Objective To assess the accuracy of pN staging prediction in papillary thyroid carcinoma (PTC) using ultrasound radiomics and deep neural networks (DNN). Methods A retrospective analysis was conducted on 375 patients with pathologically confirmed PTC, comprising 261 cases in the training set and 114 in the test set. Staging was categorized as pN0 (no cervical lymph node metastasis), pN1a (central neck lymph node metastasis), and pN1b (lateral neck lymph node metastasis). An ultrasound physician manually segmented the regions of interest (ROIs) for PTC, extracting 1899 radiomic features. Dimensionality reduction was performed using the least absolute shrinkage and selection operator (LASSO) regression. A DNN model for predicting PTC pN staging was developed using the H2O deep learning platform, trained on the training set, and validated on the test set to assess the accuracy of the optimal model. Results A total of 153 patients were in the pN0 stage, 131 patients in the pN1a stage, and 91 patients in the pN1b stage. LASSO regression selected 15 radiomic features for each PTC. The optimal DNN model, constructed using these 15 features, achieved accuracies of 85.82% on the training set and 81.57% on the test set. Conclusion Ultrasound radiomics of PTC demonstrates high accuracy in predicting pN staging and shows potential for automating N staging in patients.

OBJECTIVE To develop a storage device for portable sterile surgical instrument kits that enables intelli-gent management of surgical instruments in field and disaster relief environments.METHODS Based on various in-telligent monitoring modules such as temperature sensors,humidity sensors and oxygen sensors,environmental state parameters of the surgical instrument kits at different locations were obtained.An intelligent storage manage-ment device for portable sterile surgical instrument kits was designed,which employed neural network technology to predict the expiration date of the surgical instrument kits in real-time.RESULTS The production and technical parameters,design renderings and production processes for the intelligent storage management device for portable sterile surgical instrument kits were initially completed,providing a reference for the effective application of nu-merically controlled storage devices for mobile surgical instruments in field environments in the future.CONCLUSIONS The intelligent storage management device for portable sterile surgical instrument kits meets the requirements for managing surgical instruments in field environments,achieving real-time data monitoring and management of surgical instrument kits in special environments.

The glymphatic system is a recently discovered essential waste-clearance pathway in the central nervous system that plays a pivotal role in maintaining brain homeostasis.Growing evidence suggests that dysfunction of this system is closely associated with the pathogenesis of various neurodegenerative disorders;however,its precise mechanistic involvement in Parkinson's disease is poorly understood.This review systematically summarizes the structural and functional characteristics of the glymphatic system,provides an in-depth exploration of its potential role in Parkinson's disease pathophysiology,and synthesizes current research evidence on glymphatic system-targeted therapeutic strategies,with the aim of establishing a theoretical foundation for advancing the understanding of PD pathogenesis and developing novel diagnostic and therapeutic approaches.

OBJECTIVE To optimize the optimum processing technology of vinegar-processed Artemisiae Argyi Folium(AAF),and analyze the difference of index components and analgesic activity before and after processing.METHODS The method for the determination of total flavonoids and total terpenes in AAF was established with eupatilin and Santamarine as control substances,re-spectively.The HPLC-VWD method was established for the simultaneous determination of 6-Methoxytricin,Santamarine,eupatilin and Artemisolide in AAF.Box-Behnken design-response surface method was used to optimize the processing technology of vinegar-processed AAF,with the content of total flavonoids,total terpenes and four active ingredients as the index,and the amount of rice vin-egar,moistening time,processing temperature and processing time as the factors.The quantitative analysis was combined with hierar-chical cluster analysis(HCA),principal component analysis(PCA)and orthogonal partial least squares discriminant analysis(OPLS-DA)to evaluate the difference of index components before and after processing.The analgesic activity before and after processing was investigated using pain mice induced by formalin.RESULTS The optimum processing parameters of vinegar-processed AAF were 16%rice vinegar dosage,moistening time 50 min,processing temperature 160℃and processing time 12 min.There were significant differences in the content of index components before and after processing.The analgesic activity of vinegar-processed AAF was signifi-cantly better than that of AAF.CONCLUSION The optimized processing technology is stable and feasible,which can provide scien-tific basis for standardizing production of vinegar-processed AAF.

