Optimización de la interpretación de ecocardiogramas con la utilización de Machine Learning en el estudio WASE / Optimizing Echocardiograms Interpretation with the Application of Machine Learning in the WASE Study

RESUMEN Introducción: El número creciente de estudios ecocardiográficos y la necesidad de cumplir rigurosamente con las recomendaciones de guías internacionales de cuantificación, ha llevado a que los cardiólogos deban realizar tareas sumamente extensas y repetitivas, como parte de la interpretación y análisis de cantidades de información cada vez más abrumadoras. Novedosas técnicas de machine learning (ML), diseñadas para reconocer imágenes y realizar mediciones en las vistas adecuadas, están siendo cada vez más utilizadas para responder a esta necesidad evidente de automatización de procesos. Objetivos: Nuestro objetivo fue evaluar un modelo alternativo de interpretación y análisis de estudios ecocardiográficos, basado fundamentalmente en la utilización de software de ML, capaz de identificar y clasificar vistas y realizar mediciones estandarizadas de forma automática. Material y métodos: Se utilizaron imágenes obtenidas en 2000 sujetos normales, libres de enfermedad, de los cuales 1800 fueron utilizados para desarrollar los algoritmos de ML y 200 para su validación posterior. Primero, una red neuronal convolucional fue desarrollada para reconocer 18 vistas ecocardiográficas estándar y clasificarlas de acuerdo con 8 grupos (stacks) temáticos. Los resultados de la identificación automática fueron comparados con la clasificación realizada por expertos. Luego, algoritmos de ML fueron desarrollados para medir automáticamente 16 parámetros de eco Doppler de evaluación clínica habitual, los cuales fueron comparados con las mediciones realizadas por un lector experto. Finalmente, comparamos el tiempo necesario para completar el análisis de un estudio ecocardiográfico con la utilización de métodos manuales convencionales, con el tiempo necesario con el empleo del modelo que incorpora ML en la clasificación de imágenes y mediciones ecocardiográficas iniciales. La variabilidad inter e intraobservador también fue analizada. Resultados: La clasificación automática de vistas fue posible en menos de 1 segundo por estudio, con una precisión de 90 % en imágenes 2D y de 94 % en imágenes Doppler. La agrupación de imágenes en stacks tuvo una precisión de 91 %, y fue posible completar dichos grupos con las imágenes necesarias en 99% de los casos. La concordancia con expertos fue excelente, con diferencias similares a las observadas entre dos lectores humanos. La incorporación de ML en la clasificación y medición de imágenes ecocardiográficas redujo un 41 % el tiempo de análisis y demostró menor variabilidad que la metodología de interpretación convencional. Conclusión: La incorporación de técnicas de ML puede mejorar significativamente la reproducibilidad y eficiencia de las interpretaciones y mediciones ecocardiográficas. La implementación de este tipo de tecnologías en la práctica clínica podría resultar en reducción de costos y aumento en la satisfacción del personal médico.

ABSTRACT Background: The growing number of echocardiographic tests and the need for strict adherence to international quantification guidelines have forced cardiologists to perform highly extended and repetitive tasks when interpreting and analyzing increasingly overwhelming amounts of data. Novel machine learning (ML) techniques, designed to identify images and perform measurements at relevant visits, are becoming more common to meet this obvious need for process automation. Objectives: Our objective was to evaluate an alternative model for the interpretation and analysis of echocardiographic tests mostly based on the use of ML software in order to identify and classify views and perform standardized measurements automatically. Methods: Images came from 2000 healthy subjects, 1800 of whom were used to develop ML algorithms and 200 for subsequent validation. First, a convolutional neural network was developed in order to identify 18 standard echocardiographic views and classify them based on 8 thematic groups (stacks). The results of automatic identification were compared to classification by experts. Later, ML algorithms were developed to automatically measure 16 Doppler scan parameters for regular clinical evaluation, which were compared to measurements by an expert reader. Finally, we compared the time required to complete the analysis of an echocardiographic test using conventional manual methods with the time needed when using the ML model to classify images and perform initial echocardiographic measurements. Inter- and intra-observer variability was also analyzed. Results: Automatic view classification was possible in less than 1 second per test, with a 90% accuracy for 2D images and a 94% accuracy for Doppler scan images. Stacking images had a 91% accuracy, and it was possible to complete the groups with any necessary images in 99% of cases. Expert agreement was outstanding, with discrepancies similar to those found between two human readers. Applying ML to echocardiographic imaging classification and measurement reduced time of analysis by 41% and showed lower variability than conventional reading methods. Conclusion: Application of ML techniques may significantly improve reproducibility and efficiency of echocardiographic interpretations and measurements. Using this type of technologies in clinical practice may lead to reduced costs and increased medical staff satisfaction.

