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: FOXO1

Gene summary for FOXO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FOXO1

Gene ID

2308

Gene nameforkhead box O1
Gene AliasFKH1
Cytomap13q14.11
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q12778


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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
2308FOXO1CCI_1HumanCervixCC5.36e-221.88e+000.528
2308FOXO1CCI_2HumanCervixCC5.07e-081.08e+000.5249
2308FOXO1CCI_3HumanCervixCC1.93e-117.93e-010.516
2308FOXO1HTA11_3410_2000001011HumanColorectumAD9.18e-18-6.72e-010.0155
2308FOXO1HTA11_866_3004761011HumanColorectumAD1.34e-04-5.24e-010.096
2308FOXO1HTA11_10711_2000001011HumanColorectumAD1.73e-03-4.94e-010.0338
2308FOXO1HTA11_7696_3000711011HumanColorectumAD3.86e-12-5.39e-010.0674
2308FOXO1HTA11_6818_2000001021HumanColorectumAD1.78e-03-5.35e-010.0588
2308FOXO1HTA11_99999970781_79442HumanColorectumMSS1.97e-16-5.91e-010.294
2308FOXO1HTA11_99999974143_84620HumanColorectumMSS4.37e-34-8.11e-010.3005
2308FOXO1F007HumanColorectumFAP1.07e-02-4.04e-010.1176
2308FOXO1A002-C-010HumanColorectumFAP1.54e-11-4.92e-010.242
2308FOXO1A001-C-207HumanColorectumFAP3.00e-08-5.83e-010.1278
2308FOXO1A015-C-203HumanColorectumFAP1.97e-33-6.55e-01-0.1294
2308FOXO1A015-C-204HumanColorectumFAP2.00e-07-4.54e-01-0.0228
2308FOXO1A014-C-040HumanColorectumFAP6.53e-07-7.48e-01-0.1184
2308FOXO1A002-C-201HumanColorectumFAP7.16e-18-6.07e-010.0324
2308FOXO1A002-C-203HumanColorectumFAP9.86e-13-5.49e-010.2786
2308FOXO1A001-C-119HumanColorectumFAP3.78e-09-6.35e-01-0.1557
2308FOXO1A001-C-108HumanColorectumFAP5.56e-25-5.57e-01-0.0272
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:004573210CervixCCpositive regulation of protein catabolic process65/2311231/187237.44e-111.39e-0865
GO:000697910CervixCCresponse to oxidative stress102/2311446/187232.99e-104.36e-08102
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:000030210CervixCCresponse to reactive oxygen species56/2311222/187231.00e-075.25e-0656
GO:006219710CervixCCcellular response to chemical stress76/2311337/187231.01e-075.25e-0676
GO:00316689CervixCCcellular response to extracellular stimulus59/2311246/187233.03e-071.24e-0559
GO:004854510CervixCCresponse to steroid hormone74/2311339/187235.71e-072.09e-0574
GO:004254210CervixCCresponse to hydrogen peroxide40/2311146/187236.79e-072.46e-0540
GO:00310988CervixCCstress-activated protein kinase signaling cascade58/2311247/187238.02e-072.89e-0558
GO:00514038CervixCCstress-activated MAPK cascade55/2311239/187232.96e-068.31e-0555
GO:003459910CervixCCcellular response to oxidative stress63/2311288/187233.58e-069.50e-0563
GO:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00703027CervixCCregulation of stress-activated protein kinase signaling cascade46/2311195/187239.35e-062.11e-0446
GO:00092678CervixCCcellular response to starvation39/2311156/187231.04e-052.32e-0439
GO:00425948CervixCCresponse to starvation46/2311197/187231.24e-052.59e-0446
GO:00316698CervixCCcellular response to nutrient levels49/2311215/187231.32e-052.68e-0449
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0491918CervixCCThyroid hormone signaling pathway33/1267121/84653.11e-041.65e-039.78e-0433
hsa052157CervixCCProstate cancer27/126797/84657.54e-043.39e-032.01e-0327
hsa049336CervixCCAGE-RAGE signaling pathway in diabetic complications25/1267100/84655.64e-031.88e-021.11e-0225
hsa05131110CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0421815CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0491919CervixCCThyroid hormone signaling pathway33/1267121/84653.11e-041.65e-039.78e-0433
hsa0521512CervixCCProstate cancer27/126797/84657.54e-043.39e-032.01e-0327
hsa0493313CervixCCAGE-RAGE signaling pathway in diabetic complications25/1267100/84655.64e-031.88e-021.11e-0225
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa04919ColorectumADThyroid hormone signaling pathway51/2092121/84651.71e-051.73e-041.10e-0451
