RESUMO
BACKGROUND: Among low-risk patients with severe, symptomatic aortic stenosis who are eligible for both transcatheter aortic-valve implantation (TAVI) and surgical aortic-valve replacement (SAVR), data are lacking on the appropriate treatment strategy in routine clinical practice. METHODS: In this randomized noninferiority trial conducted at 38 sites in Germany, we assigned patients with severe aortic stenosis who were at low or intermediate surgical risk to undergo either TAVI or SAVR. Percutaneous- and surgical-valve prostheses were selected according to operator discretion. The primary outcome was a composite of death from any cause or fatal or nonfatal stroke at 1 year. RESULTS: A total of 1414 patients underwent randomization (701 to the TAVI group and 713 to the SAVR group). The mean (±SD) age of the patients was 74±4 years; 57% were men, and the median Society of Thoracic Surgeons risk score was 1.8% (low surgical risk). The Kaplan-Meier estimate of the primary outcome at 1 year was 5.4% in the TAVI group and 10.0% in the SAVR group (hazard ratio for death or stroke, 0.53; 95% confidence interval [CI], 0.35 to 0.79; P<0.001 for noninferiority). The incidence of death from any cause was 2.6% in the TAVI group and 6.2% in the SAVR group (hazard ratio, 0.43; 95% CI, 0.24 to 0.73); the incidence of stroke was 2.9% and 4.7%, respectively (hazard ratio, 0.61; 95% CI, 0.35 to 1.06). Procedural complications occurred in 1.5% and 1.0% of patients in the TAVI and SAVR groups, respectively. CONCLUSIONS: Among patients with severe aortic stenosis at low or intermediate surgical risk, TAVI was noninferior to SAVR with respect to death from any cause or stroke at 1 year. (Funded by the German Center for Cardiovascular Research and the German Heart Foundation; DEDICATE-DZHK6 ClinicalTrials.gov number, NCT03112980.).
Assuntos
Estenose da Valva Aórtica , Substituição da Valva Aórtica Transcateter , Idoso , Feminino , Humanos , Masculino , Valva Aórtica/cirurgia , Estenose da Valva Aórtica/cirurgia , Estenose da Valva Aórtica/mortalidade , Próteses Valvulares Cardíacas , Implante de Prótese de Valva Cardíaca/efeitos adversos , Implante de Prótese de Valva Cardíaca/métodos , Implante de Prótese de Valva Cardíaca/mortalidade , Estimativa de Kaplan-Meier , Acidente Vascular Cerebral/epidemiologia , Acidente Vascular Cerebral/etiologia , Acidente Vascular Cerebral/mortalidade , Substituição da Valva Aórtica Transcateter/efeitos adversos , Substituição da Valva Aórtica Transcateter/instrumentação , Substituição da Valva Aórtica Transcateter/métodos , Substituição da Valva Aórtica Transcateter/mortalidade , Fatores de Risco , AlemanhaRESUMO
One in six ischaemic stroke patients has an embolic stroke of undetermined source (ESUS), defined as a stroke with unclear aetiology despite recommended diagnostic evaluation. The overall cardiovascular risk of ESUS is high and it is important to optimize strategies to prevent recurrent stroke and other cardiovascular events. The aim of clinicians when confronted with a patient not only with ESUS but also with any other medical condition of unclear aetiology is to identify the actual cause amongst a list of potential differential diagnoses, in order to optimize secondary prevention. However, specifically in ESUS, this may be challenging as multiple potential thromboembolic sources frequently coexist. Also, it can be delusively reassuring because despite the implementation of specific treatments for the individual pathology presumed to be the actual thromboembolic source, patients can still be vulnerable to stroke and other cardiovascular events caused by other pathologies already identified during the index diagnostic evaluation but whose thromboembolic potential was underestimated. Therefore, rather than trying to presume which particular mechanism is the actual embolic source in an ESUS patient, it is important to assess the overall thromboembolic risk of the patient through synthesis of the individual risks linked to all pathologies present, regardless if presumed causally associated or not. In this paper, a multi-disciplinary panel of clinicians/researchers from various backgrounds of expertise and specialties (cardiology, internal medicine, neurology, radiology and vascular surgery) proposes a comprehensive multi-dimensional assessment of the overall thromboembolic risk in ESUS patients through the composition of individual risks associated with all prevalent pathologies.
