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: YWHAQ

Gene summary for YWHAQ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YWHAQ

Gene ID

10971

Gene nametyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein theta
Gene Alias14-3-3
Cytomap2p25.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P27348


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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
10971YWHAQGSM4909282HumanBreastIDC6.83e-073.17e-01-0.0288
10971YWHAQGSM4909285HumanBreastIDC7.63e-205.12e-010.21
10971YWHAQGSM4909286HumanBreastIDC5.00e-027.17e-020.1081
10971YWHAQGSM4909294HumanBreastIDC3.66e-054.81e-020.2022
10971YWHAQGSM4909296HumanBreastIDC1.65e-28-5.26e-010.1524
10971YWHAQGSM4909297HumanBreastIDC3.95e-23-1.63e-010.1517
10971YWHAQGSM4909301HumanBreastIDC2.03e-09-4.22e-010.1577
10971YWHAQGSM4909302HumanBreastIDC8.01e-09-5.09e-010.1545
10971YWHAQGSM4909304HumanBreastIDC3.15e-06-4.02e-010.1636
10971YWHAQGSM4909311HumanBreastIDC1.72e-52-5.92e-010.1534
10971YWHAQGSM4909312HumanBreastIDC1.28e-16-1.57e-010.1552
10971YWHAQGSM4909318HumanBreastIDC1.57e-052.36e-010.2031
10971YWHAQGSM4909319HumanBreastIDC6.98e-50-6.39e-010.1563
10971YWHAQGSM4909320HumanBreastIDC1.72e-09-5.79e-010.1575
10971YWHAQGSM4909321HumanBreastIDC1.07e-21-2.89e-010.1559
10971YWHAQbrca1HumanBreastPrecancer3.28e-144.24e-01-0.0338
10971YWHAQbrca2HumanBreastPrecancer1.81e-093.23e-01-0.024
10971YWHAQbrca3HumanBreastPrecancer2.68e-174.51e-01-0.0263
10971YWHAQM2HumanBreastIDC4.26e-072.74e-010.21
10971YWHAQNCCBC14HumanBreastDCIS4.40e-17-1.28e-030.2021
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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
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
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:002176216EndometriumEECsubstantia nigra development16/216844/187231.71e-053.26e-0416
GO:003090113EndometriumEECmidbrain development23/216890/187231.80e-042.21e-0323
GO:004885714EndometriumEECneural nucleus development18/216864/187232.47e-042.88e-0318
GO:005105111EndometriumEECnegative regulation of transport80/2168470/187232.53e-042.93e-0380
GO:00347661EndometriumEECnegative regulation of ion transmembrane transport22/2168109/187236.39e-033.76e-0222
GO:000660525EsophagusHGINprotein targeting78/2587314/187231.08e-075.47e-0678
GO:002176220EsophagusHGINsubstantia nigra development14/258744/187231.75e-031.90e-0214
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0021762111EsophagusESCCsubstantia nigra development35/855244/187234.40e-064.69e-0535
GO:004885718EsophagusESCCneural nucleus development44/855264/187231.59e-041.05e-0344
GO:003090118EsophagusESCCmidbrain development58/855290/187232.52e-041.55e-0358
GO:00066057LiverCirrhoticprotein targeting148/4634314/187233.86e-186.20e-16148
GO:002176212LiverCirrhoticsubstantia nigra development25/463444/187235.57e-069.10e-0525
GO:004885712LiverCirrhoticneural nucleus development28/463464/187236.78e-045.08e-0328
GO:003090111LiverCirrhoticmidbrain development35/463490/187232.06e-031.28e-0235
GO:00510514LiverCirrhoticnegative regulation of transport141/4634470/187235.06e-032.62e-02141
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:002176222LiverHCCsubstantia nigra development33/795844/187231.21e-051.38e-0433
GO:003090121LiverHCCmidbrain development54/795890/187236.04e-043.79e-0354
GO:004885722LiverHCCneural nucleus development38/795864/187234.78e-032.02e-0238
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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
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa041106CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0411013CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa051602ColorectumMSSHepatitis C52/1875157/84659.29e-045.58e-033.42e-0352
hsa04390ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa05161ColorectumMSSHepatitis B48/1875162/84651.53e-024.93e-023.02e-0248
hsa051603ColorectumMSSHepatitis C52/1875157/84659.29e-045.58e-033.42e-0352
hsa043901ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa051611ColorectumMSSHepatitis B48/1875162/84651.53e-024.93e-023.02e-0248
hsa043902ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
hsa04151ColorectumFAPPI3K-Akt signaling pathway75/1404354/84651.23e-024.19e-022.55e-0275
hsa04110ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
hsa043903ColorectumFAPHippo 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
YWHAQSNVMissense_Mutationnovelc.212C>Tp.Thr71Ilep.T71IP27348protein_codingdeleterious_low_confidence(0.02)benign(0.035)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
YWHAQSNVMissense_Mutationnovelc.370N>Ap.Asp124Asnp.D124NP27348protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.997)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
YWHAQSNVMissense_Mutationnovelc.9N>Cp.Lys3Asnp.K3NP27348protein_codingdeleterious_low_confidence(0)benign(0.138)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
YWHAQSNVMissense_Mutationc.471G>Cp.Lys157Asnp.K157NP27348protein_codingtolerated_low_confidence(0.08)benign(0.044)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YWHAQinsertionIn_Frame_Insnovelc.74_75insTTGGTTCCTGAGATGCTCAGTGCTCGGTCACTTp.Cys25_Met26insTrpPheLeuArgCysSerValLeuGlyHisPhep.C25_M26insWFLRCSVLGHFP27348protein_codingTCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
YWHAQSNVMissense_Mutationc.83N>Tp.Ala28Valp.A28VP27348protein_codingtolerated_low_confidence(0.11)benign(0.053)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
YWHAQSNVMissense_Mutationnovelc.374A>Gp.Tyr125Cysp.Y125CP27348protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
YWHAQSNVMissense_Mutationc.319N>Tp.Ala107Serp.A107SP27348protein_codingdeleterious_low_confidence(0.04)benign(0.006)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
YWHAQSNVMissense_Mutationnovelc.248N>Ap.Arg83Glnp.R83QP27348protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.581)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
YWHAQSNVMissense_Mutationrs367832498c.500N>Ap.Arg167Hisp.R167HP27348protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.731)TCGA-A5-A0GI-01Endometriumuterine corpus endometrioid carcinomaFemale<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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