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: FUT9

Gene summary for FUT9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FUT9

Gene ID

10690

Gene namefucosyltransferase 9
Gene AliasFuc-TIX
Cytomap6q16.1
Gene Typeprotein-coding
GO ID

GO:0000271

UniProtAcc

Q9Y231


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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
10690FUT9Pat02-BHumanStomachGC1.29e-131.44e-010.0368
10690FUT9Pat04-BHumanStomachGC3.57e-114.22e-01-0.1483
10690FUT9Pat05-BHumanStomachGC3.98e-104.16e-01-0.0353
10690FUT9Pat06-BHumanStomachGC1.24e-296.11e-01-0.1961
10690FUT9Pat15-BHumanStomachGC1.13e-185.22e-01-0.0778
10690FUT9Pat18-BHumanStomachGC5.98e-205.72e-01-0.0432
10690FUT9Pat19-BHumanStomachGC1.59e-032.50e-010.0826
10690FUT9Pat22-BHumanStomachGC6.06e-173.45e-01-0.1042
10690FUT9Pat24-BHumanStomachGC2.58e-021.88e-01-0.1184
10690FUT9Pat25-AHumanStomachCAG with IM1.29e-426.45e-01-0.1648
10690FUT9Pat26-AHumanStomachCSG3.77e-486.26e-01-0.2402
10690FUT9Pat28-AHumanStomachCSG5.61e-153.65e-01-0.2594
10690FUT9Pat29-AHumanStomachCAG with IM3.18e-105.05e-01-0.2769
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
∗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:00224076StomachGCregulation of cell-cell adhesion55/1159448/187239.21e-074.39e-0555
GO:0007159StomachGCleukocyte cell-cell adhesion45/1159371/187231.21e-053.99e-0445
GO:0050900StomachGCleukocyte migration44/1159369/187232.30e-056.81e-0444
GO:1903037StomachGCregulation of leukocyte cell-cell adhesion40/1159336/187235.53e-051.30e-0340
GO:0002685StomachGCregulation of leukocyte migration28/1159210/187231.04e-042.05e-0328
GO:00059964StomachGCmonosaccharide metabolic process31/1159257/187232.90e-044.67e-0331
GO:00193184StomachGChexose metabolic process29/1159237/187233.53e-045.54e-0329
GO:00160525StomachGCcarbohydrate catabolic process21/1159154/187235.38e-047.55e-0321
GO:00442824StomachGCsmall molecule catabolic process40/1159376/187235.92e-048.09e-0340
GO:00224071StomachCAG with IMregulation of cell-cell adhesion49/1050448/187236.02e-062.23e-0449
GO:00509001StomachCAG with IMleukocyte migration40/1050369/187235.16e-051.32e-0340
GO:00071591StomachCAG with IMleukocyte cell-cell adhesion40/1050371/187235.82e-051.44e-0340
GO:00026851StomachCAG with IMregulation of leukocyte migration26/1050210/187231.27e-042.64e-0326
GO:19030371StomachCAG with IMregulation of leukocyte cell-cell adhesion36/1050336/187231.52e-042.97e-0336
GO:001605211StomachCAG with IMcarbohydrate catabolic process19/1050154/187231.02e-031.29e-0219
GO:000599611StomachCAG with IMmonosaccharide metabolic process26/1050257/187232.67e-032.58e-0226
GO:001931811StomachCAG with IMhexose metabolic process24/1050237/187233.77e-033.31e-0224
GO:00224072StomachCSGregulation of cell-cell adhesion48/1034448/187238.67e-063.05e-0448
GO:00509002StomachCSGleukocyte migration40/1034369/187233.68e-059.87e-0440
GO:00071592StomachCSGleukocyte cell-cell adhesion39/1034371/187238.93e-052.07e-0339
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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
FUT9SNVMissense_Mutationnovelc.359T>Cp.Leu120Serp.L120SQ9Y231protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A2-A1FX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
FUT9SNVMissense_Mutationnovelc.245N>Ap.Cys82Tyrp.C82YQ9Y231protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FUT9SNVMissense_Mutationc.573G>Cp.Trp191Cysp.W191CQ9Y231protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
FUT9SNVMissense_Mutationc.645N>Gp.Ile215Metp.I215MQ9Y231protein_codingdeleterious(0)probably_damaging(0.989)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FUT9SNVMissense_Mutationc.349C>Gp.Leu117Valp.L117VQ9Y231protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A6-6652-01Colorectumcolon adenocarcinomaMale<65I/IITargeted Molecular therapycetuximabSD
FUT9SNVMissense_Mutationrs142793962c.983N>Ap.Arg328Glnp.R328QQ9Y231protein_codingtolerated(0.58)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FUT9SNVMissense_Mutationc.450N>Ap.His150Glnp.H150QQ9Y231protein_codingtolerated(0.24)possibly_damaging(0.484)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
FUT9SNVMissense_Mutationc.739T>Gp.Ser247Alap.S247AQ9Y231protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FUT9SNVMissense_Mutationnovelc.838N>Cp.Tyr280Hisp.Y280HQ9Y231protein_codingtolerated(0.14)benign(0.015)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FUT9SNVMissense_Mutationnovelc.686N>Cp.Lys229Thrp.K229TQ9Y231protein_codingtolerated(0.18)benign(0.065)TCGA-AZ-4315-01Colorectumcolon 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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