Научная статья на тему 'The association of coronary artery calcium score with glomerular filtration rate and the influence of sex, age, blood pressure, and cholesterol'

The association of coronary artery calcium score with glomerular filtration rate and the influence of sex, age, blood pressure, and cholesterol Текст научной статьи по специальности «Клиническая медицина»

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Ключевые слова
coronary artery calcium score / glomerular filtration rate / sex / age / blood pressure / cholesterol / індекс кальцифікації коронарних артерій / швидкість клубочкової фільтрації / стать / вік / артеріальний тиск / холестерин

Аннотация научной статьи по клинической медицине, автор научной работы — Bosdriesz J.R., Semenov V.V., Kuryata O.V.

Chronic kidney disease puts an individual at a higher risk of all-cause and cardiovascular death. Coronary artery calcium score reflects the accumulation of calcium in the walls of the coronary arteries and a higher coronary artery calcium score is associated with lower survival rates. It is unclear if control of conventional risk factors is enough to reduce cardiovascular risk in patients with chronic kidney disease. The aim of this study was to investigate if the association between estimated glomerular filtration rate and coronary artery calcium score in the Ukrainian population differs by sex, age, blood pressure, and total cholesterol. This cross-sectional study was conducted on a sample of patients who underwent measurement of coronary artery calcium score at Dnipropetrovsk Mechnikov Regional Hospital, Dnipro, Ukraine. Inclusion criteria: age >40 years old, available data about coronary artery calcium score and estimated glomerular filtration rate. Exclusion criteria: the presence of known cardiovascular disease, diagnosis of diabetes mellitus, estimated glomerular filtration rate <30 ml/min and extreme coronary artery calcification (coronary artery calcium score >1500 Agatston units). 137 patients (54 males and 83 females), median age 59.0 [54.0;67.0] years were enrolled in the study. In the patients with lower eGFR there was non-significantly higher coronary artery calcium score (p=0.07). In males with eGFR ≥90 ml/min, 60-89 ml/min, and 30-59 ml/min coronary artery calcium score didn’t differ significantly, while in females a lower estimated glomerular filtration rate was associated with a higher coronary artery calcium score. A lower estimated glomerular filtration rate was significantly associated with a higher coronary artery calcium score in the patients with systolic blood pressure ≥140 mmHg (p=0.04), but not in patients with diastolic blood pressure ≥90 mmHg. In the patients with total cholesterol <5.0 mmol/l and ≥5.0 mmol/l coronary artery calcium score tended to be higher in the patients with lower estimated glomerular filtration rate. A lower estimated glomerular filtration rate in our study was associated with a higher coronary artery calcium score in females, patients aged ≥55 years old and in patients with systolic blood pressure ≥140 mmHg.

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Асоціація індексу кальцифікації коронарних артерій зі швидкістю клубочкової фільтрації та вплив статі, віку, артеріального тиску та холестерину

