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: YTHDC2

Gene summary for YTHDC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YTHDC2

Gene ID

64848

Gene nameYTH domain containing 2
Gene AliasCAHL
Cytomap5q22.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9H6S0


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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
64848YTHDC2CCI_2HumanCervixCC2.95e-057.55e-010.5249
64848YTHDC2CCI_3HumanCervixCC1.82e-056.62e-010.516
64848YTHDC2HTA11_3410_2000001011HumanColorectumAD8.91e-12-5.05e-010.0155
64848YTHDC2HTA11_696_2000001011HumanColorectumAD2.65e-05-3.37e-01-0.1464
64848YTHDC2HTA11_866_2000001011HumanColorectumAD1.28e-06-3.89e-01-0.1001
64848YTHDC2HTA11_1391_2000001011HumanColorectumAD9.83e-04-4.16e-01-0.059
64848YTHDC2HTA11_866_3004761011HumanColorectumAD2.36e-05-4.23e-010.096
64848YTHDC2HTA11_10711_2000001011HumanColorectumAD4.36e-03-4.41e-010.0338
64848YTHDC2HTA11_7696_3000711011HumanColorectumAD1.40e-04-3.21e-010.0674
64848YTHDC2HTA11_6818_2000001021HumanColorectumAD1.59e-02-4.59e-010.0588
64848YTHDC2HTA11_99999971662_82457HumanColorectumMSS1.07e-05-3.16e-010.3859
64848YTHDC2HTA11_99999974143_84620HumanColorectumMSS9.77e-14-4.57e-010.3005
64848YTHDC2A015-C-203HumanColorectumFAP3.36e-16-3.04e-01-0.1294
64848YTHDC2A015-C-204HumanColorectumFAP6.89e-03-2.62e-01-0.0228
64848YTHDC2A014-C-040HumanColorectumFAP5.01e-04-5.10e-01-0.1184
64848YTHDC2A002-C-201HumanColorectumFAP5.37e-08-3.16e-010.0324
64848YTHDC2A002-C-203HumanColorectumFAP7.43e-03-1.83e-010.2786
64848YTHDC2A001-C-119HumanColorectumFAP1.15e-05-4.25e-01-0.1557
64848YTHDC2A001-C-108HumanColorectumFAP2.78e-09-1.43e-01-0.0272
64848YTHDC2A002-C-205HumanColorectumFAP5.00e-12-2.55e-01-0.1236
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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
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
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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:004440310CervixCCbiological process involved in symbiotic interaction71/2311290/187237.94e-096.98e-0771
GO:001907910CervixCCviral genome replication35/2311131/187236.11e-061.49e-0435
GO:00457876CervixCCpositive regulation of cell cycle66/2311313/187237.78e-061.81e-0466
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:00346129CervixCCresponse to tumor necrosis factor55/2311253/187231.75e-053.32e-0455
GO:00457862CervixCCnegative regulation of cell cycle67/2311385/187232.21e-031.59e-0267
GO:00459302CervixCCnegative regulation of mitotic cell cycle44/2311235/187233.02e-031.99e-0244
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0019079ColorectumADviral genome replication51/3918131/187231.83e-065.51e-0551
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:0035821ColorectumADmodulation of process of other organism34/3918106/187234.73e-033.22e-0234
GO:0045787ColorectumADpositive regulation of cell cycle85/3918313/187234.76e-033.22e-0285
GO:00160322ColorectumMSSviral process157/3467415/187237.94e-216.19e-18157
GO:00190582ColorectumMSSviral life cycle111/3467317/187231.65e-122.95e-10111
GO:00444032ColorectumMSSbiological process involved in symbiotic interaction93/3467290/187231.72e-089.85e-0793
GO:00190792ColorectumMSSviral genome replication49/3467131/187232.73e-071.11e-0549
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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
YTHDC2SNVMissense_Mutationc.1936N>Ap.Asp646Asnp.D646NQ9H6S0protein_codingtolerated(0.07)possibly_damaging(0.614)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
YTHDC2SNVMissense_Mutationrs144091848c.3842C>Tp.Ser1281Leup.S1281LQ9H6S0protein_codingtolerated(0.09)benign(0.03)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
YTHDC2insertionNonsense_Mutationnovelc.1610_1611insGGACTAGGTCAp.Ser538AspfsTer2p.S538Dfs*2Q9H6S0protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
YTHDC2insertionFrame_Shift_Insnovelc.2788_2789insCTCCAGTCACAGGAAGGAAGGAACAGGTGATTTCTTGTTACTTATCCTCp.Met930ThrfsTer32p.M930Tfs*32Q9H6S0protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
YTHDC2insertionNonsense_Mutationnovelc.1082_1083insTAACACTATACCACCTTACAGGTAGTGCGAGTACCTTAAATAACAp.Gly361_Ser362insAsnThrIleProProTyrArgTerCysGluTyrLeuLysTerGlnp.G361_S362insNTIPPYR*CEYLK*QQ9H6S0protein_codingTCGA-AN-A041-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
YTHDC2SNVMissense_Mutationc.1411N>Ap.Ala471Thrp.A471TQ9H6S0protein_codingtolerated(0.34)benign(0.013)TCGA-EK-A3GM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
YTHDC2SNVMissense_Mutationc.563N>Gp.Ser188Cysp.S188CQ9H6S0protein_codingtolerated(0.1)possibly_damaging(0.662)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YTHDC2SNVMissense_Mutationc.2010N>Cp.Gln670Hisp.Q670HQ9H6S0protein_codingdeleterious(0)possibly_damaging(0.655)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YTHDC2SNVMissense_Mutationc.4129N>Ap.Glu1377Lysp.E1377KQ9H6S0protein_codingtolerated(0.24)possibly_damaging(0.886)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YTHDC2SNVMissense_Mutationc.4273N>Cp.Glu1425Glnp.E1425QQ9H6S0protein_codingtolerated_low_confidence(0.59)benign(0.074)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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