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: FLCN

Gene summary for FLCN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FLCN

Gene ID

201163

Gene namefolliculin
Gene AliasBHD
Cytomap17p11.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A0S2Z5Y7


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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
201163FLCNC21HumanOral cavityOSCC1.86e-052.18e-010.2678
201163FLCNC30HumanOral cavityOSCC1.30e-095.39e-010.3055
201163FLCNC43HumanOral cavityOSCC3.48e-021.22e-020.1704
201163FLCNC06HumanOral cavityOSCC1.17e-055.97e-010.2699
201163FLCNC07HumanOral cavityOSCC1.58e-024.42e-010.2491
201163FLCNC08HumanOral cavityOSCC1.80e-112.01e-010.1919
201163FLCNSYSMH1HumanOral cavityOSCC1.52e-092.54e-010.1127
201163FLCNSYSMH2HumanOral cavityOSCC1.16e-041.12e-010.2326
201163FLCNSYSMH3HumanOral cavityOSCC2.21e-123.73e-010.2442
201163FLCNSYSMH5HumanOral cavityOSCC7.05e-042.60e-020.0647
201163FLCNSYSMH6HumanOral cavityOSCC1.00e-024.24e-020.1275
201163FLCNmale-WTAHumanThyroidPTC3.84e-121.12e-010.1037
201163FLCNPTC01HumanThyroidPTC1.23e-142.74e-010.1899
201163FLCNPTC03HumanThyroidPTC1.53e-072.78e-010.1784
201163FLCNPTC04HumanThyroidPTC7.83e-386.37e-010.1927
201163FLCNPTC05HumanThyroidPTC2.00e-136.63e-010.2065
201163FLCNPTC06HumanThyroidPTC7.69e-336.81e-010.2057
201163FLCNPTC07HumanThyroidPTC7.67e-172.86e-010.2044
201163FLCNATC12HumanThyroidATC1.62e-122.26e-010.34
201163FLCNATC13HumanThyroidATC1.79e-202.23e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00350655ThyroidPTCregulation of histone acetylation30/596854/187232.68e-041.91e-0330
GO:00900925ThyroidPTCregulation of transmembrane receptor protein serine/threonine kinase signaling pathway108/5968256/187233.07e-042.14e-03108
GO:004592614ThyroidPTCnegative regulation of growth105/5968249/187233.76e-042.54e-03105
GO:007252219ThyroidPTCpurine-containing compound biosynthetic process86/5968200/187235.85e-043.72e-0386
GO:00465805ThyroidPTCnegative regulation of Ras protein signal transduction27/596849/187236.38e-044.02e-0327
GO:19909286ThyroidPTCresponse to amino acid starvation27/596849/187236.38e-044.02e-0327
GO:00319295ThyroidPTCTOR signaling57/5968126/187231.12e-036.56e-0357
GO:00305116ThyroidPTCpositive regulation of transforming growth factor beta receptor signaling pathway19/596832/187231.21e-036.94e-0319
GO:19038466ThyroidPTCpositive regulation of cellular response to transforming growth factor beta stimulus19/596832/187231.21e-036.94e-0319
GO:00303087ThyroidPTCnegative regulation of cell growth80/5968188/187231.28e-037.31e-0380
GO:000616419ThyroidPTCpurine nucleotide biosynthetic process81/5968191/187231.35e-037.65e-0381
GO:0007043111ThyroidPTCcell-cell junction assembly64/5968146/187231.56e-038.63e-0364
GO:00434918ThyroidPTCprotein kinase B signaling88/5968211/187231.59e-038.81e-0388
GO:0043409112ThyroidPTCnegative regulation of MAPK cascade76/5968180/187232.15e-031.14e-0276
GO:004354714ThyroidPTCpositive regulation of GTPase activity103/5968255/187232.38e-031.25e-02103
GO:009028712ThyroidPTCregulation of cellular response to growth factor stimulus120/5968304/187232.87e-031.42e-02120
GO:00350239ThyroidPTCregulation of Rho protein signal transduction40/596886/187233.15e-031.54e-0240
GO:00341986ThyroidPTCcellular response to amino acid starvation24/596846/187233.34e-031.63e-0224
GO:19015325ThyroidPTCregulation of hematopoietic progenitor cell differentiation18/596832/187233.72e-031.79e-0218
GO:001082318ThyroidPTCnegative regulation of mitochondrion organization25/596849/187234.09e-031.95e-0225
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0521116Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0521117Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
hsa0415012Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
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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
FLCNinsertionIn_Frame_Insnovelc.186_187insGGAp.Ser62_Pro63insGlyp.S62_P63insGQ8NFG4protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
FLCNinsertionFrame_Shift_Insnovelc.185_186insGGp.Ser62ArgfsTer69p.S62Rfs*69Q8NFG4protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
FLCNSNVMissense_Mutationnovelc.193N>Cp.Glu65Glnp.E65QQ8NFG4protein_codingtolerated(0.22)benign(0.062)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FLCNSNVMissense_Mutationrs138070947c.580C>Tp.Arg194Trpp.R194WQ8NFG4protein_codingdeleterious(0)probably_damaging(0.974)TCGA-C5-A2M2-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FLCNSNVMissense_Mutationrs763604691c.1724N>Tp.Ser575Leup.S575LQ8NFG4protein_codingtolerated_low_confidence(0.07)benign(0)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FLCNSNVMissense_Mutationc.838G>Ap.Glu280Lysp.E280KQ8NFG4protein_codingdeleterious(0.01)possibly_damaging(0.883)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FLCNinsertionFrame_Shift_Insrs80338682c.1285_1286insCp.His429ProfsTer27p.H429Pfs*27Q8NFG4protein_codingTCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
FLCNSNVMissense_Mutationc.1390N>Ap.Glu464Lysp.E464KQ8NFG4protein_codingtolerated(0.16)benign(0.015)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
FLCNSNVMissense_Mutationnovelc.751T>Ap.Trp251Argp.W251RQ8NFG4protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FLCNSNVMissense_Mutationc.1580N>Cp.Arg527Prop.R527PQ8NFG4protein_codingdeleterious(0)probably_damaging(0.921)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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
201163FLCNCLINICALLY ACTIONABLESIROLIMUSSIROLIMUS26418749
201163FLCNCLINICALLY ACTIONABLEEVEROLIMUSEVEROLIMUS23995526
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