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: FMO2

Gene summary for FMO2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FMO2

Gene ID

2327

Gene nameflavin containing dimethylaniline monoxygenase 2
Gene AliasFMO1B1
Cytomap1q24.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

B4E2Q9


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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
2327FMO2LZE24D1HumanEsophagusHGIN1.58e-025.95e-010.054
2327FMO2P44T-EHumanEsophagusESCC1.11e-037.70e-010.1096
2327FMO2P57T-EHumanEsophagusESCC2.84e-259.69e-010.0926
2327FMO2P83T-EHumanEsophagusESCC7.23e-11-3.40e-020.1738
2327FMO2C57HumanOral cavityOSCC2.86e-085.68e-010.1679
2327FMO2C08HumanOral cavityOSCC8.20e-046.34e-010.1919
2327FMO2SYSMH6HumanOral cavityOSCC1.54e-206.95e-010.1275
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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
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:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:00067393EsophagusESCCNADP metabolic process23/855235/187231.34e-024.38e-0223
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:00067392Oral cavityOSCCNADP metabolic process22/730535/187233.65e-031.51e-0222
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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
FMO2SNVMissense_Mutationc.502N>Tp.Gly168Cysp.G168CQ99518protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FMO2SNVMissense_Mutationc.408G>Cp.Gln136Hisp.Q136HQ99518protein_codingdeleterious(0.02)benign(0.012)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FMO2SNVMissense_Mutationc.96N>Cp.Glu32Aspp.E32DQ99518protein_codingdeleterious(0)possibly_damaging(0.833)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
FMO2SNVMissense_Mutationc.123N>Cp.Trp41Cysp.W41CQ99518protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A145-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
FMO2SNVMissense_Mutationnovelc.407A>Gp.Gln136Argp.Q136RQ99518protein_codingdeleterious(0.02)benign(0.007)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
FMO2SNVMissense_Mutationnovelc.1490N>Gp.Lys497Argp.K497RQ99518protein_codingtolerated(0.08)benign(0.401)TCGA-D8-A1JM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone TherapydoxorubicineSD
FMO2insertionIn_Frame_Insnovelc.1098_1099insTTGATATTTTTGp.Leu366_Ala367insLeuIlePheLeup.L366_A367insLIFLQ99518protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
FMO2SNVMissense_Mutationrs368359446c.1396G>Ap.Gly466Argp.G466RQ99518protein_codingdeleterious(0)probably_damaging(1)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
FMO2SNVMissense_Mutationc.676N>Ap.Glu226Lysp.E226KQ99518protein_codingdeleterious(0.05)benign(0.015)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FMO2SNVMissense_Mutationrs759051184c.871C>Tp.Arg291Cysp.R291CQ99518protein_codingtolerated(0.41)benign(0.062)TCGA-AA-3510-01Colorectumcolon 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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