При хронічній хворобі нирок спостерігається підвищений ризик загальної та серцево-судинної смерті. Індекс кальцифікації коронарних артерій відображає накопичення кальцію в стінках коронарних артерій, більш високий індекс кальцифікації коронарних артерій асоціюється з нижчими показниками виживаності. Питання про ефективність контролю стандартних факторів ризику для зменшення серцево-судинного ризику в пацієнтів із хронічною хворобою нирок залишається відкритим. Метою цього дослідження було визначити, чи відрізняється асоціація між розрахованою швидкістю клубочкової фільтрації та індексом кальцифікації коронарних артерій в Українській популяції залежно від статі, віку, артеріального тиску та загального холестерину. Це одномоментне дослідження було проведено на вибірці пацієнтів, що пройшли дослідження індексу кальцифікації коронарних артерій у Дніпропетровській обласній клінічній лікарні ім. І.І. Мечникова, м. Дніпро, Україна. Критерії включення: вік >40 років, наявні дані про індекс кальцифікації коронарних артерій та розраховану швидкість клубочкової фільтрації. Критерії виключення: наявність відомої серцево-судинної патології, діагноз цукрового діабету, розрахована швидкість клубочкової фільтрації <30 мл/хв. та надмірно високий індекс кальцифікації коронарних артерій (>1500 балів за шкалою Агатстона). У дослідження було включено 137 пацієнтів (54 чоловіків та 83 жінки), медіана віку 59,0 [54,0; 67,0] років. У пацієнтів із нижчою розрахованою швидкістю клубочкової фільтрації спостерігався статистично незначуще вищий індекс кальцифікації коронарних артерій (p=0,07). У чоловіків із розрахованою швидкістю клубочкової фільтрації ≥90 мл/хв., 60-89 мл/хв. і 30-59 мл/хв. індекс кальцифікації коронарних артерій не суттєво відрізнявся, тоді як у жінок нижча розрахована швидкість клубочкової фільтрації асоціювалася з вищим індексом кальцифікації коронарних артерій. Нижча розрахована швидкість клубочкової фільтрації достовірно асоціювалася з вищим індексом кальцифікації коронарних артерій у пацієнтів з систолічним артеріальним тиском ≥140 мм рт. ст. (p=0,04), але не в пацієнтів з діастолічним артеріальним тиском ≥90 мм рт. ст. У пацієнтів із загальним холестерином <5,0 ммоль/л та ≥5,0 ммоль/л спостерігалася тенденція до вищого індексу кальцифікації коронарних артерій, чим у пацієнтів із нижчою розрахованою швидкістю клубочкової фільтрації. Нижча розрахована швидкість клубочкової фільтрації в нашому дослідженні асоціювалася з вищим індексом кальцифікації коронарних артерій у жінок, пацієнтів віком понад 55 років та в пацієнтів із систолічним артеріальним тиском ≥140 мм рт. ст.

Текст научной работы на тему «The association of coronary artery calcium score with glomerular filtration rate and the influence of sex, age, blood pressure, and cholesterol»

МЕДИЧН1ПЕРСПЕКТИВИ / MEDICNIPERSPEKTIVI

)55-07 https://doi.org/10.26641/2307-0404.2020.3.214809

THE ASSOCIATION OF CORONARY ARTERY CALCIUM SCORE WITH GLOMERULAR FILTRATION RATE AND THE INFLUENCE OF SEX, AGE, BLOOD PRESSURE, AND CHOLESTEROL

Amsterdam UMC, University of Amsterdam 1

Department of Medical Informatics, Amsterdam Public Health Institute Spui str., 21, Amsterdam, 1012 WX, The Netherlands SE «Dnipropetrovsk medical academy of Health Ministry of Ukraine» 2 Department of Internal Medicine 2 and Phtisiatry V. Vernadsky str., 9, Dnipro, 49044, Ukraine Амстердам УМЦ, Амстердамський умверситет 1 кафедра медично'1' iнформатики, 1нститут громадського здоров 'я Амстердам, 1012, Шдерланди

ДЗ "Днтропетровська медична академiя МОЗ Украти " 2 кафедра внутрiшньоi медицини 2 i фтизiатрii вул. В. Вернадського, 9, Днтро, 49044, Укра'ша e-mail: [email protected]

Цитування: Медичт перспективы. 2020. Т. 25, № 3. С. 71-76 Cited: Medicniperspektivi. 2020;25(3):71-76

Key words: coronary artery calcium score, glomerular filtration rate, sex, age, blood pressure, cholesterol Ключовi слова: тдекс кальцифiкацii коронарних артерш, швидюсть клубочково'1' фшьтраци, стать, eiK, apmepicmbHuu тиск, холестерин

Ключевые слова: индекс кальцификации коронарных артерий, скорость клубочковой фильтрации, пол, возраст, артериальное давление, холестерин

