A computed tomography image segmentation algorithm for improving the diagnostic accuracy of rectal cancer based on U-net and residual block / 生物医学工程学杂志

As an important basis for lesion determination and diagnosis, medical image segmentation has become one of the most important and hot research fields in the biomedical field, among which medical image segmentation algorithms based on full convolutional neural network and U-Net neural network have attracted more and more attention by researchers. At present, there are few reports on the application of medical image segmentation algorithms in the diagnosis of rectal cancer, and the accuracy of the segmentation results of rectal cancer is not high. In this paper, a convolutional network model of encoding and decoding combined with image clipping and pre-processing is proposed. On the basis of U-Net, this model replaced the traditional convolution block with the residual block, which effectively avoided the problem of gradient disappearance. In addition, the image enlargement method is also used to improve the generalization ability of the model. The test results on the data set provided by the "Teddy Cup" Data Mining Challenge showed that the residual block-based improved U-Net model proposed in this paper, combined with image clipping and preprocessing, could greatly improve the segmentation accuracy of rectal cancer, and the Dice coefficient obtained reached 0.97 on the verification set.

Is 1 mg/kg of sugammadex sufficient to reverse moderate neuromuscular block? A randomized clinical trial / ¿Es suficiente 1mg/kg de sugammadex para revertir el bloqueo neuromuscular moderado? Ensayo clínico aleatorizado

Abstract Background: Sugammadex has made it possible to reverse any type of rocuronium-induced block quickly and safely. The most frequent neuromuscular blockade is the moderate one where doses smaller than those recommended by the industry could get a full reversal. Objective: We aimed to evaluate the effectiveness of half the industry recommended dose of sugammadex to reverse a moderate neuromuscular block. Methods: Unicenter phase IV clinical trial that included 34 patients undergoing laparoscopic cholecystectomy. Intravenous general anesthesia was induced, with acceleromyographic monitoring of the neuromuscular block. After the intervention, the block was reversed with all or half the dose of sugammadex recommended for moderate blocks, using a blinded syringe. Results: Patient characteristics of the 2 groups were similar. Mean time to recovery was 3.6± 1.7minutes for the study group and 3.1 ± 1.7minutes for the control group (P=0.42). Reversal of the block was complete with a single dose of sugammadex in all patients. There was an important linear correlation between depth of block and time to recovery. Conclusion: Intraoperative monitoring is essential to allow us to individualize the dose of the neuromuscular blocking agent. To reverse a moderate block under neuromuscular monitoring, a dose of 1 mg/kg is sufficient in most cases and is equally safe and effective.

Resumen Introducción: El sugammadex permite revertir cualquier tipo de bloqueo inducido por rocuronio de forma rápida y segura. El bloqueo neuromuscular más frecuente es el moderado, en el cual dosis inferiores a las recomendadas por la industria podrían revertirlo completamente. Objetivo: Evaluar la efectividad de la mitad de la dosis de sugammadex recomendada por la industria para revertir un bloqueo neuromuscular moderado. Métodos: Ensayo clínico de fase IV en un unico centro que incluyó a 34 pacientes intervenidos de colecistectomía laparoscópica. Se realizó anestesia general intravenosa con monitoreo aceleromiográfico del bloqueo neuromuscular. Tras la intervención, el bloqueo se revirtió con la totalidad o con la mitad de la dosis de sugammadex recomendada para bloqueos moderados, utilizando una jeringa ciega. Resultados: Las características de los pacientes de los dos grupos fueron similares. La media de tiempo de recuperación fue de 3,6 ± 1,7 minutos para el grupo de estudio y de 3,1 ± 1,7 minutos para el grupo de control (p = 0,42). La reversión del bloqueo se completó con una dosis única de sugammadex en todos los pacientes. Hubo una correlación lineal importante entre la profundidad del bloqueo y el tiempo de recuperación. Conclusión: El monitoreo transquirúrgico es esencial para individualizar la dosis del agente de bloqueo neuromuscular. Para revertir un bloqueo moderado bajo monitoreo neuromuscular, una dosis de 1mg/kg es suficiente e igualmente segura y efectiva.