A segmentation model to detect cevical lesions based on machine learning of colposcopic images.

Background: Semantic segmentation is crucial in medical image diagnosis. Traditional deep convolutional neural networks excel in image classification and object detection but fall short in segmentation tasks. Enhancing the accuracy and efficiency of detecting high-level cervical lesions and invasive cancer poses a primary challenge in segmentation model development. Methods: Between 2018 and 2022, we retrospectively studied a total of 777 patients, comprising 339 patients with high-level cervical lesions and 313 patients with microinvasive or invasive cervical cancer. Overall, 1554 colposcopic images were put into the DeepLabv3+ model for learning. Accuracy, Precision, Specificity, and mIoU were employed to evaluate the performance of the model in the prediction of cervical high-level lesions and cancer. Results: Experiments showed that our segmentation model had better diagnosis efficiency than colposcopic experts and other artificial intelligence models, and reached Accuracy of 93.29 %, Precision of 87.2 %, Specificity of 90.1 %, and mIoU of 80.27 %, respectively. Conclution: The DeepLabv3+ model had good performance in the segmentation of cervical lesions in colposcopic post-acetic-acid images and can better assist colposcopists in improving the diagnosis.

Weakly supervised object localization with soft guidance and channel erasing for auto labelling in autonomous driving systems.

Automated driving systems (ADSs) conceive an efficient and safe way of driving. The safety of ADSs depends on a precise object detector that needs to be upgraded continuously facing various environments. Massive annotations are required to utilize collected images of surroundings through vehicles and accommodate new environments. Auto labelling is one approach to alleviate such dilemma. To this end, we propose a novel Weakly Supervised Object Localization (WSOL) method which can localize objects precisely without detection annotations. This paper proposed Soft Guidance Module (SGM), Channel Erasing Module (CEM) and incorporate them into a multi-flow framework allowing the two mutually beneficial. Finally, experiments and visualizations are performed to evaluate our method on Stanford Cars, ILSVRC 2016 and CUB-200-2011 datasets.

Mineralocorticoid receptor antagonism protects the aorta from vascular smooth muscle cell proliferation and collagen deposition in a rat model of adrenal aldosterone-producing adenoma

The number of patients with adrenal aldosterone-producing adenomas (APAs) has gradually increased. However, even after adenoma resection, some patients still suffer from high systolic blood pressure (SBP), which is possibly due to great arterial remodeling. Moreover, mineralocorticoid receptors (MRs) were found to be expressed in vascular smooth muscle cells (VSMCs). This study aims to determine whether MR antagonism protects the aorta from aldosterone-induced aortic remolding. Male rats were subcutaneously implanted with an osmotic minipumps and randomly divided into four groups: control; aldosterone (1 μg/h); aldosterone plus a specific MR antagonist, eplerenone (100 mg/kg/day); and aldosterone plus a vasodilator, hydralazine (25 mg/kg/day). After 8 weeks of infusion, aortic smooth muscle cell proliferation and collagen deposition, as well as the MDM2 and TGF-Beta1 expression levels in the aorta, were examined. Model rats with APAs were successfully constructed. Compared with the control rats, the model rats exhibited (1) marked SBP elevation, (2) no significant alteration in aortic morphology, (3) increased VSMC proliferation and MDM2 expression in the aorta, and (4) enhanced total collagen and collagen III depositions in the aorta, accompanied with up-regulated expression of TGF- Beta1. These effects were significantly inhibited by co-administration with eplerenone but not with hydralazine. These findings suggested that specific MR antagonism protects the aorta from aldosterone-induced VSMC proliferation and collagen deposition

Mineralocorticoid receptor antagonism protects the aorta from vascular smooth muscle cell proliferation and collagen deposition in a rat model of adrenal aldosterone-producing adenoma.

The number of patients with adrenal aldosterone-producing adenomas (APAs) has gradually increased. However, even after adenoma resection, some patients still suffer from high systolic blood pressure (SBP), which is possibly due to great arterial remodeling. Moreover, mineralocorticoid receptors (MRs) were found to be expressed in vascular smooth muscle cells (VSMCs). This study aims to determine whether MR antagonism protects the aorta from aldosterone-induced aortic remolding. Male rats were subcutaneously implanted with an osmotic minipumps and randomly divided into four groups: control; aldosterone (1 µg/h); aldosterone plus a specific MR antagonist, eplerenone (100 mg/kg/day); and aldosterone plus a vasodilator, hydralazine (25 mg/kg/day). After 8 weeks of infusion, aortic smooth muscle cell proliferation and collagen deposition, as well as the MDM2 and TGF-ß1 expression levels in the aorta, were examined. Model rats with APAs were successfully constructed. Compared with the control rats, the model rats exhibited (1) marked SBP elevation, (2) no significant alteration in aortic morphology, (3) increased VSMC proliferation and MDM2 expression in the aorta, and (4) enhanced total collagen and collagen III depositions in the aorta, accompanied with up-regulated expression of TGF-ß1. These effects were significantly inhibited by co-administration with eplerenone but not with hydralazine. These findings suggested that specific MR antagonism protects the aorta from aldosterone-induced VSMC proliferation and collagen deposition.

Laparoscopic Extravesical Submucosal Tunneling Ureteroneocystostomy Combined with Psoas Hitch for Medium-Length Distal Ureteral Defects in Adults.

