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1.
J Card Fail ; 2024 Jul 10.
Artículo en Inglés | MEDLINE | ID: mdl-38997000

RESUMEN

BACKGROUND: Sodium-glucose cotransporter-2 inhibitors (SGLT2i) have demonstrated benefit in patients with heart failure, but minimal data exists around the use of these medications in amyloid light-chain cardiomyopathy (AL-CM). We performed a retrospective study assessing the safety and efficacy of SGLT2i in AL-CM. METHODS: We queried our institutional registry and identified 27 AL-CM patients who received SGLT2i. The safety analysis included all 27 patients and assessed SGLT2i-associated adverse events, hospitalizations, and deaths. To decrease confounding, the efficacy analysis included only a subset of patients with stable disease (on stable anti-plasma cell therapy for ≥2 months prior to baseline and achieved at least a hematologic Very Good Partial Response) and compared disease marker changes in these patients (n=17) with those of a contemporaneous untreated control cohort from our registry (n=21). RESULTS: The mean age of the overall population was 68.6 (standard deviation 9.4) years. Seven (14.6%) patients had diabetes, and 19 (39.6%) had chronic kidney disease. In the safety analysis, median follow-up time was 10.9 (interquartile range 7.2) months. Two (7.4%) patients discontinued SGLT2i due to hypovolemia and genital irritation, and 6 (22.2%) additional patients temporarily held SGLT2i due to an adverse event, commonly related to volume depletion. Thirteen hospitalizations, all considered unrelated to SGLT2i use, and no deaths occurred. In the efficacy analysis, SGLT2i-treated patients had more severe disease at baseline than controls, demonstrating significantly higher median troponin-T and loop diuretic dose (P<0.05). Compared with controls, SGLT2i treatment was associated with significantly greater reductions in loop diuretic dose (P<0.001) and NTproBNP (P=0.033) across 3-, 6-, and 12-month follow-up timepoints. SGLT2i treatment was also associated with a significantly greater reduction in mean arterial pressure at 12 months (P=0.031) but not at other timepoints. No significant differences were observed on changes in weight, eGFR, troponin-T, proteinuria, or albumin. CONCLUSIONS: In this small-scale retrospective study, we demonstrate that SGLT2i is well-tolerated by most patients with AL-CM, but volume depletion symptoms may limit continuous use. SGLT2i may aid management of congestion in AL-CM as evidenced by reduced diuretic dose and NTproBNP without adverse renal effects. Larger long-term studies are needed to build on our findings.

3.
J Card Fail ; 2024 Jun 21.
Artículo en Inglés | MEDLINE | ID: mdl-38909877

RESUMEN

BACKGROUND: In the pivotal Tafamidis in Transthyretin Cardiomyopathy Clinical Trial (ATTR-ACT), tafamidis significantly reduced mortality, leading to its approval in many countries for the treatment of transthyretin amyloid cardiomyopathy (ATTR-CM). Real-world evidence on survival in patients with ATTR-CM following tafamidis treatment has not been extensively reported. METHODS AND RESULTS: The Transthyretin Amyloidosis Outcomes Survey (THAOS) was a longitudinal, observational, phase 4 study of patients with transthyretin amyloidosis and asymptomatic participants carrying pathogenic transthyretin variants. Patients from THAOS with a predominantly cardiac phenotype at enrollment were included, and survival was analyzed according to tafamidis treatment status (treated or untreated). Results are based on the completed THAOS dataset. In tafamidis-treated (n=587) and tafamidis-untreated (n=854) patients, respectively, median age at enrollment was 77.7 and 76.4 years, 91.8% and 90.0% were male, and 91.8% and 83.8% had wild-type disease. Survival rates (95% CI) at 30 and 42 months, respectively, were 84.4% (80.5-87.7) and 76.8% (70.9-81.7) in tafamidis-treated patients, and 70.0% (66.4-73.2) and 59.3% (55.2-63.0) in tafamidis-untreated patients. Survival rates in genotype subgroups (wild-type and variant) were similar to the overall cohort. Survival rates were better in a contemporary cohort as reflected by a sensitivity analysis performed on patients enrolled after vs before 2019. No new safety signals were identified. CONCLUSIONS: In this real-world cohort of patients with ATTR-CM, survival rates were higher than in ATTR-ACT and consistent with more recent reports, suggesting early diagnosis and treatment with tafamidis has improved life expectancy in ATTR-CM. These results provide further evidence supporting tafamidis' safety and effectiveness. TRIAL REGISTRATION: ClinicalTrials.gov identifier: NCT00628745.