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AVC Embólico , Humanos , AVC Embólico/etiologia , AVC Embólico/diagnóstico , Consenso , Fatores de Risco , Medição de Risco , Europa (Continente)RESUMO
Valvular heart disease (VHD) is the next epidemic in the cardiovascular field, affecting millions of people worldwide and having a major impact on health care systems. With aging of the population, the incidence and prevalence of VHD will continue to increase. However, VHD has not received the attention it deserves from both the public and policymakers. Despite important advances in the pathophysiology, natural history, management, and treatment of VHD including the development of transcatheter therapies, VHD remains underdiagnosed, identified late, and often undertreated with inequality in access to care and treatment options, and there is no medication that can prevent disease progression. The present review article discusses these gaps in the management of VHD and potential actions to undertake to improve the outcome of patients with VHD.
Assuntos
Doenças das Valvas Cardíacas , Humanos , Doenças das Valvas Cardíacas/diagnóstico , Doenças das Valvas Cardíacas/epidemiologia , Doenças das Valvas Cardíacas/terapiaRESUMO
AIMS: To provide population-based data on the prevalence and clinical significance of immune deficiency syndromes (IDS) associated with congenital heart disease (CHD). METHODS AND RESULTS: Utilizing administrative German Health System data the prevalence of increased susceptibility to infection (ISI) or confirmed IDS was assessed in CHD patients and compared with an age-matched non-congenital control group. Furthermore, the prognostic significance of IDS was assessed using all-cause mortality and freedom from emergency hospital admission. A total of 54 449 CHD patients were included. Of these 14 998 (27.5%) had ISI and 3034 (5.6%) had a documented IDS (compared with 2.9% of the age-matched general population). During an observation period of 394 289 patient-years, 3824 CHD patients died, and 31 017 patients experienced a combined event of all-cause mortality or emergency admission. On multivariable Cox proportional-hazard analysis, the presence of ISI [hazard ratio (HR): 2.14, P < 0.001] or documented IDS (HR: 1.77, P = 0.035) emerged as independent predictors of all-cause mortality. In addition, ISI and confirmed IDS were associated with a significantly higher risk of emergency hospital admission (P = 0.01 for both on competing risk analysis) during follow-up. CONCLUSION: Limited immune competence is common in CHD patients and associated with an increased risk of morbidity and mortality. This highlights the need for structured IDS screening and collaboration with immunology specialists as immunodeficiency may be amenable to specific therapy. Furthermore, studies are required to assess whether IDS patients might benefit from intensified antibiotic shielding or tailored prophylaxis.
Assuntos
Cardiopatias Congênitas , Hospitalização , Humanos , Fatores de Risco , Cardiopatias Congênitas/complicações , Cardiopatias Congênitas/epidemiologia , Medição de Risco , Modelos de Riscos ProporcionaisRESUMO
Atrial septal defects (ASDs) represent the most common congenital heart defect diagnosed in adulthood. Although considered a simple defect, challenges in optimal diagnostic and treatment options still exist due to great heterogeneity in terms of anatomy and time-related complications primarily arrhythmias, thromboembolism, right heart failure and, in a subset of patients, pulmonary arterial hypertension (PAH). Atrial septal defects call for tertiary expertise where all options may be considered, namely catheter vs. surgical closure, consideration of pre-closure ablation for patients with atrial tachycardia and suitability for closure or/and targeted therapy for patients with PAH. This review serves to update the clinician on the latest evidence, the nuances of optimal diagnostics, treatment options, and long-term follow-up care for patients with an ASD.