Three-dimensional echocardiography for predicting postoperative ventricular volumes after surgical ventricular reconstruction of left ventricular aneurysm: A case-based presentation.

Three-dimensional transthoracic echocardiography (3DTTE) may have a role in predicting final left ventricular volumes and clinical response after the surgical ventricular reconstruction (SVR) of left ventricular aneurysms and pseudoaneurysms. Left ventricle final volumes can be calculated through "virtual aneurysmectomy." We present a patient with a huge ventricular dilation combined with myocardial dissection, localized wall rupture, and aneurysm of the left ventricular apex after acute myocardial infarction in which accurate predictions from 3DTTE suggest potential clinical value.

[Clopidogrel versus prasugrel in acute coronary syndrome treated with coronary angioplasty]. / Clopidogrel versus prasugrel en síndrome coronario agudo tratado con angioplastia.

Greater antithrombotic potency new antiplatelet agents have been added such as prasugrel (PR) and ticagrelor to the traditional use of clopidogrel (CL) in the treatment of acute coronary syndrome (ACS). This study was aimed at comparing the incidence of long term ischemic and hemorrhagic events in patients treated with CL or PR during hospitalization. Retrospective ACS data base analysis performed by our cardiology service was completed prospectively. There were consecutively included all patients with percutaneous coronary intervention (PCI) during hospitalization due to ACS from December 2011 thru December 2012. A total of 398 ACS patients who underwent PCI with stent implantation were recruited. No differences in cardiovascular related deaths were observed in both groups (PR 2.9% vs. CL 2.5%, p=0.48). PR group showed less re-infraction (1.9% vs. 6.8%, p=0.01) with more total bleedings (18.5% vs. 8.5%, p=0.001) and minor bleedings (12.4% vs. 3.4%, p<0.001) with no differences in major and life threatening bleedings (p=ns). Multivariate analysis showed that independent predictors of cardiovascular mortality were age (OR 1.08, CI 95% 1.02-1.16) and renal failure (OR 6.98, CI 95% 1.23-39.71). Independent predictors for total bleeding were age (OR 1.06, CI 95% 1.02-1.09),ST segment elevation myocardial infarction (OR 1.99, CI 95% 1.05-3.79), renal failure (OR 3.32, CI 95% 1.62-6.78) and prasugrel use (OR 3.97, CI 95% 1.87-8.41). Use of prasugrel, in the ACS that requires PCI with stent, is associated with a lower myocardial infarction a year after follow-up, and it also leads to an increase of milder hemorrhage. No significant differences were observed in the cardiovascular mortality of both groups.

Clopidogrel versus prasugrel en síndrome coronario agudo tratado con angioplastia / Clopidogrel versus prasugrel in acute coronary syndrome treated with coronary angioplasty

Al uso del clopidogrel se han agregado nuevos antiagregantes como prasugrel y ticagrelor. El objetivo de este estudio fue comparar la incidencia de eventos isquémicos y hemorrágicos en pacientes que han recibido clopidogrel o prasugrel.Se incluyeron de manera consecutiva todos los pacientes con angioplastia durante la internación por síndrome coronario agudo entre diciembre 2011 y diciembre 2012.Fueron incluidos 398 pacientes. No se observaron diferencias en la mortalidad de causa cardiovascular (clopidogrel 2.5% vs. prasugrel 2.9%, p = 0.48). El grupo prasugrel presentó una reducción en la tasa de infarto (1.9% vs. 6.8%, p = 0.01) con sangrado totales (18.5% vs. 8.5%, p = 0.001) a expensas de sangrados menores (12.4% vs. 3.4%, p < 0.001), sin diferencia en sangrados mayores (p = 0.27) y sangrados con peligro de vida (p =.0.20). Por análisis multivariado los predictores independientes de mortalidad cardiovascular fueron edad (odds ratio 1.08, intervalo de confianza, IC, 95% 1.02-1.16, p = 0.02) insuficiencia renal (odds ratio 6.98, IC 95% 1.23-39.71, p < 0.0001). En cuanto al sangrado total se identificaron la edad (odds ratio 1.06, IC 95% 1.02-1.09, p = 0.002), elevación del segmento ST (odds ratio 1.99, IC 95% 1.05-3.79, p = 0.02), insuficiencia renal (odds ratio 3.32, IC 95% 1.62-6.78, p = 0.002) y utilización de prasugrel (odds ratio 3.97, IC 95% 1.87-8.41, p < 0.0001). La utilización de prasugrel se asocia a una menor tasa de infarto agudo de miocardio al año de seguimiento, con incremento de hemorragias menores. No se observaron diferencias significativas en la mortalidad cardiovascular entre ambos grupos.

