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1.
Sci Rep ; 13(1): 8991, 2023 06 02.
Article in English | MEDLINE | ID: mdl-37268731

ABSTRACT

Mass spectrometry (MS) based proteomics is widely used for biomarker discovery. However, often, most biomarker candidates from discovery are discarded during the validation processes. Such discrepancies between biomarker discovery and validation are caused by several factors, mainly due to the differences in analytical methodology and experimental conditions. Here, we generated a peptide library which allows discovery of biomarkers in the equal settings as the validation process, thereby making the transition from discovery to validation more robust and efficient. The peptide library initiated with a list of 3393 proteins detectable in the blood from public databases. For each protein, surrogate peptides favorable for detection in mass spectrometry was selected and synthesized. A total of 4683 synthesized peptides were spiked into neat serum and plasma samples to check their quantifiability in a 10 min liquid chromatography-MS/MS run time. This led to the PepQuant library, which is composed of 852 quantifiable peptides that cover 452 human blood proteins. Using the PepQuant library, we discovered 30 candidate biomarkers for breast cancer. Among the 30 candidates, nine biomarkers, FN1, VWF, PRG4, MMP9, CLU, PRDX6, PPBP, APOC1, and CHL1 were validated. By combining the quantification values of these markers, we generated a machine learning model predicting breast cancer, showing an average area under the curve of 0.9105 for the receiver operating characteristic curve.


Subject(s)
Breast Neoplasms , Proteomics , Humans , Female , Proteomics/methods , Peptide Library , Tandem Mass Spectrometry , Breast Neoplasms/diagnosis , Peptides/analysis , Biomarkers , Biomarkers, Tumor
2.
Medicina (Kaunas) ; 57(10)2021 Sep 24.
Article in English | MEDLINE | ID: mdl-34684043

ABSTRACT

Background and Objectives: Acute kidney injury (AKI) affects the survival rate of kidney transplant organs and patients. Acute rejection (AR) due to AKI may lead to kidney transplantation failure. It is known that there is a relationship between human leukocyte antigen-G (HLA-G), which is involved in immune regulation, and AR in transplant patients. Moreover, 14-bp insertion/deletion polymorphism in the 3' untranslated region (UTR) region of the HLA-G gene is known to affect HLA-G expression. However, its relationship to AR is still controversial. The aim of this study was to investigate whether HLA-G 14-bp insertion/deletion polymorphism contributed to the development of AR in kidney transplant patients using a meta-analysis. Materials and Methods: To perform our meta-analysis, eligible studies about HLA-G 14-bp insertion/deletion polymorphism and AR were searched in electronic databases until 1 June 2021. Finally, a total of 336 patients with AR and 952 patients without AR in relation to kidney transplantation were analyzed from a total of nine studies. Results: In our results, the Del allele and Ins/Del+Del/Del and Del/Del genotypes significantly increased susceptibility of AR in Asian populations [odds ratio (OR) = 2.359, 95% confidence interval (CI) = 1.568-3.550, p = 3.8 × 10-5; OR = 3.357, 95% CI = 1.769-6.370, p = 0.002; OR = 2.750, 95% CI = 1.354-5.587, p = 0.0052 in each model, respectively]. Conclusions: Evidence of the present results indicate that HLA-G 14-bp insertion/deletion polymorphism is associated with susceptibility to AR in the Asian population.


Subject(s)
HLA-G Antigens , Kidney Transplantation , 3' Untranslated Regions/genetics , Case-Control Studies , Gene Frequency , Genetic Predisposition to Disease , Genotype , HLA-G Antigens/genetics , Humans
3.
Biochem Biophys Res Commun ; 467(2): 254-60, 2015 Nov 13.
Article in English | MEDLINE | ID: mdl-26435497

ABSTRACT

Dual-specificity phosphatases (DUSPs) show distinct substrate preferences for specific MAPKs. DUSPs sharing a substrate preference for ERK1/2 may be classified as inducible or constitutive. In contrast to the inducible DUSPs which also dephosphorylate p38 MAPK and JNK in the major inflammatory pathways, constitutive DUSP6 and DUSP7 are specific to ERK1/2 and have not been studied in microglia and other immune cells to date. In the present study, we differentiated mRNA expression profiles of inducible and constitutive DUSPs that dephosphorylate ERK1/2 in microglia. Lipopolysaccharide (LPS) at 1 ng/ml induced prompt phosphorylation of ERK1/2 with peak induction at 30 min. LPS induced expression of DUSP1, DUSP2, and DUSP5 within 60 min, whereas DUSP4 expression was induced more slowly. DUSP6 and DUSP7 exhibited constitutive basal expression, which decreased immediately after LPS stimulation but subsequently returned to basal levels. The expression of DUSP6 and DUSP7 was regulated inverse to the phosphorylation of ERK1/2 in LPS-stimulated microglia. Therefore, we next investigated the correlation between DUSP6 and DUSP7 expression and ERK1/2 phosphorylation in resting and LPS-stimulated microglia. Inhibition of the ERK1/2 pathway by PD98059 and FR180204 resulted in a decrease in DUSP6 and DUSP7 expression, both in resting and LPS-stimulated microglia. These inhibitors partially blocked the LPS-induced expression of DUSP1, DUSP2, and DUSP4, but had no effect on DUSP5. Finally, we examined the role of DUSP6 activity in the downregulation of ERK1/2 phosphorylation. BCI, an inhibitor of DUSP6, increased the phosphorylation of ERK1/2. However, pretreatment with BCI inhibited the LPS-induced phosphorylation of ERK1/2. These results demonstrate that constitutive DUPS6 and DUSP7 expression was downregulated inverse to the expression of inducible DUSPs and the phosphorylation of ERK1/2 in LPS-stimulated microglia. The expression of DUPS6 and DUSP7 was mediated by ERK1/2 activity both in resting and LPS-stimulated microglia. In turn, DUSP6 suppressed the basal phosphorylation of ERK1/2, but exerted no suppressive effect on LPS-induced phosphorylation. Although DUSP6 is acknowledged as a negative regulator of the ERK1/2 pathway, such roles of DUSP6 need to be examined further in activated microglia.


Subject(s)
Dual Specificity Phosphatase 1/genetics , Dual Specificity Phosphatase 6/genetics , Microglia/metabolism , Mitogen-Activated Protein Kinase 1/genetics , Mitogen-Activated Protein Kinase 3/genetics , Animals , Animals, Newborn , Dual Specificity Phosphatase 1/antagonists & inhibitors , Dual Specificity Phosphatase 1/metabolism , Dual Specificity Phosphatase 6/antagonists & inhibitors , Dual Specificity Phosphatase 6/metabolism , Flavonoids/pharmacology , Gene Expression Regulation , Isoenzymes/genetics , Isoenzymes/metabolism , Lipopolysaccharides/pharmacology , Microglia/cytology , Microglia/drug effects , Mitogen-Activated Protein Kinase 1/metabolism , Mitogen-Activated Protein Kinase 3/metabolism , Phosphorylation/drug effects , Primary Cell Culture , Protein Kinase Inhibitors/pharmacology , Pyrazoles/pharmacology , Pyridazines/pharmacology , Rats , Rats, Sprague-Dawley , Signal Transduction , p38 Mitogen-Activated Protein Kinases/genetics , p38 Mitogen-Activated Protein Kinases/metabolism
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