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: GNPDA2

Gene summary for GNPDA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNPDA2

Gene ID

132789

Gene nameglucosamine-6-phosphate deaminase 2
Gene AliasGNP2
Cytomap4p12
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q8TDQ7


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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
132789GNPDA2C04HumanOral cavityOSCC2.45e-054.17e-010.2633
132789GNPDA2C21HumanOral cavityOSCC1.47e-032.55e-010.2678
132789GNPDA2C30HumanOral cavityOSCC4.06e-167.92e-010.3055
132789GNPDA2C43HumanOral cavityOSCC1.05e-181.58e-010.1704
132789GNPDA2C46HumanOral cavityOSCC8.02e-082.63e-010.1673
132789GNPDA2C06HumanOral cavityOSCC3.29e-046.09e-010.2699
132789GNPDA2C08HumanOral cavityOSCC4.00e-121.42e-010.1919
132789GNPDA2SYSMH1HumanOral cavityOSCC5.16e-087.91e-020.1127
132789GNPDA2SYSMH2HumanOral cavityOSCC3.89e-028.48e-020.2326
132789GNPDA2SYSMH3HumanOral cavityOSCC1.92e-121.32e-010.2442
132789GNPDA2SYSMH4HumanOral cavityOSCC4.33e-063.05e-020.1226
132789GNPDA2SYSMH5HumanOral cavityOSCC4.46e-041.37e-020.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00092255Oral cavityOSCCnucleotide-sugar metabolic process26/730536/187235.44e-054.51e-0426
GO:19011361Oral cavityOSCCcarbohydrate derivative catabolic process89/7305172/187234.52e-042.73e-0389
GO:00442826Oral cavityOSCCsmall molecule catabolic process174/7305376/187232.25e-031.00e-02174
GO:00092261Oral cavityOSCCnucleotide-sugar biosynthetic process14/730519/187232.31e-031.02e-0214
GO:0006040Oral cavityOSCCamino sugar metabolic process24/730542/187231.30e-024.34e-0224
GO:0006047Oral cavityOSCCUDP-N-acetylglucosamine metabolic process10/730514/187231.44e-024.69e-0210
GO:0046348Oral cavityOSCCamino sugar catabolic process10/730514/187231.44e-024.69e-0210
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00520Oral cavityOSCCAmino sugar and nucleotide sugar metabolism34/370449/84652.48e-048.08e-044.11e-0434
hsa005201Oral cavityOSCCAmino sugar and nucleotide sugar metabolism34/370449/84652.48e-048.08e-044.11e-0434
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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
GNPDA2SNVMissense_Mutationnovelc.16N>Tp.Leu6Phep.L6FQ8TDQ7protein_codingtolerated_low_confidence(0.51)benign(0.005)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
GNPDA2SNVMissense_Mutationc.607N>Gp.Ile203Valp.I203VQ8TDQ7protein_codingtolerated_low_confidence(0.64)benign(0.06)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
GNPDA2SNVMissense_Mutationnovelc.433G>Ap.Ala145Thrp.A145TQ8TDQ7protein_codingdeleterious_low_confidence(0)probably_damaging(0.979)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GNPDA2SNVMissense_Mutationc.692N>Gp.Gln231Argp.Q231RQ8TDQ7protein_codingtolerated_low_confidence(0.07)benign(0.211)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GNPDA2SNVMissense_Mutationc.582G>Tp.Met194Ilep.M194IQ8TDQ7protein_codingdeleterious_low_confidence(0)possibly_damaging(0.898)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GNPDA2deletionFrame_Shift_Delc.282delNp.Phe94LeufsTer6p.F94Lfs*6Q8TDQ7protein_codingTCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GNPDA2deletionFrame_Shift_Delc.282delNp.Phe94LeufsTer6p.F94Lfs*6Q8TDQ7protein_codingTCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GNPDA2SNVMissense_Mutationc.718G>Ap.Asp240Asnp.D240NQ8TDQ7protein_codingdeleterious_low_confidence(0)possibly_damaging(0.898)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GNPDA2SNVMissense_Mutationrs761357281c.292G>Ap.Asp98Asnp.D98NQ8TDQ7protein_codingtolerated_low_confidence(0.11)possibly_damaging(0.722)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GNPDA2SNVMissense_Mutationrs755743137c.682G>Ap.Ala228Thrp.A228TQ8TDQ7protein_codingdeleterious_low_confidence(0.01)benign(0.367)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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