Научная статья на тему 'THE POSTOPERATIVE COMPLICATED COURSE PROBABILITY PREDICTION IN CARDIAC SURGICAL PATIENTS'

THE POSTOPERATIVE COMPLICATED COURSE PROBABILITY PREDICTION IN CARDIAC SURGICAL PATIENTS Текст научной статьи по специальности «Клиническая медицина»

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Ключевые слова
OPERATIVE RISK

Аннотация научной статьи по клинической медицине, автор научной работы — Sagatov I.Y., Ualieva A.Y.

Purpose of the study: to model the operative risk in patients with congenital heart defects, acquired valvular heart disease and ischemic heart disease using the stratification scales EuroSCORE and Aristotle Basic Complexity score. Materials and methods. 559 patients, who were in inpatient treatment in the period from 2011 to 2019 were examined and underwent surgical correction before the surgery. Among them, 327 (58,5%) patients with various forms of congenital heart defects (CHD), 120 (21,5%) patients with isolated and combined acquired valvular heart disease (VHD) and 112 (20,0%) - with chronic forms of ischemic heart disease (IHD). Results. According to the Aristotle Basic Complexity score, the operative risk in patients with CHD averaged 6.6±3.8 points, which corresponded to the 2nd level of complexity. The operative risk according to the Aristotle Basic Complexity score in patients with CHD and complicated postoperative course was 8,35±4,1 points (3,0-17,5), and in patients with a smooth course of the postoperative period - 6,34±3,5 points (3,0-2,5) with statistically significant (p=0,002). EuroSCORE scale logistic parameters’s statistical analysis showed that in patients with acquired VHD and a smooth postoperative course, were significantly lower (approximately 3 times) and with a significant difference compared to patients with complicated course: 4,1±3,6% versus 12,9±14,0% (p=0,008). A similar state was observed while analyzing the logistic parameters of the EuroSCORE scale in patients with chronic forms of IHD: 3,6±3,4% and 8,8±10,2%, respectively (p=0,003). Conclusion: The operative risk according to the Aristotle Basic Complexity Score in patients with different types of CHD is statistically significantly different in patients with a complicated and smooth postoperative course (p=0,002). The EuroSCORE stratification risk assessment scale presents certain possibilities for predicting the complicated course of the early postoperative period in patients with acquired VHD (p=0,008).

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Текст научной работы на тему «THE POSTOPERATIVE COMPLICATED COURSE PROBABILITY PREDICTION IN CARDIAC SURGICAL PATIENTS»

I. SURGERY

UDC: 616.12:314.42/482

THE POSTOPERATIVE COMPLICATED COURSE PROBABILITY PREDICTION IN CARDIAC SURGICAL PATIENTS

Sagatov I.Y.

orcid.org/0000-0002-4668-1513

Ualieva A.Y.

orcid.org/0000-0002-4776-1988

Corresponding author: Sagatov I.E. - Head of Scientific Research Management Department, JSC "A.N. SyzganovNational Scientific Center for Surgery". E-mail: inkar_sagatov@mail.ru

Conflict of interest

The authors declare that they have no conflicts of interest

Keywords

operative risk, EuroSCORE-II, Aristotle Basic Complexity score

Sagatov I.Y.1, Ualieva A.Y.2

1«A.N. Syzganov National Scientific Center for Surgery» JSC, Almaty, Kazakhstan 2Al-Farabi Kazakh National University, Almaty, Kazakhstan

Abstract

Purpose of the study: to model the operative risk in patients with congenital heart defects, acquired valvular heart disease and ischemic heart disease using the stratification scales EuroSCORE and Aristotle Basic Complexity score. Materials and methods. 559 patients, who were in inpatient treatment in the period from 2011 to 2019 were examined and underwent surgical correction before the surgery. Among them, 327 (58,5%) patients with various forms of congenital heart defects (CHD), 120 (21,5%) patients with isolated and combined acquired valvular heart disease (VHD) and 112 (20,0%) - with chronic forms of ischemic heart disease (IHD). Results. According to the Aristotle Basic Complexity score, the operative risk in patients with CHD averaged 6.6±3.8 points, which corresponded to the 2nd level of complexity. The operative risk according to the Aristotle Basic Complexity score in patients with CHD and complicated postoperative course was 8,35±4,1 points (3,0-17,5), and in patients with a smooth course of the postoperative period - 6,34±3,5 points (3,0-2,5) with statistically significant (p=0,002). EuroSCORE scale logistic parameters's statistical analysis showed that in patients with acquired VHD and a smooth postoperative course, were significantly lower (approximately 3 times) and with a significant difference compared to patients with complicated course: 4,1±3,6% versus 12,9±14,0% (p=0,008). A similar state was observed while analyzing the logistic parameters of the EuroSCORE scale in patients with chronic forms of IHD: 3,6±3,4% and 8,8± 10,2%, respectively (p=0,003). Conclusion: The operative risk according to the Aristotle Basic Complexity Score in patients with different types of CHD is statistically significantly different in patients with a complicated and smooth postoperative course (p=0,002). The EuroSCORE stratification risk assessment scale presents certain possibilities for predicting the complicated course of the early postoperative period in patients with acquired VHD (p=0,008).

