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: GFPT1

Gene summary for GFPT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GFPT1

Gene ID

2673

Gene nameglutamine--fructose-6-phosphate transaminase 1
Gene AliasCMS12
Cytomap2p13.3
Gene Typeprotein-coding
GO ID

GO:0006002

UniProtAcc

Q06210


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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
2673GFPT1HTA11_3410_2000001011HumanColorectumAD1.09e-08-3.94e-010.0155
2673GFPT1HTA11_2951_2000001011HumanColorectumAD5.94e-07-7.00e-010.0216
2673GFPT1HTA11_78_2000001011HumanColorectumAD9.37e-056.08e-01-0.1088
2673GFPT1HTA11_347_2000001011HumanColorectumAD1.35e-199.68e-01-0.1954
2673GFPT1HTA11_411_2000001011HumanColorectumSER2.08e-026.13e-01-0.2602
2673GFPT1HTA11_2112_2000001011HumanColorectumSER4.69e-057.56e-01-0.2196
2673GFPT1HTA11_866_3004761011HumanColorectumAD1.50e-02-3.29e-010.096
2673GFPT1HTA11_6801_2000001011HumanColorectumSER3.00e-026.52e-010.0171
2673GFPT1HTA11_99999965062_69753HumanColorectumMSI-H6.84e-099.91e-010.3487
2673GFPT1HTA11_99999971662_82457HumanColorectumMSS7.16e-047.58e-010.3859
2673GFPT1HTA11_99999974143_84620HumanColorectumMSS9.55e-15-4.65e-010.3005
2673GFPT1F007HumanColorectumFAP2.42e-13-5.83e-010.1176
2673GFPT1A002-C-010HumanColorectumFAP2.54e-05-4.10e-010.242
2673GFPT1A001-C-207HumanColorectumFAP1.11e-12-4.37e-010.1278
2673GFPT1A015-C-203HumanColorectumFAP3.33e-48-7.62e-01-0.1294
2673GFPT1A015-C-204HumanColorectumFAP7.94e-09-3.20e-01-0.0228
2673GFPT1A014-C-040HumanColorectumFAP2.99e-12-7.01e-01-0.1184
2673GFPT1A002-C-201HumanColorectumFAP1.13e-27-5.24e-010.0324
2673GFPT1A002-C-203HumanColorectumFAP8.85e-12-4.20e-010.2786
2673GFPT1A001-C-119HumanColorectumFAP1.06e-21-7.27e-01-0.1557
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0007623ColorectumADcircadian rhythm72/3918210/187234.50e-061.21e-0472
GO:0048511ColorectumADrhythmic process94/3918298/187231.00e-052.34e-0494
GO:0006487ColorectumADprotein N-linked glycosylation25/391865/187239.12e-048.71e-0325
GO:0009225ColorectumADnucleotide-sugar metabolic process16/391836/187231.27e-031.12e-0216
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:0006002ColorectumADfructose 6-phosphate metabolic process7/391811/187232.59e-031.96e-027
GO:0006486ColorectumADprotein glycosylation64/3918226/187234.86e-033.27e-0264
GO:0043413ColorectumADmacromolecule glycosylation64/3918226/187234.86e-033.27e-0264
GO:0070085ColorectumADglycosylation67/3918240/187235.78e-033.67e-0267
GO:00060911ColorectumSERgeneration of precursor metabolites and energy168/2897490/187231.39e-251.70e-22168
GO:00159801ColorectumSERenergy derivation by oxidation of organic compounds119/2897318/187235.28e-224.62e-19119
GO:00076231ColorectumSERcircadian rhythm54/2897210/187237.98e-051.77e-0354
GO:00485111ColorectumSERrhythmic process65/2897298/187232.18e-032.11e-0265
GO:00065201ColorectumSERcellular amino acid metabolic process61/2897284/187234.20e-033.41e-0261
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:00159802ColorectumMSSenergy derivation by oxidation of organic compounds131/3467318/187232.60e-212.70e-18131
GO:00076232ColorectumMSScircadian rhythm69/3467210/187234.22e-071.67e-0569
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa054151ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa054152ColorectumSERDiabetic cardiomyopathy103/1580203/84651.45e-251.61e-231.17e-23103
hsa054153ColorectumSERDiabetic cardiomyopathy103/1580203/84651.45e-251.61e-231.17e-23103
hsa054154ColorectumMSSDiabetic cardiomyopathy106/1875203/84652.47e-211.62e-199.92e-20106
hsa04931ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa054155ColorectumMSSDiabetic cardiomyopathy106/1875203/84652.47e-211.62e-199.92e-20106
hsa049311ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa054156ColorectumMSI-HDiabetic cardiomyopathy57/797203/84651.15e-143.11e-132.61e-1357
hsa054157ColorectumMSI-HDiabetic cardiomyopathy57/797203/84651.15e-143.11e-132.61e-1357
hsa054158ColorectumFAPDiabetic cardiomyopathy70/1404203/84652.62e-102.18e-081.33e-0870
hsa049312ColorectumFAPInsulin resistance32/1404108/84654.90e-043.56e-032.16e-0332
hsa054159ColorectumFAPDiabetic cardiomyopathy70/1404203/84652.62e-102.18e-081.33e-0870
hsa049313ColorectumFAPInsulin resistance32/1404108/84654.90e-043.56e-032.16e-0332
hsa049314ColorectumCRCInsulin resistance28/1091108/84651.78e-042.37e-031.61e-0328
hsa049315ColorectumCRCInsulin resistance28/1091108/84651.78e-042.37e-031.61e-0328
hsa05415211EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa012505EsophagusESCCBiosynthesis of nucleotide sugars28/420537/84651.10e-033.42e-031.75e-0328
hsa005202EsophagusESCCAmino sugar and nucleotide sugar metabolism35/420549/84651.60e-034.88e-032.50e-0335
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
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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
GFPT1SNVMissense_Mutationnovelc.1903N>Tp.Val635Leup.V635LQ06210protein_codingtolerated(0.09)benign(0.101)TCGA-A2-A4S1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GFPT1SNVMissense_Mutationrs770856462c.487C>Tp.Arg163Trpp.R163WQ06210protein_codingdeleterious(0.05)possibly_damaging(0.832)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
GFPT1SNVMissense_Mutationc.106N>Tp.Asp36Tyrp.D36YQ06210protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
GFPT1SNVMissense_Mutationc.1161N>Cp.Leu387Phep.L387FQ06210protein_codingtolerated(0.08)probably_damaging(0.98)TCGA-D8-A1Y0-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamide+methotrexatum+fluorouracillumSD
GFPT1SNVMissense_Mutationc.757N>Cp.Ser253Argp.S253RQ06210protein_codingtolerated(0.52)benign(0)TCGA-E2-A1B5-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GFPT1SNVMissense_Mutationc.1210N>Gp.Gln404Glup.Q404EQ06210protein_codingtolerated(0.41)probably_damaging(0.997)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
GFPT1SNVMissense_Mutationnovelc.1153C>Tp.Arg385Trpp.R385WQ06210protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A7CK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GFPT1SNVMissense_Mutationnovelc.661N>Gp.His221Aspp.H221DQ06210protein_codingtolerated(0.17)benign(0.101)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
GFPT1SNVMissense_Mutationc.1100A>Cp.Tyr367Serp.Y367SQ06210protein_codingtolerated(0.6)benign(0)TCGA-JW-A5VH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
GFPT1SNVMissense_Mutationnovelc.1930N>Ap.Glu644Lysp.E644KQ06210protein_codingtolerated(0.13)benign(0.144)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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