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: YTHDF3

Gene summary for YTHDF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YTHDF3

Gene ID

253943

Gene nameYTH N6-methyladenosine RNA binding protein 3
Gene AliasDF3
Cytomap8q12.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A087WY31


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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
253943YTHDF3LZE4THumanEsophagusESCC4.34e-133.06e-010.0811
253943YTHDF3LZE5THumanEsophagusESCC4.35e-024.64e-020.0514
253943YTHDF3LZE8THumanEsophagusESCC1.85e-142.01e-010.067
253943YTHDF3LZE20THumanEsophagusESCC1.01e-052.04e-010.0662
253943YTHDF3LZE24THumanEsophagusESCC1.21e-133.74e-010.0596
253943YTHDF3LZE21THumanEsophagusESCC3.41e-032.53e-010.0655
253943YTHDF3P1T-EHumanEsophagusESCC2.63e-051.72e-010.0875
253943YTHDF3P2T-EHumanEsophagusESCC3.51e-102.45e-010.1177
253943YTHDF3P4T-EHumanEsophagusESCC1.97e-132.50e-010.1323
253943YTHDF3P5T-EHumanEsophagusESCC6.99e-142.06e-010.1327
253943YTHDF3P8T-EHumanEsophagusESCC8.44e-152.21e-010.0889
253943YTHDF3P9T-EHumanEsophagusESCC5.23e-111.26e-010.1131
253943YTHDF3P10T-EHumanEsophagusESCC1.27e-173.21e-010.116
253943YTHDF3P11T-EHumanEsophagusESCC2.09e-094.65e-010.1426
253943YTHDF3P12T-EHumanEsophagusESCC2.72e-163.65e-010.1122
253943YTHDF3P15T-EHumanEsophagusESCC1.22e-133.37e-010.1149
253943YTHDF3P16T-EHumanEsophagusESCC5.30e-264.64e-010.1153
253943YTHDF3P17T-EHumanEsophagusESCC2.73e-073.71e-010.1278
253943YTHDF3P20T-EHumanEsophagusESCC1.07e-121.32e-010.1124
253943YTHDF3P21T-EHumanEsophagusESCC2.56e-204.15e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0006413110EsophagusESCCtranslational initiation100/8552118/187231.16e-181.25e-16100
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:000644617EsophagusESCCregulation of translational initiation65/855279/187232.04e-117.07e-1065
GO:190331316EsophagusESCCpositive regulation of mRNA metabolic process87/8552118/187235.10e-101.32e-0887
GO:006101319EsophagusESCCregulation of mRNA catabolic process115/8552166/187235.90e-101.49e-08115
GO:004348719EsophagusESCCregulation of RNA stability117/8552170/187237.91e-101.94e-08117
GO:004348819EsophagusESCCregulation of mRNA stability109/8552158/187232.40e-095.35e-08109
GO:003434013EsophagusESCCresponse to type I interferon48/855258/187236.18e-091.26e-0748
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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
YTHDF3SNVMissense_Mutationc.1320N>Gp.Ile440Metp.I440Mprotein_codingdeleterious(0)benign(0.354)TCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
YTHDF3SNVMissense_Mutationc.1351N>Ap.Leu451Metp.L451Mprotein_codingdeleterious(0)possibly_damaging(0.775)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
YTHDF3SNVMissense_Mutationc.706C>Tp.Pro236Serp.P236Sprotein_codingtolerated(0.24)probably_damaging(0.954)TCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
YTHDF3SNVMissense_Mutationc.1429N>Gp.Cys477Glyp.C477Gprotein_codingdeleterious(0)probably_damaging(0.986)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
YTHDF3SNVMissense_Mutationnovelc.172N>Tp.Pro58Serp.P58Sprotein_codingtolerated(0.71)benign(0.094)TCGA-LL-A740-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
YTHDF3insertionNonsense_Mutationnovelc.348_349insTTCTTATGACATGATTAGATATGCATp.Asn117PhefsTer3p.N117Ffs*3protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
YTHDF3insertionNonsense_Mutationnovelc.350_351insATTATACTTTTAGAAAATp.Asn117delinsLysLeuTyrPheTerLysIlep.N117delinsKLYF*KIprotein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
YTHDF3insertionFrame_Shift_Insnovelc.1316_1317insTp.Ile440TyrfsTer4p.I440Yfs*4protein_codingTCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
YTHDF3SNVMissense_Mutationrs767444673c.1568N>Ap.Arg523Hisp.R523Hprotein_codingdeleterious(0.02)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YTHDF3SNVMissense_Mutationrs372046184c.1469N>Tp.Ala490Valp.A490Vprotein_codingdeleterious(0.01)benign(0.41)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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
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