Assuntos
Comunicação Interatrial , Hipertensão Arterial Pulmonar , Adulto , Arritmias Cardíacas/complicações , Cateterismo Cardíaco , Comunicação Interatrial/complicações , Comunicação Interatrial/diagnóstico , Comunicação Interatrial/cirurgia , Humanos , Resultado do TratamentoRESUMO
AIMS: The aim of this study was to provide population-based data on the healthcare provision for adults with congenital heart disease (ACHD) and the impact of cardiology care on morbidity and mortality in this vulnerable population. METHODS AND RESULTS: Based on administrative data from one of the largest German Health Insurance Companies, all insured ACHD patients (<70 years of age) were included. Patients were stratified into those followed exclusively by primary care physicians (PCPs) and those with additional cardiology follow-up between 2014 and 2016. Associations between level of care and outcome were assessed by multivariable/propensity score Cox analyses. Overall, 24 139 patients (median age 43 years, 54.8% female) were included. Of these, only 49.7% had cardiology follow-up during the 3-year period, with 49.2% of patients only being cared for by PCPs and 1.1% having no contact with either. After comprehensive multivariable and propensity score adjustment, ACHD patients under cardiology follow-up had a significantly lower risk of death [hazard ratio (HR) 0.81, 95% confidence interval (CI) 0.67-0.98; P = 0.03) or major events (HR 0.85, 95% CI 0.78-0.92; P < 0.001) compared to those only followed by PCPs. At 3-year follow-up, the absolute risk difference for mortality was 0.9% higher in ACHD patients with moderate/severe complexity lesions cared by PCPs compared to those under cardiology follow-up. CONCLUSION: Cardiology care compared with primary care is associated with superior survival and lower rates of major complications in ACHD. It is alarming that even in a high resource setting with well-established specialist ACHD care approximately 50% of contemporary ACHD patients are still not linked to regular cardiac care. Almost all patients had at least one contact with a PCP during the study period, suggesting that opportunities to refer patients to cardiac specialists were missed at PCP level. More efforts are required to alert PCPs and patients to appropriate ACHD care.
Assuntos
Cardiologia , Cardiopatias Congênitas , Adulto , Atenção à Saúde , Feminino , Cardiopatias Congênitas/terapia , Humanos , Masculino , Morbidade , Modelos de Riscos ProporcionaisRESUMO
Adult congenital heart disease (ACHD) patients represent a growing population with increasing use of acute emergency department (ED) care. Providing comprehensive ED care necessitates an understanding of the most common clinical scenarios to improve morbidity and mortality in this population. The aim of this position document is to provide a consensus regarding the management of the most common clinical scenarios of ACHD patients presenting to the ED.
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Medicina de Emergência , Cardiopatias Congênitas , Cirurgia Torácica , Adulto , Consenso , Serviço Hospitalar de Emergência , Cardiopatias Congênitas/cirurgia , HumanosRESUMO
AIMS: The aim of this study was to provide population-based data on maternal and neonatal complications and outcome in the pregnancies of women with congenital heart disease (CHD). METHODS AND RESULTS: Based on administrative data from one of the largest German Health Insurance Companies (BARMER GEK, â¼9 million members representative for Germany), all pregnancies in women with CHD between 2005 and 2018 were analysed. In addition, an age-matched non-CHD control group was included for comparison and the association between adult CHD (ACHD) and maternal or neonatal outcomes investigated. Overall, 7512 pregnancies occurred in 4015 women with CHD. The matched non-CHD control group included 6502 women with 11 225 pregnancies. Caesarean deliveries were more common in CHD patients (40.5% vs. 31.5% in the control group; P < 0.001). There was no excess mortality. Although the maternal complication rate was low in absolute terms, women with CHD had a significantly higher rate of stroke, heart failure and cardiac arrhythmias during pregnancy (P < 0.001 for all). Neonatal mortality was low but also significantly higher in the ACHD group (0.83% vs. 0.22%; P = 0.001) and neonates to CHD mothers had low/extremely low birth weight or extreme immaturity (<0.001) or required resuscitation and mechanical ventilation more often compared to non-CHD offspring (P < 0.001 for both). On multivariate logistic regression maternal defect complexity, arterial hypertension, heart failure, prior fertility treatment, and anticoagulation with vitamin K antagonists emerged as significant predictors of adverse neonatal outcome (P < 0.05 for all). Recurrence of CHD was 6.1 times higher in infants to ACHD mothers compared to controls (P < 0.0001). CONCLUSIONS: This population-based study illustrates a reassuringly low maternal mortality rate in a highly developed healthcare system. Nevertheless, maternal morbidity and neonatal morbidity/mortality were significantly increased in women with ACHD and their offspring compared to non-ACHD controls highlighting the need of specialized care and pre-pregnancy counselling.
