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Rigatti SJ, Stout R. Correlates and Predictors of NT-proBNP in Life Insurance Applicants. J Insur Med 2023; 50:65-73. [PMID: 37725501 DOI: 10.17849/insm-50-1-65-73.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 03/03/2023] [Indexed: 09/21/2023]
Abstract
OBJECTIVES -To document the various laboratory and demographic/historical correlates of NT-proBNP levels in applicants for life insurance, and to explore the accuracy of a prediction model based on those variables. METHOD -NT-proBNP blood test results were obtained from 1.34 million insurance applicants between the age of 50 and 85 years, beginning in 2003. Exploratory data analysis was carried out to document correlations with other laboratory variables, sex, age, and the presence of relevant diseases. Further, predictive models were used to quantify the proportion of the variance of NT-proBNP, which can be explained by a combination of these other, easier to determine variables. RESULTS -NT-proBNP shows the expected, negative correlation with estimated glomerular filtration rate (eGFR) is markedly higher in those with a history of heart disease and is somewhat higher in those with a history of hypertension. A strong, unexpected, negative correlation between NT-proBNP and albumin was discovered. Of the variables evaluated, a multivariate adaptive regression spline (MARS) model automated selection procedure selected 7 variables (age, sex, albumin, eGFR, BMI, systolic blood pressure, cholesterol, and history of heart disease). Variable importance evaluation determined that age, albumin and eGFR were the 3 most important continuous variables in the prediction of NT-proBNP levels. An ordinary least squares (OLS) model using these same variables achieved a R-squared of 24.7%. CONCLUSION -Expected ranges of NT-proBNP may vary substantially depending on the value of other variables in the prediction equation. Albumin is significantly negatively correlated with NT-proBNP levels. The reasons for this are unclear.
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Affiliation(s)
- Steven J Rigatti
- Rigatti - Founder, Rigatti Risk Analytics, LLC, Consultant Medical Director, Clinical Reference Laboratories, Lenexa KS
| | - Robert Stout
- Stout - Chief Scientific Officer/Laboratory Director, Clinical Reference Laboratories, Lenexa KS
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Giallauria F, Strisciuglio T, Cuomo G, Di Lorenzo A, D'Angelo A, Volpicelli M, Izzo R, Manzi MV, Barbato E, Morisco C. Exercise Training: The Holistic Approach in Cardiovascular Prevention. High Blood Press Cardiovasc Prev 2021; 28:561-577. [PMID: 34724167 PMCID: PMC8590648 DOI: 10.1007/s40292-021-00482-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 10/23/2021] [Indexed: 12/26/2022] Open
Abstract
Nowadays, there are robust clinical and pathophysiological evidence supporting the beneficial effects of physical activity on cardiovascular (CV) system. Thus, the physical activity is considered a key strategy for CV prevention. In fact, exercise training exerts favourable effects on all risk factors for CV diseases (i.e. essential hypertension, type 2 diabetes mellitus, hypercholesterolemia, obesity, metabolic syndrome, etc…). In addition, all training modalities such as the aerobic (continuous walking, jogging, cycling, etc.) or resistance exercise (weights), as well as the leisure-time physical activity (recreational walking, gardening, etc) prevent the development of the major CV risk factors, or delay the progression of target organ damage improving cardio-metabolic risk. Exercise training is also the core component of all cardiac rehabilitation programs that have demonstrated to improve the quality of life and to reduce morbidity in patients with CV diseases, mostly in patients with coronary artery diseases. Finally, it is still debated whether or not exercise training can influence the occurrence of atrial and ventricular arrhythmias. In this regard, there is some evidence that exercise training is protective predominantly for atrial arrhythmias, reducing the incidence of atrial fibrillation. In conclusion, the salutary effects evoked by physical acitvity are useful in primary and secondary CV prevention.