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa04213ColorectumADLongevity regulating pathway - multiple species27/209262/84658.72e-045.96e-033.80e-0327
hsa04922ColorectumADGlucagon signaling pathway41/2092107/84651.18e-037.75e-034.94e-0341
hsa04218ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa04211ColorectumADLongevity regulating pathway33/209289/84656.15e-032.68e-021.71e-0233
hsa05215ColorectumADProstate cancer35/209297/84657.95e-033.13e-022.00e-0235
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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
FOXO1TREGBreastIDCAC062029.1,CUL9,IL1R2, etc.1.56e-01The 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.
FOXO1CD8TRMCervixADJIKZF2,LINC02694,IL12RB2, etc.2.92e-01The 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.
FOXO1NKCervixCCIKZF2,LINC02694,IL12RB2, etc.2.35e-01The 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.
FOXO1MSCCervixCCCUX1,MACF1,SYNJ2, etc.5.13e-01The 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.
FOXO1MSC.SECLiverCirrhoticMAGI1,COMMD10,NFAT5, etc.3.06e-01The 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.
FOXO1MSC.SECLiverHealthyMAGI1,COMMD10,NFAT5, etc.6.20e-01The 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.
FOXO1TREGLungIACDUSP16,NIBAN1,FOXP1, etc.1.98e-01The 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.
FOXO1CD8TEXPLungIACDUSP16,NIBAN1,FOXP1, etc.1.49e-01The 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.
FOXO1CD4TNLungIACDUSP16,NIBAN1,FOXP1, etc.2.04e-01The 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.
FOXO1PVALungADJBMP6,ADGRG6,FAM155A, etc.2.65e-01The 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.
∗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
FOXO1insertionNonsense_Mutationnovelc.1650_1651insCTCTTCAATAAATGAATACATTTGATATAAATCAAATGCTp.Gly551LeufsTer5p.G551Lfs*5Q12778protein_codingTCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FOXO1SNVMissense_Mutationc.1595C>Tp.Ser532Phep.S532FQ12778protein_codingtolerated(0.69)benign(0.054)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FOXO1SNVMissense_Mutationc.1105N>Ap.Glu369Lysp.E369KQ12778protein_codingtolerated(0.7)benign(0.029)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
FOXO1SNVMissense_Mutationrs377728010c.836N>Tp.Ser279Phep.S279FQ12778protein_codingdeleterious(0.01)possibly_damaging(0.592)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FOXO1SNVMissense_Mutationc.591N>Gp.Phe197Leup.F197LQ12778protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-D5-6535-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
FOXO1SNVMissense_Mutationc.562N>Ap.Glu188Lysp.E188KQ12778protein_codingdeleterious(0)benign(0.115)TCGA-D5-6924-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FOXO1SNVMissense_Mutationc.940N>Tp.Arg314Cysp.R314CQ12778protein_codingdeleterious(0)probably_damaging(0.997)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FOXO1SNVMissense_Mutationc.947G>Ap.Arg316Glnp.R316QQ12778protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
FOXO1SNVMissense_Mutationrs760747458c.941G>Ap.Arg314Hisp.R314HQ12778protein_codingdeleterious(0)probably_damaging(0.997)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
FOXO1insertionFrame_Shift_Insnovelc.482_483insGp.Asn162GlnfsTer39p.N162Qfs*39Q12778protein_codingTCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=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
2308FOXO1CLINICALLY ACTIONABLE, TRANSCRIPTION FACTORfluorouracilFLUOROURACIL
2308FOXO1CLINICALLY ACTIONABLE, TRANSCRIPTION FACTORcyclophosphamideCYCLOPHOSPHAMIDE
2308FOXO1CLINICALLY ACTIONABLE, TRANSCRIPTION FACTORFAS LIGAND12172378
2308FOXO1CLINICALLY ACTIONABLE, TRANSCRIPTION FACTORepirubicinEPIRUBICIN
2308FOXO1CLINICALLY ACTIONABLE, TRANSCRIPTION FACTORBET INHIBITOR28446439
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