Consistent and effective method to define the mouse estrous cycle stage by a deep learning-based model.

The mouse estrous cycle is divided into four stages: proestrus (P), estrus (E), metestrus (M), and diestrus (D). The estrous cycle affects reproductive hormone levels in a wide variety of tissues. Therefore, to obtain reliable results from female mice, it is important to know the estrous cycle stage during sampling. The stage can be analyzed from a vaginal smear under a microscope. However, it is time-consuming, and the results vary between evaluators. Here, we present an accurate and reproducible method for staging the mouse estrous cycle in digital whole-slide images (WSIs) of vaginal smears. We developed a model using a deep convolutional neural network (CNN) in a cloud-based platform, Aiforia Create. The CNN was trained by supervised pixel-level multiclass semantic segmentation of image features from 171 hematoxylin-stained samples. The model was validated by comparing the results obtained by CNN with those of four independent researchers. The validation data included three separate studies comprising altogether 148 slides. The total agreement attested by the Fleiss kappa value between the validators and the CNN was excellent (0.75), and when D, E, and P were analyzed separately, the kappa values were 0.89, 0.79, and 0.74, respectively. The M stage is short and not well defined by the researchers. Thus, identification of the M stage by the CNN was challenging due to the lack of proper ground truth, and the kappa value was 0.26. We conclude that our model is reliable and effective for classifying the estrous cycle stages in female mice.

Tumoraciones pelvianas posthistirectomia abdominal / Pelvic tumors after abdominal histrectomy

Se revisaron 46 casos de pacientes sometida a histerectomía abdominal las cuales fueron enviadas para estudios ecosonográficos pelvianos a la unidad de ultrasonografía del Centro Policlínico Valencia en el lapso comprendido entre 1981 y 1985. Se hace un análisis de la patología encontrada así como la conducta quirúrgica. En base a los casos reintervenidos se realiza un estudio elaboran conclusiones