Assuntos
Cardiopatias Congênitas , Complicações Cardiovasculares na Gravidez , Cesárea , Feminino , Cardiopatias Congênitas/complicações , Cardiopatias Congênitas/epidemiologia , Humanos , Gravidez , Complicações Cardiovasculares na Gravidez/epidemiologia , Resultado da Gravidez/epidemiologia , Estudos RetrospectivosRESUMO
OBJECTIVES: To investigate 4-year, post-transcatheter aortic valve implantation (TAVI) survival and predictors of survival by sex, in a real-world cohort that underwent transfemoral TAVI with SAPIEN 3 transcatheter heart valve. BACKGROUND: Previous TAVI investigations of first-generation devices demonstrated an early- to mid-term survival advantage in women compared with men. METHODS: SOURCE 3 (SAPIEN 3 Aortic Bioprosthesis European Outcome) is a post-approval, multicentre, observational registry. Patients (N = 1,694, 49.2% women, age 81.7 ± 6.7 years) with severe aortic stenosis and high surgical risk (logistic EuroSCORE 17.8%) underwent TAVI between 2014 and 2015. Kaplan-Meier event estimates were used to determine mortality by sex. Predictors of overall mortality were identified using a cox multivariate proportional hazard model. RESULTS: At 4 years, women had lower all-cause mortality than men (36.0 vs 39.7%; p = .0911; HR: 0.87 [95% CI: 0.75-1.02]). No difference was observed for cardiac mortality between women 24.2% and men 24.7% (p = .76; HR: 0.97 [95% CI: 0.79-1.19]). When adjusted for baseline characteristics (age, height, weight, NYHA functional class, renal insufficiency, EuroScore, and tricuspid regurgitation), sex had no impact on mortality. CONCLUSIONS: In this large, real-world cohort, all-cause mortality trended lower in women than men at 4 years post TAVI; however, several baseline factors, but not sex, were predictors of mortality. No difference between sexes was observed for cardiovascular mortality.
