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: GDA

Gene summary for GDA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GDA

Gene ID

9615

Gene nameguanine deaminase
Gene AliasCYPIN
Cytomap9q21.13
Gene Typeprotein-coding
GO ID

GO:0000255

UniProtAcc

Q9Y2T3


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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
9615GDAHTA11_2487_2000001011HumanColorectumSER6.29e-098.87e-01-0.1808
9615GDAHTA11_1938_2000001011HumanColorectumAD1.58e-032.69e-01-0.0811
9615GDAHTA11_78_2000001011HumanColorectumAD6.31e-043.51e-01-0.1088
9615GDAHTA11_347_2000001011HumanColorectumAD6.06e-044.83e-01-0.1954
9615GDAHTA11_2112_2000001011HumanColorectumSER2.70e-028.18e-01-0.2196
9615GDAHTA11_1391_2000001011HumanColorectumAD2.34e-034.75e-01-0.059
9615GDAHTA11_99999965062_69753HumanColorectumMSI-H6.59e-051.43e+000.3487
9615GDAHTA11_99999965104_69814HumanColorectumMSS3.13e-022.27e-010.281
9615GDACRC-1-8810HumanColorectumCRC7.56e-053.50e-010.6257
9615GDAAEH-subject1HumanEndometriumAEH3.00e-115.37e-01-0.3059
9615GDAAEH-subject2HumanEndometriumAEH9.63e-227.05e-01-0.2525
9615GDAAEH-subject3HumanEndometriumAEH4.70e-022.50e-01-0.2576
9615GDAAEH-subject4HumanEndometriumAEH6.96e-084.00e-01-0.2657
9615GDAAEH-subject5HumanEndometriumAEH4.57e-116.02e-01-0.2953
9615GDAEEC-subject2HumanEndometriumEEC3.15e-257.45e-01-0.2607
9615GDAEEC-subject5HumanEndometriumEEC5.10e-135.55e-01-0.249
9615GDAGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.17e-021.92e-01-0.1934
9615GDAGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.00e-114.51e-01-0.1917
9615GDAGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC5.10e-104.95e-01-0.1916
9615GDAGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC3.01e-134.31e-01-0.1269
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0009126ColorectumADpurine nucleoside monophosphate metabolic process19/391844/187237.13e-047.21e-0319
GO:0009167ColorectumADpurine ribonucleoside monophosphate metabolic process18/391841/187237.71e-047.73e-0318
GO:0046037ColorectumADGMP metabolic process9/391816/187232.06e-031.64e-029
GO:0006195ColorectumADpurine nucleotide catabolic process18/391846/187233.67e-032.60e-0218
GO:0072523ColorectumADpurine-containing compound catabolic process19/391852/187236.92e-034.26e-0219
GO:00061631ColorectumSERpurine nucleotide metabolic process109/2897396/187234.26e-105.44e-08109
GO:00091501ColorectumSERpurine ribonucleotide metabolic process103/2897368/187234.69e-105.68e-08103
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01232LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa012321LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
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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
GDASNVMissense_Mutationnovelc.311N>Gp.Thr104Serp.T104SQ9Y2T3protein_codingtolerated(0.24)benign(0.001)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
GDASNVMissense_Mutationc.666N>Cp.Leu222Phep.L222FQ9Y2T3protein_codingdeleterious(0)possibly_damaging(0.907)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GDASNVMissense_Mutationnovelc.448N>Cp.Ser150Prop.S150PQ9Y2T3protein_codingdeleterious(0.02)possibly_damaging(0.749)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GDASNVMissense_Mutationc.352N>Ap.Asp118Asnp.D118NQ9Y2T3protein_codingtolerated(0.11)benign(0.006)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
GDASNVMissense_Mutationrs748443792c.895N>Ap.Ala299Thrp.A299TQ9Y2T3protein_codingtolerated(0.19)possibly_damaging(0.446)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GDASNVMissense_Mutationc.574G>Ap.Glu192Lysp.E192KQ9Y2T3protein_codingtolerated(0.61)benign(0.001)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
GDASNVMissense_Mutationc.361N>Ap.Glu121Lysp.E121KQ9Y2T3protein_codingtolerated(0.39)benign(0.023)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GDASNVMissense_Mutationc.148N>Gp.Gln50Glup.Q50EQ9Y2T3protein_codingtolerated(0.37)benign(0)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GDASNVMissense_Mutationc.738N>Gp.Asp246Glup.D246EQ9Y2T3protein_codingtolerated(0.69)benign(0)TCGA-CM-6676-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GDASNVMissense_Mutationc.74C>Ap.Pro25Hisp.P25HQ9Y2T3protein_codingtolerated(0.22)benign(0.029)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
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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
9615GDAENZYMENSC-78617-METHYLXANTHINE20716488
9615GDAENZYME8-AZAGUANINE8-AZAGUANINE7384171
9615GDAENZYMETHIOGUANINETHIOGUANINE7384171
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