OBJECTIVE To develop a storage device for portable sterile surgical instrument kits that enables intelli-gent management of surgical instruments in field and disaster relief environments.METHODS Based on various in-telligent monitoring modules such as temperature sensors,humidity sensors and oxygen sensors,environmental state parameters of the surgical instrument kits at different locations were obtained.An intelligent storage manage-ment device for portable sterile surgical instrument kits was designed,which employed neural network technology to predict the expiration date of the surgical instrument kits in real-time.RESULTS The production and technical parameters,design renderings and production processes for the intelligent storage management device for portable sterile surgical instrument kits were initially completed,providing a reference for the effective application of nu-merically controlled storage devices for mobile surgical instruments in field environments in the future.CONCLUSIONS The intelligent storage management device for portable sterile surgical instrument kits meets the requirements for managing surgical instruments in field environments,achieving real-time data monitoring and management of surgical instrument kits in special environments.

This study aimed to comprehensively examine the association of gallstones, cholecystectomy, and cancer risk. Multivariable logistic regressions were performed to estimate the observational associations of gallstones and cholecystectomy with cancer risk, using data from a nationwide cohort involving 239 799 participants. General and gender-specific two-sample Mendelian randomization (MR) analysis was further conducted to assess the causalities of the observed associations. Observationally, a history of gallstones without cholecystectomy was associated with a high risk of stomach cancer (adjusted odds ratio (aOR)=2.54, 95% confidence interval (CI) 1.50-4.28), liver and bile duct cancer (aOR=2.46, 95% CI 1.17-5.16), kidney cancer (aOR=2.04, 95% CI 1.05-3.94), and bladder cancer (aOR=2.23, 95% CI 1.01-5.13) in the general population, as well as cervical cancer (aOR=1.69, 95% CI 1.12-2.56) in women. Moreover, cholecystectomy was associated with high odds of stomach cancer (aOR=2.41, 95% CI 1.29-4.49), colorectal cancer (aOR=1.83, 95% CI 1.18-2.85), and cancer of liver and bile duct (aOR=2.58, 95% CI 1.11-6.02). MR analysis only supported the causal effect of gallstones on stomach, liver and bile duct, kidney, and bladder cancer. This study added evidence to the causal effect of gallstones on stomach, liver and bile duct, kidney, and bladder cancer, highlighting the importance of cancer screening in individuals with gallstones.
Humans ; Mendelian Randomization Analysis ; Gallstones/complications* ; Female ; Male ; Cholecystectomy/statistics & numerical data* ; Middle Aged ; Risk Factors ; Aged ; Adult ; Neoplasms/etiology* ; Stomach Neoplasms/epidemiology*

In recent years,significant breakthroughs have been achieved in the immunotherapy for Alzheimer's disease.In line with global advancements,two anti-amyloid-β monoclonal antibodies have been approved and successfully launched in China for clinical use.Lecanemab and Donanemab were officially used in June 2024 and April 2025 in China,respectively.In order to standardize the rational and safe application of anti-amyloid-β monoclonal antibodies for Alzheimer's disease in China,this article integrates recom-mendations from the clinical trials and real-world experience from the author's team and domestic peers to further update the recom-mendations for the clinical use of anti-amyloid-β monoclonal antibody based on the 2024 version.It includes indications for therapy,pre-treatment evaluation and preparation,administration protocols and safety measures during treatment,and post-treatment monitor-ing strategies.

