1.Hei Xiaoyaosan Improves Learning and Memory Abilities in Alzheimer's Disease Rats by Regulating Cell Apoptosis
Huping WANG ; Jiao YANG ; Yiqin CHEN ; Zhipeng MENG ; Yujie LYU ; Yunyun HU ; Wenli PEI ; Yumei HAN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(9):108-115
ObjectiveTo explore the mechanism of Hei Xiaoyaosan in improving the cognitive function in Alzheimer's disease (AD) from cell apoptosis mediated by the phosphatidylinositol 3-kinase (PI3K)/protein kinase B (Akt)/nuclear factor kappa B (NF-κB) signaling pathway. MethodsFour-month-old SD male rats were randomly assigned into a blank group, a sham group, a model group, a donepezil hydrochloride (0.45 mg·kg-1) group, and high-, medium-, and low-dose (15.30, 7.65, and 3.82 g·kg-1, respectively) Hei Xiaoyaosan groups, with 10 rats in each group. The sham group received bilateral hippocampal injection of 1 μL normal saline, while the other groups received bilateral hippocampal injection of 1 μL beta-amyloid 1-42 (Aβ1-42) solution for the modeling of AD. Rats were administrated with corresponding agents once a day for 42 consecutive days. The Morris water maze test was carried out to assess the learning and memory abilities of rats. Hematoxylin-eosin staining was employed to observe pathological changes in the hippocampus of rats. Enzyme-linked immunosorbent assay was employed to measure the levels of cysteinyl aspartate-specific proteinase-3 (Caspase-3), B-cell lymphoma-2 (Bcl-2), and Bcl-2-associated X protein (Bax). Western blot was employed to determine the protein levels of PI3K, Akt, and NF-κB. A cell model of AD was established by co-culturing Aβ1-42 and PC12 cells in vitro. Cell viability and apoptosis were detected by the cell-counting kit 8 (CCK-8) assay and flow cytometry (FC), respectively. ResultsAnimal experiments showed that compared with the blank group, the model group had a prolonged escape latency (P<0.01), a reduced number of crossing platforms (P<0.01), disarrangement and a reduced number of hippocampal neurons, up-regulated expression of Bax and Caspase-3, down-regulated expression of Bcl-2 (P<0.01), decreased p-PI3K/PI3K and p-Akt/Akt levels, and an increased p-NF-κB/NF-κB level (P<0.01). Compared with the model group, donepezil hydrochloride and high- and medium-dose Hei Xiaoyaosan shortened the escape latency and increased the number of crossing platforms (P<0.05, P<0.01), improved the arrangement and increased the number of hippocampal neurons, down-regulated the expression levels of Bax and Caspase-3, up-reguated the expression level of Bcl-2 (P<0.05, P<0.01), increased the p-PI3K/PI3K and p-Akt/Akt levels (P<0.05, P<0.01), and reduced the p-NF-κB/NF-κB level (P<0.05, P<0.01). Cell experiments showed that compared with the blank group, the model group exhibited an increased apoptosis rate (P<0.01). Compared with the model group, the serum containing Hei Xiaoyaosan at various doses improved the cell viability (P<0.01), and the serum containing Hei Xiaoyaosan at the high dose decreased the cell apoptosis (P<0.01). ConclusionHei Xiaoyaosan may improve the learning and memory abilities of AD model rats by regulating cell apoptosis, while increasing the vitality and reducing the apoptosis rate of AD model cells via the PI3K/Akt/NF-κB signaling pathway.
