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:000989620Oral cavityOSCCpositive regulation of catabolic process307/7305492/187232.29e-267.64e-24307
GO:003133120Oral cavityOSCCpositive regulation of cellular catabolic process273/7305427/187236.39e-262.02e-23273
GO:003450415Oral cavityOSCCprotein localization to nucleus193/7305290/187231.22e-212.35e-19193
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:001050610Oral cavityOSCCregulation of autophagy198/7305317/187231.63e-171.51e-15198
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:001056320Oral cavityOSCCnegative regulation of phosphorus metabolic process246/7305442/187236.12e-132.89e-11246
GO:004593620Oral cavityOSCCnegative regulation of phosphate metabolic process245/7305441/187238.85e-134.09e-11245
GO:004603420Oral cavityOSCCATP metabolic process166/7305277/187231.16e-125.12e-11166
GO:00435434Oral cavityOSCCprotein acylation149/7305243/187231.33e-125.80e-11149
GO:007149620Oral cavityOSCCcellular response to external stimulus186/7305320/187232.56e-121.05e-10186
GO:190018015Oral cavityOSCCregulation of protein localization to nucleus93/7305136/187233.46e-121.35e-1093
GO:001082117Oral cavityOSCCregulation of mitochondrion organization97/7305144/187234.78e-121.83e-1097
GO:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:00183944Oral cavityOSCCpeptidyl-lysine acetylation108/7305169/187234.55e-111.45e-09108
GO:00064734Oral cavityOSCCprotein acetylation124/7305201/187235.59e-111.74e-09124
GO:00165734Oral cavityOSCChistone acetylation96/7305152/187231.35e-093.29e-0896
GO:00183934Oral cavityOSCCinternal peptidyl-lysine acetylation99/7305158/187231.41e-093.39e-0899
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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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