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: GP2

Gene summary for GP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GP2

Gene ID

2813

Gene nameglycoprotein 2
Gene AliasZAP75
Cytomap16p12.3
Gene Typeprotein-coding
GO ID

GO:0002251

UniProtAcc

B7Z1G2


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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
2813GP2HCC1HumanLiverHCC2.53e-116.92e-010.5336
2813GP2HCC2HumanLiverHCC3.94e-241.26e+000.5341
2813GP2HCC5HumanLiverHCC1.64e-201.00e+000.4932
2813GP2HTA12-15-2HumanPancreasPDAC4.79e-49-2.47e+000.2315
2813GP2HTA12-16-2HumanPancreasPDAC2.38e-06-6.54e-010.0535
2813GP2HTA12-16-5HumanPancreasPDAC3.29e-27-4.18e-010.047
2813GP2HTA12-16-6HumanPancreasPDAC8.52e-05-5.62e-010.0544
2813GP2HTA12-18-3HumanPancreasPDAC5.10e-13-3.79e-010.0716
2813GP2HTA12-23-1HumanPancreasPDAC5.17e-35-2.47e+000.3405
2813GP2HTA12-25-1HumanPancreasPDAC3.56e-48-2.47e+000.313
2813GP2HTA12-26-1HumanPancreasPDAC2.45e-57-2.47e+000.3728
2813GP2HTA12-29-1HumanPancreasPDAC2.80e-127-2.47e+000.3722
2813GP2HTA12-3-16HumanPancreasPDAC9.64e-13-2.47e+000.1553
2813GP2HTA12-30-1HumanPancreasPDAC4.08e-14-2.47e+000.3671
2813GP2HTA12-32-1HumanPancreasPDAC3.70e-20-2.09e+000.3624
2813GP2HTA12-9-1HumanPancreasPDAC2.00e-73-2.40e+000.1532
2813GP2HTA12-9-2HumanPancreasPDAC1.98e-39-6.51e-010.0835
2813GP2HTA12-9-3HumanPancreasPDAC6.77e-41-2.47e+000.2045
2813GP23829-ECHumanPancreasPanIN4.02e-441.71e-010.009
2813GP24347-ECHumanPancreasPanIN2.09e-96-5.96e-010.0572
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0044262ColorectumADcellular carbohydrate metabolic process87/3918283/187236.00e-051.01e-0387
GO:0009225ColorectumADnucleotide-sugar metabolic process16/391836/187231.27e-031.12e-0216
GO:00060912ColorectumMSSgeneration of precursor metabolites and energy186/3467490/187231.14e-242.15e-21186
GO:00159802ColorectumMSSenergy derivation by oxidation of organic compounds131/3467318/187232.60e-212.70e-18131
GO:00092252ColorectumMSSnucleotide-sugar metabolic process14/346736/187233.40e-032.56e-0214
GO:00060914ColorectumFAPgeneration of precursor metabolites and energy128/2622490/187235.58e-134.28e-10128
GO:00159804ColorectumFAPenergy derivation by oxidation of organic compounds85/2622318/187231.36e-092.77e-0785
GO:00442621ColorectumFAPcellular carbohydrate metabolic process66/2622283/187231.53e-054.01e-0466
GO:00060915ColorectumCRCgeneration of precursor metabolites and energy80/2078490/187232.55e-044.16e-0380
GO:00442622ColorectumCRCcellular carbohydrate metabolic process49/2078283/187231.06e-031.24e-0249
GO:00092253ColorectumCRCnucleotide-sugar metabolic process10/207836/187234.68e-033.62e-0210
GO:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:000609120EsophagusHGINgeneration of precursor metabolites and energy145/2587490/187233.41e-202.04e-17145
GO:001598020EsophagusHGINenergy derivation by oxidation of organic compounds105/2587318/187231.16e-184.99e-16105
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:00092256EsophagusESCCnucleotide-sugar metabolic process29/855236/187231.91e-051.67e-0429
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
GP2SNVMissense_Mutationnovelc.916G>Tp.Asp306Tyrp.D306YP55259protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GP2SNVMissense_Mutationc.1426N>Ap.Ser476Thrp.S476TP55259protein_codingtolerated(0.77)benign(0.041)TCGA-E2-A1BD-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
GP2SNVMissense_Mutationrs765756297c.281G>Ap.Arg94Hisp.R94HP55259protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GP2SNVMissense_Mutationrs530327819c.589G>Ap.Glu197Lysp.E197KP55259protein_codingdeleterious(0.04)benign(0.368)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GP2SNVMissense_Mutationnovelc.1172C>Tp.Thr391Ilep.T391IP55259protein_codingtolerated(0.08)possibly_damaging(0.506)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GP2SNVMissense_Mutationc.685T>Gp.Cys229Glyp.C229GP55259protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GP2SNVMissense_Mutationc.1468N>Ap.Asp490Asnp.D490NP55259protein_codingtolerated(0.43)benign(0.012)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
GP2SNVMissense_Mutationc.1468G>Ap.Asp490Asnp.D490NP55259protein_codingtolerated(0.43)benign(0.012)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GP2SNVMissense_Mutationrs140222432c.122C>Tp.Ser41Leup.S41LP55259protein_codingdeleterious(0)benign(0.349)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GP2SNVMissense_Mutationc.1310N>Cp.Gln437Prop.Q437PP55259protein_codingtolerated(0.22)benign(0.007)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<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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