2.Effect of Hei Xiaoyaosan on Neuroinflammation and NLRP3/Caspase-1/GSDMD Signaling Pathway in APP/PS1 Mice
Jun ZHOU ; Mingcheng LI ; Yujie LYU ; Zhipeng MENG ; Yunyun HU ; Huping WANG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(9):124-133
ObjectiveTo observe the effects of Hei Xiaoyaosan on the learning and memory abilities of Alzheimer's disease model mice (APP/PS1 mice), and to explore its mechanism through the inflammatory cascade mediated by nucleotide-binding oligomerization domain-like receptor family pyrin domain-containing 3 (NLRP3)/cysteine aspartate-specific protease (Caspase-1)/gasdermin D (GSDMD) signaling pathway. MethodsSPF-grade 4-month-old APP/PS1 mice were randomly divided into the model group, MCC950 group, and Hei Xiaoyaosan high-, medium-, and low-dose groups. C57BL/6J mice were used as the blank group. After 7 days of adaptive feeding, mice in each group were intervened. The Hei Xiaoyaosan high-, medium-, and low-dose groups were given corresponding doses by gavage (25.79, 12.90, 6.45 g·kg-1·d-1), the MCC950 group was intraperitoneally injected with 10 mg·kg-1·2 d-1, and the blank group received the same volume of physiological saline by gavage. After 90 days of intervention, the learning and memory abilities were assessed using the Y maze and Morris water maze tests. The structural changes of hippocampal neurons were observed by hematoxylin-eosin (HE) staining. The expression of amyloid precursor protein (APP) in the hippocampal CA3 region was detected by immunohistochemistry. Enzyme-linked immunosorbent assay (ELISA) was used to measure the levels of interleukin (IL)-10, IL-18, and IL-1β in the hippocampus. Western blot was applied to detect the protein expression of NLRP3, Caspase-1, GSDMD, and GSDMD-N in the hippocampus. Immunofluorescence was used to detect the co-localization of GSDMD-N and ionized calcium-binding adapter molecule-1 (Iba-1) in the hippocampus. Results① In the Y maze test, compared with the blank group, the spontaneous alternation rate of the model group was significantly reduced (P<0.01). Compared with the model group, the spontaneous alternation rate in the Hei Xiaoyaosan high- and low-dose groups was significantly increased (P<0.01). ② In the Morris water maze test, during the 1-4 days of the location navigation test, the escape latency time of mice decreased with the extension of training time. On day 4, compared with the blank group, the model group showed a significantly increased escape latency (P<0.05). Compared with the model group, the MCC950 group and the Hei Xiaoyaosan low-dose group showed significantly reduced escape latency (P<0.05). In the spatial exploration experiment, compared with the blank group, the number of platform crossings in the model group was significantly reduced (P<0.01). Compared with the model group, the Hei Xiaoyaosan low-dose group showed significantly increased platform crossings (P<0.05). ③ HE staining showed that, compared with the blank group, the hippocampal CA3 cells of the model group were damaged, arranged loosely and irregularly, swollen, with unclear boundaries, and the nuclei were pyknotic and deeply stained. MCC950 and all doses of Hei Xiaoyaosan improved the hippocampal CA3 cell damage in APP/PS1 mice to varying degrees. ④ Immunohistochemical results indicated that, compared with the blank group, the expression of APP in the hippocampal CA3 region was significantly increased in the model group (P<0.01). MCC950 and all doses of Hei Xiaoyaosan could reduce the expression of APP in the hippocampal CA3 region of APP/PS1 mice (P<0.01). ⑤ ELISA results showed that the levels of IL-18 and IL-1β in the hippocampus of mice in the model group were significantly increased, and IL-10 levels were significantly reduced (P<0.01). Compared with the model group, the IL-18 levels in the MCC950 group and the Hei Xiaoyaosan medium- and low-dose groups were significantly reduced (P<0.01). IL-1β levels in the hippocampus of the MCC950 group and Hei Xiaoyaosan high-, medium-, and low-dose groups were significantly decreased (P<0.01). The IL-10 levels in the hippocampus of the MCC950 group and the Hei Xiaoyaosan medium- and low-dose groups were increased (P<0.05, P<0.01). ⑥ Western blot results showed that compared with the blank group, the protein levels of NLRP3, Caspase-1, GSDMD, and GSDMD-N in the hippocampus of the model group were significantly elevated (P<0.01). Compared with the model group, the content of NLRP3 and Caspase-1 in the hippocampus of the treated groups was decreased (P<0.05, P<0.01). The content of GSDMD in the hippocampus of the Hei Xiaoyaosan high-, medium-, and low-dose groups was reduced (P<0.05, P<0.01), and the content of GSDMD-N in the hippocampus of the Hei Xiaoyaosan medium- and low-dose groups was decreased (P<0.05, P<0.01). ⑦ Immunofluorescence results showed that, compared with the blank group, the co-expression of GSDMD-N and Iba-1 in the hippocampus of the model group was significantly increased (P<0.01). Compared with the model group, the co-expression of GSDMD-N and Iba-1 in the treated groups was significantly reduced (P<0.01). ConclusionHei Xiaoyaosan may regulate the NLRP3/Caspase-1/GSDMD signaling pathway to affect the release of inflammatory factors, alleviate neuroinflammation,improve hippocampal histopathological changes,and improve learning and memory deficits,thus providing potential therapeutic benefits for Alzheimer's disease.
