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de Haan A, Ahmadizar F, van der Most PJ, Thio CHL, Kamali Z, Ani A, Ghanbari M, Chaker L, van Meurs J, Ikram MK, van Goor H, Bakker SJL, van der Harst P, Snieder H, Kavousi M, Pasch A, Eijgelsheim M, de Borst MH. Genetic Determinants of Serum Calcification Propensity and Cardiovascular Outcomes in the General Population. Front Cardiovasc Med 2022; 8:809717. [PMID: 35097025 PMCID: PMC8795369 DOI: 10.3389/fcvm.2021.809717] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 12/17/2021] [Indexed: 12/12/2022] Open
Abstract
Background:Serum calciprotein particle maturation time (T50), a measure of vascular calcification propensity, is associated with cardiovascular morbidity and mortality. We aimed to identify genetic loci associated with serum T50 and study their association with cardiovascular disease and mortality.Methods:We performed a genome-wide association study of serum T50 in 2,739 individuals of European descent participating in the Prevention of REnal and Vascular ENd-stage Disease (PREVEND) study, followed by a two-sample Mendelian randomization (MR) study to examine causal effects of T50 on cardiovascular outcomes. Finally, we examined associations between T50 loci and cardiovascular outcomes in 8,566 community-dwelling participants in the Rotterdam study.Results:We identified three independent genome-wide significant single nucleotide polymorphism (SNPs) in the AHSG gene encoding fetuin-A: rs4917 (p = 1.72 × 10−101), rs2077119 (p = 3.34 × 10−18), and rs9870756 (p = 3.10 × 10−8), together explaining 18.3% of variation in serum T50. MR did not demonstrate a causal effect of T50 on cardiovascular outcomes in the general population. Patient-level analyses revealed that the minor allele of rs9870756, which explained 9.1% of variation in T50, was associated with a primary composite endpoint of all-cause mortality or cardiovascular disease [odds ratio (95% CI) 1.14 (1.01–1.28)] and all-cause mortality alone [1.14 (1.00–1.31)]. The other variants were not associated with clinical outcomes. In patients with type 2 diabetes or chronic kidney disease, the association between rs9870756 and the primary composite endpoint was stronger [OR 1.40 (1.06–1.84), relative excess risk due to interaction 0.54 (0.01–1.08)].Conclusions:We identified three SNPs in the AHSG gene that explained 18.3% of variability in serum T50 levels. Only one SNP was associated with cardiovascular outcomes, particularly in individuals with type 2 diabetes or chronic kidney disease.
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Affiliation(s)
- Amber de Haan
- Division of Nephrology, Department of Internal Medicine, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - Fariba Ahmadizar
- Department of Epidemiology, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, Netherlands
- Julias Global Health, University Medical Center Utrecht, Utrecht, Netherlands
| | - Peter J. van der Most
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - Chris H. L. Thio
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - Zoha Kamali
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
- Department of Bioinformatics, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Alireza Ani
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Layal Chaker
- Department of Epidemiology, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, Netherlands
- Division of Endocrinology, Department of Internal Medicine, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Joyce van Meurs
- Department of Internal Medicine, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - M. Kamran Ikram
- Department of Epidemiology, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, Netherlands
- Department of Neurology, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Harry van Goor
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - Stephan J. L. Bakker
- Division of Nephrology, Department of Internal Medicine, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - Pim van der Harst
- Department of Cardiology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - Maryam Kavousi
- Department of Epidemiology, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Andreas Pasch
- Calciscon AG, Biel, Switzerland
- Institute for Physiology and Pathophysiology, Johannes Kepler University Linz, Linz, Austria
| | - Mark Eijgelsheim
- Division of Nephrology, Department of Internal Medicine, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - Martin H. de Borst
- Division of Nephrology, Department of Internal Medicine, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
- *Correspondence: Martin H. de Borst
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Afrisham R, Paknejad M, Ilbeigi D, Sadegh-Nejadi S, Gorgani-Firuzjaee S, Vahidi M. Positive Correlation between Circulating Fetuin-A and Severity of Coronary Artery Disease in Men. Endocr Metab Immune Disord Drug Targets 2021; 21:338-344. [PMID: 32479251 DOI: 10.2174/1871530320666200601164253] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Revised: 04/17/2020] [Accepted: 04/27/2020] [Indexed: 11/22/2022]
Abstract