4.
Adv Ther ; 41(7): 2723-2742, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38833142

RESUMEN

INTRODUCTION: Hereditary transthyretin amyloidosis (ATTRv, also referred to as hATTR; ORPHA 271861) and wild-type ATTR amyloidosis (ATTRwt; ORPHA 330001) are rare, progressive, systemic protein misfolding disorders with heterogeneous clinical presentations. ATTRv and ATTRwt amyloidosis are characterized by the deposition of amyloid fibrils in multiple organs including the heart, nerves, eyes, and soft tissues. The management of ATTR amyloidosis is complex because of its multisystemic nature and progression despite available treatment options. Morbidity is high and there are many unmet medical needs for patients. While contemporary ATTR amyloidosis cohorts are diagnosed earlier, have lower risk disease and lower mortality compared with the previous era, these advances coupled with the emergence of effective disease-modifying therapies have confounded the design of future prospective clinical trials and interpretation of historical control data. MAIN BODY: The Amyloidosis Forum is a public-private partnership between the US Food and Drug Administration Center for Drug Evaluation and Research and the nonprofit Amyloidosis Research Consortium ( www.arci.org ). This article summarizes proceedings from the 21 June 2023 Amyloidosis Forum on advancing drug development in ATTR amyloidosis in an evolving treatment landscape. The Forum focused on elements of clinical trial design to address these challenges and discussed their strengths and weaknesses from multiple stakeholder perspectives (i.e., patient, sponsor, statistician, clinician, and regulatory authorities). CONCLUSION: Given rapid evolution of natural history in ATTR amyloidosis, the utility of historical control data is limited. Leveraging contemporary real-world data is essential for clinical trial design. Evidence generation from clinical trials should address clinically relevant questions. Key factors in successful trial design must be informed by up-to-date data on natural history, prognostic factors, clinically meaningful thresholds, and sharing available clinical trial data. The Amyloidosis Forum includes the community of patients with ATTR amyloidosis, the physicians who treat them, and the sponsors and regulators who collectively stand ready to support further studies in order to develop novel effective therapies.


Asunto(s)
Neuropatías Amiloides Familiares , Desarrollo de Medicamentos , Humanos , Neuropatías Amiloides Familiares/tratamiento farmacológico , Benzoxazoles/uso terapéutico , Oligonucleótidos
5.
Circulation ; 2024 Jun 17.
Artículo en Inglés | MEDLINE | ID: mdl-38881496