Кардиохирургияльщ наукастардьщ операциядан кейшп acrçbiHFaH aFbiMbiHbirç ьщтималдь^ын болжау

Корреспонденция уш'ш автор: Сагатов I.E. - ЕЗЖбвл/м/н/ц мeцгepушici, «A.M. CызFaнaв aтындaFы Улттык Fылыми хирургия apтaлыFы» AK E-mail: inkar_sagatov@mail.ru

Мудделер кактыгысы

Aвтapлap мYддeлep KaKmFbicbmbiH, жокть^ын мэлiмдeйдi

Туйш свздер

aпepaциялык Kayin, EuroSCORE-II, Aristotle Basic Complexity score

Саратов 1.Е.1, Уэлиева А.Е.2

1«А.Н. Сыз?анов атында?ы Улттык, ?ылыми хирургия орталь™» АК,, Алматы к,., Казахстан 2Эл-Фараби атында?ы Казак ¥лттык, университету Алматы к., Казак,стан

Ацдатпа

Зерттеудiц мацсаты - эр тYрлi топтарда€ы журетц туа бткен акауы (ЖТБА), журемц какпакшалы ауруы (ЖКА) жэне журетц ишемиялык ауруы (ЖИА) бар наукастардын ен ыктимал операциялык Ka^nÍH EuroSCORE жэне ABC score шкалаларын колдана отырып модельдеу. Материал жэне эдстер. 2011 жылдан 2019 xbrnfa дейiнгi кезенде А.Н. Сызганов антында€ы YFXO-н кардиохирургия бвлiмшесiне жаткызыл€ан барль^ы 559 наукас операция алдында тексер^ жэне олар оталык ем кабылдады. Олардын iшiнде ЖТБА-н эр тYрлi формалары бар 327 (58,5%) наукас, жекеленген жэне косарламан ЖКА-мен 120 (21,5%) наукас жэне ЖИА-н созылмалы тYрлерiмен 112 (20,0%) наукас болды. Нэтижелер. АВС score бойынша ЖТБА-ы бар наукастардын операциялык кауп орта есеппен 6,6±3,8 баллды курады, бул екiншi курделшк денгейiне сэйкес келдi. Бул жардайда максималды мэн 21,5-ке жет, ал минималды мэн 3,0 баллды курады. ЖТБА-ы бар жэне операциядан кейЫ аскыюан а€ымы бар наукастарда АВС score упайына сэйкес операциялык кауп 8,35±4,1 баллды (3,0-17,5) кураса, ал операциядан кейiнгi кезеннiн аскынбаран арымы бар наукастарда статистикалык манызды айырмашылыкпен (p=0,002) 6,34±3,5 баллды (3,0-2,5) курады. EuroSCORE шкаласынын логистикалык кврсеткiштерiнiн статистикалык талда-уы кврсеткендей, ЖКА-ы жэне операциядан кейiнгi аскынбаран арымы бар наукастарда олар едэуiр твмен жэне а€ымы аскынЕан наукастармен салыстыртанда айтарлыктай айырмашылык кврсетл: 4,1±3,6% карсы 12,9±14,0% (p=0,008). Осыпан уксас жардай созылмалы ЖИА-ы бар наукастардын EuroSCORE шкаласынын логистикалык кврсеткiштерiн талдау барысында байкалды: сэйкеанше 8,8± 10,2% карсы 3,6±3,4% (p=0,003). Цорытынды. Эр тYрлiЖТБА-ы бар наукастарда АВС score кврсеткiшi бойынша операциялык кауп операциядан кейiнгi аскынан жэне аскынбаран кезендерi статистикалык туррыдан айтарлыктай ерекшелендi (p=0,002). Каупт багалауга арнал€ан EuroSCORE стратификациялык шкаласы ЖКА-ы бар наукастардын операциядан кейiнгi ерте кезен^н аскыюан атмын болжаудын белгл бiр мYмкiндiктерiн усынады (p=0,008).

