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: LFNG

Gene summary for LFNG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LFNG

Gene ID

3955

Gene nameLFNG O-fucosylpeptide 3-beta-N-acetylglucosaminyltransferase
Gene AliasSCDO3
Cytomap7p22.3
Gene Typeprotein-coding
GO ID

GO:0001756

UniProtAcc

Q8NES3


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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
3955LFNGHTA11_1938_2000001011HumanColorectumAD4.88e-032.68e-01-0.0811
3955LFNGHTA11_347_2000001011HumanColorectumAD2.02e-031.84e-01-0.1954
3955LFNGHTA11_696_2000001011HumanColorectumAD2.84e-021.80e-01-0.1464
3955LFNGHTA11_7696_3000711011HumanColorectumAD3.20e-052.44e-010.0674
3955LFNGHTA11_6818_2000001021HumanColorectumAD1.03e-023.14e-010.0588
3955LFNGHTA11_99999970781_79442HumanColorectumMSS1.67e-021.76e-010.294
3955LFNGHTA11_99999971662_82457HumanColorectumMSS1.65e-031.83e-010.3859
3955LFNGCRC-1-8810HumanColorectumCRC1.69e-022.88e-010.6257
3955LFNGCRC-3-11773HumanColorectumCRC4.43e-095.23e-010.2564
3955LFNGC04HumanOral cavityOSCC2.60e-096.42e-010.2633
3955LFNGC21HumanOral cavityOSCC3.22e-062.94e-010.2678
3955LFNGC30HumanOral cavityOSCC1.22e-311.38e+000.3055
3955LFNGC51HumanOral cavityOSCC8.33e-177.98e-010.2674
3955LFNGSYSMH2HumanOral cavityOSCC2.88e-031.40e-010.2326
3955LFNGSYSMH3HumanOral cavityOSCC4.83e-235.90e-010.2442
3955LFNGSYSMH4HumanOral cavityOSCC2.12e-122.90e-010.1226
3955LFNGSYSMH5HumanOral cavityOSCC1.46e-112.53e-010.0647
3955LFNGSYSMH6HumanOral cavityOSCC5.95e-041.72e-010.1275
3955LFNGP1_S1_AKHumanSkinAK5.94e-031.81e-01-0.3399
3955LFNGP2_S3_AKHumanSkinAK2.63e-022.27e-01-0.3287
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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
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
∗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:0007219ColorectumADNotch signaling pathway50/3918172/187236.92e-034.26e-0250
GO:00072192ColorectumCRCNotch signaling pathway36/2078172/187231.26e-042.42e-0336
GO:0008593ColorectumCRCregulation of Notch signaling pathway21/207895/187231.48e-031.58e-0221
GO:00099521ColorectumCRCanterior/posterior pattern specification36/2078201/187232.56e-032.40e-0236
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00072196Oral cavityOSCCNotch signaling pathway92/7305172/187237.84e-056.08e-0492
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:00302175Oral cavityOSCCT cell differentiation126/7305257/187236.51e-043.66e-03126
GO:00085934Oral cavityOSCCregulation of Notch signaling pathway53/730595/187236.64e-043.72e-0353
GO:004211019SkinAKT cell activation85/1910487/187235.16e-071.85e-0585
GO:00302177SkinAKT cell differentiation46/1910257/187231.10e-041.42e-0346
GO:00072198SkinAKNotch signaling pathway34/1910172/187231.20e-041.50e-0334
GO:00085936SkinAKregulation of Notch signaling pathway21/191095/187234.96e-044.58e-0321
GO:19031318SkinAKmononuclear cell differentiation65/1910426/187236.24e-045.45e-0365
GO:00300985SkinAKlymphocyte differentiation57/1910374/187231.34e-031.00e-0257
GO:000721922SkincSCCNotch signaling pathway60/4864172/187235.82e-032.87e-0260
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051659Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa043305Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0516514Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa0433012Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
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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
LFNGSNVMissense_Mutationrs76051534c.673N>Ap.Val225Ilep.V225IQ8NES3protein_codingtolerated(1)benign(0.014)TCGA-D8-A27F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
LFNGSNVMissense_Mutationc.511N>Tp.Ala171Serp.A171SQ8NES3protein_codingtolerated(0.19)benign(0.107)TCGA-FU-A3TQ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
LFNGSNVMissense_Mutationc.670N>Cp.Tyr224Hisp.Y224HQ8NES3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-6608-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
LFNGSNVMissense_Mutationnovelc.704N>Cp.Gln235Prop.Q235PQ8NES3protein_codingdeleterious(0.01)possibly_damaging(0.845)TCGA-D5-6538-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyxelodaSD
LFNGSNVMissense_Mutationrs373426024c.520N>Tp.Arg174Cysp.R174CQ8NES3protein_codingdeleterious(0)probably_damaging(1)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LFNGSNVMissense_Mutationrs377387325c.661N>Tp.Arg221Trpp.R221WQ8NES3protein_codingtolerated(0.12)benign(0.022)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
LFNGSNVMissense_Mutationrs868274958c.545C>Tp.Ala182Valp.A182VQ8NES3protein_codingdeleterious(0)probably_damaging(0.943)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
LFNGSNVMissense_Mutationnovelc.700N>Gp.Ile234Valp.I234VQ8NES3protein_codingdeleterious(0.03)possibly_damaging(0.456)TCGA-A5-A2K7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
LFNGSNVMissense_Mutationnovelc.131N>Tp.Arg44Ilep.R44IQ8NES3protein_codingdeleterious_low_confidence(0)benign(0.048)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LFNGSNVMissense_Mutationrs756209984c.199N>Ap.Gly67Argp.G67RQ8NES3protein_codingtolerated_low_confidence(0.49)benign(0.007)TCGA-AP-A1DV-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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