Abstract. The association of coronary artery calcium score with glomerular filtration rate and the influence of sex, age, blood pressure, and cholesterol. Bosdriesz J.R., Semenov V.V., Kuryata O.V. Chronic kidney disease puts an individual at a higher risk of all-cause and cardiovascular death. Coronary artery calcium score reflects the accumulation of calcium in the walls of the coronary arteries and a higher coronary artery calcium score is associated with lower survival rates. It is unclear if control of conventional risk factors is enough to reduce cardiovascular risk in patients with chronic kidney disease. The aim of this study was to investigate if the association between estimated glomerular filtration rate and coronary artery calcium score in the Ukrainian population differs by sex, age, blood pressure, and total cholesterol. This cross-sectional study was conducted on a sample of patients who underwent measurement of coronary artery calcium score at Dnipropetrovsk Mechnikov Regional Hospital, Dnipro, Ukraine. Inclusion criteria: age >40 years old, available data about coronary artery calcium score and estimated glomerular filtration rate. Exclusion criteria: the presence of known cardiovascular disease, diagnosis of diabetes mellitus, estimated glomerular filtration rate <30 ml/min and extreme coronary artery calcification (coronary artery calcium score >1500 Agatston units). 137patients (54 males and 83 females), median age 59.0 [54.0;67.0]years were enrolled in the study. In the patients with lower eGFR there was non-significantly higher coronary artery calcium score (p=0.07). In males with eGFR >90 ml/min, 60-89 ml/min, and 30-59 ml/min coronary artery calcium score didn't differ significantly, while in females a lower estimated glomerular filtration rate was associated with a higher coronary artery calcium score. A lower estimated glomerular filtration rate was significantly associated with a higher coronary artery calcium score in the patients with systolic blood pressure >140 mmHg (p=0.04), but not in patients with diastolic blood pressure >90 mmHg. In the patients with total cholesterol <5.0 mmol/l and >5.0 mmol/l coronary artery calcium score tended to be higher in the patients with lower estimated glomerular filtration rate. A lower estimated glomerular filtration rate in our study was associated with a higher coronary artery calcium score in females, patients aged >55 years old and in patients with systolic blood pressure >140 mmHg.

Реферат. Асощащя шдексу кальцифжаци коронарних артерш 3i швидкктю клубочковоТ фшьтраци та вплив стат^ вшу, артерiального тиску та холестерину. Боздрieз Й.Р., Семенов В.В., Курята О.В. При

хротчнт хворобi нирок спостер^аеться пiдвищений ризик загально'1' та серцево-судинно'1' смертi. 1ндекс кальцифiкацii коронарних артерш вiдображае накопичення кальцiю в сттках коронарних артерш, бшьш

UDK 616.13-004.6:

J.R. Bosdriesz 1, V.V. Semenov 2, O.V. Kuryata 2

.12-008.33]-053-l

високий тдекс калъцифжаци коронарних артерт асоцтетъся з нижними показниками виживаностi. Питання про ефективнiстъ контролю стандартних факторiв ризику для зменшення серцево-судинного ризику в пацieнтiв ¿з хронпною хворобою нирок залишаетъся вiдкритим. Метою цъого до^дження було визнанити, ни вiдрiзняeтъся асоцiацiя мiж розрахованою швидюстю клубочковоХ фшътрацИ та iндексом калъцифжацП коронарних артерт в Укра'тсъюй популяци залежно вiд статi, вартерiалъного тиску та загалъного холестерину. Це одномоментне до^дження було проведено на вибiрцi пацieнтiв, що пройшли до^дження тдексу калъцифжацП коронарних артерт у Дтпропетровсъкт обласнт клiнiчнiй лiкарнi iм. 1.1. Мечникова, м. Днтро, УкраХна. Критери включення: вт >40 роюв, наявнi данi про тдекс калъцифiкацii коронарних артерт та розраховану швидюстъ клубочковоХ фшътраци. Критерп виключення: наявнктъ вiдомоi серцево-судинноХ патологИ, дiагноз цукрового дiабету, розрахована швидюстъ клубочковоХ фшътраци <30 мл/хв. та надмiрно високий тдекс калъцифжацП коронарних артерт (>1500 балiв за шкалою Агатстона). У дослiдження було включено 137 пацieнтiв (54 чоловтв та 83 жтки), медiана вжу 59,0 [54,0; 67,0]роюв. У пацieнтiв 1з нижчою розрахованою швидюстю клубочковоХ фшътрацИ спостер^ався статистично незначуще вищий тдекс калъцифiкацii коронарних артерт (р=0,07). У чоловiкiв ¿з розрахованою швидюстю клубочковоХ фшътраци >90 мл/хв., 60-89 мл/хв. i 30-59 мл/хв. тдекс калъцифжацП коронарних артерт не суттeво вiдрiзнявся, тодi як у жток нижча розрахована швидюстъ клубочковоХ фшътрацИ асоцтвалася з вищим iндексом калъцифiкацii коронарних артерт. Нижча розрахована швидюстъ клубочковоХ фшътраци достовiрно асоцiювалася з вищим тдексом калъцифiкацii коронарних артерт у пацieнтiв з систолiчним артерiалъним тиском >140 мм рт. ст. (р=0,04), але не в пацieнтiв з дiастолiчним артерiалъним тиском >90 мм рт. ст. У пацieнтiв ¿з загалъним холестерином <5,0 ммолъ/л та >5,0 ммолъ/л спостерiгалася тенденцiя до вищого тдексу калъцифiкацii коронарних артерт, чим у пацieнтiв 1з нижчою розрахованою швидюстю клубочковоХ фшътрацИ. Нижча розрахована швидюстъ клубочковоХ фшътрацИ в нашому дослiдженнi асоцiювалася з вищим iндексом калъцифжацП коронарних артерт у жток, пацieнтiв вжом понад 55 роюв та в пацieнтiв ¿з систолiчним артерiалъним тиском >140 мм рт. ст.

