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: GFOD1

Gene summary for GFOD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GFOD1

Gene ID

54438

Gene nameglucose-fructose oxidoreductase domain containing 1
Gene AliasADG-90
Cytomap6p24.1-p23
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9NXC2


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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
54438GFOD1CCI_1HumanCervixCC1.30e-065.47e-010.528
54438GFOD1CCI_2HumanCervixCC3.04e-151.22e+000.5249
54438GFOD1CCI_3HumanCervixCC8.42e-117.26e-010.516
54438GFOD1sample3HumanCervixCC8.41e-061.35e-010.1387
54438GFOD1T3HumanCervixCC4.88e-061.54e-010.1389
54438GFOD1HTA11_99999974143_84620HumanColorectumMSS1.76e-04-2.18e-010.3005
54438GFOD1A002-C-201HumanColorectumFAP3.21e-03-1.87e-010.0324
54438GFOD1A002-C-205HumanColorectumFAP2.48e-05-2.13e-01-0.1236
54438GFOD1A015-C-005HumanColorectumFAP4.89e-03-2.13e-01-0.0336
54438GFOD1A002-C-114HumanColorectumFAP2.32e-05-2.36e-01-0.1561
54438GFOD1A002-C-016HumanColorectumFAP1.63e-05-1.68e-010.0521
54438GFOD1A002-C-116HumanColorectumFAP8.98e-05-1.90e-01-0.0452
54438GFOD1A014-C-008HumanColorectumFAP1.69e-02-2.03e-01-0.191
54438GFOD1A018-E-020HumanColorectumFAP5.36e-06-2.39e-01-0.2034
54438GFOD1F072BHumanColorectumFAP3.23e-02-2.01e-010.257
54438GFOD1LZE7THumanEsophagusESCC1.04e-042.01e-010.0667
54438GFOD1LZE20THumanEsophagusESCC4.17e-041.27e-010.0662
54438GFOD1LZE24THumanEsophagusESCC3.28e-038.70e-020.0596
54438GFOD1P4T-EHumanEsophagusESCC3.93e-071.87e-010.1323
54438GFOD1P5T-EHumanEsophagusESCC3.31e-132.31e-010.1327
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:001820816EsophagusESCCpeptidyl-proline modification46/855258/187231.59e-072.51e-0646
GO:003406315EsophagusESCCstress granule assembly23/855226/187236.82e-066.90e-0523
GO:00181263EsophagusESCCprotein hydroxylation23/855227/187232.60e-052.19e-0423
GO:00432446EsophagusESCCregulation of protein-containing complex disassembly75/8552121/187232.17e-041.36e-0375
GO:00195114EsophagusESCCpeptidyl-proline hydroxylation13/855215/187231.31e-036.26e-0313
GO:00436245EsophagusESCCcellular protein complex disassembly78/8552136/187234.00e-031.62e-0278
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:003298411LiverHCCprotein-containing complex disassembly138/7958224/187235.59e-091.46e-07138
GO:00340632LiverHCCstress granule assembly24/795826/187231.35e-072.57e-0624
GO:001820811LiverHCCpeptidyl-proline modification42/795858/187233.73e-064.85e-0542
GO:00432444LiverHCCregulation of protein-containing complex disassembly66/7958121/187234.94e-032.07e-0266
GO:0018126LiverHCCprotein hydroxylation18/795827/187239.75e-033.66e-0218
GO:00436242LiverHCCcellular protein complex disassembly71/7958136/187231.39e-024.95e-0271
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:003298410Oral cavityOSCCprotein-containing complex disassembly136/7305224/187233.42e-111.13e-09136
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
GFOD1SNVMissense_Mutationc.904N>Cp.Tyr302Hisp.Y302HQ9NXC2protein_codingtolerated(0.21)benign(0.067)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GFOD1SNVMissense_Mutationc.889N>Ap.Asp297Asnp.D297NQ9NXC2protein_codingtolerated(0.13)benign(0.031)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
GFOD1SNVMissense_Mutationnovelc.121N>Ap.Glu41Lysp.E41KQ9NXC2protein_codingtolerated(0.29)benign(0.145)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GFOD1SNVMissense_Mutationnovelc.14T>Cp.Val5Alap.V5AQ9NXC2protein_codingdeleterious(0)probably_damaging(0.986)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GFOD1SNVMissense_Mutationnovelc.112N>Ap.Glu38Lysp.E38KQ9NXC2protein_codingtolerated(0.16)benign(0.395)TCGA-VS-A952-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
GFOD1SNVMissense_Mutationc.817N>Gp.Pro273Alap.P273AQ9NXC2protein_codingtolerated(0.76)benign(0)TCGA-AA-3680-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicPD
GFOD1SNVMissense_Mutationc.814N>Cp.Ala272Prop.A272PQ9NXC2protein_codingtolerated(0.06)benign(0.259)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GFOD1SNVMissense_Mutationc.34N>Tp.Leu12Phep.L12FQ9NXC2protein_codingtolerated(0.05)possibly_damaging(0.588)TCGA-QG-A5YX-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyxelodaCR
GFOD1SNVMissense_Mutationnovelc.1120N>Ap.Ala374Thrp.A374TQ9NXC2protein_codingtolerated(0.28)benign(0.123)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GFOD1SNVMissense_Mutationc.376N>Tp.Pro126Serp.P126SQ9NXC2protein_codingdeleterious(0)probably_damaging(0.993)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<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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