With the rapid development of artificial intelligence, computational pathology has been seamlessly integrated into the entire clinical workflow, which encompasses diagnosis, treatment, prognosis, and biomarker discovery. This integration has significantly enhanced clinical accuracy and efficiency while reducing the workload for clinicians. Traditionally, research in this field has depended on the collection and labeling of large datasets for specific tasks, followed by the development of task-specific computational pathology models. However, this approach is labor intensive and does not scale efficiently for open-set identification or rare diseases. Given the diversity of clinical tasks, training individual models from scratch to address the whole spectrum of clinical tasks in the pathology workflow is impractical, which highlights the urgent need to transition from task-specific models to foundation models (FMs). In recent years, pathological FMs have proliferated. These FMs can be classified into three categories, namely, pathology image FMs, pathology image-text FMs, and pathology image-gene FMs, each of which results in distinct functionalities and application scenarios. This review provides an overview of the latest research advancements in pathological FMs, with a particular emphasis on their applications in oncology. The key challenges and opportunities presented by pathological FMs in precision oncology are also explored.
Humans ; Precision Medicine/methods* ; Medical Oncology/methods* ; Artificial Intelligence ; Neoplasms/pathology* ; Computational Biology/methods*

Chronic cerebral hypoperfusion leads to white matter injury (WMI), which plays a significant role in contributing to vascular cognitive impairment. While 13-docosenamide is a type of fatty acid amide, it remains unclear whether it has therapeutic effects on chronic cerebral hypoperfusion. In this study, we conducted bilateral common carotid artery stenosis (BCAS) surgery to simulate chronic cerebral hypoperfusion-induced WMI and cognitive impairment. Our findings showed that 13-docosenamide alleviates WMI and cognitive impairment in BCAS mice. Mechanistically, 13-docosenamide specifically binds to cannabinoid receptor 1 (CNR1) in oligodendrocyte precursor cells (OPCs). This interaction results in an upregulation of ubiquitin-specific peptidase 33 (USP33)-mediated CNR1 deubiquitination, subsequently increasing CNR1 protein expression, activating the phosphorylation of the AKT/mTOR pathway, and promoting the differentiation of OPCs. In conclusion, our study suggests that 13-docosenamide can ameliorate chronic cerebral hypoperfusion-induced WMI and cognitive impairment by enhancing OPC differentiation and could serve as a potential therapeutic drug.
Animals ; Oligodendrocyte Precursor Cells/metabolism* ; Mice ; Cell Differentiation/drug effects* ; Male ; Receptor, Cannabinoid, CB1/metabolism* ; Mice, Inbred C57BL ; Ubiquitin Thiolesterase/metabolism* ; Ubiquitination/drug effects* ; Carotid Stenosis/complications* ; Cognitive Dysfunction/drug therapy*

Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.

Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.

Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.

Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.

Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.

Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.

Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.

Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.