Chronic kidney disease (CKD) puts an individual at a higher risk of all-cause and cardiovascular death, starting from the decline of the glomerular filtration rate (GFR) below 90 ml/min [4]. Coronary artery calcium score (CACS) reflects the accumulation of calcium in the walls of the coronary arteries and a higher CACS is associated with lower survival rates [11]. The progression of atherosclerosis and the accumulation of coronary calcium in CKD is more rapid, than in the general population, due to the presence of additional CKD-related risk factors [1].

An increased risk of death may be a reason to attempt to prevent further decline of renal function and to achieve stricter target values for blood pressure and blood lipids [10, 18]. However, there is some discussion about the target blood pressure values [17, 18] and the rationale of treatment with statins for patients with CKD [10]. It is unclear if control of conventional risk factors is enough to reduce cardiovascular risk in patients with CKD.

Both reduction of renal function and changes in presentation of conventional cardiovascular risk factors (i.e. age, blood pressure and total cholesterol (TC)) may influence the accumulation of coronary artery calcium [7, 14]. However, in the Ukrainian population, cardiovascular disease and CKD develop earlier than in other European regions [12, 16]. This, in turn, may influence the association between GFR and CACS with conventional cardiovascular risk factors. The aim of this study was to investigate if the association between glomerular filtration rate

and coronary artery calcium score in the Ukrainian population differs by sex, age, blood pressure, and total cholesterol.

MATERIALS AND METHODS OF RESEARCH

Study population. This cross-sectional study was conducted on a sample of patients who underwent measurement of CACS at Dnipropetrovsk Mechni-kov Regional Hospital, Dnipro, Ukraine. Inclusion criteria: age >40 years old, available data about CACS and eGFR. Exclusion criteria: presence of known cardiovascular disease, diagnosis of diabetes mellitus, eGFR <30 ml/min and extreme coronary artery calcification (CACS <1500 Agatston units (AU)).

CACS was estimated after cardiac computed tomography using Optima CT660, GE Healthcare, Wisconsin, USA (2017), and reported in AU. CACS was classified into three groups according to ESC/EAS 2019 guidelines: 0 AU, 1-100 AU and >100 AU [19]. eGFR was calculated using the CKD-EPI equation, which requires data about patient's sex, age and serum creatinine [9]. Patients were classified into groups by eGFR according to KDIGO stages of chronic kidney disease [9]. Blood pressure was measured using automated methods. Stratification of patients by the level of systolic blood pressure (SBP) >140 mmHg and diastolic blood pressure (DBP) >90 mmHg was performed according to recommended blood pressure targets in treatment of arterial hypertension [18]. Measurements of total cholesterol (TC) and serum creatinine were performed using standard procedures. Stratification of patients by the level of

TC >5.0 mmol/l was performed according to European Guidelines on cardiovascular disease prevention in clinical practice [5].

Data were analyzed using LibreOffice and R (version 3.6.3) [6, 15]. The type of data distribution was assessed using Shapiro-Wilk tests. As all the variables in the study had a non-normal distribution, non-parametric statistical methods were applied. Continuous data were reported as median with the first and the third quartiles (Me [Q1;Q3]). Assessment of the difference of medians of continuous variables between two groups was performed using a Mann-Whitney test. Assessment of difference of medians of continuous variables between three groups was performed using a Kruskal-Wallis test. The significance of the trend in medians was assessed with a Jonckheere-Terpstra test. Categorical data were reported as n (%), and were compared using a Chi-square test. The critical value of p-values in testing statistical hypotheses was defined as p<0.05 [13].

