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: YWHAE

Gene summary for YWHAE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YWHAE

Gene ID

7531

Gene nametyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein epsilon
Gene Alias14-3-3E
Cytomap17p13.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P62258


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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
7531YWHAEGSM4909280HumanBreastPrecancer1.65e-02-5.49e-010.0305
7531YWHAEGSM4909282HumanBreastIDC3.31e-02-2.85e-01-0.0288
7531YWHAEGSM4909285HumanBreastIDC3.75e-14-3.63e-010.21
7531YWHAEGSM4909286HumanBreastIDC6.26e-24-4.76e-010.1081
7531YWHAEGSM4909288HumanBreastIDC4.07e-04-4.82e-010.0988
7531YWHAEGSM4909291HumanBreastIDC1.10e-07-4.61e-010.1753
7531YWHAEGSM4909294HumanBreastIDC1.78e-10-2.63e-010.2022
7531YWHAEGSM4909296HumanBreastIDC1.17e-26-5.40e-010.1524
7531YWHAEGSM4909297HumanBreastIDC1.32e-332.75e-020.1517
7531YWHAEGSM4909301HumanBreastIDC3.11e-053.55e-020.1577
7531YWHAEGSM4909302HumanBreastIDC2.89e-03-2.37e-010.1545
7531YWHAEGSM4909309HumanBreastIDC5.79e-07-3.23e-010.0483
7531YWHAEGSM4909311HumanBreastIDC4.61e-66-6.98e-010.1534
7531YWHAEGSM4909312HumanBreastIDC1.28e-18-3.39e-010.1552
7531YWHAEGSM4909313HumanBreastIDC2.59e-059.75e-030.0391
7531YWHAEGSM4909315HumanBreastIDC3.81e-03-1.25e-010.21
7531YWHAEGSM4909316HumanBreastIDC1.88e-02-2.34e-010.21
7531YWHAEGSM4909318HumanBreastIDC2.96e-032.02e-010.2031
7531YWHAEGSM4909319HumanBreastIDC1.56e-81-7.43e-010.1563
7531YWHAEGSM4909320HumanBreastIDC3.62e-09-4.48e-010.1575
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:003241212BreastDCISregulation of ion transmembrane transporter activity32/1390267/187234.97e-033.72e-0232
GO:003240912BreastDCISregulation of transporter activity36/1390310/187235.05e-033.74e-0236
GO:003530511BreastDCISnegative regulation of dephosphorylation9/139045/187235.17e-033.81e-029
GO:004682514BreastDCISregulation of protein export from nucleus7/139030/187235.47e-034.00e-027
GO:006133711BreastDCIScardiac conduction15/139098/187235.65e-034.09e-0215
GO:00708391BreastDCISmetal ion export10/139054/187235.83e-034.18e-0210
GO:00423911BreastDCISregulation of membrane potential47/1390434/187235.87e-034.20e-0247
GO:00353039BreastDCISregulation of dephosphorylation18/1390128/187236.44e-034.58e-0218
GO:1904951ColorectumADpositive regulation of establishment of protein localization112/3918319/187232.55e-091.80e-07112
GO:0051222ColorectumADpositive regulation of protein transport106/3918303/187238.45e-095.08e-07106
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0090316ColorectumADpositive regulation of intracellular protein transport62/3918160/187231.82e-077.79e-0662
GO:0032388ColorectumADpositive regulation of intracellular transport74/3918202/187231.83e-077.80e-0674
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0033157ColorectumADregulation of intracellular protein transport80/3918229/187235.81e-072.09e-0580
GO:0034504ColorectumADprotein localization to nucleus94/3918290/187232.83e-068.09e-0594
GO:0010563ColorectumADnegative regulation of phosphorus metabolic process130/3918442/187231.26e-052.76e-04130
GO:0045936ColorectumADnegative regulation of phosphate metabolic process129/3918441/187231.81e-053.76e-04129
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052036BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0520312BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0520322BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0520332BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0520341BreastDCISViral carcinogenesis34/846204/84651.88e-031.27e-029.33e-0334
hsa052035BreastDCISViral carcinogenesis34/846204/84651.88e-031.27e-029.33e-0334
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa05160ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa047221ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa051601ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa047222ColorectumSERNeurotrophin signaling pathway35/1580119/84652.80e-032.02e-021.47e-0235
hsa047223ColorectumSERNeurotrophin signaling pathway35/1580119/84652.80e-032.02e-021.47e-0235
hsa047224ColorectumMSSNeurotrophin signaling pathway45/1875119/84657.04e-056.55e-044.02e-0445
hsa051602ColorectumMSSHepatitis C52/1875157/84659.29e-045.58e-033.42e-0352
hsa04390ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa047225ColorectumMSSNeurotrophin signaling pathway45/1875119/84657.04e-056.55e-044.02e-0445
hsa051603ColorectumMSSHepatitis C52/1875157/84659.29e-045.58e-033.42e-0352
hsa043901ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa047226ColorectumFAPNeurotrophin signaling pathway38/1404119/84652.49e-052.78e-041.69e-0438
hsa043902ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
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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
YWHAESNVMissense_Mutationnovelc.496N>Gp.Thr166Alap.T166AP62258protein_codingdeleterious_low_confidence(0)benign(0.027)TCGA-C5-A7CG-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
YWHAESNVMissense_Mutationc.360N>Gp.Phe120Leup.F120LP62258protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.99)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YWHAESNVMissense_Mutationrs777592060c.32C>Tp.Ala11Valp.A11VP62258protein_codingdeleterious_low_confidence(0.02)probably_damaging(1)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
YWHAESNVMissense_Mutationc.125N>Tp.Arg42Ilep.R42IP62258protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.953)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
YWHAESNVMissense_Mutationnovelc.374N>Cp.Lys125Thrp.K125TP62258protein_codingdeleterious_low_confidence(0)probably_damaging(0.995)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
YWHAESNVMissense_Mutationc.347A>Tp.Glu116Valp.E116VP62258protein_codingdeleterious_low_confidence(0)probably_damaging(0.977)TCGA-A5-A0GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
YWHAESNVMissense_Mutationrs754262216c.737N>Tp.Ala246Valp.A246VP62258protein_codingdeleterious_low_confidence(0.02)benign(0.001)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
YWHAESNVMissense_Mutationnovelc.757N>Ap.Glu253Lysp.E253KP62258protein_codingdeleterious_low_confidence(0.02)benign(0.003)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
YWHAESNVMissense_Mutationnovelc.172N>Ap.Ala58Thrp.A58TP62258protein_codingdeleterious_low_confidence(0)benign(0.249)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
YWHAESNVMissense_Mutationc.43N>Ap.Glu15Lysp.E15KP62258protein_codingdeleterious_low_confidence(0.02)benign(0.233)TCGA-EO-A2CG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
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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
7531YWHAECLINICALLY ACTIONABLEINSULININSULIN16216880
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