Прогнозирование вероятности осложненного послеоперационного течения у пациентов кардиохирургического профиля

Сагатов И.Е.1, Уалиева А.Е.2

1АО «Национальный научный центр хирургии им. А.Н. Сызганова», г. Алматы, Казахстан, 2Казахский Национальный университет им. Аль-Фараби, г. Алматы, Казахстан

Аннотация

Цель исследования - используя EuroSCORE и ABC score смоделировать наиболее вероятные операционные риски у пациентов в различных группах: с врожденными пороками сердца, приобретенными клапанными пороками сердца и ишемической болезнью сердца. Материал и методы. Перед хирургической операцией было обследовано и подвергнуто оперативной коррекции всего 559 пациентов, находившихся на стационарном лечении в отделении кардиохирургии ННЦХ им. А.Н. Сызганова в период с 2011 по 2019 год, из них 327 (58,5%) пациентов с различными формами ВПС, 120 (21,5%) пациентов с изолированными и комбинированными ППС и 112 (20,0%) - с хроническими формами ИБС. Результаты. По шкале ABC score операционный риск у пациентов с ВПС в среднем составил 6,6±3,8 балла, что соответствовало 2-му уровню сложности. При этом максимальное значение достигало 21,5, а минимальное значение составляло 3,0 балла. Операционный риск по шкале ABC score у пациентов с ВПС и осложненным послеоперационным течением составил 8,35±4,1 балла (3,0-17,5), а у пациентов с гладким течением послеоперационного периода - 6,34±3,5 балла (3,0-21,5) при статистически достоверном различии (р=0,002). Статистический анализ логистических показателей шкалы EuroSCORE показал, что у пациентов с ППС и гладким послеоперационным течением они были значительно ниже и с достоверным различием по сравнению с пациентами, имевшими осложненное течение: 4,1±3,6% против 12,9±14,0% (p=0,008). Похожее положение дел прослеживалось и при анализе логистических показателей шкалы EuroSCORE у пациентов с хроническими формами ИБС: 3,6±3,4% против 8,8± 10,2% соответственно (р=0,003). Заключение. Операционный риск по шкале ABC score у пациентов с различными видами ВПС статистически достоверно отличается у пациентов с осложненным и гладким послеоперационными течениями (р=0,002). Стратификационная шкала оценки риска EuroSCORE представляет определенные возможности при прогнозировании осложненного течения раннего послеоперационного периода у пациентов с приобретенными клапанными пороками сердца (р=0,008).

Автор для корреспонденции: Сагатов И.Е. - руководитель отдела менеджмента НИР, АО «Национальный научный центр хирургии им. А.Н. Сызганова». E-mail: inkar_sagatov@mail.ru

Конфликт интересов

Авторы заявляют об отсутствии конфликта интересов

Ключевые слова

операционный риск, EuroSCORE-II, Aristotle Basic Complexity score

Introduction

As a general rule, assessing the risks associated with cardiac surgery, considers factors such as compensation, comorbidity, age, complexity of anatomy, time of artificial circulation, time of aortic clamping, depth of hypothermia, methods of protection of ischemic myocardium, experience of the surgeon, category of complexity of surgical interventions, equipment of the clinic and others [1-4]. In this regard, it is obvious that cardiac surgeons need to use one or more unified operative risk assessment scales in order to have more information about the frequency and nature of possible complications in the early postoperative period. However, as experience shows, in most cases there is an underestimation of the prognostic capabilities of stratification systems, which, among other things, can lead to an undesirable outcome of the disease with an adequate method of treatment [1-4].

The aim of the study is to stratify and model the most probable operative risks in patients in different groups: with congenital heart defects, acquired valvular heart disease and coronary heart disease using EuroSCORE and Aristotle Basic Complexity score.

Material and methods

559 patients, who were in inpatient treatment at A.N. Syzganov NSCS's department of Cardiac

Surgery in the period from 2011 to 2019 were examined and underwent surgical correction before the surgery, 327 (58.5%) patients with various forms of congenital heart disease (CHD), 120 (21.5%) patients with isolated and combined acquired valvular heart disease (VHD) and 112 (20.0%) - with ischemic heart disease (IHD). General characteristics of patients are demonstrated in Table 1.