3.Application Value of an AI-based Imaging Feature Parameter Model for Predicting the Malignancy of Part-solid Pulmonary Nodule.
Mingzhi LIN ; Yiming HUI ; Bin LI ; Peilin ZHAO ; Zhizhong ZHENG ; Zhuowen YANG ; Zhipeng SU ; Yuqi MENG ; Tieniu SONG
Chinese Journal of Lung Cancer 2025;28(4):281-290
BACKGROUND:
Lung cancer is one of the most common malignant tumors worldwide and a major cause of cancer-related deaths. Early-stage lung cancer is often manifested as pulmonary nodules, and accurate assessment of the malignancy risk is crucial for prolonging survival and avoiding overtreatment. This study aims to construct a model based on image feature parameters automatically extracted by artificial intelligence (AI) to evaluate its effectiveness in predicting the malignancy of part-solid nodule (PSN).
METHODS:
This retrospective study analyzed 229 PSN from 222 patients who underwent pulmonary nodule resection at Lanzhou University Second Hospital between October 2020 and February 2025. According to pathological results, 45 cases of benign lesions and precursor glandular lesion were categorized into the non-malignant group, and 184 cases of pulmonary malignancies were categorized into the malignant group. All patients underwent preoperative chest computed tomography (CT), and AI software was used to extract imaging feature parameters. Univariate analysis was used to screen significant variables; variance inflation factor (VIF) was calculated to exclude highly collinear variables, and LASSO regression was further applied to identify key features. Multivariate Logistic regression was used to determine independent risk factors. Based on the selected variables, five models were constructed: Logistic regression, random forest, XGBoost, LightGBM, and support vector machine (SVM). Receiver operating characteristic (ROC) curves were used to assess the performance of the models.
RESULTS:
The independent risk factors for the malignancy of PSN include roughness (ngtdm), dependence variance (gldm), and short run low gray-level emphasis (glrlm). Logistic regression achieved area under the curves ( AUCs) of 0.86 and 0.89 in the training and testing sets, respectively, showing good performance. XGBoost had AUCs of 0.78 and 0.77, respectively, demonstrating relatively balanced performance, but with lower accuracy. SVM showed an AUC of 0.93 in the training set, which decreased to 0.80 in the testing set, indicating overfitting. LightGBM performed excellently in the training set with an AUC of 0.94, but its performance declined in the testing set, with an AUC of 0.88. In contrast, random forest demonstrated stable performance in both the training and testing sets, with AUCs of 0.89 and 0.91, respectively, exhibiting high stability and excellent generalizability.
CONCLUSIONS
The random forest model constructed based on independent risk factors demonstrated the best performance in predicting the malignancy of PSN and could provide effective auxiliary predictions for clinicians, supporting individualized treatment decisions.
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Humans
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Male
;
Female
;
Lung Neoplasms/pathology*
;
Middle Aged
;
Retrospective Studies
;
Artificial Intelligence
;
Aged
;
Tomography, X-Ray Computed
;
Adult
;
Solitary Pulmonary Nodule/diagnostic imaging*
;
ROC Curve
4.Initial exploration of non-invasive diagnosis of eosinophilic chronic rhinosinusitis with nasal polyps via nasal brush sampling.