OBJECTIVE To optimize the optimum processing technology of vinegar-processed Artemisiae Argyi Folium(AAF),and analyze the difference of index components and analgesic activity before and after processing.METHODS The method for the determination of total flavonoids and total terpenes in AAF was established with eupatilin and Santamarine as control substances,re-spectively.The HPLC-VWD method was established for the simultaneous determination of 6-Methoxytricin,Santamarine,eupatilin and Artemisolide in AAF.Box-Behnken design-response surface method was used to optimize the processing technology of vinegar-processed AAF,with the content of total flavonoids,total terpenes and four active ingredients as the index,and the amount of rice vin-egar,moistening time,processing temperature and processing time as the factors.The quantitative analysis was combined with hierar-chical cluster analysis(HCA),principal component analysis(PCA)and orthogonal partial least squares discriminant analysis(OPLS-DA)to evaluate the difference of index components before and after processing.The analgesic activity before and after processing was investigated using pain mice induced by formalin.RESULTS The optimum processing parameters of vinegar-processed AAF were 16%rice vinegar dosage,moistening time 50 min,processing temperature 160℃and processing time 12 min.There were significant differences in the content of index components before and after processing.The analgesic activity of vinegar-processed AAF was signifi-cantly better than that of AAF.CONCLUSION The optimized processing technology is stable and feasible,which can provide scien-tific basis for standardizing production of vinegar-processed AAF.

The glymphatic system is a recently discovered essential waste-clearance pathway in the central nervous system that plays a pivotal role in maintaining brain homeostasis.Growing evidence suggests that dysfunction of this system is closely associated with the pathogenesis of various neurodegenerative disorders;however,its precise mechanistic involvement in Parkinson's disease is poorly understood.This review systematically summarizes the structural and functional characteristics of the glymphatic system,provides an in-depth exploration of its potential role in Parkinson's disease pathophysiology,and synthesizes current research evidence on glymphatic system-targeted therapeutic strategies,with the aim of establishing a theoretical foundation for advancing the understanding of PD pathogenesis and developing novel diagnostic and therapeutic approaches.

Objective:To analyze the clinical effects of intraoperative transesophageal echocardio-graphy(TEE)in different surgical methods for nephrectomy combined with Mayo Ⅲ-Ⅳ inferior vena cave(IVC)tumor thrombectomy.Methods:In the study,28 patients who did surgery of nephrectomy and Mayo Ⅲ-Ⅳ IVC thrombectomys in Peking University Third Hospital from 2022 January to 2024 February were included.Of the 28 patients,16 patients did robotic surgery,2 patients did laparoscopic surgery,and 10 patients did open surgery.All patients'clinical data were collected.Results:Intra-operative TEE was used in 9 robotic surgeries,of which 7 cases showed image changes compared with preoperative image results.Intraoperative TEE indicated that tumor thrombus entered the right atrium in 2 cases,showed that tumor thrombus grade rose from Mayo Ⅲ to Mayo Ⅳ in 2 cases,and indicated that tumor thrombus adhered to IC wall in 3 cases.All of these surgical plans were timely adjusted.Intra-operative TEE was used in 6 cases of open surgery,and 4 cases of them showed Mayo grade changes com-pared with preoperative image results.Intraoperative TEE indicated that tumor thrombus adhered to the IVC wall in 3 cases,and tumor thrombus adhered to the IVC wall with thrombus in one case.The surgi-cal plans were adjusted,and the tumor thrombus was left or segmentally removed.Laparoscopic surgery did not use intraoperative TEE.The effects of intraoperative TEE included:the combination of explora-tion and TEE monitoring was used in open surgery,and tumor thrombus removal process was fully moni-tored by intraoperative TEE in the robotic surgery.Intraoperative TEE real-time monitored circulatory sta-tus and cardiac function changes.Conclusion:In different surgical methods for nephrectomy com-bined with Mayo Ⅲ-Ⅳ tumor thrombectomy,intraoperative TEE can re-determine the tumor thrombus grade and degree of tumor thrombus adhered to IVC,track the tumor thrombus removal process in real-time,and monitor circulatory status and cardiac function changes.Intraoperative TEE plays an important role in different surgical methods,but its clinical application is still insufficient.Intraoperative TEE is recommended to such type of surgeries.