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Affiliation(s)
- Francesco Giallauria
- Department of Translational Medical Sciences, "Federico II" University of Naples, 80131, Naples, Italy
| | - Teresa Strisciuglio
- Department of Advanced Biomedical Sciences, "Federico II" University of Naples, 80131, Naples, Italy
| | - Gianluigi Cuomo
- Department of Translational Medical Sciences, "Federico II" University of Naples, 80131, Naples, Italy
| | - Anna Di Lorenzo
- Department of Translational Medical Sciences, "Federico II" University of Naples, 80131, Naples, Italy
| | - Andrea D'Angelo
- Department of Translational Medical Sciences, "Federico II" University of Naples, 80131, Naples, Italy
| | - Mario Volpicelli
- Department of Cardiology, "Santa Maria della Pietà" Hospital (ASL Napoli 3 Sud), 80035, Nola, NA, Italy
| | - Raffaele Izzo
- Department of Advanced Biomedical Sciences, "Federico II" University of Naples, 80131, Naples, Italy
| | - Maria Virginia Manzi
- Department of Advanced Biomedical Sciences, "Federico II" University of Naples, 80131, Naples, Italy
| | - Emanuele Barbato
- Department of Advanced Biomedical Sciences, "Federico II" University of Naples, 80131, Naples, Italy
| | - Carmine Morisco
- Department of Advanced Biomedical Sciences, "Federico II" University of Naples, 80131, Naples, Italy.
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Plasma BNP Levels and Diuretics Use as Predictors of Cardiovascular Events in Patients with Myocardial Infarction and Impaired Glucose Tolerance. Cardiovasc Drugs Ther 2020; 34:79-88. [PMID: 32076931 DOI: 10.1007/s10557-019-06922-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
PURPOSE Although impaired glucose tolerance (IGT) promotes cardiovascular events, our Alpha-glucosidase-inhibitor Blocks Cardiac Events in Patients with Myocardial Infarction and Impaired Glucose Tolerance (ABC) study showed that alpha-glucosidase inhibitors do not prevent cardiovascular events in patients with myocardial infarction (MI) and IGT. The aim of the present study was to identify potential clinical factors for cardiovascular events in patients with MI and IGT. METHODS Using the limitless-arity multiple testing procedure, an artificial intelligence (AI)-based data mining method, we analyzed 385,391 combinations of fewer than four clinical parameters. RESULTS We identified 380 combinations predicting the occurrence of (1) all-cause hospitalization, (2) hospitalization due to worsening of heart failure (HF), (3) hospitalization due to non-fatal MI, and (4) hospitalization due to percutaneous coronary intervention (PCI) and coronary artery bypass grafting (CABG) for stable angina among 385,391 combinations in 853 patients. Among these, either plasma BNP levels ≥ 200 pg/dl or diuretic use exclusively predicted (1) all-cause hospitalization, (2) hospitalization due to worsening of HF, and (3) hospitalization due to a non-fatal MI, with plasma BNP levels ≥ 200 pg/dl being the sole predictor of hospitalization due to PCI and CABG. Importantly, each finding was verified by independently drawn Kaplan-Meier curves, revealing the unexpected role of plasma BNP levels in the progression of coronary stenosis determined as the necessity of PCI and CABG for stable angina. CONCLUSIONS In patients with MI and IGT, high plasma BNP levels predicted the occurrence of coronary stenosis, recurrent MI, and worsening of HF, whereas diuretic use did not predict the progression of coronary stenosis but non-fatal MI and worsening of HF.
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Xu Z, Sun Y, Xu T, Shi Y, Liang L, Liu P, Ge J. MGUS Predicts Worse Prognosis in Patients with Coronary Artery Disease. J Cardiovasc Transl Res 2020; 13:806-812. [PMID: 31900894 PMCID: PMC7541390 DOI: 10.1007/s12265-019-09950-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2019] [Accepted: 12/11/2019] [Indexed: 11/29/2022]
Abstract
We performed a retrospective cohort study to analyze all 87 CAD patients with MGUS and 178 CAD patients without MGUS admitted in Zhongshan Hospital Fudan University from 2015 to 2017. Patients were followed up via regular patient visits or telephone, and the median follow-up period was 2.9 years. The end point of follow-up was the occurrence of major adverse cardiac events (MACE). CAD patients with MGUS had a higher risk of MACE than those without MGUS (log-rank P = 0.0015). After adjustment for other markers in the stepwise Cox regression model, MGUS was still related to the increasing risk of MACE incident (P = 0.002, HR = 2.308). Then, we constructed the nomogram based on the Cox regression model, and the concordance index (C-index) was 0.667. Hence, MGUS might be added into the risk model of CAD.