Assuntos
Estenose da Valva Aórtica , Próteses Valvulares Cardíacas , Substituição da Valva Aórtica Transcateter , Valva Aórtica/diagnóstico por imagem , Valva Aórtica/cirurgia , Estenose da Valva Aórtica/diagnóstico por imagem , Estenose da Valva Aórtica/cirurgia , Feminino , Humanos , Masculino , Sistema de Registros , Fatores de Risco , Substituição da Valva Aórtica Transcateter/efeitos adversos , Resultado do TratamentoRESUMO
Current management of valvular heart disease (VHD) seeks to optimize long-term outcome by timely intervention. Recommendations for treatment of patients with symptoms due to severe valvular disease are based on a foundation of solid evidence. However, when to intervene in asymptomatic patients remains controversial and decision requires careful individual weighing of the potential benefits against the risk of intervention and its long-term consequences. The primary rationale for earlier intervention is prevention of irreversible left ventricular (LV) myocardial changes that might result in later clinical symptoms and adverse cardiac events. A number of outcome predictors have been identified that facilitate decision-making. This review summarizes current recommendations and discusses recently published data that challenge them suggesting even earlier intervention. In adults with asymptomatic aortic stenosis (AS), emerging risk markers include very severe valve obstruction, elevated serum natriuretic peptide levels, and imaging evidence of myocardial fibrosis or increased extracellular myocardial volume. Currently, transcatheter aortic valve implantation (TAVI) is not recommended for treatment of asymptomatic severe AS although this may change in the future. In patients with aortic regurgitation (AR), the potential benefit of early intervention in preventing LV dilation and dysfunction must be balanced against the long-term risk of a prosthetic valve, a particular concern because severe AR often occurs in younger patients with a congenital bicuspid valve. In patients with mitral stenosis, the option of transcatheter mitral balloon valvotomy tilts the balance towards earlier intervention to prevent atrial fibrillation, embolic events, and pulmonary hypertension. When chronic severe mitral regurgitation is due to mitral valve prolapse, anatomic features consistent with a high likelihood of a successful and durable valve repair favour early intervention. The optimal timing of intervention in adults with VHD is a constantly changing threshold that depends not only on the severity of valve disease but also on the safety, efficacy, and long-term durability of our treatment options.
Assuntos
Insuficiência da Valva Aórtica , Estenose da Valva Aórtica , Doenças das Valvas Cardíacas , Implante de Prótese de Valva Cardíaca , Insuficiência da Valva Mitral , Adulto , Estenose da Valva Aórtica/cirurgia , Doenças das Valvas Cardíacas/cirurgia , Humanos , Valva Mitral , Insuficiência da Valva Mitral/cirurgia , Resultado do TratamentoRESUMO
AIMS: To evaluate the use of novel oral anticoagulants (NOACs) compared with vitamin K antagonists (VKAs) in adult congenital heart disease (ACHD) and assess outcome in a nationwide analysis. METHODS AND RESULTS: Using data from one of Germany's largest Health Insurers, all ACHD patients treated with VKAs or NOACs were identified and changes in prescription patterns were assessed. Furthermore, the association between anticoagulation regimen and complications including mortality was studied. Between 2005 and 2018, the use of oral anticoagulants in ACHD increased from 6.3% to 12.4%. Since NOACs became available their utilization increased constantly, accounting for 45% of prescribed anticoagulants in ACHD in 2018. Adult congenital heart disease patients on NOACs had higher thromboembolic (3.8% vs. 2.8%), MACE (7.8% vs. 6.0%), bleeding rates (11.7% vs. 9.0%), and all-cause mortality (4.0% vs. 2.8%; all P < 0.05) after 1 year of therapy compared with VKAs. After comprehensive adjustment for patient characteristics, NOACs were still associated with increased risk of MACE (hazard rate-HR 1.22; 95% CI 1.09-1.36) and increased all-cause mortality (HR 1.43; 95% CI 1.24-1.65; both P < 0.001), but also bleeding (HR 1.16; 95% CI 1.04-1.29; P = 0.007) during long-term follow-up. CONCLUSION: Despite the lack of prospective studies in ACHD, NOACs are increasingly replacing VKAs and now account for almost half of all oral anticoagulant prescriptions. Particularly, NOACs were associated with excess long-term risk of MACE, and mortality in this nationwide analysis, emphasizing the need for prospective studies before solid recommendations for their use in ACHD can be provided.