RESUMEN

BACKGROUND: Artificial intelligence, particularly deep learning (DL), has immense potential to improve the interpretation of transthoracic echocardiography (TTE). Mitral regurgitation (MR) is the most common valvular heart disease and presents unique challenges for DL, including the integration of multiple video-level assessments into a final study-level classification. METHODS: A novel DL system was developed to intake complete TTEs, identify color MR Doppler videos, and determine MR severity on a 4-step ordinal scale (none/trace, mild, moderate, and severe) using the reading cardiologist as a reference standard. This DL system was tested in internal and external test sets with performance assessed by agreement with the reading cardiologist, weighted κ, and area under the receiver-operating characteristic curve for binary classification of both moderate or greater and severe MR. In addition to the primary 4-step model, a 6-step MR assessment model was studied with the addition of the intermediate MR classes of mild-moderate and moderate-severe with performance assessed by both exact agreement and ±1 step agreement with the clinical MR interpretation. RESULTS: A total of 61 689 TTEs were split into train (n=43 811), validation (n=8891), and internal test (n=8987) sets with an additional external test set of 8208 TTEs. The model had high performance in MR classification in internal (exact accuracy, 82%; κ=0.84; area under the receiver-operating characteristic curve, 0.98 for moderate/severe MR) and external test sets (exact accuracy, 79%; κ=0.80; area under the receiver-operating characteristic curve, 0.98 for moderate or greater MR). Most (63% internal and 66% external) misclassification disagreements were between none/trace and mild MR. MR classification accuracy was slightly higher using multiple TTE views (accuracy, 82%) than with only apical 4-chamber views (accuracy, 80%). In subset analyses, the model was accurate in the classification of both primary and secondary MR with slightly lower performance in cases of eccentric MR. In the analysis of the 6-step classification system, the exact accuracy was 80% and 76% with a ±1 step agreement of 99% and 98% in the internal and external test set, respectively. CONCLUSIONS: This end-to-end DL system can intake entire echocardiogram studies to accurately classify MR severity and may be useful in helping clinicians refine MR assessments.

8.
JACC Adv ; 3(4)2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38694996

RESUMEN

Calcific aortic stenosis can be considered a model for geriatric cardiovascular conditions due to a confluence of factors. The remarkable technological development of transcatheter aortic valve replacement was studied initially on older adult populations with prohibitive or high-risk for surgical valve replacement. Through these trials, the cardiovascular community has recognized that stratification of these chronologically older adults can be improved incrementally by invoking the concept of frailty and other geriatric risks. Given the complexity of the aging process, stratification by chronological age should only be the initial step but is no longer sufficient to optimally quantify cardiovascular and noncardiovascular risk. In this review, we employ a geriatric cardiology lens to focus on the diagnosis and the comprehensive management of aortic stenosis in older adults to enhance shared decision-making with patients and their families and optimize patient-centered outcomes. Finally, we highlight knowledge gaps that are critical for future areas of study.

9.
J Card Fail ; 2024 May 11.
Artículo en Inglés | MEDLINE | ID: mdl-38740174

RESUMEN

BACKGROUND: The Screening for Cardiac Amyloidosis with Nuclear Imaging in Minority Populations study seeks to determine the prevalence of transthyretin cardiac amyloidosis (ATTR-CA) among older Black or Caribbean Hispanic individuals with heart failure and an increased wall thickness. We noticed varied recruitment percentages across the recruiting sites and sought to determine the factors associated with greater percentage enrollment of eligible participants. METHODS: The percentage of enrolled to eligible participants was calculated across study sites. Baseline demographic and clinical characteristics, health literacy, trust in providers, perceived discrimination, area deprivation index (ADI) and English proficiency were compared by site using Kruskal-Wallis's test or one-way ANOVA for continuous variables and the Chi-Square test or Fisher's exact test for categorical variables. Wilcoxon rank sum and Chi-Square tests, with multiple comparisons correction using the false discovery rate (FDR) method, were used as post-hoc analysis when results were statistically significant. RESULTS: Among the four recruiting sites, Boston Medical Center, Columbia University Irving Medical Center, Harlem Hospital and Yale University, which employed different recruitment approaches, the percentage of participants enrolled among eligible participants differed, with the highest rate at Harlem Hospital (n=149 of 310, 48%), followed by Yale University (n=27 of 67, 40%), Boston University (n=247 of 655, 38%), and Columbia University (n=137of 442, 32%), p <0.01. Direct recruitment by the primary cardiovascular care team providing clinical care was associated with higher percent enrolled across sites as were higher education levels and English proficiency. Enrollment differences across sites were not associated with the number of chronic diseases, physician trust, perceived discrimination, or health literacy. CONCLUSIONS: Recruitment of eligible under-represented minorities (URMs) in SCAN-MP was associated with approaches employed in recruitment, including direct initial contact by the primary cardiovascular care team providing the potential participant's clinical care. Such data may help improve approaches to more successful recruitment of URMs in clinical research.