The mean age of patients with CHD at the time of surgery was 19.6±14.8 years. The youngest of the patients was 3 months old and the oldest was 67. Females predominated among the patients (60.9%). These were mainly patients with various types of septal defects, less often - with tetralogy of Fallot, supra- and intracardial forms of partial abnormal drainage of pulmonary veins, incomplete and complete balanced forms of atrioventricular septal defect, rupture of aneurysm of the Valsalva sinus and other obstructive defects and malformations at the level of valves parts of the ventricles.

The average age of patients with acquired VHD at the time of surgery was 48.8±14.3 years. The average age of patients under 40 was 27.3±9.5, over 40 years old - 55.4±7.4. The youngest patient was 10 years old and the oldest 72. Among the patients, males predominated slightly (52.5%). In most cases, plastic and/or prosthetics of the mitral and/or aortic valves were performed in combination with

Table 1.

General characteristics of patients

Characteristic CHD VHD IHD р

1 2 3 1-2 2-3 1-3

Quantity, abs.,% 327 (58,5) 120 (21,5) 112 (20,0) - - -

Mean age, years 19,6±14,8 48,8±14,3 60,8±8,5 <0,05 <0,05 <0,05

Male, abs.,% 128 (39,1) 63 (52,5) 100 (89,3) - - -

Female, abs.,% 199 (60,9) 57 (47,5) 12 (10,7) - - -

Asian race, abs.,% 295 (90,2) 103 (85,8) 74 (66,1) - - -

European race, abs.,% 32 (9,8) 17 (14,2) 38 (33,9) - - -

LV EF, % 68,8±7,2 61,0±11,8 52,7±14,2 <0,05 >0,05 <0,05

Average time of AC, min 123,4±79,2 154,2±59,5 138,3±63,3 >0,05 >0,05 >0,05

Average time of aortic compression, min 75,9±48,8 111,4 ±43,7 84,0±42,4 <0,05 <0,05 >0,05

PCCP, % 52,8 86,0 25,8 - - -

Blood cardioplegia, % 47,2 14,0 74,2 - - -

Resternotomy, % 2,4 9,2 5,4 - - -

Note: EF - ejection fraction; PCCP - pharmaco-cold cardioplegia

suture annuloplasty or tricuspid valve prosthetics or without them, including in a minimally invasive way. In several cases, Kawazoe atrioplasty, radio-frequency ablation (RFA), and thrombectomy from the left atrium and left atrial appendage with liga-tion of the appendage or suturing of the latter from the inside were performed additionally.

The mean age of patients with IHD at the time of surgery was 60.8±8.5. The youngest patient was 35 years old and the oldest 82. Among the patients, males predominated (89.3%). In most cases, the "gold standard" coronary artery bypass grafting in the form of mammary-coronary anastomosis in combination with autovenous bypass, autovenous coronary bypass, beating coronary artery bypass grafting and minimally invasive approach (MIDCAB) was used. Less commonly, coronary artery bypass grafting was combined with left ventricular remodeling according to Dore's or Cooley's techniques and thrombectomy, RFA, as well as with radical correction of concomitant CHD.

To stratify the operative risk, such scales as EuroSCORE - for patients with acquired valvular heart disease and coro nary artery disease, and Aristotle Basic Complexity score - for patients with various types of CHD were used.

Data processing, including statistical data, was carried out using Windows applications (Access, Excel), as well as Statistica 5.5 and programs for calculating stratification scale indicators (euros-core.org; aristotleinstitute.org). Mean values are presented with standard deviation (M ± m). The differences between the mean values were considered significant at p<0.05. Normality criteria were determined by Kolmogorov-Smirnov and Shapiro-Wilk.

Aristotle score

A group of 50 surgeons from 23 countries, representatives of the four largest international societies of pediatric cardiac surgery (STS, EACTS,

Congenital Heart Surgeons Society - CHSS and ECHSA), concluded that the complexity of surgical intervention consists of three factors: the possibility of surgical mortality, the possibility of surgery interventions and surgery technical complexity [1-6].

Each surgery received a score for each of the three factors ranging from 0.5 to 5, forming a score ranging from 1.5 (0.5 + 0.5 + 0.5) to 15 (5 + 5 + 5). Surgical interventions were divided into categories (similar to RACHS-1) by points: Istlevel (from 1.5 to 5.9), 2ndlevel (from 6.0 to 7.9), 3rdlevel (8.0 to 9.9) and 4thlevel (10.0 to 15.0).

