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:0009896210ThyroidATCpositive regulation of catabolic process290/6293492/187232.15e-311.94e-28290
GO:0031331210ThyroidATCpositive regulation of cellular catabolic process258/6293427/187232.09e-301.65e-27258
GO:190331134ThyroidATCregulation of mRNA metabolic process181/6293288/187231.75e-245.54e-22181
GO:000640127ThyroidATCRNA catabolic process165/6293278/187238.45e-191.14e-16165
GO:000640227ThyroidATCmRNA catabolic process140/6293232/187235.08e-174.65e-15140
GO:003465525ThyroidATCnucleobase-containing compound catabolic process217/6293407/187231.20e-161.04e-14217
GO:000641334ThyroidATCtranslational initiation83/6293118/187233.44e-162.88e-1483
GO:004670024ThyroidATCheterocycle catabolic process228/6293445/187237.26e-154.50e-13228
GO:004427025ThyroidATCcellular nitrogen compound catabolic process229/6293451/187232.25e-141.27e-12229
GO:000641735ThyroidATCregulation of translation236/6293468/187232.39e-141.34e-12236
GO:001943924ThyroidATCaromatic compound catabolic process232/6293467/187233.05e-131.44e-11232
GO:004572733ThyroidATCpositive regulation of translation85/6293136/187234.71e-121.84e-1085
GO:003425034ThyroidATCpositive regulation of cellular amide metabolic process97/6293162/187235.97e-122.30e-1097
GO:190136124ThyroidATCorganic cyclic compound catabolic process238/6293495/187231.12e-114.12e-10238
GO:190331324ThyroidATCpositive regulation of mRNA metabolic process75/6293118/187232.57e-118.84e-1075
GO:000166731ThyroidATCameboidal-type cell migration228/6293475/187233.72e-111.22e-09228
GO:000644632ThyroidATCregulation of translational initiation55/629379/187236.38e-112.06e-0955
GO:004348725ThyroidATCregulation of RNA stability97/6293170/187232.68e-107.70e-0997
GO:006101325ThyroidATCregulation of mRNA catabolic process95/6293166/187233.27e-109.16e-0995
GO:004348826ThyroidATCregulation of mRNA stability90/6293158/187231.31e-093.30e-0890
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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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