Greater antithrombotic potency new antiplatelet agents have been added such as prasugrel (PR) and ticagrelor to the traditional use of clopidogrel (CL) in the treatment of acute coronary syndrome (ACS). This study was aimed at comparing the incidence of long term ischemic and hemorrhagic events in patients treated with CL or PR during hospitalization. Retrospective ACS data base analysis performed by our cardiology service was completed prospectively. There were consecutively included all patients with percutaneous coronary intervention (PCI) during hospitalization due to ACS from December 2011 thru December 2012. A total of 398 ACS patients who underwent PCI with stent implantation were recruited. No differences in cardiovascular related deaths were observed in both groups (PR 2.9% vs. CL 2.5%, p = 0.48). PR group showed less re-infraction (1.9% vs. 6.8%, p = 0.01) with more total bleedings (18.5% vs. 8.5%, p = 0.001) and minor bleedings (12.4% vs. 3.4%, p < 0.001) with no differences in major and life threatening bleedings (p = ns). Multivariate analysis showed that independent predictors of cardiovascular mortality were age (OR 1.08, CI 95% 1.02-1.16) and renal failure (OR 6.98, CI 95% 1.23-39.71). Independent predictors for total bleeding were age (OR 1.06, CI 95% 1.02-1.09),ST segment elevation myocardial infarction (OR 1.99, CI 95% 1.05-3.79), renal failure (OR 3.32, CI 95% 1.62-6.78) and prasugrel use (OR 3.97, CI 95% 1.87-8.41). Use of prasugrel, in the ACS that requires PCI with stent, is associated with a lower myocardial infarction a year after follow-up, and it also leads to an increase of milder hemorrhage. No significant differences were observed in the cardiovascular mortality of both groups.

Mejoría de la capacidad funcional tras tratamiento con levotiroxina en pacientes con insuficiencia cardíaca crónica e hipotiroidismo subclínico / Improvement in functional capacity after levothyroxine treatment in patients with chronic heart failure and subclinical hypothyroidism

OBJETIVO: Evaluar si el tratamiento con levotiroxina mejora la capacidad funcional en pacientes con insuficiencia cardíaca crónica clase funcional i-iii de la New York Heart Association e hipotiroidismo subclínico. MÉTODOS: Se incluyeron 163 pacientes ambulatorios con insuficiencia cardíaca crónica estable y con un mínimo de seguimiento de 6 meses. Se realizó un examen clínico y se solicitaron pruebas de laboratorio que incluyeron hormonas tiroideas, ecocardiograma con doppler, ventriculografía radioisotópica y un estudio Holter. La capacidad funcional se evaluó por medio de una caminata de 6min. Se detectaron los pacientes con hipotiroidismo subclínico que recibieron tratamiento sustitutivo y, una vez con valores normales de tirotropina (TSH), se les realizó una nueva caminata de 6min. Se registraron los metros recorridos en cada prueba y se analizó la diferencia de los metros caminados en cada paciente. RESULTADOS: Observamos una prevalencia de hipotiroidismo subclínico del 13% en pacientes con insuficiencia cardíaca. Mientras se encontraban hipotiroideos, los metros recorridos fueron de 292 ± 63, y una vez alcanzados valores normales de TSH, de 350 ± 76. La diferencia en metros fue de 58 ± 11 (p < 0,011). Los pacientes con valores normales de TSH no mostraron diferencias significativas entre las 2 pruebas. CONCLUSIONES: Los pacientes con insuficiencia cardíaca crónica e hipotiroidismo subclínico, una vez eutiroideos, mejoraron de forma significativa su rendimiento físico

AIM: To assess whether levothyroxine treatment improves functional capacity in patients with chronic heart failure (New York Heart Association class i-iii) and subclinical hypothyroidism. METHODS: One hundred and sixty-three outpatients with stable chronic heart failure followed up for at least 6 months were enrolled. A physical examination was performed, and laboratory tests including thyroid hormone levels, Doppler echocardiogram, radionuclide ventriculography, and Holter monitoring were requested. Functional capacity was assessed by of the 6-min walk test. Patients with subclinical hypothyroidism were detected and, after undergoing the s6-min walk test, were given replacement therapy. When they reached normal thyrotropin (TSH) levels, the 6-min walk test was performed again. The distance walked in both tests was recorded, and the difference in meters covered by each patient was analyzed. RESULTS: Prevalence of subclinical hypothyroidism in patients with heart failure was 13%. These patients walked 292 ± 63 m while they were hypothyroid and 350 ± 76m when TSH levels returned to normal, a difference of 58 ± 11 m (P < .011). Patients with normal baseline TSH levels showed no significant difference between the 2 6-min walk tests. CONCLUSIONS: Patients with chronic heart failure and subclinical hypothyroidism significantly improved their physical performance when normal TSH levels were reached

