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: GNPDA1

Gene summary for GNPDA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNPDA1

Gene ID

10007

Gene nameglucosamine-6-phosphate deaminase 1
Gene AliasGNP1
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P46926


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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
10007GNPDA1HTA11_3410_2000001011HumanColorectumAD8.58e-051.33e-010.0155
10007GNPDA1HTA11_2487_2000001011HumanColorectumSER6.16e-072.52e-01-0.1808
10007GNPDA1HTA11_1938_2000001011HumanColorectumAD1.20e-031.99e-01-0.0811
10007GNPDA1HTA11_347_2000001011HumanColorectumAD6.99e-153.32e-01-0.1954
10007GNPDA1HTA11_83_2000001011HumanColorectumSER3.93e-022.02e-01-0.1526
10007GNPDA1HTA11_696_2000001011HumanColorectumAD8.35e-072.67e-01-0.1464
10007GNPDA1HTA11_866_2000001011HumanColorectumAD2.18e-072.15e-01-0.1001
10007GNPDA1HTA11_1391_2000001011HumanColorectumAD4.99e-042.12e-01-0.059
10007GNPDA1HTA11_866_3004761011HumanColorectumAD7.07e-163.25e-010.096
10007GNPDA1HTA11_4255_2000001011HumanColorectumSER1.15e-043.60e-010.0446
10007GNPDA1HTA11_8622_2000001021HumanColorectumSER2.21e-053.10e-010.0528
10007GNPDA1HTA11_7663_2000001011HumanColorectumSER7.32e-074.65e-010.0131
10007GNPDA1HTA11_10711_2000001011HumanColorectumAD2.32e-032.02e-010.0338
10007GNPDA1HTA11_7696_3000711011HumanColorectumAD2.90e-133.37e-010.0674
10007GNPDA1HTA11_6818_2000001021HumanColorectumAD3.20e-032.44e-010.0588
10007GNPDA1HTA11_99999970781_79442HumanColorectumMSS6.35e-154.12e-010.294
10007GNPDA1HTA11_99999965062_69753HumanColorectumMSI-H1.86e-025.77e-010.3487
10007GNPDA1HTA11_99999965104_69814HumanColorectumMSS1.04e-113.63e-010.281
10007GNPDA1HTA11_99999971662_82457HumanColorectumMSS2.30e-256.28e-010.3859
10007GNPDA1HTA11_99999973899_84307HumanColorectumMSS1.26e-094.28e-010.2585
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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
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:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:0009225ColorectumADnucleotide-sugar metabolic process16/391836/187231.27e-031.12e-0216
GO:00060911ColorectumSERgeneration of precursor metabolites and energy168/2897490/187231.39e-251.70e-22168
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00160541ColorectumSERorganic acid catabolic process53/2897240/187234.04e-033.30e-0253
GO:00092251ColorectumSERnucleotide-sugar metabolic process12/289736/187236.11e-034.42e-0212
GO:00060912ColorectumMSSgeneration of precursor metabolites and energy186/3467490/187231.14e-242.15e-21186
GO:00442822ColorectumMSSsmall molecule catabolic process94/3467376/187239.85e-049.86e-0394
GO:00092252ColorectumMSSnucleotide-sugar metabolic process14/346736/187233.40e-032.56e-0214
GO:00160542ColorectumMSSorganic acid catabolic process61/3467240/187234.72e-033.31e-0261
GO:00060913ColorectumMSI-Hgeneration of precursor metabolites and energy93/1319490/187237.35e-193.14e-1693
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:00092256EsophagusESCCnucleotide-sugar metabolic process29/855236/187231.91e-051.67e-0429
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00092262EsophagusESCCnucleotide-sugar biosynthetic process14/855219/187231.27e-024.21e-0214
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa005202EsophagusESCCAmino sugar and nucleotide sugar metabolism35/420549/84651.60e-034.88e-032.50e-0335
hsa0052011EsophagusESCCAmino sugar and nucleotide sugar metabolism35/420549/84651.60e-034.88e-032.50e-0335
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
GNPDA1SNVMissense_Mutationnovelc.361N>Ap.Phe121Ilep.F121IP46926protein_codingdeleterious(0)possibly_damaging(0.699)TCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GNPDA1insertionFrame_Shift_Insnovelc.294_295insGGGAGGGp.Ile99GlyfsTer23p.I99Gfs*23P46926protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GNPDA1insertionFrame_Shift_Insnovelc.293_294insAGTGAGGAGCGTCTCCGCCCGGCAGCCACCCCGTCp.Asp98GlufsTer74p.D98Efs*74P46926protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GNPDA1SNVMissense_Mutationnovelc.94N>Ap.Glu32Lysp.E32KP46926protein_codingtolerated(0.07)benign(0.009)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GNPDA1SNVMissense_Mutationnovelc.809N>Gp.Tyr270Cysp.Y270CP46926protein_codingtolerated_low_confidence(0.19)benign(0.001)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GNPDA1SNVMissense_Mutationc.834G>Tp.Glu278Aspp.E278DP46926protein_codingtolerated_low_confidence(0.08)benign(0.006)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
GNPDA1SNVMissense_Mutationc.289A>Tp.Ile97Phep.I97FP46926protein_codingdeleterious(0)possibly_damaging(0.896)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GNPDA1SNVMissense_Mutationnovelc.286N>Tp.His96Tyrp.H96YP46926protein_codingdeleterious(0.01)benign(0.234)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GNPDA1SNVMissense_Mutationc.96N>Tp.Glu32Aspp.E32DP46926protein_codingtolerated(1)benign(0)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GNPDA1SNVMissense_Mutationrs756028847c.737N>Gp.Glu246Glyp.E246GP46926protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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