RESULTS AND DISCUSSION

Percentage of females in the study was slightly higher than men, but the sex difference of patients with eGFR >90 ml/min, eGFR 60-89 ml/min, and eGFR 30-59 ml/min was the same (Table). In the patients with lower eGFR there was a significantly higher age (p=0.01) and non-significantly higher CACS (p=0.07). All the patients in the study had a BP close to the upper recommended target value of 140/90 or exceeded it. TC values of all patients were

close to or higher than the upper normal limit of 5.0 mmol/l regardless of eGFR category. Among the patients with lower eGFR there was a lower proportion of patients with CACS =0 AU and a higher proportion of patients with CACS >100 AU. However, this difference was not statistically significant. The proportion of patients with CACS 1100 AU was equal regardless of eGFR. The proportion of patients with CACS >100 AU and median CACS increased abruptly in the patients with eGFR 30-59 ml/min, when compared to the patients with eGFR 60-89 and >90 ml/min.

In males with eGFR >90 ml/min, eGFR 6089 ml/min, and eGFR 30-59 ml/min CACS didn't differ significantly, while in females lower eGFR was associated with higher CACS (Fig.). Moreover, the median CACS in males (50 [5;200] AU) was higher than in females (10 [0;103] AU, p=0.02). A higher CACS was associated with a lower eGFR in patients aged above 55 years old (p=0.01), but not in patients younger than 55 years old. In older patients, the median CACS was higher (52 [4;156] AU), than in younger patients (0 [0;29] AU, p<0.01). A lower eGFR was significantly associated with a higher CACS in the patients with SBP >140 mmHg (p=0.04), but not in patients with DBP >90 mmHg. In the patients with SBP <140 mmHg and DBP <90 mmHg, CACS was roughly the same regardless of eGFR. In the patients with TC <5.0 mmol/l and >5.0 mmol/l CACS tended to be higher in the patients with lower eGFR.

Presentation of conventional cardiovascular risk factors in patients with normal, mildly reduced and moderately reduced eGFR

Variable Total (n=137) eGFR>90 eGFR 60-89 eGFR 30-59 P for P for trend

ml/min ml/min ml/min difference

Females, n (%) 83 (60.5) 23 (62.1) 47 (60.2) 13 (59.0) 0.96 -

Age, years 59.0 [54.0;67.0] 56.0 [54.0;63.0] 58.5 [54.0;66.8] 66.0 [57.5;76.0] 0.02 0.01

SBP, mmHg 140.0 [125.0;150.0] 140.0 [130.0;150.0] 135.0 [120.0;143.8] 140.0 [122.5;150.0] 0.13 0.23

DBP, mmHg 80.0 [80.0;90.0] 90.0 [80.0;93.0] 80.0 [80.0;90.0] 80.0 [80.0;90.0] 0.24 0.11

Total cholesterol, mmol/l 5.3 [4.5;6.0] 5.2 [4.4;6.0] 5.5 [4.8;6.1] 5.1 [4.5;5.5] 0.65 0.86

Total CACS, AU 23.0 [0.0;116.0] 14.0 [0.0;60.0] 12.0 [0.0;113.5] 87.0 [15.0;204.0] 0.04 0.07

CACS = 0 AU, n (%) 42 (30.7) 11 (29.7) 28 (35.9) 3 (13.6)

CACS 1-100 AU, n (%) 55 (40.1) 18 (48.6) 29 (37.2) 8 (36.4) 0.10 -

CACS >100 AU, n (%) 40 (29.2) 8 (21.6) 21 (26.9) 11 (50.0)

The association of eGFR category with total CACS stratified by conventional cardiovascular risk factors

Among the variables in the study only age and coronary artery calcium score were higher in the patients with lower estimated glomerular filtration rate. CACS was significantly higher in the patients with lower eGFR who were either female, older than 55 years or had a SBP >140 mmHg, but remained roughly the same in other subgroups of patients.