EuroSCORE scale (EuroSCORE-II)

The European System for Cardiac Operative Risk Evaluation (EuroSCORE) is a cardiac risk model for predicting mortality after cardiac surgery. The scale was published in 1999 and is based on an international European database of patients undergoing cardiac surgery by the end of 1995 [24-29].

EuroSCORE-II, was first proposed at the annual conference of the European Association of Cardio-thoracic Surgeons (EACTS) in Lisbon in 2011 [7]. Unlike the previous version, EuroSCORE-II allows stratification of operative risk, including by the following factors: insulin-dependent diabetes melli-tus; 1-, 2-, 3-, 4th functional class (FC) according to NYHA; angina pectoris of the 4th FC according to CCS; left ventricular function, including left ventricular ejection fraction (EF) <20%; pulmonary hypertension, including the mean pressure in the pulmonary artery of 31-55 mm Hg; volume of surgery: isolated coronary artery bypass grafting, one procedure without coronary artery bypass grafting, two or three procedures [7].

Results

According to the Aristotle Basic Complexity score, the operative risk in patients with CHD av-

Normality criterion

Group Variables Kolmogorov-Smirnov Shapiro-Wilk

Statistics degree of freedom Р Statistics degree of freedom Р

CHD smooth .234 187 .000 .823 187 .000

complicated .162 45 .005 .936 45 .015

VHD smooth .247 32 .000 .699 32 .000

complicated .256 17 .004 .785 17 .001

IHD smooth .212 45 .000 .652 45 .000

complicated .314 14 .001 .662 14 .000

Table 2

Criteria for normality according to Kolmogorov-Smirnov and Shapiro-Wilk

Group Variables N Average Standard deviation Median Interquartile range Р

CHD smooth 187 6.34 3.535 6.00 4 0,002

complicated 45 8.35 4.079 8.00 6

VHD smooth 32 4.09 3.577 3.19 3 0,008

complicated 17 12.85 13.928 7.71 15

IHD smooth 45 3.57 3.359 2.54 3 0,003

complicated 14 8.82 10.172 5.56 6

Table 3

Indicators of operational risk in patients with CHD, VHD and IHD, depending on the course of the early half-operational period

eraged 6.6±3.8 points, which corresponded to the 2nd level of complexity. In this case, the maximum value reached 21.5, and the minimum value was 3.0 points. The operative risk according to the Aristotle Basic Complexity score in patients with CHD and complicated postoperative course was 8.35±4.1 points (3.0-17.5), and in patients with a smooth course of the postoperative period - 6.34±3.5 points (3.0-21.5) with a statistically significant difference (p=0.002).

Since the distribution of all variables is not normal according to the Kolmogorov-Smirnov and Shapiro-Wilk criteria, the Median and interquartile range were also used for comparative assessment.

EuroSCORE scale logistic parameters's statistical analysis showed that in patients with VHD and smooth postoperative course, were significantly lower and with a significant difference compared with patients with complicated course: 4.1±3.6% versus 12.9±14.0 % (p=0.008) (Table 3).

A similar state was observed while analyzing the EuroSCORE scale logistic parameters in patients with chronic forms of IHD: 3.6±3.4% versus 8.8±10.2%, respectively (p=0.003) (Table 3).

According to the obtained results, a rather significant difference in the EuroSCORE scale logistic parameters can be noted in patients with VHD with complicated and smooth postoperative course. And in patients with coronary artery disease with complicated and smooth postoperative course, the difference in indicators was not so significant, although it was more than 2 times higher. As a result of the statistical analysis of the EuroSCORE logistic

indicators in patients with acquired valvular pathology, the following data were obtained: in patients under the age of 40, regardless of the course of the early postoperative period, the indicators were 3.5±2.2%, and in patients over the age of 40 -8.4±5.1% (p=0.397).

Statistically significant differences were found for all indicators, the Mann-Whitney test. The above data are presented more clearly in the diagrams (Fig. 1, 2, 3).

