Radiomics model and deep learning model based on T1WI image for acute lymphoblastic leukemia identification.

AIM: This study aimed to develop highly precise radiomics and deep learning models to accurately detect acute lymphoblastic leukemia (ALL) using a T1WI image. MATERIALS AND METHODS: A total of 604 brain magnetic resonance data of ALL group and normal children (NC) group. Two radiologists independently retrieved radiomics features after manually delineating the area of interest along the clivus at the median sagittal position of T1WI. According to the 9:1 ratio, all samples were randomly divided into the training cohort and the testing cohort. support vector machine was then used to classify the radiomics model using the features that had a correlation coefficient of greater than 0.99 in the training cohort. The Efficientnet-B3 network model received the training set images to create a deep learning model. The sensitivity, specificity, and area under the ROC curve were calculated in order to evaluate the diagnostic efficacy of the different models after the validation of two aforementioned models in the testing cohort. RESULTS: The deep learning model had a higher AUC value of 0.981 than the radiomics model's value of 0.962 in the testing cohort. Delong's test showed no statistical difference between the two models (P>0.05). The accuracy/sensitivity/specificity/negative predictive value/positive predictive value achieved 0.9180/0.9565/0.8947/0.9714/0.8462 for the radiomics model and 0.9344/0.8696/0.9737/0.9250/0.9524 for deep learning model. CONCLUSIONS: The deep learning and radiomics models showed high AUC values in the training and test cohorts. They also exhibited good diagnostic efficacy for predicting ALL.

The effects and mechanisms of heat stress on mammalian oocyte and embryo development.

The sum of nonspecific physiological responses exhibited by mammals in response to the disruption of thermal balance caused by high-temperature environments is referred to as heat stress (HS). HS affects the normal development of mammalian oocyte and embryos and leads to significant economic losses. Therefore, it is of great importance to gain a deep understanding of the mechanisms underlying the effects of HS on oocyte and embryonic development and to explore strategies for mitigating or preventing its detrimental impacts in the livestock industry. This article provides an overview of the negative effects of HS on mammalian oocyte growth, granulosa cell maturation and function, and embryonic development. It summarizes the mechanisms by which HS affects embryonic development, including generation of reactive oxygen species (ROS), endocrine disruption, the heat shock system, mitochondrial autophagy, and molecular-level alterations. Furthermore, it discusses various measures to ameliorate the effects of HS, such as antioxidant use, enhancement of mitochondrial function, gene editing, cultivating varieties possessing heat-resistant genes, and optimizing the animals'rearing environment. This article serves as a valuable reference for better understanding the relationship between HS and mammalian embryonic development as well as for improving the development of mammalian embryos and economic benefits under HS conditions in livestock production.

[Efficacy of alternate mucosa-submucosa clip closure in preventing postoperative complications for patients with gastric mucosal lesions after endoscopic submucosal dissection].

Objective: To analyze the efficacy of alternate titanium clip closure in preventing postoperative complications for patients with gastric mucosal lesions after endoscopic submucosal dissection (ESD). Methods: Clinical data of patients with gastric mucosal lesions who underwent ESD in the Department of Gastroenterology, Zhongda Hospital, Southeast University, were retrospectively collected from January 1, 2013 to August 31, 2023. According to the postoperative wound closure status, the patients were divided into completely closed group (complete closure of ESD wounds using alternate titanium clip closure), partially closed group (partial closure of ESD wounds), and unclosed group (without use of clips for treatment of ESD wounds). The incidence of postoperative complications as well as wound healing at 1 month and 3 months after surgery were compared among three groups, and the factors related to delayed bleeding after ESD for gastric mucosal lesions were analyzed through multiple logistic regression analysis. Results: A total of 846 patients were included, 430 cases in the completely closed group, including 300 males and 130 females, age [M (Q1, Q3)] was 65(56, 72) years old; one hundred and nine cases in unclosed group, including 78 males and 31 females, aged 66 (60, 71) years; and 307 cases in the partially closed group, including 214 males and 93 females, aged 66 (59, 71) years. The difference in the rate of delayed postoperative bleeding between the completely closed group [2.1% (9/430)] and the unclosed group [5.5% (6/109)] was not statistically significant (P=0.072), but both were lower than that of the partially closed group [9.4% (29/307), P<0.05)]. Further stratified analysis showed that, for the lesions located in the lower 1/3 of the stomach, the rate of postoperative bleeding was lower in the completely closed group than in the partially closed and unclosed groups [0.9% (2/222) vs 11.4% (4/35) vs 9.5% (7/74), respectively, P<0.001]. For lesions≥50 mm in length, the rate of postoperative bleeding was lower in the completely closed group than that in the partially closed and unclosed group[0 vs 11.8% (2/17) vs 20.5% (15/73), respectively, P=0.004]. The incidence of postoperative abdominal pain in the completely closed group [84.2% (363/430)] was lower than that in the unclosed group [97.2% (106/109)] and the partially closed group [95.4% (293/307), both P<0.001)]. The score of postoperative abdominal pain in the completely closed group [0 (0, 1)], was lower than that in the unclosed group [3 (2, 3)], and that in the partially closed group [2 (1, 3)] (both P<0.001). The wound healing rate of the completely closed group [80% (176/220)] was higher than that of the unclosed group [52.3% (33/63)] and the partially closed group [52.2% (83/159)] at 1 month postoperatively (both P<0.001); the healing rate of all three groups reached 100% at 3 months postoperatively. Multiple logistic regression analysis showed that the presence of ulcers or scars on the surface of the lesion (OR=2.930, 95%CI:1.503-5.712, P=0.002), and the diameter (OR=1.031, 95%CI:1.015-1.047,P<0.001) were related factors for postoperative bleeding. Conclusions: The alternate titanium clip closure surgery can reduce postoperative abdominal pain and shorten wound healing time in patients with gastric mucosal lesions after ESD surgery. The risk of postoperative bleeding can be reduced for lesions with a diameter≥50 mm and located in the lower 1/3 of the stomach.