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: FMO3

Gene summary for FMO3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FMO3

Gene ID

2328

Gene nameflavin containing dimethylaniline monoxygenase 3
Gene AliasFMOII
Cytomap1q24.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A024R8Z4


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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
2328FMO3P5T-EHumanEsophagusESCC1.66e-021.22e-010.1327
2328FMO3P12T-EHumanEsophagusESCC3.97e-041.26e-010.1122
2328FMO3P40T-EHumanEsophagusESCC2.18e-062.97e-010.109
2328FMO3P57T-EHumanEsophagusESCC8.56e-125.06e-010.0926
2328FMO3P62T-EHumanEsophagusESCC1.44e-176.48e-010.1302
2328FMO3P82T-EHumanEsophagusESCC1.98e-121.51e+000.1072
2328FMO3P128T-EHumanEsophagusESCC3.69e-734.06e+000.1241
2328FMO3NAFLD1HumanLiverNAFLD1.30e-131.03e+00-0.04
2328FMO3HCC1_MengHumanLiverHCC6.04e-14-2.22e-010.0246
2328FMO3HCC2_MengHumanLiverHCC5.02e-08-2.53e-010.0107
2328FMO3HCC1HumanLiverHCC2.31e-073.67e+000.5336
2328FMO3Pt13.bHumanLiverHCC2.46e-187.27e-020.0251
2328FMO3Pt14.bHumanLiverHCC1.31e-072.90e-010.018
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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
∗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
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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
FMO3SNVMissense_Mutationc.352G>Tp.Asp118Tyrp.D118YP31513protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FMO3SNVMissense_Mutationc.578N>Tp.Gly193Valp.G193VP31513protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0DO-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FMO3SNVMissense_Mutationnovelc.45G>Tp.Leu15Phep.L15FP31513protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
FMO3SNVMissense_Mutationnovelc.45G>Tp.Leu15Phep.L15FP31513protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
FMO3SNVMissense_Mutationc.859G>Ap.Glu287Lysp.E287KP31513protein_codingdeleterious(0.02)possibly_damaging(0.788)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
FMO3SNVMissense_Mutationnovelc.45N>Tp.Leu15Phep.L15FP31513protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
FMO3SNVMissense_Mutationnovelc.45N>Tp.Leu15Phep.L15FP31513protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A22A-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
FMO3SNVMissense_Mutationc.1327N>Tp.Ala443Serp.A443SP31513protein_codingtolerated(0.11)benign(0.192)TCGA-EW-A1PC-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
FMO3insertionNonsense_Mutationnovelc.1556_1557insAATGAGAGATTGATGTTp.Ile520MetfsTer4p.I520Mfs*4P31513protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
FMO3insertionFrame_Shift_Insnovelc.1062_1063insTTCTTp.Gly355PhefsTer14p.G355Ffs*14P31513protein_codingTCGA-AR-A0U0-01Breastbreast invasive 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
2328FMO3ENZYME, DRUGGABLE GENOMEtacrolimusTACROLIMUS28084894
2328FMO3ENZYME, DRUGGABLE GENOMEnicotineNICOTINE28290528
2328FMO3ENZYME, DRUGGABLE GENOMEsulindacSULINDAC
2328FMO3ENZYME, DRUGGABLE GENOMEtamoxifenTAMOXIFEN23962908
2328FMO3ENZYME, DRUGGABLE GENOMEdaunorubicinDAUNORUBICIN25119182
2328FMO3ENZYME, DRUGGABLE GENOMErosuvastatinROSUVASTATIN20679960
2328FMO3ENZYME, DRUGGABLE GENOMEitoprideITOPRIDE25224784
2328FMO3ENZYME, DRUGGABLE GENOMEanthracyclines and related substances23441093,21900104
2328FMO3ENZYME, DRUGGABLE GENOMEolanzapineOLANZAPINE23147717
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