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: FTO

Gene summary for FTO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FTO

Gene ID

79068

Gene nameFTO alpha-ketoglutarate dependent dioxygenase
Gene AliasALKBH9
Cytomap16q12.2
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

B3KU60


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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
79068FTOCCI_1HumanCervixCC1.46e-067.90e-010.528
79068FTOCCI_2HumanCervixCC3.07e-025.72e-010.5249
79068FTOCCI_3HumanCervixCC6.36e-127.49e-010.516
79068FTOHTA11_3410_2000001011HumanColorectumAD1.69e-13-4.22e-010.0155
79068FTOHTA11_696_2000001011HumanColorectumAD3.12e-03-2.62e-01-0.1464
79068FTOHTA11_866_2000001011HumanColorectumAD1.92e-04-3.28e-01-0.1001
79068FTOHTA11_5212_2000001011HumanColorectumAD1.03e-03-6.56e-01-0.2061
79068FTOHTA11_866_3004761011HumanColorectumAD1.26e-05-4.47e-010.096
79068FTOHTA11_7696_3000711011HumanColorectumAD2.55e-02-2.66e-010.0674
79068FTOHTA11_99999970781_79442HumanColorectumMSS1.67e-09-4.28e-010.294
79068FTOHTA11_99999974143_84620HumanColorectumMSS2.13e-13-5.19e-010.3005
79068FTOF007HumanColorectumFAP1.68e-03-2.24e-010.1176
79068FTOA001-C-207HumanColorectumFAP7.55e-06-3.41e-010.1278
79068FTOA015-C-203HumanColorectumFAP1.26e-39-5.08e-01-0.1294
79068FTOA015-C-204HumanColorectumFAP2.92e-11-4.19e-01-0.0228
79068FTOA014-C-040HumanColorectumFAP3.24e-05-5.00e-01-0.1184
79068FTOA002-C-201HumanColorectumFAP4.55e-19-5.12e-010.0324
79068FTOA002-C-203HumanColorectumFAP6.87e-05-1.40e-010.2786
79068FTOA001-C-119HumanColorectumFAP2.38e-08-4.95e-01-0.1557
79068FTOA001-C-108HumanColorectumFAP3.83e-26-4.26e-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
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
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
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
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:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:00064029CervixCCmRNA catabolic process56/2311232/187234.81e-071.83e-0556
GO:19033119CervixCCregulation of mRNA metabolic process64/2311288/187231.71e-065.64e-0564
GO:00064019CervixCCRNA catabolic process62/2311278/187232.18e-066.56e-0562
GO:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:000641710CervixCCregulation of translation89/2311468/187231.86e-053.46e-0489
GO:00610139CervixCCregulation of mRNA catabolic process38/2311166/187231.07e-041.36e-0338
GO:19033136CervixCCpositive regulation of mRNA metabolic process29/2311118/187231.86e-042.18e-0329
GO:00467008CervixCCheterocycle catabolic process80/2311445/187233.23e-043.42e-0380
GO:00346559CervixCCnucleobase-containing compound catabolic process74/2311407/187233.77e-043.88e-0374
GO:00434889CervixCCregulation of mRNA stability35/2311158/187233.80e-043.89e-0335
GO:00611576CervixCCmRNA destabilization22/231184/187234.18e-044.23e-0322
GO:00610146CervixCCpositive regulation of mRNA catabolic process22/231187/187237.03e-046.40e-0322
GO:0045598CervixCCregulation of fat cell differentiation31/2311139/187237.06e-046.41e-0331
GO:00486386CervixCCregulation of developmental growth61/2311330/187237.69e-046.85e-0361
GO:00434879CervixCCregulation of RNA stability36/2311170/187237.72e-046.86e-0336
GO:00442709CervixCCcellular nitrogen compound catabolic process79/2311451/187237.80e-046.91e-0379
GO:00507796CervixCCRNA destabilization22/231188/187238.30e-047.23e-0322
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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
FTOSNVMissense_Mutationrs577569584c.559G>Ap.Gly187Argp.G187RQ9C0B1protein_codingtolerated(0.52)benign(0.033)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
FTOSNVMissense_Mutationc.1180N>Ap.Asp394Asnp.D394NQ9C0B1protein_codingtolerated(0.1)probably_damaging(0.946)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FTOSNVMissense_Mutationnovelc.584N>Tp.Ser195Ilep.S195IQ9C0B1protein_codingtolerated(0.07)possibly_damaging(0.785)TCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
FTOSNVMissense_Mutationc.574N>Cp.Asp192Hisp.D192HQ9C0B1protein_codingtolerated(0.07)possibly_damaging(0.77)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
FTOinsertionFrame_Shift_Insnovelc.582_583insTCTGCTCACTCCGGTATCTCGCATCCTCATTGGTAp.Arg196AlafsTer11p.R196Afs*11Q9C0B1protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
FTOdeletionFrame_Shift_Delnovelc.865delCp.Leu289PhefsTer68p.L289Ffs*68Q9C0B1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
FTOSNVMissense_Mutationc.1042G>Ap.Asp348Asnp.D348NQ9C0B1protein_codingtolerated(0.11)benign(0.005)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FTOSNVMissense_Mutationnovelc.1132N>Ap.Trp378Argp.W378RQ9C0B1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
FTOSNVMissense_Mutationc.1180G>Ap.Asp394Asnp.D394NQ9C0B1protein_codingtolerated(0.1)probably_damaging(0.946)TCGA-EK-A2RM-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FTOSNVMissense_Mutationrs577569584c.559N>Ap.Gly187Argp.G187RQ9C0B1protein_codingtolerated(0.52)benign(0.033)TCGA-A6-5661-01Colorectumcolon 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
79068FTOENZYMEinterferon alfa-2b, recombinant25367448
79068FTOENZYMEmercaptopurineMERCAPTOPURINE27558924
79068FTOENZYMEazathioprineAZATHIOPRINE27558924
79068FTOENZYMEinterferon alfa-2a, recombinant25367448
79068FTOENZYMEribavirinRIBAVIRIN25367448
79068FTOENZYMEatenololATENOLOL
79068FTOENZYMEethanolALCOHOL32451486
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