Assuntos
Anticoagulantes , Fibrilação Atrial , Cardiopatias Congênitas , Acidente Vascular Cerebral , Administração Oral , Adulto , Anticoagulantes/administração & dosagem , Anticoagulantes/efeitos adversos , Fibrilação Atrial/tratamento farmacológico , Cardiopatias Congênitas/complicações , Cardiopatias Congênitas/tratamento farmacológico , Humanos , Padrões de Prática Médica , Estudos Prospectivos , Acidente Vascular Cerebral/tratamento farmacológico , Vitamina KRESUMO
Permanent pacemaker implantation (PPI) is a widely recognized complication associated with TAVI (incidence up to 20%). Smaller registries have identified several variables associated with PPI. The objective was to validate patient- and transcatheter aortic valve implantation (TAVI)-related procedural variables associated with PPI. We performed a retrospective analysis of patients from six European centers undergoing TAVI with the Edwards SAPIEN 3 prosthesis. Baseline variables and pre-procedural ECG characteristics and CT-scans were taken into account. Data for 1745 patients were collected; 191 (10.9%) required PPI after TAVI. The baseline variables pulmonary hypertension (OR 1.64; 95% CI 1.01-2.59), QRS duration > 117 ms (OR 2.58; 95% CI 1.73-3.84), right bundle branch block (RBBB; OR 5.14; 95% CI 3.39-7.72), left anterior hemi block (OR 1.92; 95% CI 1.19-3.02) and first-degree atrioventricular block (AVB, OR 1.63; 95%CI 1.05-2.46) were significantly associated with PPI. RBBB (OR 8.11; 95% CI 3.19-21.86) and first-degree AVB (OR 2.39; 95% CI 1.18-4.66) remained significantly associated in a multivariate analysis. Procedure-related variables included access site (TF; OR 1.97; 95% CI 1.07-4.05), implanted valve size (29 mm; OR 1.88; 95% CI 1.35-2.59), mean TAVI valve implantation depth below the annulus > 30% (OR 3.75; 95% CI 2.01-6.98). Patients receiving PPI had longer ICU stays and later discharges. Acute kidney injury stage 2/3 was more common in patients with PPI until discharge (15.2 vs. 3.1%; p = 0.007), but was not statistically significant thereafter. Further differences in outcomes at 30 days did not reach significance. The data will aid pre- and post-procedural patient management and prevent adverse long-term outcomes.Clinical Trial: NCT03497611.
Assuntos
Estenose da Valva Aórtica/cirurgia , Valva Aórtica/cirurgia , Valvuloplastia com Balão/efeitos adversos , Estimulação Cardíaca Artificial , Bloqueio Cardíaco/terapia , Frequência Cardíaca , Próteses Valvulares Cardíacas , Marca-Passo Artificial , Substituição da Valva Aórtica Transcateter/instrumentação , Idoso , Idoso de 80 Anos ou mais , Valva Aórtica/diagnóstico por imagem , Valva Aórtica/fisiopatologia , Estenose da Valva Aórtica/diagnóstico por imagem , Estenose da Valva Aórtica/fisiopatologia , Europa (Continente) , Feminino , Bloqueio Cardíaco/diagnóstico , Bloqueio Cardíaco/etiologia , Bloqueio Cardíaco/fisiopatologia , Humanos , Masculino , Sistema de Registros , Estudos Retrospectivos , Medição de Risco , Fatores de Risco , Fatores de Tempo , Substituição da Valva Aórtica Transcateter/efeitos adversos , Resultado do TratamentoRESUMO
BACKGROUND: Deep learning algorithms are increasingly used for automatic medical imaging analysis and cardiac chamber segmentation. Especially in congenital heart disease, obtaining a sufficient number of training images and data anonymity issues remain of concern. METHODS: Progressive generative adversarial networks (PG-GAN) were trained on cardiac magnetic resonance imaging (MRI) frames from a nationwide prospective study to generate synthetic MRI frames. These synthetic frames were subsequently used to train segmentation networks (U-Net) and the quality of the synthetic training images, as well as the performance of the segmentation network was compared to U-Net-based solutions trained entirely on patient data. RESULTS: Cardiac MRI data from 303 patients with Tetralogy of Fallot were used for PG-GAN training. Using this model, we generated 100,000 synthetic images with a resolution of 256 × 256 pixels in 4-chamber and 2-chamber views. All synthetic samples were classified as anatomically plausible by human observers. The segmentation performance of the U-Net trained on data from 42 separate patients was statistically significantly better compared to the PG-GAN based training in an external dataset of 50 patients, however, the actual difference in segmentation quality was negligible (< 1% in absolute terms for all models). CONCLUSION: We demonstrate the utility of PG-GANs for generating large amounts of realistically looking cardiac MRI images even in rare cardiac conditions. The generated images are not subject to data anonymity and privacy concerns and can be shared freely between institutions. Training supervised deep learning segmentation networks on this synthetic data yielded similar results compared to direct training on original patient data.
