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: FMN1

Gene summary for FMN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FMN1

Gene ID

342184

Gene nameformin 1
Gene AliasFMN
Cytomap15q13.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q68DA7


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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
342184FMN1HTA11_3410_2000001011HumanColorectumAD2.00e-28-7.39e-010.0155
342184FMN1HTA11_2951_2000001011HumanColorectumAD2.06e-04-8.00e-010.0216
342184FMN1HTA11_3361_2000001011HumanColorectumAD1.05e-06-5.91e-01-0.1207
342184FMN1HTA11_5212_2000001011HumanColorectumAD1.48e-04-7.03e-01-0.2061
342184FMN1HTA11_866_3004761011HumanColorectumAD2.61e-08-5.74e-010.096
342184FMN1HTA11_8622_2000001021HumanColorectumSER8.31e-07-7.98e-010.0528
342184FMN1HTA11_10711_2000001011HumanColorectumAD1.69e-07-5.81e-010.0338
342184FMN1HTA11_7696_3000711011HumanColorectumAD3.59e-10-4.72e-010.0674
342184FMN1HTA11_99999970781_79442HumanColorectumMSS1.47e-20-5.95e-010.294
342184FMN1HTA11_99999971662_82457HumanColorectumMSS1.38e-37-8.42e-010.3859
342184FMN1HTA11_99999974143_84620HumanColorectumMSS1.26e-17-5.66e-010.3005
342184FMN1A015-C-203HumanColorectumFAP2.85e-36-5.20e-01-0.1294
342184FMN1A015-C-204HumanColorectumFAP4.38e-06-3.83e-01-0.0228
342184FMN1A014-C-040HumanColorectumFAP4.09e-04-4.46e-01-0.1184
342184FMN1A002-C-201HumanColorectumFAP1.36e-12-3.55e-010.0324
342184FMN1A002-C-203HumanColorectumFAP1.72e-02-2.43e-010.2786
342184FMN1A001-C-119HumanColorectumFAP5.18e-06-4.66e-01-0.1557
342184FMN1A001-C-108HumanColorectumFAP1.42e-18-3.37e-01-0.0272
342184FMN1A002-C-021HumanColorectumFAP1.32e-02-4.43e-020.1171
342184FMN1A002-C-205HumanColorectumFAP6.18e-26-5.79e-01-0.1236
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:0035107ColorectumSERappendage morphogenesis33/2897138/187236.10e-034.42e-0233
GO:0035108ColorectumSERlimb morphogenesis33/2897138/187236.10e-034.42e-0233
GO:00070152ColorectumMSSactin filament organization146/3467442/187231.16e-132.67e-11146
GO:00325352ColorectumMSSregulation of cellular component size127/3467383/187233.44e-125.79e-10127
GO:00329702ColorectumMSSregulation of actin filament-based process128/3467397/187232.47e-113.49e-09128
GO:19029032ColorectumMSSregulation of supramolecular fiber organization121/3467383/187233.63e-103.28e-08121
GO:00322712ColorectumMSSregulation of protein polymerization83/3467233/187233.99e-103.49e-0883
GO:00081542ColorectumMSSactin polymerization or depolymerization79/3467218/187234.14e-103.49e-0879
GO:00300412ColorectumMSSactin filament polymerization71/3467191/187238.77e-106.92e-0871
GO:00080642ColorectumMSSregulation of actin polymerization or depolymerization70/3467188/187231.06e-098.25e-0870
GO:00308322ColorectumMSSregulation of actin filament length70/3467189/187231.38e-091.03e-0770
GO:00432542ColorectumMSSregulation of protein-containing complex assembly130/3467428/187231.38e-091.03e-07130
GO:00329562ColorectumMSSregulation of actin cytoskeleton organization113/3467358/187231.46e-091.07e-07113
GO:19029052ColorectumMSSpositive regulation of supramolecular fiber organization75/3467209/187231.89e-091.35e-0775
GO:00308332ColorectumMSSregulation of actin filament polymerization65/3467172/187232.05e-091.45e-0765
GO:00313342ColorectumMSSpositive regulation of protein-containing complex assembly82/3467237/187232.49e-091.75e-0782
GO:00512582ColorectumMSSprotein polymerization97/3467297/187232.98e-092.07e-0797
GO:01100532ColorectumMSSregulation of actin filament organization92/3467278/187233.61e-092.42e-0792
GO:00322732ColorectumMSSpositive regulation of protein polymerization55/3467138/187233.84e-092.55e-0755
GO:00514952ColorectumMSSpositive regulation of cytoskeleton organization78/3467226/187236.86e-094.32e-0778
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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
FMN1SNVMissense_Mutationc.2578A>Gp.Met860Valp.M860VQ68DA7protein_codingtolerated(1)benign(0)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FMN1SNVMissense_Mutationrs200873951c.3700C>Tp.Arg1234Cysp.R1234CQ68DA7protein_codingdeleterious(0)possibly_damaging(0.685)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FMN1SNVMissense_Mutationc.3587G>Ap.Arg1196Lysp.R1196KQ68DA7protein_codingtolerated(0.09)possibly_damaging(0.809)TCGA-AO-A12A-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
FMN1SNVMissense_Mutationnovelc.4081G>Ap.Asp1361Asnp.D1361NQ68DA7protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AQ-A0Y5-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
FMN1SNVMissense_Mutationc.2522N>Ap.Leu841Hisp.L841HQ68DA7protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.781)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
FMN1SNVMissense_Mutationc.2233G>Cp.Glu745Glnp.E745QQ68DA7protein_codingdeleterious(0)probably_damaging(0.922)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
FMN1SNVMissense_Mutationc.3868N>Cp.Glu1290Glnp.E1290QQ68DA7protein_codingtolerated(0.2)possibly_damaging(0.466)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FMN1SNVMissense_Mutationnovelc.1679N>Cp.Arg560Prop.R560PQ68DA7protein_codingtolerated_low_confidence(0.06)benign(0.076)TCGA-OL-A5RV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
FMN1deletionFrame_Shift_Delnovelc.2111delNp.Pro704GlnfsTer12p.P704Qfs*12Q68DA7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
FMN1deletionFrame_Shift_Delc.3041delNp.Asp1014AlafsTer49p.D1014Afs*49Q68DA7protein_codingTCGA-E2-A156-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
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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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