Zhipeng CHEN ; Jian GUO ; Wenyi CHEN ; Yuan MENG ; Daxiao LI ; Junhui ZHOU ; Zhongjue WANG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(7):617-623
Objective:To identify the key epithelial cell characteristics that can accurately diagnose eosinophilic chronic sinusitis with nasal polyps(ECRSwNP) through nasal brush sampling and comparing with the pathological results of nasal polyp tissue sections. Methods:Ninety-one patients underwent surgery in the Ophthalmology and ENT Department of the Second People's Hospital of Longgang District, Shenzhen, from January 2022 to July 2024 were selected. The cohort comprised 58 males and 33 females(mean age: 41.4 years; range: 12.0-71.0). The clinical characteristics of the patients, including gender, age, disease duration, smoking and drinking history, asthma history, subjective symptoms, sinus CT, and nasal endoscopy scores, were recorded. Nasal brush sampling of nasal polyps and inferior turbinate mucosa was performed before surgery to obtain cytological specimens, and nasal polyp tissues were collected during surgery. The demographic and clinical characteristics of patients with eosinophilic and non-eosinophilic nasal polyps were compared, as well as the relationship between nasal brush cytology of nasal polyps and inferior turbinate and nasal polyp histopathology. Statistical analysis was performed using SPSS 23.0 software. Results:Among the 91 patients, no significant differences were observed between ECRSwNP and NECRSwNP patients in terms of age, gender, smoking status, alcohol consumption, and disease duration. The nasal brush cell population in ECRSwNP patients was more likely to contain eosinophils(P<0.001) and less likely to contain lymphocytes and plasma cells(P<0.001). Additionally, the ciliated cells in ECRSwNP patients exhibited larger widths(P=0.036), shorter cilium lengths(P<0.001), and more disordered arrangements(P<0.001) compared to NECRSwNP patients. In nasal brush cells from the inferior turbinate, ECRSwNP patients also showed shorter cilium lengths(P<0.001) and shorter cilia(P=0.024) compared to NECRSwNP patients. Conclusion:There are significant differences in obtaining epithelial cytological information from nasal polyps or inferior turbinates through nasal brush sampling between ECRSwNP and NECRSwNP patients.
Humans
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Male
;
Female
;
Middle Aged
;
Adult
;
Nasal Polyps/complications*
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Sinusitis/complications*
;
Aged
;
Chronic Disease
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Adolescent
;
Nasal Mucosa/pathology*
;
Young Adult
;
Rhinitis/complications*
;
Eosinophilia/pathology*
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Child
;
Eosinophils/pathology*
;
Rhinosinusitis
5.Research on the application of deep learning based on conventional MRI in differentiating solitary fibrous tumors from schwannomas in the orbit
Jiliang REN ; Zehang NING ; Meng QI ; Zhipeng XIA ; Guoqing WU ; Ying YUAN
Chinese Journal of Radiology 2025;59(2):206-211
Objective:To explore the value of deep learning (DL) models based on conventional MRI in differentiating orbital solitary fibrous tumors (SFT) from schwannomas.Methods:This was a case-control study. A retrospective analysis was conducted on patients with pathologically confirmed orbital SFT and schwannoma admitted to Eye & ENT Hospital, Fudan University (institution 1) from December 2014 to January 2022 and Ninth People′s Hospital, Shanghai Jiao Tong University School of Medicine (institution 2) from July 2015 to May 2022. A total of 140 patients were included, with 104 patients from institution 1 comprising the training cohort for building DL models and 36 patients from institution 2 comprising the external validation cohort for assessing model performance. Based on the preoperative cross-sectional fat-suppressed T 2WI and contrast-enhanced T 1WI (ceT 1WI), tumor contours were outlined on all tumor-containing slices. Six diagnostic models were constructed using residual networks (ResNet) and split-attention residual networks (ResNeSt) with 18 layers (ResNet-18 and ResNeSt-18), based solely on individual T 2WI and ceT 1WI, as well as a combination of both. A radiology resident and an attending radiologist independently reviewed conventional MRI images to determine the tumor type. The performance of the DL models and radiologists in differentiating orbital SFT from schwannoma in the external validation cohort was evaluated using receiver operating characteristic curves, and the areas under the curves (AUC) were compared using the DeLong test. Results:In the external validation cohort, the AUC (95% CI) of the ResNet-18 models based on T 2WI, ceT 1WI, and their combination were 0.861 (0.719-1), 0.896 (0.774-1), and 0.885 (0.755-1), respectively, while the AUC (95% CI) of the ResNeSt-18 models were 0.889 (0.748-1), 0.872 (0.726-1), and 0.910 (0.801-1), respectively. Among these, the ResNeSt-18 model based on the combined sequences achieved the best performance in differentiating the two tumors. The AUC (95% CI) for the individual interpretation of the radiology resident and attending radiologist were 0.729 (0.571-0.887) and 0.771 (0.618-0.923), respectively. The AUC of the ResNeSt-18 model based on the combined sequences was statistically significantly higher than those of the resident and attending radiologist ( Z=1.96, P=0.049; Z=2.00, P=0.045). Conclusion:The ResNeSt-18 model based on conventional MRI can effectively differentiate orbital SFT from schwannoma, demonstrating better performance than those of the radiology resident and the attending radiologist.