10.
J Card Fail ; 2024 May 20.
Artículo en Inglés | MEDLINE | ID: mdl-38777216

RESUMEN

For many years, treatment of hypertrophic cardiomyopathy (HCM) has focused on non-disease-specific therapies. Cardiac myosin modulators (ie, mavacamten and aficamten) reduce the pathologic actin-myosin interactions that are characteristic of HCM, leading to improved cardiac energetics and reduction in hypercontractility. Several recently published randomized clinical trials have demonstrated that mavacamten improves exercise capacity, left ventricular outflow tract obstruction and symptoms in patients with obstructive HCM and may delay the need for septal-reduction therapy. Long-term data in real-world populations will be needed to fully assess the safety and efficacy of mavacamten. Importantly, HCM is a complex and heterogeneous disease, and not all patients will respond to mavacamten; therefore, careful patient selection and shared decision making will be necessary in guiding the use of mavacamten in obstructive HCM.

12.
J Card Fail ; 2024 Apr 13.
Artículo en Inglés | MEDLINE | ID: mdl-38616005

RESUMEN

BACKGROUND: Sarcopenia is underappreciated in advanced heart failure and is not routinely assessed. In patients receiving a left ventricular assist device, preoperative sarcopenia, defined by using computed-tomography (CT)-derived pectoralis muscle-area index (muscle area indexed to body-surface area), is an independent predictor of postoperative mortality. The association between preoperative sarcopenia and outcomes after heart transplant (HT) is unknown. OBJECTIVES: The primary aim of this study was to determine whether preoperative sarcopenia, diagnosed using the pectoralis muscle-area index, is an independent predictor of days alive and out of the hospital (DAOHs) post-transplant. METHODS: Patients who underwent HT between January, 2018, and June, 2022, with available preoperative chest CT scans were included. Sarcopenia was diagnosed as pectoralis muscle-area index in the lowest sex-specific tertile. The primary endpoint was DAOHs at 1 year post-transplant. RESULTS: The study included 169 patients. Patients with sarcopenia (n = 55) had fewer DAOHs compared to those without sarcopenia, with a median difference of 17 days (320 vs 337 days; P = 0.004). Patients with sarcopenia had longer index hospitalizations and were also more likely to be discharged to a facility other than home. In a Poisson regression model, sarcopenia was a significant univariable and the strongest multivariable predictor of DAOHs at 1 year (parameter estimate = -0.17, 95% CI -0.19 to -14; P = < 0.0001). CONCLUSIONS: Preoperative sarcopenia, diagnosed using the pectoralis muscle-area index, is an independent predictor of poor outcomes after HT. This parameter is easily measurable from commonly obtained preoperative CT scans and may be considered in transplant evaluations.

13.
JACC Heart Fail ; 12(5): 795-809, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38597865

RESUMEN

Age is among the most potent risk factors for developing heart failure and is strongly associated with adverse outcomes. As the global population continues to age and the prevalence of heart failure rises, understanding the role of aging in the development and progression of this chronic disease is essential. Although chronologic age is on a fixed course, biological aging is more variable and potentially modifiable in patients with heart failure. This review describes the current knowledge on mechanisms of biological aging that contribute to the pathogenesis of heart failure. The discussion focuses on 3 hallmarks of aging-impaired proteostasis, mitochondrial dysfunction, and deregulated nutrient sensing-that are currently being targeted in therapeutic development for older adults with heart failure. In assessing existing and emerging therapeutic strategies, the review also enumerates the importance of incorporating geriatric conditions into the management of older adults with heart failure and in ongoing clinical trials.