OBJECTIVE Fetuin-A serves a dual function; its high levels are associated with metabolic syndrome, type 2 diabetes, obesity, insulin resistance, and nonalcoholic fatty liver disease, and on the other hand, it serves as a potent inhibitor of ectopic vascular calcification. Due to the opposing findings, the aim of the current study was to investigate serum fetuin-A levels in men with coronary artery disease (CAD). METHODS In the case-control study, anthropometric and biochemical parameters were determined in 83 men (43 CAD patients and 40 control subjects). At last, the serum fetuin-A levels were measured using the fetuin-A human enzyme-linked immunosorbent assay (ELISA) kit. RESULTS A significant difference was detected among the two groups for triglyceride and cholesterol levels (P=0.003 and P=0.002, respectively). The mean fetuin-A levels were determined 230.57 ± 63.76 and 286.35 ± 64.07 μg/ml for the control group and the CAD patients, respectively (P<0.001). Fetuin- A was significantly correlated to the severity of CAD (r 0.393, P<0.001) and associated with the risk of CAD in subjects (OR [CI] = 1. 144 [1.060-1. 235]; p = 0.001). A cut-off value of 237.4 μg/ml had good sensitivity (76.7%) and specificity (65.0%) for differentiating between two groups [area under curve (AUC) = 0.732 (CI=0.621-0.842); p < 0.001]. CONCLUSION Our results indicated that fetuin-A levels were positively correlated to the severity of CAD. The findings suggest that there is a possible link between pathogenic mechanisms of atherosclerosis and fetuin-A; however, more investigations are needed in this regard.
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Affiliation(s)
- Reza Afrisham
- Department of Laboratory Sciences, Faculty of Paramedicine, AJA University of Medical Sciences, Tehran, Iran
| | - Maliheh Paknejad
- Department of Clinical Biochemistry, Faculty of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Davod Ilbeigi
- Department of Clinical Biochemistry, School of Paramedical Sciences, Torbat Heydariyeh University of Medical Sciences, Torbat Heydariyeh, Iran
| | - Sahar Sadegh-Nejadi
- Department of Clinical Biochemistry, Faculty of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Sattar Gorgani-Firuzjaee
- Department of Laboratory Sciences, Faculty of Paramedicine, AJA University of Medical Sciences, Tehran, Iran
| | - Mahmoud Vahidi
- Department of Laboratory Sciences, Faculty of Paramedicine, AJA University of Medical Sciences, Tehran, Iran
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3
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Serum C1q/TNF-Related Protein-2 (CTRP2) Levels are Associated with Coronary Artery Disease. Arch Med Res 2020; 51:167-172. [DOI: 10.1016/j.arcmed.2020.01.009] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2019] [Revised: 01/03/2020] [Accepted: 01/21/2020] [Indexed: 12/31/2022]
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Temesszentandrási G, Vörös K, Márkus B, Böröcz Z, Kaszás E, Prohászka Z, Falus A, Cseh K, Kalabay L. Human Fetuin-A Rs4918 Polymorphism and its Association with Obesity in Healthy Persons and in Patients with Myocardial Infarction in Two Hungarian Cohorts. Med Sci Monit 2016; 22:2742-50. [PMID: 27487851 PMCID: PMC4982529 DOI: 10.12659/msm.896232] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Background Human fetuin A (AHSG) has been associated with the development of obesity, insulin resistance, type 2 diabetes mellitus, and atherosclerosis. Observations on the role of AHSG rs4918 single-nucleotide polymorphism are contradictory. We investigated the association between variants of rs4918 and parameters of obesity, lipid status, tumor necrosis factor-α (TNFα), adipokines (adiponectin, resistin, leptin), and insulin resistance in healthy persons and in patients with previous myocardial infarction. Material/Methods This was a cross-sectional study comprising cohort 1 (81 healthy individuals) and cohort 2 (157 patients with previous myocardial infarction). We used the allele-specific KASP genotyping assay to detect rs4918 polymorphism. Results In cohort 1, G-nucleotide carriers had significantly lower serum TNFα, adiponectin, and higher leptin concentrations than in non-G carriers. These differences, however, were not observed in cohort 2. In cohort 2, G-carriers had lower BMI and waist circumferences than in non-G carriers. The G allele was more frequent among lean than obese patients (RR=1.067, 95%CI=1.053–2.651, p=0.015). An association between BMI and rs4918 polymorphism was observed among patients without diabetes (CC/CG/GG genotypes: p=0.003, G vs. non-G allele: p=0.008) but not in diabetics. In addition, a strong linearity between BMI and the CC/CG/GG genotypes (association value: 4.416, p=0.036) and the frequency of the G allele (7.420, p=0.006) could be identified. In cohort 2, non-obese, non-diabetic G-carriers still had lower BMI and waist circumferences than in non-G carriers. Conclusions The rs4918 minor variant is associated with lower TNFα and adiponectin, higher leptin levels in healthy persons, and more favorable anthropomorphic parameters of obesity in cohort 2.
