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: YEATS4

Gene summary for YEATS4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YEATS4

Gene ID

8089

Gene nameYEATS domain containing 4
Gene Alias4930573H17Rik
Cytomap12q15
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

F8W0J4


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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
8089YEATS4LZE4THumanEsophagusESCC9.73e-154.31e-010.0811
8089YEATS4LZE7THumanEsophagusESCC1.96e-024.59e-010.0667
8089YEATS4LZE8THumanEsophagusESCC2.02e-031.57e-010.067
8089YEATS4LZE20THumanEsophagusESCC6.42e-071.11e-010.0662
8089YEATS4LZE24THumanEsophagusESCC6.57e-092.60e-010.0596
8089YEATS4LZE6THumanEsophagusESCC7.41e-072.79e-010.0845
8089YEATS4P1T-EHumanEsophagusESCC3.24e-074.34e-010.0875
8089YEATS4P2T-EHumanEsophagusESCC3.12e-471.02e+000.1177
8089YEATS4P4T-EHumanEsophagusESCC2.35e-195.09e-010.1323
8089YEATS4P5T-EHumanEsophagusESCC3.77e-092.78e-010.1327
8089YEATS4P8T-EHumanEsophagusESCC5.75e-184.29e-010.0889
8089YEATS4P9T-EHumanEsophagusESCC3.60e-071.83e-010.1131
8089YEATS4P10T-EHumanEsophagusESCC6.97e-274.64e-010.116
8089YEATS4P11T-EHumanEsophagusESCC5.06e-043.26e-010.1426
8089YEATS4P12T-EHumanEsophagusESCC1.83e-296.57e-010.1122
8089YEATS4P15T-EHumanEsophagusESCC2.24e-051.49e-010.1149
8089YEATS4P16T-EHumanEsophagusESCC1.79e-183.75e-010.1153
8089YEATS4P17T-EHumanEsophagusESCC2.96e-041.46e-010.1278
8089YEATS4P19T-EHumanEsophagusESCC9.66e-033.29e-010.1662
8089YEATS4P20T-EHumanEsophagusESCC1.96e-082.43e-010.1124
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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
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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:00439682EsophagusESCChistone H2A acetylation15/855217/187233.48e-042.03e-0315
GO:00064731LiverCirrhoticprotein acetylation84/4634201/187237.50e-082.25e-0684
GO:00183941LiverCirrhoticpeptidyl-lysine acetylation73/4634169/187231.08e-073.07e-0673
GO:00435431LiverCirrhoticprotein acylation95/4634243/187234.73e-071.07e-0595
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:00064751LiverCirrhoticinternal protein amino acid acetylation65/4634160/187236.66e-061.04e-0465
GO:00183931LiverCirrhoticinternal peptidyl-lysine acetylation64/4634158/187238.75e-061.29e-0464
GO:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
GO:00165731LiverCirrhotichistone acetylation61/4634152/187231.97e-052.62e-0461
GO:0043967LiverCirrhotichistone H4 acetylation31/463467/187231.03e-041.06e-0331
GO:0043968LiverCirrhotichistone H2A acetylation11/463417/187235.66e-044.44e-0311
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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
YEATS4CD8TEREXPancreasADJTPRA1,MYC,DIXDC1, etc.5.42e-02The 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.
YEATS4NKTPancreasHealthyTPRA1,MYC,DIXDC1, etc.7.72e-03The 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.
YEATS4CD8TEXINTPancreasPDACTPRA1,MYC,DIXDC1, etc.7.51e-02The 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.
YEATS4CD8TEREXPancreasPDACTPRA1,MYC,DIXDC1, etc.6.15e-02The 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.
YEATS4CD8TCMSkinAKRABGGTA,ARL6IP6,RNF139-AS1, etc.7.72e-03The 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.
YEATS4CD8TEREXSkinSCCISRABGGTA,ARL6IP6,RNF139-AS1, etc.2.59e-02The 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.
∗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
YEATS4SNVMissense_Mutationc.489A>Cp.Leu163Phep.L163FO95619protein_codingtolerated(0.62)benign(0.01)TCGA-BH-A1EN-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
YEATS4insertionFrame_Shift_Insnovelc.680_681insAp.Ter228IlefsTer12p.*228Ifs*12O95619protein_codingTCGA-A1-A0SP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
YEATS4SNVMissense_Mutationnovelc.317A>Gp.Asp106Glyp.D106GO95619protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
YEATS4SNVMissense_Mutationc.148N>Ap.Tyr50Asnp.Y50NO95619protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D5-6923-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
YEATS4SNVMissense_Mutationc.557N>Tp.Ala186Valp.A186VO95619protein_codingtolerated(0.06)benign(0.221)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
YEATS4SNVMissense_Mutationc.6N>Gp.Phe2Leup.F2LO95619protein_codingtolerated_low_confidence(0.4)benign(0.01)TCGA-AG-3731-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicPR
YEATS4SNVMissense_Mutationnovelc.289G>Ap.Glu97Lysp.E97KO95619protein_codingdeleterious(0)probably_damaging(0.99)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
YEATS4SNVMissense_Mutationnovelc.494N>Tp.Ala165Valp.A165VO95619protein_codingtolerated(0.33)benign(0.007)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
YEATS4SNVMissense_Mutationnovelc.611N>Ap.Ser204Asnp.S204NO95619protein_codingtolerated(0.14)benign(0.006)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
YEATS4SNVMissense_Mutationnovelc.453N>Ap.Met151Ilep.M151IO95619protein_codingdeleterious(0.01)possibly_damaging(0.656)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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
8089YEATS4TRANSCRIPTION FACTOR, TUMOR SUPPRESSOR, CLINICALLY ACTIONABLEhydrochlorothiazideHYDROCHLOROTHIAZIDE
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