Asunto(s)
Envejecimiento , Insuficiencia Cardíaca , Humanos , Insuficiencia Cardíaca/fisiopatología , Envejecimiento/fisiología , Proteostasis/fisiología , Anciano
14.
Curr Opin Cardiol ; 2024 Apr 22.
Artículo en Inglés | MEDLINE | ID: mdl-38652263

RESUMEN

PURPOSE OF REVIEW: Tafamidis is currently the only approved disease-modifying treatment for ATTR-CM. However, there have been important developments in the treatment of ATTR-CM, as the results of two phase 3 trials were published and several other trials are in their final stages. In this review, we summarize current and future therapies for ATTR-CM. RECENT FINDINGS: Recently, acoramidis, a TTR stabilizer has been proven to be effective in reducing mortality and morbidity compared to placebo in the ATTRibute-CM trial. Additionally, patisiran, an RNA silencer, preserved functional capacity and quality of life compared to placebo in the APOLLO-B trial. However, the FDA declined to approve patisiran for ATTR-CM. The results of phase 1 trial of ALXN2220, an antiamyloid antibody raise hope for reversal of myocardial damage by amyloid depletion. Phase 3 trials evaluating the efficacy of different RNA silencers, gene editing with CRISPR-Cas9, and other anti-amyloid antibodies are ongoing. SUMMARY: Therapies targeting different mechanism in the pathophysiology of ATTR-CM provide new alternatives for treating patients with ATTR-CM. Future research should focus on comparing their effectiveness, the potential of combined treatment with agents from different classes and on identifying the patients who will benefit most from each class of medication.

15.
Mayo Clin Proc ; 99(7): 1101-1111, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38661598

RESUMEN

OBJECTIVE: To evaluate the association of carpal tunnel syndrome (CTS) with incident heart failure and incident amyloidosis and to assess the risk of CTS in pathogenic TTR genetic variant carriers. METHODS: This prospective cohort study included multiethnic US adults 18 years of age and older without prevalent heart failure and amyloidosis with available genotypic data from the All of Us Research Program. The primary outcomes were incident heart failure and incident amyloidosis. The association of incident heart failure and incident amyloidosis with CTS was assessed using multivariable adjusted Cox models accounting for age, sex, race and ethnicity, obesity, hypertension, diabetes, statin use, and smoking status. RESULTS: Of the 166,987 individuals included, the median age was 54 (38 to 66) years; 105,279 (63.0%) were female, and 92,780 (55.6%) were non-Hispanic White individuals; CTS was identified in 12,407 (7.4%) individuals. Compared with individuals without CTS, the adjusted hazard ratio for incident heart failure was 1.13 (95% CI, 1.02 to 1.26) in individuals with CTS. The risk of amyloidosis was ∼3-fold higher (adjusted hazard ratio, 2.86; 95% CI, 1.71 to 4.77) in individuals with CTS compared with those without CTS. Individuals carrying a pathogenic TTR variant had an approximately 40% higher risk (adjusted hazard ratio, 1.38; 95% CI, 1.16 to 1.65) for development of CTS compared with noncarriers. CONCLUSION: Cardiac amyloidosis screening programs may use CTS as a sentinel event and use genetic testing to identify individuals at a higher risk of TTR amyloidosis.


Asunto(s)
Neuropatías Amiloides Familiares , Síndrome del Túnel Carpiano , Insuficiencia Cardíaca , Humanos , Síndrome del Túnel Carpiano/genética , Síndrome del Túnel Carpiano/epidemiología , Femenino , Masculino , Persona de Mediana Edad , Neuropatías Amiloides Familiares/genética , Neuropatías Amiloides Familiares/epidemiología , Neuropatías Amiloides Familiares/complicaciones , Estudios Prospectivos , Estados Unidos/epidemiología , Insuficiencia Cardíaca/epidemiología , Insuficiencia Cardíaca/genética , Insuficiencia Cardíaca/etiología , Anciano , Adulto , Incidencia , Prealbúmina/genética , Factores de Riesgo
17.
Circ Rep ; 6(3): 74-79, 2024 Mar 08.
Artículo en Inglés | MEDLINE | ID: mdl-38464986