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Affiliation(s)
| | - Krisztián Vörös
- Department of Family Medicine, Semmelweis University, Budapest, Hungary
| | - Bernadett Márkus
- Department of Family Medicine, Semmelweis University, Budapest, Hungary
| | - Zoltán Böröcz
- 3rd Department of Internal Medicine, Semmelweis University, Budapest, Hungary
| | - Edit Kaszás
- Department of Internal Medicine, Károlyi Sándor Municipal Hospital, Budapest, Hungary
| | - Zoltán Prohászka
- 3rd Department of Internal Medicine, Semmelweis University, Budapest, Hungary
| | - András Falus
- Department of Genetics and Immunology, and Cell Sciences, Semmelweis University, Budapest, Hungary
| | - Károly Cseh
- Department of Public Health, Semmelweis University, Budapest, Hungary
| | - László Kalabay
- Department of Family Medicine, Semmelweis University, Budapest, Hungary
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5
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Leiherer A, Muendlein A, Kinz E, Vonbank A, Rein P, Fraunberger P, Malin C, Saely CH, Drexel H. High plasma chemerin is associated with renal dysfunction and predictive for cardiovascular events - Insights from phenotype and genotype characterization. Vascul Pharmacol 2015; 77:60-8. [PMID: 26304698 DOI: 10.1016/j.vph.2015.08.010] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2015] [Revised: 07/17/2015] [Accepted: 08/10/2015] [Indexed: 01/21/2023]
Abstract
The novel adipokine chemerin, encoded by the RARRES2 gene, has been suggested to be linked to insulin resistance and to the metabolic syndrome (MetS). However, no well-defined cardiovascular profile has been reported and the association with coronary artery disease (CAD) is a matter of debate. Because there is a relation between renal dysfunction and CAD, we analyzed plasma chemerin levels and the estimated glomerular filtration rate (eGFR) in 495 patients undergoing coronary angiography for the evaluation of established or suspected stable CAD. Chemerin levels were higher in patients with Type 2 diabetes mellitus (T2DM, n=111) and the metabolic syndrome (MetS, n=147) than in subjects without T2DM (191.5±72.9 vs. 169.7±64.7ng/ml, p=0.001) or the MetS (201.2±71.0 vs. 163,1ng/ml, p<0.001), but did not differ significantly between patients with significant CAD (n=247) and those without significant CAD (177.1±67.0 vs. 171.7±67.2ng/ml, p=0.193). Analysis of covariance using age, sex, and BMI as covariates showed that chemerin was significantly and independently associated with eGFR (F=49.6, p<0.001). After an 8-year follow-up period, patients with high chemerin levels were more often affected by cardiovascular events (HR=1.72 [95% CI 1.19-2.47], p=0.004), even after appropriate adjustment for age, gender, BMI, as well as eGFR (adjusted HR 1.51 [95% CI 1.03-2.23], p=0.037). Given the cardiometabolic role of chemerin, we also applied a Cardio-Metabo Chip analysis and revealed a genome-wide significant association with SNPs (rs55709438, rs2444030, and rs3098423) located at chromosomal region 15q15-23, which were associated with metabolic traits and eGFR. This study for the first time demonstrates that high chemerin concentrations are significantly associated with renal impairment and predictive of cardiovascular events and that 15q15-23 might have an impact on chemerin levels beyond common genetic variations in RARRES2.