OBJECTIVE: This study aims to describe the technique and feasibility of laparoscopic submucosal tunneling ureteroneocystostomy in combination with psoas hitch to restore urinary tract continuity in patients showing medium-length distal ureteral defects. MATERIALS AND METHODS: From January 2012 to April 2016, a total of 13 patients (4 males and 9 females) with a mean age of 37 years were performed with the laparoscopic operation of ureteral submucosal tunneling reimplantation combined with psoas hitch. The mean defective length was 5.5 cm (range 4-8 cm). The etiologies included ureteral strictures secondary to endoscopic laser lithotripsy in 2 patients, previous gynecological surgeries in 4, infiltrative ureteral endometriosis in 3, as well as ureteral strictures without obvious causes in the remaining 4. RESULTS: The operations were successfully performed in all patients. The mean operating time was 179 min (range 150-230 min). The mean estimated blood loss was 32 mL (range 15-80 mL). The mean drainage time was 5.8 days (range 4-8 days). No major complications occurred during the perioperative period. The mean follow-up time was 25 months. All patients experienced symptomatic relief and showed good urine drainage. CONCLUSION: Extravesical submucosal tunneling ureteroneocystostomy combined with psoas hitch under laparoscopy is a feasible and effective option for medium-length distal ureteral defects in selected patients.

Osteoprotective effect of geraniin against ovariectomy-induced bone loss in rats.

In the present study, we investigated the antiosteoporotic effect of geraniin on osteoporosis induced by OVX in rats. The analysis of biochemical parameters showed that geraniin could significantly increase serum calcium, estradiol and calcitonin levels, and decrease serum ALP, tartrate-resistant acid phosphatase, serum crosslinked C-terminal telopeptide of type I collagen, and urinary deoxypyridinoline/creatinine ratio levels, respectively. Geraniin was also found to prevent OVX-induced bone loss in bone mineral density and bone mineral content, to elevate femur weight and bone calcium content, and to enhance the bone mechanical properties as compared with OVX group. In addition, geraniin was demonstrated to improve the histomorphological parameters of OVX-induced bone loss, including bone trabecular number, thickness, and separation. These results indicated that geraniin have a protective effect against OVX-induced rat osteoporosis.

Effects of geraniin on osteoclastic bone resorption and matrix metalloproteinase-9 expression.

In our previous studies, geraniin was reported to have a preventive effect in the rat model of tretinoin-induced osteoporosis. However, whether geraniin exhibits an inhibitory effect on bone resorption or on MMP-9 expression is not yet known. We present here our novel findings from in vitro experiments that geraniin (a) decreases the number of mature osteoclasts and pre-osteoclast in cultures, (b) reduces the osteoclastic fusion index, and (c) inhibits the resorption areas and resorption pits. We also report that geraniin suppresses the mRNA and protein expression levels of MMP-9. These results demonstrate that geraniin has an inhibitory effect on the bone-absorption ability of osteoclasts in vitro, and the mechanisms may be closely associated with the downregulation of mRNA and protein expression of MMP-9.

Traveling and solitary wave solutions to the one-dimensional Gross-Pitaevskii equation.

The evolution of traveling and solitary waves in Bose-Einstein condensates (BECs) with a time-dependent scattering length in an attractive/repulsive parabolic potential is studied. The homogeneous balance principle and the F-expansion technique are used to solve the one-dimensional Gross-Pitaevskii equation with time-varying coefficients. We obtained three classes of new exact traveling wave and localized solutions. Our results demonstrate that the BEC solitary wave solutions can be manipulated and controlled by the time-dependent scattering length.

Abnormal hemoglobins found in Hunan.

OBJECTIVE: To summarize the results of general survey, primary structure analysis and related functional studies of abnormal hemoglobins (Hbs) found in Hunan Province. DATA SOURCES: International Hb journals, Chinese biochemical and biomedical journals and other articles relevant to hematology. STUDY SELECTION: All Hb variants found in Hunan and identified by primary structure analysis during 1980 - 1991 were included. DATA EXTRACTION: Data concerning 11 types of Hb variants found in 3 districts and 7 counties in Hunan Province were briefly documented. Their frequencies of occurrence were calculated and their distributions among Han, Yao, Tujia and Dong ethnic groups were listed. RESULTS: Thirty-six cases with abnormal Hb were identified out of 7412 individuals screened in Hunan. 11 different types of Hb variants were recognized by primary structure analysis in 19 propositi along with their family members, including 5 alpha-chain variants, 4 beta-chain variants, 1 delta-chain variant and 1 delta-beta chain fusion variant. Oxygen equilibrium characteristics, reaction dynamics, the rate of globin chain synthesis (RGCS), morphology observation by electron microscopy and DNA analysis were all used in the functional studies of hemoglobinopathies. CONCLUSIONS: The average incidence of abnormal Hbs in Hunan is 0.486%. In Jianghua County, whose inhabitants are mostly of the Yao ethnic group, the incidence is significantly higher (1.09%). Hb Jianghua [beta120(GH3) Lys-->lle] and Hb Shuangfeng (SF) [alpha27(B8) Glu-->Lys] were two new variants first reported in international literature; whereas Hb Lille [alpha74(EF3) Asp-->Ala], HbA(2) Flatbush [delta22(B4) Ala-->Glu] and Hb Lepore-Boston [delta87(F3)-beta116(G18)] were the first three instances to be found in China. Hb SF displayed an oxygen affinity 1.5-fold higher than that of HbA at pH 7.4 and 25 degrees C with its oxygen equilibrium curve shifted to the left. Reticulocytes of Hb SF heterozygote showed unbalanced RGCS, quite similar to that found in beta-thalassemia minor. Erythrocytes of Hb SF heterozygote were changed to spherocytes and began to lyse after incubation with sodium salicylate or sulfadiazine (pH 7.4, 37 degrees C) for 2 - 4 h. These findings explained the sudden attack of hemolytic anemia provoked by two drugs in Hb SF propositus. The genotype of a patient with Hb Q-H disease is identified as -,-/-,alpha(Q) by DNA restriction mapping.