Assuntos
Imagem Cinética por Ressonância Magnética/métodos , Interpretação de Imagem Radiográfica Assistida por Computador/métodos , Tetralogia de Fallot/diagnóstico por imagem , Adolescente , Algoritmos , Aprendizado Profundo , Feminino , Humanos , Masculino , Estudos Prospectivos , Aprendizado de Máquina Supervisionado , Adulto JovemRESUMO
Congenital heart disease (CHD) is the most common inborn defect. Due to advances in paediatric care, surgical, and catheter procedures the number of adults with CHD has grown remarkably in recent years. Most of these patients, however, have residua from their original operation/s and require life-long care, many of them are subjected to further haemodynamic and electrophysiological interventions during adulthood. While such re-do surgical or catheter interventions together with device therapy and transplantation play a key therapeutic role, increasingly, adults with CHD require drug therapy for late complications namely heart failure (HF), arrhythmias, pulmonary and systemic hypertension, thromboembolic events, etc. Unlike other cardiovascular areas, drug therapy in adult CHD is based on scarce clinical data and remains largely empiric. Consequently, pharmacological therapies are individualized to ameliorate patients' symptoms and/or degree of haemodynamic impairment. Thus far, recommendations have been difficult to make and formalized guidelines on drug therapy are lacking. We review herewith the rationale, limited evidence and knowledge gaps regarding drug therapy in this growing cardiovascular field and discuss pharmacotherapy options in specific conditions namely HF, arrhythmias, thrombosis, pulmonary arterial hypertension, contraception, and pregnancy.
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Arritmias Cardíacas/tratamento farmacológico , Tratamento Farmacológico/métodos , Cardiopatias Congênitas/tratamento farmacológico , Insuficiência Cardíaca/tratamento farmacológico , Adulto , Anticoncepção/ética , Anticoncepção/métodos , Tratamento Farmacológico/normas , Técnicas Eletrofisiológicas Cardíacas/métodos , Feminino , Cardiopatias Congênitas/complicações , Cardiopatias Congênitas/fisiopatologia , Insuficiência Cardíaca/fisiopatologia , Hemodinâmica/efeitos dos fármacos , Hemodinâmica/fisiologia , Humanos , Hipertensão/tratamento farmacológico , Hipertensão Pulmonar/tratamento farmacológico , Gravidez , Tromboembolia/tratamento farmacológicoRESUMO
AIMS: To assess the utility of machine learning algorithms on estimating prognosis and guiding therapy in a large cohort of patients with adult congenital heart disease (ACHD) or pulmonary hypertension at a single, tertiary centre. METHODS AND RESULTS: We included 10 019 adult patients (age 36.3 ± 17.3 years) under follow-up at our institution between 2000 and 2018. Clinical and demographic data, ECG parameters, cardiopulmonary exercise testing, and selected laboratory markers where collected and included in deep learning (DL) algorithms. Specific DL-models were built based on raw data to categorize diagnostic group, disease complexity, and New York Heart Association (NYHA) class. In addition, models were developed to estimate need for discussion at multidisciplinary team (MDT) meetings and to gauge prognosis of individual patients. Overall, the DL-algorithms-based on over 44 000 medical records-categorized diagnosis, disease complexity, and NYHA class with an accuracy of 91.1%, 97.0%, and 90.6%, respectively in the test sample. Similarly, patient presentation at MDT-meetings was predicted with a test sample accuracy of 90.2%. During a median follow-up time of 8 years, 785 patients died. The automatically derived disease severity-score derived from clinical information was related to survival on Cox analysis independently of demographic, exercise, laboratory, and ECG parameters. CONCLUSION: We present herewith the utility of machine learning algorithms trained on large datasets to estimate prognosis and potentially to guide therapy in ACHD. Due to the largely automated process involved, these DL-algorithms can easily be scaled to multi-institutional datasets to further improve accuracy and ultimately serve as online based decision-making tools.