The increase of CACS with the decrease of eGFR category (>90 ml/min, 60-89 ml/min, and 3059 ml/min) in our study is not surprising and was well studied in the previous works [7]. A decline of renal function leads to the development of conditions specific to CKD, such as volume overload, mineral-bone disorder, inflammation etc., which in turn may cause damage to the cardiovascular system [1]. Progression of atherosclerosis with calcification of the atherosclerotic plaques happens faster in CKD, than in the general population [1], which may be due to the development of mediosclerosis [3]. As aging is usually accompanied by physiological loss of the renal function, the association of age with decline of eGFR in our study was expected [2].

However, similar SBP, DBP and TC in patients with different eGFR (>90 ml/min, 60-89 ml/min, and 30-59 ml/min) was surprising. A decline of renal function is often accompanied by an elevation of the blood pressure and an increase of the prevalence of arterial hypertension (HTN) [8]. In the more ad-

vanced stages of CKD, HTN is more difficult to control, and proportion of the patients with resistant HTN is higher [8]. This finding may be explained by the treatment of the patients in the study according to the severity of arterial hypertension. The progression of CKD is often followed by the elevation of TC levels [10]. But in some cases of dyslipidemia in CKD there may be normal TC with elevated triglycerides and low-density lipoproteins and decreased high-density lipoproteins [10]. Thus, even a normal TC in the CKD lipid profile may be highly atherogenic [10], and the investigation of cholesterol fractions in patients with CKD is essential. Normally sex is regarded as an important risk factor of CKD progression [18, 19], but in our study there was no association between eGFR category and sex distribution. A slightly higher percentage of females in our study could be explained by later onset of cardiovascular disease in females than in males [12]. More females were enrolled in the study, due to the higher chance of being asymptomatic in the middle age.

The poor association of CACS with eGFR category together with the higher median CACS in males in our study may indicate a more severe course of atherosclerosis and worse cardiovascular prognosis. Lower median CACS in females with eGFR >90 ml/min and 60-89 ml/min may reflect the

possibility of prevention of atherosclerosis progression for females in early CKD. The presence of the association of CACS with eGFR category in young patients (<55 years old) could be expected, as the association of the decline of eGFR with poor cardiovascular prognosis is believed to be stronger in younger individuals [2]. The paradoxical association of CACS with eGFR category after stratification by SBP and DBP, where individuals with higher blood pressure tended to have lower CACS, will require further investigation. In our study a higher TC did not result in a higher CACS. It may be implied that the patients with elevated blood pressure or TC were prescribed antihypertensive treatment, which could slow down the evolution of atherosclerosis and the accumulation of coronary calcium. Control of blood pressure and TC in our study was not strictly related to lower CACS, therefore it may be assumed that a decline of eGFR was the main factor driving the increase of CACS.

Closer attention to the early diagnosis of CKD and wider implementation of preventive measures for the reduction of eGFR may be beneficial for improving patients' outcomes.

CONCLUSIONS

A lower estimated glomerular filtration rate in our study was associated with a higher coronary artery calcium score in females, patients aged >55 years old and in patients with systolic blood pressure>140 mmHg.

Conflict of interests. The authors declare no conflict of interest.

Acknowledgements

The authors are grateful to European Renal Association for supporting the ERA-EDTA Registry Fellowship at the Department of Medical Informatics, University of Amsterdam, during which a part of this work was performed.

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СПИСОК Л1ТЕРАТУРИ

1. Atherosclerosis in Chronic Kidney Disease: More, Less, or Just Different? / J. M. Valdivielso et al. Arterioscler Thromb Vasc Biol. 2019. Vol. 39. P. 1938-1966. DOI: https://doi.org/10.1161/ATVBAHA.119.312705

2. CKD: A Call for an Age-Adapted Definition / P. Delanaye et al. J Am Soc Nephrol. 2019. Vol. 30. P. 17851805. DOI: https://doi.org/10.1681/ASN.2019030238

3. Coronary Artery Calcification and Risk of Cardiovascular Disease and Death Among Patients With Chronic Kidney Disease / J. Chen et al. JAMA Cardiol. 2017. Vol. 2. P. 635-643.

