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: GMPS

Gene summary for GMPS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GMPS

Gene ID

8833

Gene nameguanine monophosphate synthase
Gene AliasGATD7
Cytomap3q25.31
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A0A140VJK6


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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
8833GMPSGSM4909282HumanBreastIDC4.61e-114.14e-01-0.0288
8833GMPSGSM4909285HumanBreastIDC4.27e-387.13e-010.21
8833GMPSGSM4909287HumanBreastIDC5.48e-063.17e-010.2057
8833GMPSGSM4909293HumanBreastIDC7.98e-062.20e-010.1581
8833GMPSGSM4909297HumanBreastIDC3.12e-03-5.68e-020.1517
8833GMPSGSM4909311HumanBreastIDC4.94e-08-1.49e-010.1534
8833GMPSGSM4909319HumanBreastIDC2.85e-12-1.17e-010.1563
8833GMPSGSM4909321HumanBreastIDC2.89e-04-7.85e-020.1559
8833GMPSM2HumanBreastIDC1.14e-022.49e-010.21
8833GMPSNCCBC14HumanBreastDCIS8.93e-072.83e-010.2021
8833GMPSNCCBC5HumanBreastDCIS1.58e-046.48e-030.2046
8833GMPSP1HumanBreastIDC2.70e-051.75e-020.1527
8833GMPSP2HumanBreastIDC1.01e-135.56e-010.21
8833GMPSDCIS2HumanBreastDCIS5.23e-472.22e-010.0085
8833GMPSCCI_2HumanCervixCC6.32e-121.34e+000.5249
8833GMPSCCI_3HumanCervixCC4.94e-086.61e-010.516
8833GMPSTumorHumanCervixCC1.68e-062.64e-010.1241
8833GMPSsample3HumanCervixCC7.86e-102.82e-010.1387
8833GMPST3HumanCervixCC2.88e-132.95e-010.1389
8833GMPSLZE2THumanEsophagusESCC1.26e-071.07e+000.082
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:000915214BreastIDCpurine ribonucleotide biosynthetic process34/1434169/187231.63e-078.92e-0634
GO:004639013BreastIDCribose phosphate biosynthetic process36/1434190/187233.40e-071.73e-0536
GO:000926013BreastIDCribonucleotide biosynthetic process35/1434182/187233.40e-071.73e-0535
GO:000915014BreastIDCpurine ribonucleotide metabolic process55/1434368/187231.30e-065.72e-0555
GO:001969314BreastIDCribose phosphate metabolic process58/1434396/187231.31e-065.73e-0558
GO:000675313BreastIDCnucleoside phosphate metabolic process68/1434497/187232.01e-068.23e-0568
GO:000911713BreastIDCnucleotide metabolic process67/1434489/187232.28e-069.05e-0567
GO:000925914BreastIDCribonucleotide metabolic process56/1434385/187232.47e-069.63e-0556
GO:000616413BreastIDCpurine nucleotide biosynthetic process34/1434191/187233.11e-061.15e-0434
GO:190129313BreastIDCnucleoside phosphate biosynthetic process41/1434256/187235.15e-061.73e-0441
GO:000616314BreastIDCpurine nucleotide metabolic process56/1434396/187235.90e-061.90e-0456
GO:007252213BreastIDCpurine-containing compound biosynthetic process34/1434200/187238.79e-062.50e-0434
GO:000916513BreastIDCnucleotide biosynthetic process40/1434254/187231.01e-052.81e-0440
GO:007252114BreastIDCpurine-containing compound metabolic process57/1434416/187231.28e-053.31e-0457
GO:000915223BreastDCISpurine ribonucleotide biosynthetic process34/1390169/187237.77e-084.47e-0634
GO:004639022BreastDCISribose phosphate biosynthetic process36/1390190/187231.59e-078.19e-0636
GO:000926022BreastDCISribonucleotide biosynthetic process35/1390182/187231.62e-078.24e-0635
GO:001969324BreastDCISribose phosphate metabolic process58/1390396/187234.80e-072.11e-0558
GO:000915024BreastDCISpurine ribonucleotide metabolic process55/1390368/187234.92e-072.14e-0555
GO:000925924BreastDCISribonucleotide metabolic process56/1390385/187239.44e-073.79e-0556
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa009832LiverHCCDrug metabolism - other enzymes54/402080/84652.25e-041.09e-036.08e-0454
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa009833LiverHCCDrug metabolism - other enzymes54/402080/84652.25e-041.09e-036.08e-0454
hsa012324Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0123211Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
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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
GMPSSNVMissense_Mutationc.472G>Cp.Asp158Hisp.D158HP49915protein_codingtolerated(0.05)benign(0.151)TCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
GMPSSNVMissense_Mutationc.420N>Gp.Phe140Leup.F140LP49915protein_codingdeleterious(0)possibly_damaging(0.784)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GMPSSNVMissense_Mutationnovelc.207N>Gp.Phe69Leup.F69LP49915protein_codingtolerated(0.13)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GMPSSNVMissense_Mutationc.1783N>Cp.Ala595Prop.A595PP49915protein_codingdeleterious(0.01)probably_damaging(0.988)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
GMPSSNVMissense_Mutationnovelc.91C>Gp.Leu31Valp.L31VP49915protein_codingdeleterious(0)possibly_damaging(0.857)TCGA-C5-A2LY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GMPSSNVMissense_Mutationc.905N>Tp.Ser302Phep.S302FP49915protein_codingtolerated(0.06)benign(0.127)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
GMPSSNVMissense_Mutationrs879113982c.1913N>Ap.Arg638Glnp.R638QP49915protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
GMPSSNVMissense_Mutationnovelc.380N>Cp.Gly127Alap.G127AP49915protein_codingdeleterious(0.01)probably_damaging(1)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GMPSSNVMissense_Mutationc.1711N>Tp.Pro571Serp.P571SP49915protein_codingtolerated(0.27)benign(0.063)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GMPSSNVMissense_Mutationc.2059N>Ap.Pro687Thrp.P687TP49915protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3710-01Colorectumcolon 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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