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Affiliation(s)
- Andreas Leiherer
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Private University of the Principality of Liechtenstein, Triesen, Liechtenstein; Medical Central Laboratories, Feldkirch, Austria
| | - Axel Muendlein
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Private University of the Principality of Liechtenstein, Triesen, Liechtenstein
| | - Elena Kinz
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Private University of the Principality of Liechtenstein, Triesen, Liechtenstein
| | - Alexander Vonbank
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Department of Medicine and Cardiology, Academic Teaching Hospital Feldkirch, Feldkirch, Austria
| | - Philipp Rein
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Department of Medicine and Cardiology, Academic Teaching Hospital Feldkirch, Feldkirch, Austria
| | - Peter Fraunberger
- Private University of the Principality of Liechtenstein, Triesen, Liechtenstein; Medical Central Laboratories, Feldkirch, Austria
| | - Cornelia Malin
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Department of Medicine and Cardiology, Academic Teaching Hospital Feldkirch, Feldkirch, Austria
| | - Christoph H Saely
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Department of Medicine and Cardiology, Academic Teaching Hospital Feldkirch, Feldkirch, Austria; Private University of the Principality of Liechtenstein, Triesen, Liechtenstein
| | - Heinz Drexel
- Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria; Department of Medicine and Cardiology, Academic Teaching Hospital Feldkirch, Feldkirch, Austria; Private University of the Principality of Liechtenstein, Triesen, Liechtenstein; Drexel University College of Medicine, Philadelphia, PA, USA.
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Genome-wide association study reveals a polymorphism in the podocyte receptor RANK for the decline of renal function in coronary patients. PLoS One 2014; 9:e114240. [PMID: 25478860 PMCID: PMC4257683 DOI: 10.1371/journal.pone.0114240] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2014] [Accepted: 11/04/2014] [Indexed: 11/19/2022] Open
Abstract
Impaired kidney function is a significant health problem and a major concern in clinical routine and is routinely determined by decreased glomerular filtration rate (GFR). In contrast to single assessment of a patients' kidney function providing only limited information on patients' health, serial measurements of GFR clearly improves the validity of diagnosis. The decline of kidney function has recently been reported to be predictive for mortality and vascular events in coronary patients. However, it has not been investigated for genetic association in GWA studies. This study investigates for the first time the association of cardiometabolic polymorphisms with the decline of estimated GFR during a 4 year follow up in 583 coronary patients, using the Cardio-Metabo Chip. We revealed a suggestive association with 3 polymorphisms, surpassing genome-wide significance (p = 4.0 e-7). The top hit rs17069906 (p = 5.6 e-10) is located within the genomic region of RANK, recently demonstrated to be an important player in the adaptive recovery response in podocytes and suggested as a promising therapeutic target in glomerular diseases.
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Bakiner O, Bozkirli E, Ertugrul D, Sezgin N, Ertorer E. Plasma fetuin-A levels are reduced in patients with hypothyroidism. Eur J Endocrinol 2014; 170:411-8. [PMID: 24366942 DOI: 10.1530/eje-13-0831] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
OBJECTIVE To determine plasma fetuin-A levels in hypothyroid patients before and after treatment with l-thyroxine (T4) and to determine the relation between plasma fetuin-A levels with cardiovascular risk factors. DESIGN A prospective, controlled, single-blind study. METHODS Forty-four treatment-naive female patients diagnosed with hypothyroidism and 39 age- and sex-matched control subjects were enrolled. Anthropometric measurements, blood pressure, plasma TSH, fetuin-A, free T4, LDL-cholesterol, triglyceride, C-reactive protein, fibrinogen levels, and brachial artery flow-mediated dilatation were measured. All measurements were repeated after 3 months in the control group and 3 months after the attainment of euthyroidism with l-T4 replacement in the hypothyroid group. Baseline data were compared between the two groups. Posttreatment plasma fetuin-A levels of hypothyroid patients were compared with baseline levels of both groups. The relationship between plasma fetuin-A, TSH levels, and other cardiovascular risk factors was evaluated. RESULTS Plasma fetuin-A levels were ∼20% lower in hypothyroid female patients compared with the controls (P=0.0001). Fetuin-A levels increased by ∼20% in hypothyroid patients after achievement of euthyroidism (P=0.0001) and were no longer different compared with controls (P=0.38). There was a negative correlation between plasma TSH and fetuin-A levels (r=-0.79; P=0.001). There was no significant correlation between plasma fetuin-A levels and cardiovascular risk factors within or between groups. The fetuin-A levels were normalized with thyroid hormone treatment. CONCLUSION Plasma fetuin-A levels are reduced in female patients with hypothyroidism, which are restored to normal during restoration of euthyroidism. There was no relation with cardiovascular risk factors.