Assuntos
Algoritmos , Cardiopatias Congênitas/mortalidade , Hipertensão Pulmonar/mortalidade , Equipe de Assistência ao Paciente/normas , Adulto , Tomada de Decisão Clínica/métodos , Aprendizado Profundo , Eletrocardiografia/métodos , Teste de Esforço/métodos , Seguimentos , Cardiopatias Congênitas/sangue , Cardiopatias Congênitas/fisiopatologia , Cardiopatias Congênitas/terapia , Humanos , Hipertensão Pulmonar/sangue , Hipertensão Pulmonar/fisiopatologia , Hipertensão Pulmonar/terapia , Aprendizado de Máquina , Pessoa de Meia-Idade , Prognóstico , Estudos Retrospectivos , Índice de Gravidade de Doença , Centros de Atenção TerciáriaRESUMO
Transcatheter heart valve interventions have transformed the outcomes of patients with valvular heart disease (VHD) who are unfavourable candidates for surgery. Technological advances have allowed extension of these interventions to younger or lower risk patients and those with other forms of VHD and may in the future permit earlier treatment of VHD in less symptomatic patients or those with moderate disease. The balance of risks and benefits is likely to differ between lower and higher risk patients, and more evidence is needed to evaluate the net benefit of transcatheter technology in these groups. As academic researchers, clinicians, industry, and patient stakeholders collaborate to research these broader indications for transcatheter valve interventions, it is essential to address (i) device durability and deliverability, (ii) specific anatomical needs (e.g. bicuspid aortic valves, aortic regurgitation, mitral and tricuspid valve disease), (iii) operator training, and (iv) the reinforced importance of the multidisciplinary Heart Team.
Assuntos
Doenças das Valvas Cardíacas/cirurgia , Implante de Prótese de Valva Cardíaca/métodos , Próteses Valvulares Cardíacas , Valvas Cardíacas/cirurgia , Implante de Prótese de Valva Cardíaca/instrumentação , Implante de Prótese de Valva Cardíaca/tendências , Humanos , Intervalo Livre de Progressão , Desenho de Prótese , Substituição da Valva Aórtica Transcateter/tendênciasRESUMO
Differences in the benefits of conscious sedation (CS) and general anesthesia (GA) during transfemoral aortic valve implantation (TAVI) are unclear.We aimed to assess differences in procedural and clinical outcomes based on the type of anesthesia received during TAVI.We analyzed SOURCE 3 Registry data for patients who received the SAPIEN 3 valve by type of anesthesia used during TAVI.Of the 1694 TAVI patients, 1027 received CS and 667 received GA. Patients were similar at baseline (81.5 years; Society of Thoracic Surgeons risk score 7.0). Compared with the GA group, the CS group had fewer intra-procedural transesophageal echocardiography (TEE) and post implantation dilatations performed, and less contrast medium was used. The CS group had significantly less kidney injury at 7 days post-procedure than the GA group (0.4% versus 1.5%, P = 0.014). Moderate paravalvular leaks (PVL) occurred more frequently in the CS group versus the GA group (2.2% versus 0.8%; P = 0.041). No severe PVL were reported. Median total hospital length of stay (LOS) after TAVI was 10 days in the CS group and 11 days in the GS group. At 30 days, all-cause death was 2.1% in CS and 1.7% in GS (P = 0.47), and myocardial infarction was 0.2% in CS and 0.1% in GS (P = 0.83).Our analyses found no significant major outcome differences between CS and GA during TAVI.