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: FPGS

Gene summary for FPGS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FPGS

Gene ID

2356

Gene namefolylpolyglutamate synthase
Gene AliasFPGS
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0001889

UniProtAcc

Q05932


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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
2356FPGSLZE4THumanEsophagusESCC2.02e-112.36e-010.0811
2356FPGSLZE7THumanEsophagusESCC4.28e-021.33e-010.0667
2356FPGSLZE8THumanEsophagusESCC1.10e-051.16e-010.067
2356FPGSLZE20THumanEsophagusESCC4.08e-112.09e-010.0662
2356FPGSLZE22THumanEsophagusESCC1.35e-023.27e-010.068
2356FPGSLZE24THumanEsophagusESCC7.70e-215.36e-010.0596
2356FPGSLZE21THumanEsophagusESCC2.88e-085.95e-010.0655
2356FPGSP1T-EHumanEsophagusESCC2.63e-074.78e-010.0875
2356FPGSP2T-EHumanEsophagusESCC1.77e-528.72e-010.1177
2356FPGSP4T-EHumanEsophagusESCC2.49e-236.05e-010.1323
2356FPGSP5T-EHumanEsophagusESCC5.14e-193.25e-010.1327
2356FPGSP8T-EHumanEsophagusESCC4.76e-458.80e-010.0889
2356FPGSP9T-EHumanEsophagusESCC6.74e-265.55e-010.1131
2356FPGSP10T-EHumanEsophagusESCC1.83e-345.40e-010.116
2356FPGSP11T-EHumanEsophagusESCC7.15e-238.58e-010.1426
2356FPGSP12T-EHumanEsophagusESCC5.27e-315.07e-010.1122
2356FPGSP15T-EHumanEsophagusESCC5.74e-305.91e-010.1149
2356FPGSP16T-EHumanEsophagusESCC1.00e-183.24e-010.1153
2356FPGSP17T-EHumanEsophagusESCC5.93e-145.35e-010.1278
2356FPGSP19T-EHumanEsophagusESCC5.19e-149.76e-010.1662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:0061008110EsophagusESCChepaticobiliary system development98/8552150/187238.91e-071.15e-0598
GO:0001889110EsophagusESCCliver development96/8552147/187231.18e-061.47e-0596
GO:003109910EsophagusESCCregeneration122/8552198/187234.26e-064.57e-05122
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00423986EsophagusESCCcellular modified amino acid biosynthetic process34/855246/187239.39e-056.70e-0434
GO:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:00311009EsophagusESCCanimal organ regeneration50/855276/187233.17e-041.88e-0350
GO:00425584EsophagusESCCpteridine-containing compound metabolic process25/855233/187234.30e-042.43e-0325
GO:00425595EsophagusESCCpteridine-containing compound biosynthetic process13/855215/187231.31e-036.26e-0313
GO:00436485EsophagusESCCdicarboxylic acid metabolic process58/855296/187232.55e-031.09e-0258
GO:00067602EsophagusESCCfolic acid-containing compound metabolic process19/855226/187234.31e-031.71e-0219
GO:00466551EsophagusESCCfolic acid metabolic process11/855214/187231.30e-024.27e-0211
GO:000188912LiverCirrhoticliver development81/4634147/187232.99e-153.35e-1381
GO:006100812LiverCirrhotichepaticobiliary system development82/4634150/187233.72e-154.09e-1382
GO:19016051LiverCirrhoticalpha-amino acid metabolic process82/4634195/187237.72e-082.30e-0682
GO:004873212LiverCirrhoticgland development154/4634436/187234.03e-079.42e-06154
GO:000652011LiverCirrhoticcellular amino acid metabolic process103/4634284/187238.88e-061.30e-04103
GO:004364811LiverCirrhoticdicarboxylic acid metabolic process43/463496/187231.42e-051.97e-0443
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa015232EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0152311EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa01523LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa015231LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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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
FPGSSNVMissense_Mutationnovelc.711N>Cp.Glu237Aspp.E237DQ05932protein_codingtolerated(0.22)benign(0.398)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
FPGSSNVMissense_Mutationc.365N>Ap.Gly122Aspp.G122DQ05932protein_codingdeleterious(0.02)probably_damaging(0.99)TCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FPGSSNVMissense_Mutationc.1529N>Ap.Cys510Tyrp.C510YQ05932protein_codingtolerated(0.67)benign(0.013)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
FPGSSNVMissense_Mutationc.1618C>Tp.Pro540Serp.P540SQ05932protein_codingtolerated(0.39)benign(0.001)TCGA-C8-A137-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
FPGSSNVMissense_Mutationnovelc.1688N>Gp.Ile563Serp.I563SQ05932protein_codingdeleterious(0.05)possibly_damaging(0.636)TCGA-LL-A5YL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FPGSSNVMissense_Mutationc.1483N>Tp.Gly495Cysp.G495CQ05932protein_codingdeleterious(0.02)possibly_damaging(0.45)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
FPGSinsertionFrame_Shift_Insnovelc.522_523insCp.Tyr177LeufsTer32p.Y177Lfs*32Q05932protein_codingTCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
FPGSSNVMissense_Mutationnovelc.1310N>Cp.Val437Alap.V437AQ05932protein_codingtolerated(0.09)benign(0.06)TCGA-A6-2675-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FPGSSNVMissense_Mutationnovelc.758N>Gp.Ala253Glyp.A253GQ05932protein_codingdeleterious(0.01)possibly_damaging(0.843)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
FPGSSNVMissense_Mutationc.1249G>Ap.Gly417Argp.G417RQ05932protein_codingtolerated(0.06)possibly_damaging(0.766)TCGA-AZ-6598-01Colorectumcolon 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
2356FPGSENZYME, DRUGGABLE GENOME5-FUFLUOROURACIL9291820
2356FPGSENZYME, DRUGGABLE GENOMEmethotrexateMETHOTREXATE19902562
2356FPGSENZYME, DRUGGABLE GENOMEwarfarinWARFARIN
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