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: YWHAB

Gene summary for YWHAB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YWHAB

Gene ID

7529

Gene nametyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein beta
Gene AliasGW128
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P31946


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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
7529YWHABGSM4909282HumanBreastIDC5.84e-093.83e-01-0.0288
7529YWHABGSM4909285HumanBreastIDC2.28e-031.98e-010.21
7529YWHABGSM4909287HumanBreastIDC4.26e-082.07e-010.2057
7529YWHABGSM4909288HumanBreastIDC6.69e-03-1.51e-010.0988
7529YWHABGSM4909291HumanBreastIDC1.65e-033.07e-010.1753
7529YWHABGSM4909293HumanBreastIDC9.71e-245.42e-010.1581
7529YWHABGSM4909294HumanBreastIDC3.97e-061.23e-010.2022
7529YWHABGSM4909296HumanBreastIDC8.76e-08-5.96e-020.1524
7529YWHABGSM4909297HumanBreastIDC6.75e-20-3.27e-020.1517
7529YWHABGSM4909298HumanBreastIDC1.77e-083.49e-010.1551
7529YWHABGSM4909301HumanBreastIDC1.01e-799.06e-010.1577
7529YWHABGSM4909302HumanBreastIDC1.93e-034.86e-020.1545
7529YWHABGSM4909304HumanBreastIDC4.92e-022.14e-010.1636
7529YWHABGSM4909307HumanBreastIDC1.62e-022.43e-010.1569
7529YWHABGSM4909308HumanBreastIDC2.11e-174.72e-010.158
7529YWHABGSM4909309HumanBreastIDC1.30e-111.14e-010.0483
7529YWHABGSM4909311HumanBreastIDC1.35e-38-2.88e-010.1534
7529YWHABGSM4909312HumanBreastIDC2.52e-14-5.99e-030.1552
7529YWHABGSM4909313HumanBreastIDC9.53e-05-5.27e-020.0391
7529YWHABGSM4909316HumanBreastIDC5.07e-078.49e-020.21
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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
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
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:00451859BreastPrecancermaintenance of protein location19/108094/187231.43e-065.35e-0519
GO:00512358BreastPrecancermaintenance of location40/1080327/187235.85e-061.71e-0440
GO:00353049BreastPrecancerregulation of protein dephosphorylation14/108090/187236.16e-047.72e-0314
GO:00066059BreastPrecancerprotein targeting33/1080314/187236.50e-047.99e-0333
GO:00353086BreastPrecancernegative regulation of protein dephosphorylation7/108034/187232.84e-032.49e-027
GO:00512203BreastPrecancercytoplasmic sequestering of protein5/108022/187237.32e-034.88e-025
GO:004518514BreastIDCmaintenance of protein location21/143494/187236.69e-062.05e-0421
GO:005123513BreastIDCmaintenance of location48/1434327/187239.90e-062.77e-0448
GO:003530414BreastIDCregulation of protein dephosphorylation18/143490/187231.39e-042.48e-0318
GO:000660514BreastIDCprotein targeting43/1434314/187231.44e-042.53e-0343
GO:00459369BreastIDCnegative regulation of phosphate metabolic process53/1434441/187237.21e-048.79e-0353
GO:00105639BreastIDCnegative regulation of phosphorus metabolic process53/1434442/187237.60e-049.25e-0353
GO:003530813BreastIDCnegative regulation of protein dephosphorylation9/143434/187238.01e-049.58e-039
GO:00353052BreastIDCnegative regulation of dephosphorylation9/143445/187236.33e-034.47e-029
GO:004518521BreastDCISmaintenance of protein location21/139094/187234.12e-061.24e-0421
GO:005123523BreastDCISmaintenance of location47/1390327/187239.55e-062.56e-0447
GO:000660523BreastDCISprotein targeting43/1390314/187237.17e-051.41e-0343
GO:003530423BreastDCISregulation of protein dephosphorylation18/139090/187239.33e-051.71e-0318
GO:004593614BreastDCISnegative regulation of phosphate metabolic process53/1390441/187233.48e-044.96e-0353
GO:001056314BreastDCISnegative regulation of phosphorus metabolic process53/1390442/187233.68e-045.18e-0353
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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
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
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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
YWHABSNVMissense_Mutationc.724G>Tp.Gly242Trpp.G242WP31946protein_codingdeleterious_low_confidence(0)possibly_damaging(0.664)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
YWHABSNVMissense_Mutationnovelc.505N>Tp.Arg169Cysp.R169CP31946protein_codingtolerated_low_confidence(0.07)probably_damaging(0.937)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
YWHABSNVMissense_Mutationc.184N>Tp.Arg62Cysp.R62CP31946protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
YWHABSNVMissense_Mutationnovelc.121G>Ap.Glu41Lysp.E41KP31946protein_codingdeleterious_low_confidence(0)probably_damaging(0.992)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
YWHABSNVMissense_Mutationnovelc.460N>Tp.Ala154Serp.A154SP31946protein_codingdeleterious_low_confidence(0)probably_damaging(0.99)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
YWHABSNVMissense_Mutationrs374058745c.620C>Tp.Thr207Metp.T207MP31946protein_codingdeleterious_low_confidence(0)possibly_damaging(0.898)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
YWHABSNVMissense_Mutationnovelc.505C>Tp.Arg169Cysp.R169CP31946protein_codingtolerated_low_confidence(0.07)probably_damaging(0.937)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
YWHABSNVMissense_Mutationrs11556823c.173G>Ap.Arg58Hisp.R58HP31946protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.996)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
YWHABSNVMissense_Mutationnovelc.505N>Tp.Arg169Cysp.R169CP31946protein_codingtolerated_low_confidence(0.07)probably_damaging(0.937)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
YWHABSNVMissense_Mutationnovelc.595N>Ap.Asp199Asnp.D199NP31946protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.534)TCGA-DI-A1NO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownPD
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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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