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: FMO5

Gene summary for FMO5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FMO5

Gene ID

2330

Gene nameflavin containing dimethylaniline monoxygenase 5
Gene AliashBVMO1
Cytomap1q21.1
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

P49326


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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
2330FMO5NAFLD1HumanLiverNAFLD1.32e-089.93e-01-0.04
2330FMO5S41HumanLiverCirrhotic8.60e-097.85e-01-0.0343
2330FMO5S43HumanLiverCirrhotic2.36e-14-3.98e-02-0.0187
2330FMO5S44HumanLiverHCC1.78e-035.03e-01-0.0083
2330FMO5HCC1_MengHumanLiverHCC3.80e-45-2.34e-010.0246
2330FMO5HCC2_MengHumanLiverHCC1.02e-20-1.79e-010.0107
2330FMO5cirrhotic2HumanLiverCirrhotic5.40e-05-2.06e-020.0201
2330FMO5HCC1HumanLiverHCC3.64e-265.19e+000.5336
2330FMO5HCC2HumanLiverHCC4.01e-133.21e+000.5341
2330FMO5Pt13.bHumanLiverHCC7.83e-04-1.35e-010.0251
2330FMO5Pt14.bHumanLiverHCC3.35e-041.48e-010.018
2330FMO5S014HumanLiverHCC3.58e-211.02e+000.2254
2330FMO5S015HumanLiverHCC7.28e-091.04e+000.2375
2330FMO5S016HumanLiverHCC1.37e-158.24e-010.2243
2330FMO5S028HumanLiverHCC6.80e-127.42e-010.2503
2330FMO5S029HumanLiverHCC2.43e-118.02e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:00082023LiverNAFLDsteroid metabolic process69/1882319/187235.90e-101.28e-0769
GO:00094107LiverNAFLDresponse to xenobiotic stimulus88/1882462/187232.53e-094.11e-0788
GO:00620125LiverNAFLDregulation of small molecule metabolic process63/1882334/187236.55e-073.79e-0563
GO:00192163LiverNAFLDregulation of lipid metabolic process61/1882331/187232.18e-069.24e-0561
GO:0008203LiverNAFLDcholesterol metabolic process32/1882137/187234.28e-061.66e-0432
GO:0016125LiverNAFLDsterol metabolic process34/1882152/187236.02e-062.11e-0434
GO:1902652LiverNAFLDsecondary alcohol metabolic process33/1882147/187237.57e-062.56e-0433
GO:00060666LiverNAFLDalcohol metabolic process62/1882353/187239.01e-062.96e-0462
GO:00192183LiverNAFLDregulation of steroid metabolic process22/1882100/187233.22e-044.98e-0322
GO:00714663LiverNAFLDcellular response to xenobiotic stimulus33/1882177/187233.54e-045.36e-0333
GO:00068054LiverNAFLDxenobiotic metabolic process22/1882111/187231.42e-031.58e-0222
GO:0090181LiverNAFLDregulation of cholesterol metabolic process9/188235/187236.47e-034.69e-029
GO:000820211LiverCirrhoticsteroid metabolic process143/4634319/187232.79e-153.18e-13143
GO:19026521LiverCirrhoticsecondary alcohol metabolic process75/4634147/187235.62e-123.91e-1075
GO:00082031LiverCirrhoticcholesterol metabolic process70/4634137/187232.59e-111.55e-0970
GO:00161251LiverCirrhoticsterol metabolic process75/4634152/187234.54e-112.61e-0975
GO:000606612LiverCirrhoticalcohol metabolic process141/4634353/187231.57e-108.03e-09141
GO:000941012LiverCirrhoticresponse to xenobiotic stimulus165/4634462/187236.82e-082.09e-06165
GO:006201212LiverCirrhoticregulation of small molecule metabolic process124/4634334/187232.74e-076.79e-06124
GO:001921611LiverCirrhoticregulation of lipid metabolic process119/4634331/187233.05e-065.39e-05119
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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
FMO5SNVMissense_Mutationrs781850993c.560N>Cp.Arg187Thrp.R187TP49326protein_codingdeleterious(0.03)possibly_damaging(0.824)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
FMO5SNVMissense_Mutationrs781795531c.397N>Ap.Glu133Lysp.E133KP49326protein_codingtolerated(0.09)benign(0.41)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
FMO5SNVMissense_Mutationc.637N>Ap.Leu213Ilep.L213IP49326protein_codingtolerated(0.25)benign(0.434)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
FMO5SNVMissense_Mutationc.578N>Ap.Ile193Asnp.I193NP49326protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A8-A07F-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
FMO5SNVMissense_Mutationrs782092443c.578N>Cp.Ile193Thrp.I193TP49326protein_codingtolerated(0.1)possibly_damaging(0.6)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
FMO5deletionFrame_Shift_Delc.48_79delCTCTTCCATCAAGTGCTGCGTAGAAGAAGGCTp.Ser17GlyfsTer6p.S17Gfs*6P49326protein_codingTCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
FMO5insertionNonsense_Mutationnovelc.780_781insGCACCTGTCTGTAGTCCCAGCTATTCAGGAGGCTGAGGCAGGAGAp.Lys260_Ile261insAlaProValCysSerProSerTyrSerGlyGlyTerGlyArgArgp.K260_I261insAPVCSPSYSGG*GRRP49326protein_codingTCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
FMO5insertionNonsense_Mutationnovelc.205_206insTTAAAACTCTCTGGTTCCACAACTTGTCCATTACTGCTTAGCCp.Cys69PhefsTer14p.C69Ffs*14P49326protein_codingTCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
FMO5SNVMissense_Mutationc.926N>Tp.Glu309Valp.E309VP49326protein_codingdeleterious(0)benign(0.257)TCGA-C5-A2LS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FMO5SNVMissense_Mutationc.268N>Cp.Glu90Glnp.E90QP49326protein_codingtolerated(0.1)benign(0.257)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
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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
2330FMO5ENZYME, DRUGGABLE GENOMEmetforminMETFORMIN26306225
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