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Affiliation(s)
- Okan Bakiner
- Department of Endocrinology and Metabolism Diseases, Faculty of Medicine, Baskent University, Dadaloglu Mah. Serinevler 2591 Sk., No:4/A 01250 Yuregir/ADANA, Adana, Turkey
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Lack of Association Between Variants within the AHSG , HCRT and NPY2R Genes and Anthropometrical Parameters in Czech Post-Monica Study. Balkan J Med Genet 2013; 16:63-8. [PMID: 24265586 PMCID: PMC3835298 DOI: 10.2478/bjmg-2013-0019] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The aim of this study was to examine single nucleotide polymorphisms (SNPs) of candidate genes α
2-Heremans-Schmid glycoprotein
(
AHSG
, rs4917),
Hypocretin
(
HCRT
, rs760282) and
Neuropetide Y2 receptor (NPY2R
, rs 1047214), which are known to have a potential effect on body mass index (BMI) and other indicators of obesity. A population study was performed in 2007/2008 on 2559 adults (1191 males and 1368 females) from the Czech post-MONICA project. The SNPs were examined using the polymerase chain reaction-restriction fragment length polymorphism (PCR-RFLP) method. We did not find any significant association between the examined SNPs and BMI across the whole population. A significantly lower triglyceride level was found in the
AHSG
gene CC homozygotes compared to T allele carriers in the entire population (
p
= 0.009). In conclusion, we are not able to confirm the hypothesis that polymorphisms within the
AHSG
,
HCRT
and
NPY2R
genes are major genetic determinants of BMI and plasma lipids in the Czech-Slavonic population.
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Singh M, Sharma PK, Garg VK, Mondal SC, Singh AK, Kumar N. Role of fetuin-A in atherosclerosis associated with diabetic patients. J Pharm Pharmacol 2012; 64:1703-8. [DOI: 10.1111/j.2042-7158.2012.01561.x] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Abstract
Objectives
Fetuin-A is a circulating glycoprotein, formed in the liver. It regulates bone remodelling and calcium metabolism. Fetuin-A has adipogenic properties, so fat accumulation in the liver may be associated with higher levels of fetuin-A. Fetuin-A is an inhibitor of the phosphorylation of the insulin receptor tyrosine kinase.
Key findings
High concentrations of fetuin-A in humans causes insulin resistance. Insulin sensitivity is also found to be increased in fetuin-A knockout mice. Fetuin-A has been shown to cause insulin resistivity in type-2 diabetes mellitus and worsens the pro-atherogenic milieu.
Summary
Fetuin-A should be considered as a hepatic bio-marker. Vascular diseases like atherosclerosis are major causes of disability in patients with diabetes mellitus.
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Affiliation(s)
- Monika Singh
- Department of Pharmaceutical Technology, Meerut Institute of Engineering and Technology, Meerut, India
| | - Pramod Kumar Sharma
- Department of Pharmaceutical Technology, Meerut Institute of Engineering and Technology, Meerut, India
| | - Vipin Kumar Garg
- Department of Pharmaceutical Technology, Meerut Institute of Engineering and Technology, Meerut, India
| | - Shambhu Charan Mondal
- Department of Pharmaceutical Technology, Meerut Institute of Engineering and Technology, Meerut, India
| | - Avnesh Kumar Singh
- Department of Pharmaceutical Technology, Meerut Institute of Engineering and Technology, Meerut, India
| | - Nikhlesh Kumar
- Department of Pharmaceutical Technology, Divya Jyoti College of Pharmacy, Modinagar, Uttar Pradesh, India
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