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: YTHDF2

Gene summary for YTHDF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YTHDF2

Gene ID

51441

Gene nameYTH N6-methyladenosine RNA binding protein 2
Gene AliasCAHL
Cytomap1p35.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9Y5A9


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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
51441YTHDF2LZE4THumanEsophagusESCC3.85e-152.06e-010.0811
51441YTHDF2LZE5THumanEsophagusESCC2.03e-03-1.11e-010.0514
51441YTHDF2LZE7THumanEsophagusESCC1.19e-121.04e+000.0667
51441YTHDF2LZE8THumanEsophagusESCC6.20e-062.75e-010.067
51441YTHDF2LZE20THumanEsophagusESCC6.14e-031.79e-010.0662
51441YTHDF2LZE22THumanEsophagusESCC1.40e-035.54e-010.068
51441YTHDF2LZE24THumanEsophagusESCC2.35e-166.82e-010.0596
51441YTHDF2LZE6THumanEsophagusESCC5.35e-042.61e-010.0845
51441YTHDF2P2T-EHumanEsophagusESCC6.41e-481.26e+000.1177
51441YTHDF2P4T-EHumanEsophagusESCC1.34e-277.27e-010.1323
51441YTHDF2P5T-EHumanEsophagusESCC7.73e-195.21e-010.1327
51441YTHDF2P8T-EHumanEsophagusESCC1.07e-216.12e-010.0889
51441YTHDF2P9T-EHumanEsophagusESCC1.12e-162.65e-010.1131
51441YTHDF2P10T-EHumanEsophagusESCC4.10e-451.21e+000.116
51441YTHDF2P11T-EHumanEsophagusESCC1.61e-188.27e-010.1426
51441YTHDF2P12T-EHumanEsophagusESCC3.74e-278.94e-010.1122
51441YTHDF2P15T-EHumanEsophagusESCC5.89e-381.12e+000.1149
51441YTHDF2P16T-EHumanEsophagusESCC3.34e-337.86e-010.1153
51441YTHDF2P17T-EHumanEsophagusESCC7.79e-056.52e-010.1278
51441YTHDF2P19T-EHumanEsophagusESCC2.57e-065.73e-010.1662
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0031331110Oral cavityLPpositive regulation of cellular catabolic process163/4623427/187233.03e-101.59e-08163
GO:004427017Oral cavityLPcellular nitrogen compound catabolic process170/4623451/187233.93e-102.02e-08170
GO:004670016Oral cavityLPheterocycle catabolic process168/4623445/187234.35e-102.20e-08168
GO:0006417110Oral cavityLPregulation of translation175/4623468/187234.49e-102.22e-08175
GO:0034250110Oral cavityLPpositive regulation of cellular amide metabolic process76/4623162/187236.11e-102.97e-0876
GO:190136116Oral cavityLPorganic cyclic compound catabolic process180/4623495/187233.11e-091.35e-07180
GO:000640219Oral cavityLPmRNA catabolic process97/4623232/187236.51e-092.65e-0797
GO:003434012Oral cavityLPresponse to type I interferon34/462358/187233.84e-081.37e-0634
GO:007135712Oral cavityLPcellular response to type I interferon31/462352/187238.89e-082.93e-0631
GO:006033712Oral cavityLPtype I interferon signaling pathway30/462350/187231.17e-073.78e-0630
GO:190331315Oral cavityLPpositive regulation of mRNA metabolic process51/4623118/187237.73e-061.46e-0451
GO:00603381Oral cavityLPregulation of type I interferon-mediated signaling pathway21/462336/187231.74e-052.99e-0421
GO:000283211Oral cavityLPnegative regulation of response to biotic stimulus46/4623108/187233.31e-055.02e-0446
GO:000195911Oral cavityLPregulation of cytokine-mediated signaling pathway58/4623150/187231.00e-041.24e-0358
GO:004508811Oral cavityLPregulation of innate immune response78/4623218/187231.57e-041.78e-0378
GO:00603391Oral cavityLPnegative regulation of type I interferon-mediated signaling pathway13/462320/187231.59e-041.79e-0313
GO:006075911Oral cavityLPregulation of response to cytokine stimulus61/4623162/187231.61e-041.81e-0361
GO:006101317Oral cavityLPregulation of mRNA catabolic process62/4623166/187231.87e-042.06e-0362
GO:000283112Oral cavityLPregulation of response to biotic stimulus109/4623327/187232.45e-042.60e-03109
GO:004582411Oral cavityLPnegative regulation of innate immune response31/462371/187233.58e-043.54e-0331
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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
YTHDF2insertionNonsense_Mutationnovelc.551_552insATGACCTGTGCATGTAGAAACTTGTTTGAp.Ile185Terp.I185*Q9Y5A9protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
YTHDF2SNVMissense_Mutationrs528989825c.410A>Gp.Asn137Serp.N137SQ9Y5A9protein_codingtolerated(1)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YTHDF2SNVMissense_Mutationnovelc.1608G>Tp.Lys536Asnp.K536NQ9Y5A9protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YTHDF2SNVMissense_Mutationc.91N>Ap.Asp31Asnp.D31NQ9Y5A9protein_codingtolerated(0.11)possibly_damaging(0.578)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
YTHDF2SNVMissense_Mutationnovelc.188C>Gp.Ser63Cysp.S63CQ9Y5A9protein_codingdeleterious(0)probably_damaging(0.984)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YTHDF2insertionFrame_Shift_Insnovelc.508_509insACGTCGCAGAAp.Ala170AspfsTer17p.A170Dfs*17Q9Y5A9protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
YTHDF2SNVMissense_Mutationc.1274G>Ap.Arg425Hisp.R425HQ9Y5A9protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
YTHDF2SNVMissense_Mutationc.850G>Ap.Val284Ilep.V284IQ9Y5A9protein_codingtolerated(0.11)benign(0.014)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
YTHDF2SNVMissense_Mutationc.1683N>Tp.Glu561Aspp.E561DQ9Y5A9protein_codingdeleterious(0)probably_damaging(0.925)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
YTHDF2SNVMissense_Mutationrs775516240c.1408G>Ap.Val470Metp.V470MQ9Y5A9protein_codingtolerated(0.47)possibly_damaging(0.902)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=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
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