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: YWHAZ

Gene summary for YWHAZ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YWHAZ

Gene ID

7534

Gene nametyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein zeta
Gene Alias14-3-3-zeta
Cytomap8q22.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

D0PNI1


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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
7534YWHAZGSM4909281HumanBreastIDC1.53e-528.01e-010.21
7534YWHAZGSM4909285HumanBreastIDC4.27e-06-7.90e-020.21
7534YWHAZGSM4909286HumanBreastIDC2.31e-082.02e-010.1081
7534YWHAZGSM4909287HumanBreastIDC1.39e-547.37e-010.2057
7534YWHAZGSM4909288HumanBreastIDC4.52e-042.12e-010.0988
7534YWHAZGSM4909290HumanBreastIDC1.63e-467.84e-010.2096
7534YWHAZGSM4909291HumanBreastIDC1.46e-448.25e-010.1753
7534YWHAZGSM4909293HumanBreastIDC2.43e-457.05e-010.1581
7534YWHAZGSM4909294HumanBreastIDC3.49e-072.07e-010.2022
7534YWHAZGSM4909295HumanBreastIDC5.60e-043.82e-010.0898
7534YWHAZGSM4909296HumanBreastIDC2.44e-09-1.93e-010.1524
7534YWHAZGSM4909297HumanBreastIDC1.85e-14-1.69e-020.1517
7534YWHAZGSM4909298HumanBreastIDC3.28e-032.20e-010.1551
7534YWHAZGSM4909301HumanBreastIDC8.77e-053.41e-010.1577
7534YWHAZGSM4909302HumanBreastIDC2.82e-031.80e-010.1545
7534YWHAZGSM4909304HumanBreastIDC4.73e-436.66e-010.1636
7534YWHAZGSM4909305HumanBreastIDC2.98e-094.31e-010.0436
7534YWHAZGSM4909306HumanBreastIDC7.65e-346.50e-010.1564
7534YWHAZGSM4909308HumanBreastIDC5.48e-195.08e-010.158
7534YWHAZGSM4909309HumanBreastIDC1.21e-092.56e-010.0483
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00066059BreastPrecancerprotein targeting33/1080314/187236.50e-047.99e-0333
GO:00351486BreastPrecancertube formation19/1080148/187238.79e-041.01e-0219
GO:000660514BreastIDCprotein targeting43/1434314/187231.44e-042.53e-0343
GO:00303244BreastIDClung development28/1434177/187231.90e-043.15e-0328
GO:00303234BreastIDCrespiratory tube development28/1434181/187232.78e-044.26e-0328
GO:00605412BreastIDCrespiratory system development30/1434203/187233.85e-045.40e-0330
GO:00703713BreastIDCERK1 and ERK2 cascade43/1434330/187234.28e-045.84e-0343
GO:003514812BreastIDCtube formation23/1434148/187238.79e-041.02e-0223
GO:00703722BreastIDCregulation of ERK1 and ERK2 cascade37/1434309/187234.53e-033.49e-0237
GO:000660523BreastDCISprotein targeting43/1390314/187237.17e-051.41e-0343
GO:003032413BreastDCISlung development27/1390177/187232.73e-044.09e-0327
GO:003032313BreastDCISrespiratory tube development27/1390181/187233.93e-045.41e-0327
GO:007037111BreastDCISERK1 and ERK2 cascade41/1390330/187238.11e-049.32e-0341
GO:006054111BreastDCISrespiratory system development28/1390203/187231.10e-031.19e-0228
GO:003514821BreastDCIStube formation21/1390148/187233.08e-032.62e-0221
GO:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0035148ColorectumADtube formation45/3918148/187234.13e-032.87e-0245
GO:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
GO:0050807ColorectumADregulation of synapse organization60/3918211/187235.67e-033.64e-0260
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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
hsa05160ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa051601ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
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
hsa041511ColorectumFAPPI3K-Akt signaling pathway75/1404354/84651.23e-024.19e-022.55e-0275
hsa041101ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
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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
YWHAZSNVMissense_Mutationc.697N>Gp.Gln233Glup.Q233EP63104protein_codingtolerated_low_confidence(0.18)benign(0.052)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
YWHAZSNVMissense_Mutationnovelc.629N>Tp.Ser210Leup.S210LP63104protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.5)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
YWHAZSNVMissense_Mutationc.98G>Cp.Gly33Alap.G33AP63104protein_codingdeleterious_low_confidence(0.03)benign(0.307)TCGA-C8-A26V-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenCR
YWHAZSNVMissense_Mutationc.451N>Cp.Glu151Glnp.E151QP63104protein_codingtolerated_low_confidence(0.07)benign(0.035)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
YWHAZSNVMissense_Mutationnovelc.289N>Ap.Val97Ilep.V97IP63104protein_codingtolerated_low_confidence(0.45)possibly_damaging(0.632)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YWHAZSNVMissense_Mutationc.684N>Cp.Trp228Cysp.W228CP63104protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
YWHAZSNVMissense_Mutationnovelc.629N>Tp.Ser210Leup.S210LP63104protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.5)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
YWHAZSNVMissense_Mutationc.13N>Cp.Glu5Glnp.E5QP63104protein_codingtolerated_low_confidence(0.09)benign(0.031)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
YWHAZSNVMissense_Mutationnovelc.505N>Tp.Gly169Cysp.G169CP63104protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.997)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
YWHAZinsertionFrame_Shift_Insnovelc.225_226insAp.Gln76ThrfsTer12p.Q76Tfs*12P63104protein_codingTCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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