1.Computational pathology in precision oncology: Evolution from task-specific models to foundation models.
Yuhao WANG ; Yunjie GU ; Xueyuan ZHANG ; Baizhi WANG ; Rundong WANG ; Xiaolong LI ; Yudong LIU ; Fengmei QU ; Fei REN ; Rui YAN ; S Kevin ZHOU
Chinese Medical Journal 2025;138(22):2868-2878
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
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Precision Medicine/methods*
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Medical Oncology/methods*
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Artificial Intelligence
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Neoplasms/pathology*
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Computational Biology/methods*
2.13-Docosenamide Enhances Oligodendrocyte Precursor Cell Differentiation via USP33-Mediated Deubiquitination of CNR1 in Chronic Cerebral Hypoperfusion.
Yuhao XU ; Yi TAN ; Zhi ZHANG ; Duo CHEN ; Chao ZHOU ; Liang SUN ; Shengnan XIA ; Xinyu BAO ; Haiyan YANG ; Yun XU
Neuroscience Bulletin 2025;41(11):1939-1956
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
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Oligodendrocyte Precursor Cells/metabolism*
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Mice
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Cell Differentiation/drug effects*
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Male
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Receptor, Cannabinoid, CB1/metabolism*
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Mice, Inbred C57BL
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Ubiquitin Thiolesterase/metabolism*
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Ubiquitination/drug effects*
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Carotid Stenosis/complications*
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Cognitive Dysfunction/drug therapy*
3.Clinical Study on Xiaoyu Sanjie Prescription Derived from Classical Prescriptions in Treating Middle-Risk Lung Nodules of Phlegm Blended with Blood Stasis Type
Xin ZHANG ; Yuhao ZHOU ; Wenhua LIU ; Jun LIU ; Jun MAN ; Peng WAN
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(1):101-107
Objective To observe the clinical efficacy of Xiaoyu Sanjie Prescription,which is derived from classical prescriptions Chaihu Guizhi Ganjiang Tang and Huoluo Xiaoling Dan,in treating middle-risk lung nodules of phlegm blended with blood stasis type.Methods A total of 104 cases of patients with middle-risk lung nodules of phlegm blended with blood stasis type who met the inclusion criteria were randomly divided into the trial group and the control group,with 52 cases in each group.Eventually,a total of 97 cases completed the trial for epidemic outbreak,of which 48 cases were in the trial group and 49 cases were in the control group.Both groups received health training,and then the control group was only given regular follow-up,while the trial group was treated with Xiaoyu Sanjie Prescription orally.The course of treatment covered three months.The changes in traditional Chinese medicine(TCM)syndrome scores and the area of maximum lung nodule of patients in the two groups before and after treatment were observed.After treatment,overall TCM syndrome efficacy and overall western medicine efficacy as well as their efficacies for various nodules types in the two groups were assessed.Results(1)After treatment,the distribution of the grade of TCM syndrome scores in the trial group was improved significantly when compared with that before treatment(P<0.01),while that in the control group showed no significant improvement(P>0.05),and the intergroup comparison after treatment showed that the improvement in the trial group was significantly superior to that in the control group(P<0.01).(2)The total effective rate of overall TCM syndrome efficacy in the trial group was 81.25%(39/48),and that in the control group was 20.41%(10/49);the intergroup comparison(tested by rank sum test)showed that the overall TCM syndrome efficacy in the trial group was significantly superior to that in the control group(P<0.01).In terms of the efficacy for various nodule types,the trial group had stronger TCM syndrome efficacy for multiple nodules,mixed solid nodules,pure ground glass nodules and solid nodules than the control group,in particular the efficacy for multiple nodules and mixed solid nodules,and the differences were all statistically significant(P<0.05 or P<0.01).(3)After treatment,the area of the maximum lung nodule in the trial group was significantly reduced(P<0.01),whereas there was no significant reduction in the control group compared with that before treatment(P>0.05).Statistically significant difference was shown in the post-treatment area between the two groups and in the pre-and post-treatment difference of the area between the two groups(P<0.05 or P<0.01),which suggested that the trial group's effect on the reduction of maximum lung nodule area was significantly superior to that of the control group.(4)With regard to the efficacy of western medicine,on the whole,the total effective rate of overall western medicine efficacy in the trial group was 45.83%(22/48),while that in the control group was 6.12%(3/49),and the intergroup comparison(tested by rank sum test)showed that the overall western medicine efficacy in the trial group was significantly superior to that in the control group(P<0.01).The western medicine efficacy for multiple nodules in the trial group was superior to that in the control group(P<0.01),while no statistically significant difference was presented in western medicine efficacy for mixed solid nodules,solid nodules,and pure ground glass nodules between the two groups(P>0.05).Conclusion Xiaoyu Sanjie Prescription is effective on relieving the clinical symptoms of patients with middle-risk lung nodules of phlegm blended with blood stasis type,and is effective on stabilizing,reducing or even eliminating some of the lung nodules.The compatibility principle of the formula deserves further discussion.
4.Impact of health education interventions on the proper use of respiratory protective equipment among dust-exposed workers
Yuhao WANG ; Zhao ZHANG ; Jinyi LU ; Shanyu ZHOU ; Xiaoxin LI ; Zhiming ZHUANG ; Manjia GONG ; Qiaoli WEI ; Shuling HUANG ; Luyao XU ; Xudong LI
China Occupational Medicine 2025;52(5):552-557
Objective To investigate the impact of various health education intervention strategies on the proper use of personal respiratory protective equipment (RPE) among workers exposed to dust. Methods Dust-exposed workers were recruited from 60 selected enterprises in Guangdong Province using cluster random sampling method. They were randomly allocated to the control, low-intensity intervention, and high-intensity intervention groups, with 358, 346, and 371 workers in each group, respectively. Workers in the control group received no designed intervention. Workers in the low-intensity intervention group received traditional plus mobile health education on the proper use of RPE. Workers in the high-intensity intervention group received all components of the low-intensity intervention, supplemented with peer education. The intervention lasted for six months. RPE usage was compared among the three groups of workers before and after the intervention. Results Workers in the control, low-intensity intervention, and high-intensity intervention groups showed higher rates of both RPE wearing and correct RPE wearing after the intervention than before it within their respective groups (RPE wearing rate: 94.1% vs 99.2%, 95.7% vs 100.0%, 94.6% vs 100.0%, all P<0.01; correct RPE wearing rate: 66.8% vs 91.1%, 67.3% vs 95.7%, 66.6% vs 96.5%, all P<0.01). Post-intervention correct RPE wearing rates were highest in the high-intensity intervention group, followed by the low-intensity intervention group, and the control group, with the percentage of 96.50%, 95.66% and 91.06%, respectively (P<0.01). Binary logistic regression analysis result showed that different intervention strategies affected the correct use of personal RPE among dust-exposed workers after adjusting for gender, age, and other confounding factors (P<0.05). Compared with the control group, the rates of correct RPE use increased in the low-intensity intervention group and the high-intensity intervention group (odd ratio was 2.14 and 3.01; 95% confidence interval was 1.12 - 4.10 and 1.53 - 5.91, respectively). Conclusion The implementation of traditional plus mobile health education interventions on the proper use of RPE can promote correct RPE utilization among dust-exposed workers, and integrating peer education further enhances the intervention effectiveness.
5.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
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.
6.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
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.
7.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
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.
8.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
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.
9.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
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.
10.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
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.

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