RESUMEN

Background: Alcohol septal ablation (ASA) and septal myectomy (SM) are 2 options for septal reduction therapy (SRT) to treat medication-resistant symptomatic obstructive hypertrophic cardiomyopathy (HCM). Because differences in mortality rates after these different SRT methods have not been extensively investigated in real-world settings, in this study compared the 1-year mortality rates after ASA and SM using population-based database. Methods and Results: Utilizing New York Statewide Planning and Research Cooperative System (SPARCS) data from 2005 to 2016, we performed a comparative effectiveness study of ASA vs. SM in patients with HCM. The outcome was all-cause death up to 360 days after SRT. We constructed a multivariable logistic regression model and performed sensitivity analysis with propensity score (PS)-matching and inverse probability of treatment weighting (IPTW) methods. We identified 755 patients with HCM who underwent SRT: 348 with ASA and 407 with SM. The multivariable analysis showed that all-cause deaths were significantly fewer in the ASA group at 360 days after SRT (adjusted odds ratio=0.34; 95% confidence interval [CI] 0.13-0.84; P=0.02). The PS-matching and IPTW methods also supported a lower mortality rate in the ASA group at 360 days post-SRT. Conclusions: In this population-based study of patients with HCM who underwent SRT in a real-world setting, the 1-year all-cause mortality rate was significantly lower in patients who underwent ASA compared with SM.

18.
Eur J Heart Fail ; 26(4): 938-947, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38488292

RESUMEN

AIMS: Despite their potential, sodium-glucose cotransporter 2 inhibitors (SGLT2i) have not been well-studied in transthyretin amyloid cardiomyopathy (ATTR-CM) as randomized trials have excluded patients with this morbid disease. We performed a retrospective study assessing the short-term efficacy and safety of SGLT2i in ATTR-CM. METHODS AND RESULTS: We screened consecutive patients seen at a tertiary care centre and identified 87 ATTR-CM patients treated with SGLT2i and 95 untreated control patients. Endpoints included changes in weight, loop diuretic dose, and cardiac/renal biomarkers. The median age of the overall population was 79 (interquartile range [IQR] 11) years. Nearly 90% of patients were male, and 93% were on a transthyretin stabilizer. Control patients demonstrated generally less severe disease at baseline compared to SGLT2i-treated patients, with lower median Columbia risk score (p < 0.001). Median follow-up time was 5.6 (IQR 5.2) and 8.4 (IQR 2.1) months in the SGLT2i and control cohorts, respectively. Compared with controls, SGLT2i treatment was associated with significantly greater reductions from baseline in weight, loop diuretic dose, and uric acid during follow-up (p < 0.001). While no significant between-group differences were observed on cardiac biomarkers, estimated glomerular filtration rate was significantly reduced versus controls 1 month after SGLT2i initiation (p = 0.002), but no significant differences were observed at later timepoints. Results were similar in a propensity score-matched analysis (n = 42 per cohort). A total of 10 (11.5%) patients discontinued SGLT2i, most commonly due to genitourinary symptoms. CONCLUSION: Sodium-glucose cotransporter 2 inhibitors were well tolerated by most patients with ATTR-CM and appeared to improve volume status and combat diuretic resistance. Randomized studies are needed to confirm these findings.