DOI: https://doi.org/10.1001/jamacardio.2017.0363

4. Early chronic kidney disease: diagnosis, management and models of care / O. J. Wouters et al. Nat Rev Nephrol. 2015. Vol. 11. P. 491-502.

DOI: https://doi.org/10.1038/nrneph.2015.85

5. European Guidelines on cardiovascular disease prevention in clinical practice (version 2012): The Fifth Joint Task Force of the European Society of Cardiology and Other Societies on Cardiovascular Disease Prevention in Clinical Practice (constituted by representatives of nine societies and by invited experts). Developed with the special contribution of the European Association for Cardiovascular Prevention & Rehabilitation (EACPR) / J. Perk et al. Eur Heart J. 2012. Vol. 33. P. 1635-1701. DOI: https://doi.org/10.1093/eurheartj/ehs092

6. Firke S. Simple Tools for Examining and Cleaning Dirty Data: janitor. R package version 1.2.1. URL: https://CRAN.R-project.org/package=janitor

7. eGFR and coronary artery calcification in chronic kidney disease / Y. Y. Hyun et al. Eur J Clin Invest. 2019. Vol. 49 P. e13101. DOI: https://doi.org/10.1111/eci.13101

8. Judd E., Calhoun D. A. Management of Hypertension in CKD: Beyond the Guidelines. Adv Chronic Kidney Dis. 2015. Vol. 22. P. 116-122. DOI: https://doi.org/10.1053/j.ackd.2014.12.001

9. KDIGO 2012 Clinical Practice Guideline for the Evaluation and Management of Chronic Kidney Disease / G. Ecnoyan et al. Kidney Int Suppl. 2013. Vol. 3. P. 1-150.

10. Mikolasevic I., Zutelija M., et al. Dyslipidemia in patients with chronic kidney disease: etiology and mana-

gement. Int J Nephrol Renov Dis. 2017. Vol. 10. P. 35-45. DOI: https://doi.org/10.2147/IJNRD.S101808

11. Multimodality Strategy for Cardiovascular Risk Assessment: Performance in 2 Population-Based Cohorts / J. A. de Lemos et al. Circulation. 2017. Vol. 135. P. 2119-2132.

DOI: https://doi.org/10.1161/CIRCULATIONAHA.117.0 27272

12. Nichols M., Townsend N., Scarborough P., Rayner M. Cardiovascular disease in Europe: epidemiological update. Eur Heart J. 2013. Vol. 34. P. 3028-3034. DOI: https://doi.org/10.1093/eurheartj/eht356

13. Petrie A., Sabin C. Medical Statistics at a Glance. 4th edition. Wiley-Blackwell. 2019. 208 p.

14. Prediction of Coronary Artery Calcium Progression in Individuals With Low Framingham Risk Score / T. M. Okwuosa et al. JACC Cardiovasc Imaging. 2012. Vol. 5. P. 144-153.

DOI: https://doi.org/10.1016/jjcmg.2011.11.008

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15. R Core Team. R: A language and environment for statistical computing. R Foundation for Statistical Computing. Vienna, Austria. https://www.R-project.org/

16. The European Renal Association - European Dialysis and Transplant Association (ERA-EDTA) Registry Annual Report 2016: a summary / A. Kramer et al. Clin Kidney J. 2019. Vol. 12. P. 702-720. DOI: https://doi.org/10.1093/ckj/sfz011

17. 2017 ACC/AHA/AAPA/ABC/ACPM/AGS/-APhA/ASH/ASPC/NMA/PCNA Guideline for the Prevention, Detection, Evaluation, and Management of High Blood Pressure in Adults / P. K. Whelton et al. J Am Coll Cardiol. 2018. Vol. 71. P. e127-248. DOI: https://doi.org/10.1016/jjacc.2017.11.006

18. 2018 ESC/ESH Guidelines for the management of arterial hypertension / G. Mancia et al. J Hypertens. 2018. Vol. 36. P. 1953-2041.

DOI: https://doi.org/10.1097/HJH.0000000000001940

19. 2019 ESC/EAS Guidelines for the management of dyslipidaemias: lipid modification to reduce cardiovascular risk / F. Mach et al. Eur Heart J. 2020. Vol. 41. P. 111-188. DOI: https://doi.org/10.1093/eurheartj/ehz455

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