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:00610143ColorectumCRCpositive regulation of mRNA catabolic process25/207887/187235.27e-062.12e-0425
GO:00486383ColorectumCRCregulation of developmental growth64/2078330/187235.74e-062.26e-0464
GO:19033133ColorectumCRCpositive regulation of mRNA metabolic process30/2078118/187239.83e-063.31e-0430
GO:00064175ColorectumCRCregulation of translation82/2078468/187231.79e-055.40e-0482
GO:00346555ColorectumCRCnucleobase-containing compound catabolic process73/2078407/187232.28e-056.57e-0473
GO:00611573ColorectumCRCmRNA destabilization23/207884/187232.93e-057.73e-0423
GO:00442705ColorectumCRCcellular nitrogen compound catabolic process78/2078451/187234.48e-051.07e-0378
GO:00467005ColorectumCRCheterocycle catabolic process77/2078445/187234.92e-051.14e-0377
GO:00507793ColorectumCRCRNA destabilization23/207888/187236.51e-051.42e-0323
GO:00194395ColorectumCRCaromatic compound catabolic process77/2078467/187232.42e-044.00e-0377
GO:19013615ColorectumCRCorganic cyclic compound catabolic process80/2078495/187233.52e-045.34e-0380
GO:00016591ColorectumCRCtemperature homeostasis32/2078174/187232.81e-032.55e-0232
GO:00342492ColorectumCRCnegative regulation of cellular amide metabolic process45/2078273/187234.35e-033.47e-0245
GO:00108763ColorectumCRClipid localization68/2078448/187234.60e-033.58e-0268
GO:00171482ColorectumCRCnegative regulation of translation41/2078245/187234.82e-033.72e-0241
GO:00352642ColorectumCRCmulticellular organism growth25/2078132/187235.21e-033.97e-0225
GO:00400141ColorectumCRCregulation of multicellular organism growth14/207861/187236.06e-034.46e-0214
GO:190331110EndometriumAEHregulation of mRNA metabolic process77/2100288/187231.69e-134.40e-1177
GO:000989616EndometriumAEHpositive regulation of catabolic process104/2100492/187239.38e-111.10e-08104
GO:003133116EndometriumAEHpositive regulation of cellular catabolic process91/2100427/187239.15e-108.31e-0891
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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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