Asunto(s)
Inhibidores del Cotransportador de Sodio-Glucosa 2 , Humanos , Masculino , Femenino , Inhibidores del Cotransportador de Sodio-Glucosa 2/uso terapéutico , Anciano , Estudios Retrospectivos , Resultado del Tratamiento , Neuropatías Amiloides Familiares/tratamiento farmacológico , Cardiomiopatías/tratamiento farmacológico , Anciano de 80 o más Años
19.
Amyloid ; 31(2): 116-123, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38433466

RESUMEN

BACKGROUND: Transthyretin cardiac amyloidosis (ATTR cardiac amyloidosis) is caused by variant (ATTRv) or wild type (ATTRwt) transthyretin. While gait abnormalities have been studied in younger patients with ATTRv amyloidosis, research on gait in older adults with ATTR cardiac amyloidosis is lacking. Given ATTR cardiac amyloidosis' association with neuropathy and orthopedic manifestations, we explore the gait in this population. METHODS: Twenty-eight older male ATTR cardiac amyloidosis patients and 11 healthy older male controls walked overground with and without a dual cognitive task. Gait parameters: stride width, length, velocity and stance time percentage were measured using an instrumented mat. ATTR amyloidosis patients were further categorized based on clinical and functional assessments. RESULTS: We found significant gait differences between ATTR cardiac amyloidosis patients and healthy controls; patients had more variable, slower, narrower and shorter strides, with their feet spending more time in contact with the ground as opposed to in swing. However, the observed gait differences did not correlate with clinical and functional measures of ATTR cardiac amyloidosis severity. CONCLUSIONS: Our results suggest that gait analysis could be a complementary tool for characterizing ATTR cardiac amyloidosis patients and may inform clinical care as it relates to falls, management of anticoagulation, and functional independence.


Asunto(s)
Neuropatías Amiloides Familiares , Marcha , Humanos , Masculino , Anciano , Neuropatías Amiloides Familiares/fisiopatología , Neuropatías Amiloides Familiares/complicaciones , Neuropatías Amiloides Familiares/patología , Marcha/fisiología , Prealbúmina/genética , Prealbúmina/metabolismo , Persona de Mediana Edad , Anciano de 80 o más Años , Cardiomiopatías/fisiopatología , Estudios de Casos y Controles , Femenino
20.
Eur Heart J ; 45(22): 2002-2012, 2024 Jun 07.
Artículo en Inglés | MEDLINE | ID: mdl-38503537

RESUMEN

BACKGROUND AND AIMS: Early identification of cardiac structural abnormalities indicative of heart failure is crucial to improving patient outcomes. Chest X-rays (CXRs) are routinely conducted on a broad population of patients, presenting an opportunity to build scalable screening tools for structural abnormalities indicative of Stage B or worse heart failure with deep learning methods. In this study, a model was developed to identify severe left ventricular hypertrophy (SLVH) and dilated left ventricle (DLV) using CXRs. METHODS: A total of 71 589 unique CXRs from 24 689 different patients completed within 1 year of echocardiograms were identified. Labels for SLVH, DLV, and a composite label indicating the presence of either were extracted from echocardiograms. A deep learning model was developed and evaluated using area under the receiver operating characteristic curve (AUROC). Performance was additionally validated on 8003 CXRs from an external site and compared against visual assessment by 15 board-certified radiologists. RESULTS: The model yielded an AUROC of 0.79 (0.76-0.81) for SLVH, 0.80 (0.77-0.84) for DLV, and 0.80 (0.78-0.83) for the composite label, with similar performance on an external data set. The model outperformed all 15 individual radiologists for predicting the composite label and achieved a sensitivity of 71% vs. 66% against the consensus vote across all radiologists at a fixed specificity of 73%. CONCLUSIONS: Deep learning analysis of CXRs can accurately detect the presence of certain structural abnormalities and may be useful in early identification of patients with LV hypertrophy and dilation. As a resource to promote further innovation, 71 589 CXRs with adjoining echocardiographic labels have been made publicly available.


Asunto(s)
Aprendizaje Profundo , Hipertrofia Ventricular Izquierda , Radiografía Torácica , Humanos , Hipertrofia Ventricular Izquierda/diagnóstico por imagen , Radiografía Torácica/métodos , Femenino , Masculino , Persona de Mediana Edad , Ecocardiografía/métodos , Anciano , Insuficiencia Cardíaca/diagnóstico por imagen , Ventrículos Cardíacos/diagnóstico por imagen , Curva ROC
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