.096
55824PAG1HTA11_10711_2000001011HumanColorectumAD1.75e-02-4.30e-010.0338
55824PAG1HTA11_7696_3000711011HumanColorectumAD1.60e-13-4.72e-010.0674
55824PAG1HTA11_99999970781_79442HumanColorectumMSS4.35e-05-3.26e-010.294
55824PAG1HTA11_99999971662_82457HumanColorectumMSS3.67e-10-3.99e-010.3859
55824PAG1HTA11_99999973899_84307HumanColorectumMSS6.33e-03-4.92e-010.2585
55824PAG1HTA11_99999974143_84620HumanColorectumMSS1.20e-13-4.63e-010.3005
55824PAG1F007HumanColorectumFAP6.87e-03-3.92e-010.1176
55824PAG1A002-C-010HumanColorectumFAP2.39e-06-3.42e-010.242
55824PAG1A015-C-203HumanColorectumFAP1.37e-16-3.56e-01-0.1294
55824PAG1A015-C-204HumanColorectumFAP5.41e-05-3.59e-01-0.0228
55824PAG1A014-C-040HumanColorectumFAP1.62e-02-4.09e-01-0.1184
55824PAG1A002-C-201HumanColorectumFAP1.16e-10-4.18e-010.0324
55824PAG1A002-C-203HumanColorectumFAP8.63e-08-2.91e-010.2786
55824PAG1A001-C-119HumanColorectumFAP2.76e-09-4.77e-01-0.1557
55824PAG1A001-C-108HumanColorectumFAP8.94e-11-2.66e-01-0.0272
55824PAG1A002-C-205HumanColorectumFAP1.21e-13-4.14e-01-0.1236
Page: 1 2 3 4 

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
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
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:0007162ColorectumSERnegative regulation of cell adhesion68/2897303/187238.02e-041.01e-0268
GO:0022408ColorectumSERnegative regulation of cell-cell adhesion44/2897196/187236.08e-034.42e-0244
GO:00071621ColorectumFAPnegative regulation of cell adhesion61/2622303/187231.96e-031.65e-0261
GO:0022407ColorectumCRCregulation of cell-cell adhesion67/2078448/187236.86e-034.81e-0267
GO:00071622ColorectumCRCnegative regulation of cell adhesion48/2078303/187237.14e-034.96e-0248
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:0060271LungIACcilium assembly55/2061337/187231.84e-031.88e-0255
GO:0044782LungIACcilium organization58/2061368/187233.15e-032.75e-0258
GO:00602711LungMIACcilium assembly37/967337/187231.29e-059.85e-0437
GO:00447821LungMIACcilium organization38/967368/187233.93e-052.08e-0338
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:002240718Oral cavityOSCCregulation of cell-cell adhesion218/7305448/187231.71e-051.68e-04218
GO:005086315Oral cavityOSCCregulation of T cell activation161/7305329/187231.44e-041.02e-03161
GO:000715916Oral cavityOSCCleukocyte cell-cell adhesion178/7305371/187232.44e-041.57e-03178
GO:190303715Oral cavityOSCCregulation of leukocyte cell-cell adhesion162/7305336/187233.39e-042.08e-03162
GO:000268310Oral cavityOSCCnegative regulation of immune system process204/7305434/187233.72e-042.27e-03204
GO:00991113Oral cavityOSCCmicrotubule-based transport96/7305190/187237.92e-044.27e-0396
GO:00071629Oral cavityOSCCnegative regulation of cell adhesion145/7305303/187239.95e-045.18e-03145
GO:00224086Oral cavityOSCCnegative regulation of cell-cell adhesion92/7305196/187231.41e-024.64e-0292
GO:004211023Oral cavityEOLPT cell activation111/2218487/187234.67e-128.17e-10111
Page: 1 2 3 

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
∗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
PAG1SNVMissense_Mutationc.1090N>Ap.Asp364Asnp.D364NQ9NWQ8protein_codingdeleterious(0)possibly_damaging(0.824)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PAG1SNVMissense_Mutationc.725N>Cp.Val242Alap.V242AQ9NWQ8protein_codingtolerated(0.84)benign(0)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
PAG1SNVMissense_Mutationc.928N>Ap.Glu310Lysp.E310KQ9NWQ8protein_codingdeleterious(0.01)possibly_damaging(0.624)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PAG1SNVMissense_Mutationrs779168554c.235G>Ap.Ala79Thrp.A79TQ9NWQ8protein_codingtolerated(0.2)benign(0.23)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PAG1SNVMissense_Mutationnovelc.596G>Ap.Gly199Aspp.G199DQ9NWQ8protein_codingdeleterious(0.03)benign(0.037)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PAG1SNVMissense_Mutationrs372766293c.1166N>Tp.Ala389Valp.A389VQ9NWQ8protein_codingtolerated(0.05)probably_damaging(0.96)TCGA-CM-6680-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PAG1SNVMissense_Mutationc.501N>Tp.Lys167Asnp.K167NQ9NWQ8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-NH-A50V-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilCR
PAG1SNVMissense_Mutationrs151324516c.10N>Ap.Ala4Thrp.A4TQ9NWQ8protein_codingtolerated(0.47)benign(0.006)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PAG1SNVMissense_Mutationrs760035686c.122N>Gp.Asp41Glyp.D41GQ9NWQ8protein_codingtolerated(0.06)benign(0.154)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PAG1SNVMissense_Mutationnovelc.1072C>Ap.Leu358Ilep.L358IQ9NWQ8protein_codingdeleterious(0.01)probably_damaging(0.916)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
Page: 1 2 3 4 5 6 

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