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Affiliation(s)
- Zhao Xu
- Department of Hematology, Zhongshan Hospital Fudan University, 180 Fenglin Road, Shanghai, 200032, China
| | - Yifeng Sun
- Department of Hematology, Zhongshan Hospital Fudan University, 180 Fenglin Road, Shanghai, 200032, China
| | - Tianhong Xu
- Department of Hematology, Zhongshan Hospital Fudan University, 180 Fenglin Road, Shanghai, 200032, China
| | - Yidan Shi
- Department of Statistics and Actuarial Science, University of Waterloo, Waterloo, Canada
| | - Lifan Liang
- Department of Hematology, Zhongshan Hospital Fudan University, 180 Fenglin Road, Shanghai, 200032, China
| | - Peng Liu
- Department of Hematology, Zhongshan Hospital Fudan University, 180 Fenglin Road, Shanghai, 200032, China.
| | - Junbo Ge
- Department of Cardiology, Shanghai Institute of Cardiovascular Diseases, Zhongshan Hospital Fudan University, Shanghai, China
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Sarzani R, Spannella F, Giulietti F, Balietti P, Cocci G, Bordicchia M. Cardiac Natriuretic Peptides, Hypertension and Cardiovascular Risk. High Blood Press Cardiovasc Prev 2017; 24:115-126. [PMID: 28378069 PMCID: PMC5440492 DOI: 10.1007/s40292-017-0196-1] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2017] [Accepted: 03/27/2017] [Indexed: 02/08/2023] Open
Abstract
Prevalence of cardiovascular (CV) disease is increasing worldwide. One of the most important risk factors for CV disease is hypertension that is very often related to obesity and metabolic syndrome. The search for key mechanisms, linking high blood pressure (BP), glucose and lipid dysmetabolism together with higher CV risk and mortality, is attracting increasing attention. Cardiac natriuretic peptides (NPs), including ANP and BNP, may play a crucial role in maintaining CV homeostasis and cardiac health, given their impact not only on BP regulation, but also on glucose and lipid metabolism. The summa of all metabolic activities of cardiac NPs, together with their CV and sodium balance effects, may be very important in decreasing the overall CV risk. Therefore, in the next future, cardiac NPs system, with its two receptors and a neutralizing enzyme, might represent one of the main targets to treat these multiple related conditions and to reduce hypertension and metabolic-related CV risk.
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Affiliation(s)
- Riccardo Sarzani
- Internal Medicine and Geriatrics, Department of Clinical and Molecular Sciences, University "Politecnica delle Marche", Ancona, Italy.
- Italian National Research Centre on Aging, Hospital "U. Sestilli", IRCCS-INRCA, via della Montagnola n. 81, 60127, Ancona, Italy.
| | - Francesco Spannella
- Internal Medicine and Geriatrics, Department of Clinical and Molecular Sciences, University "Politecnica delle Marche", Ancona, Italy
- Italian National Research Centre on Aging, Hospital "U. Sestilli", IRCCS-INRCA, via della Montagnola n. 81, 60127, Ancona, Italy
| | - Federico Giulietti
- Internal Medicine and Geriatrics, Department of Clinical and Molecular Sciences, University "Politecnica delle Marche", Ancona, Italy
- Italian National Research Centre on Aging, Hospital "U. Sestilli", IRCCS-INRCA, via della Montagnola n. 81, 60127, Ancona, Italy
| | - Paolo Balietti
- Internal Medicine and Geriatrics, Department of Clinical and Molecular Sciences, University "Politecnica delle Marche", Ancona, Italy
- Italian National Research Centre on Aging, Hospital "U. Sestilli", IRCCS-INRCA, via della Montagnola n. 81, 60127, Ancona, Italy
| | - Guido Cocci
- Internal Medicine and Geriatrics, Department of Clinical and Molecular Sciences, University "Politecnica delle Marche", Ancona, Italy
- Italian National Research Centre on Aging, Hospital "U. Sestilli", IRCCS-INRCA, via della Montagnola n. 81, 60127, Ancona, Italy
| | - Marica Bordicchia
- Internal Medicine and Geriatrics, Department of Clinical and Molecular Sciences, University "Politecnica delle Marche", Ancona, Italy
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Natriuretic peptides in percutaneous coronary intervention: Aren't they all the same? CARDIOVASCULAR REVASCULARIZATION MEDICINE 2016; 17:149-50. [PMID: 27157291 DOI: 10.1016/j.carrev.2016.03.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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