[Improvement in functional capacity after levothyroxine treatment in patients with chronic heart failure and subclinical hypothyroidism]. / Mejoría de la capacidad funcional tras tratamiento con levotiroxina en pacientes con insuficiencia cardíaca crónica e hipotiroidismo subclínico.

AIM: To assess whether levothyroxine treatment improves functional capacity in patients with chronic heart failure (New York Heart Association class i-iii) and subclinical hypothyroidism. METHODS: One hundred and sixty-three outpatients with stable chronic heart failure followed up for at least 6 months were enrolled. A physical examination was performed, and laboratory tests including thyroid hormone levels, Doppler echocardiogram, radionuclide ventriculography, and Holter monitoring were requested. Functional capacity was assessed by of the 6-min walk test. Patients with subclinical hypothyroidism were detected and, after undergoing the s6-min walk test, were given replacement therapy. When they reached normal thyrotropin (TSH) levels, the 6-min walk test was performed again. The distance walked in both tests was recorded, and the difference in meters covered by each patient was analyzed. RESULTS: Prevalence of subclinical hypothyroidism in patients with heart failure was 13%. These patients walked 292±63m while they were hypothyroid and 350±76m when TSH levels returned to normal, a difference of 58±11m (P<.011). Patients with normal baseline TSH levels showed no significant difference between the 2 6-min walk tests. CONCLUSIONS: Patients with chronic heart failure and subclinical hypothyroidism significantly improved their physical performance when normal TSH levels were reached.

[QTc interval prolongation and polymorphic ventricular tachycardia related to subarachnoid hemorrhage]. / Intervalo QTc prolongado y taquicardia ventricular polimórfica ligada a hemorragia subaracnoidea.

A 55-yr-old woman was taken to the hospital after recovering from a presyncopal episode. The electrocardiogram showed sinus bradycardia with QTc interval of 840 msec. Few minutes later, the patient developed a polymorphic ventricular tachycardia and subsequent cardiac arrest requiring cardiopulmonary resuscitation. A week later she presented with severe headache, seizures and decerebrate movements. Cranial computed tomography scan showed subarachnoid hemorrhage with intracranial hypertension requiring decompressive craniectomy. On the follow- up the electrocardiograms always showed prolonged QTc interval, without any new arrhythmic event. The patient's clinical course was unfavorable and required maximum dose of vasoactive drugs. She died 13 days after admission.

Intervalo QTc prolongado y taquicardia ventricular polimórfica ligada a hemorragia subaracnoidea / QTc interval prolongation and polymorphic ventricular tachycardia related to subarachnoid hemorrhage

Mujer de 55 años trasladada al hospital luego de recuperarse de un episodio presincopal. El electrocardiograma mostró bradicardia sinusal con intervalo QT corregido de 840 mseg. Pocos minutos después la paciente presenta episodio de taquicardia ventricular polimórfica y posterior paro cardiorrespiratorio que requirió maniobras de reanimación cardiopulmonar avanzada que fueron efectivas. A la semana presentó cefalea intensa y convulsiones con movimientos de descerebración. La tomografía axial computarizada de cerebro mostró hemorragia subaracnoidea con hipertensión intracraneal que requirió craniectomía descompresiva. Durante la internación todos los electrocardiogramas evidenciaron el QT corregido prolongado, pero la paciente no presentó un nuevo evento arrítmico. La paciente evolucionó desfavorablemente requiriendo fármacos vasoactivos en dosis máximas. Falleció a los 13 días de su admisión.

A 55-yr-old woman was taken to the hospital after recovering from a presyncopal episode. The electrocardiogram showed sinus bradycardia with QTc interval of 840 msec. Few minutes later, the patient developed a polymorphic ventricular tachycardia and subsequent cardiac arrest requiring cardiopulmonary resuscitation. A week later she presented with severe headache, seizures and decerebrate movements. Cranial computed tomography scan showed subarachnoid hemorrhage with intracranial hypertension requiring decompressive craniectomy. On the follow- up the electrocardiograms always showed prolonged QTc interval, without any new arrhythmic event. The patient's clinical course was unfavorable and required maximum dose of vasoactive drugs. She died 13 days after admission.