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Discussion

There are numerous works devoted to risk stratification in cardiac surgery using various scalesas Aristotle Basic Complexity score, Aristotle Comprehensive Complexity score, EuroSCORE, EuroSCORE-II, GRACE, Mass-DAC Mortality Risk, PCI Risk score, Risk Adjustment for Congenital Heart Surgery - 1, STS score, STS-EACTS Mortality

Figure 1

Risk stratification in patients with CHD: 1 -smooth, 2 - complicated course (p = 0.002)

Figure 2

Risk stratification in patients with VHD: 1 - smooth, 2 - complicated course (p = 0.008)

Figure 3

Risk stratification in patients with IHD: 1 - smooth, 2 - complicated course (p = 0.003)

score, CRUSADE, SYNTAX score and many others. The predictive value of these scales is known and proven in patients with a large number of cases. The most popular in clinical practice among these stratification scales are EuroSCORE, EuroSCORE-II and

References

SYNTAX score in patients with CAD and VHD, as well as Aristotle Basic Complexity score, RACHS-1, STS-EACTS Mortality score in patients with CHD [16, 8-29].

Taking into account obtained data, in order to ensure the most favorable conditions for surgery and the course of the hospital period in patients with high and significantly high operative risks, it is necessary: to attract additional safety technologies and other auxiliary methods of blood circulation; if necessary, divide operations into stages; if possible, use hybrid operations using modern endovas-cular technologies; refuse any surgical intervention due to an unreasonably high risk of mortality.

Conclusion

Operative risk according to the Aristotle Basic Complexity Score in patients with different types of CHD is statistically significantly different in patients with complicated and smooth postoperative course (p = 0.002).

The EuroSCORE stratification scale for risk assessment presents certain possibilities for predicting the complicated course of the early postoperative period in patients with acquired VHD (p = 0.008).

With high and significantly high operative risks according to the EuroSCORE (p = 0.008, p = 0.003) and Aristotle Basic Complexity Score (p = 0.002) scales, it is necessary to take into account the possible correction of the type, combination, sequence and volume of surgical correction.

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2. Cavalcanti P.E., Santos C.A., Esmeraldo I.M., Chaves M.L., Lins R.F., Lima Rde C. Stratification of complexity in congenital heart surgery: comparative study of the Risk Adjustment for Congenital Heart Surgery (RACHS-1) method, Aristotle basic score and Society of Thoracic Surgeons-European Association for Cardio-Thoracic Surgery (STS-EACTS) mortality score. Rev Bras Cir Cardiovasc. 2015. Mar-Apr. Vol. 30 (2). P. 148-158.

3. Lacour-Gayet F., Clarke D., Jacobs J. et al. The Aristotle score for congenital heart surgery. SeminThorac Cardiovasc Surg Pediatr Card Surg Annu. 2004. № 7. Р. 185-191.

4. Poullis M., Pullan M., Chalmers J., Mediratta N. The validity of the original EuroSCORE and EuroSCORE II in patients over the age of seventy. Interact Cardiovasc Thorac Surg. 2015. Feb. Vol. 20 (2). P. 172-177.

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10,

Wang T.K., Harmos S., Gamble G.D., Ramanathan T., Ruygrok P.N. Performance of contemporary surgical risk scores for mitral valve surgery. J Card Surg. 2017. Mar. Vol. 32 (3). P. 172-176. The manuscript which supports the new model is being submitted for publication. The new model has been validated by the EuroSCORE Project Group and awaits validation by users worldwide. It was presented at EACTS in Lisbon on 3rd. 2011. Oct. Khairy P, Ionescu-Ittu R, Mackie AS, Abraha-mowicz M, Pilote L, Marelli AJ. Changing mortality in congenital heart disease. J Am Coll Cardiol. 2010;56(14):1149-1157.

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25. Roques F, Michel P, Goldstone AR, Nashef SA. The logistic EuroSCORE. Eur Heart J. 2003 May;24(9):882-3

26. Nashef SA, Roques F, Hammill BG, Peterson ED, Michel P, Grover FL, Wyse RK, Ferguson TB. Validation of European System for Cardiac Operative Risk Evaluation (EuroSCORE) in North American cardiac surgery. Eur J Cardiothorac Surg. 2002 Jul;22(1):101-5.

27. Roques F, Nashef SA, Michel P, Gauducheau E, de Vincentiis C, Baudet E, Cortina J, David M, Faichney A, Gabrielle F, Gams E, Harjula A, Jones MT, Pintor PP, Salamon R, Thulin L. Risk factors and outcome in European cardiac surgery: analysis of the EuroSCORE multinational database of 19030 patients. Eur J Cardiothorac Surg. 1999 Jun;15(6):816-22; discussion 822-3.

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29. Sagatov I.Y., Medeubekov U.S. Dynamics of urine neutrophil gelatinase-associated lipocalin in cardiac surgery patients in the near term after surgery. Chirurgia 2019 April;32(2):59-61. DOI: 10.23736/ S0394-9508.18.04797-6

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