6.Effects of non-ablative vaginal Er:YAG laser on female mild-to-moderate stress urinary incontinence
Xin WANG ; Zhipeng ZHANG ; Lingfeng MENG ; Shengfei XU ; Jiqiong ZHENG ; Hui WANG ; Xiaoyi YUAN ; Zhengwang ZHANG ; Jianwei LYU ; Yaoguang ZHANG
Journal of Modern Urology 2025;30(7):582-586,592
Objective To evaluate the efficacy of non-ablative vaginal erbium-doped yttrium aluminum garnet(Er:YAG)laser therapy in improving symptoms in women with mild-to-moderate stress urinary incontinence(SUI).Methods A prospective,multicenter,randomized controlled trial was conducted.A total of 126 female SUI patients were enrolled and randomized in a 2∶1 ratio to the treatment group(n=84,receiving Er:YAG laser therapy)and the sham control group(n=42,undergoing non-energized laser device with shielded beam).Efficacy outcomes were compared between the two groups,including the International Consultation on Incontinence Questionnaire-Short Form(ICI-Q-SF)scores at baseline and 1,3,6 months after treatment,response rate 3 month after treatment,urine leakage volume,daily incontinence episodes and visual analog scale(VAS).Results One month and 3 months after treatment,the ICI-Q-SF scores in the treatment group(8.07±3.33 and 7.04±3.04,respectively)were significantly lower than those in the control group(9.57±4.03 and 9.65±3.27,respectively;both P<0.05).The 3-month response rate was significantly higher in the treatment group(71.43%)compared to the control group(35.71%,P<0.05).Improvements in urine leakage volume 1 and 3 months after treatment were significantly greater in the treatment group versus the control group(both P<0.05).A statistically significant reduction in daily incontinence episodes was observed in the treatment group 1 month after treatment compared to the control group[2(0,5)times vs.4(2,8)times,P<0.05].VAS score in the treatment group markedly decreased 1 month after treatment,comparable to the level observed in the control group[0(0,2.45)vs.0(0,0),P<0.05].Conclusion Non-ablative vaginal Er:YAG laser therapy significantly alleviates symptoms in women with mild-to-moderate SUI and represents a viable treatment option for this condition.
7.Localization of"physician-pharmacist co-management"in chronic respiratory diseases:concepts,im-plementation pathways,and preliminary outcomes
Yingying XIAO ; Bingqin WEN ; Xiao MENG ; Zhipeng WANG ; Huiyin XU ; Yongbang CHEN ; Zixuan LIU ; Pengjiu YU ; Rongchang CHEN ; Liang PENG ; Li WEI
Modern Hospital 2025;25(11):1644-1647
With the rising prevalence of chronic diseases and an aging population,China's traditional segmented health-care delivery model is increasingly inadequate for meeting the growing demand for long-term,systematic health management.In response,the"Physician-Pharmacist Co-management"model has emerged,aiming to enhance the quality and continuity of care through close collaboration between physicians and pharmacists.This paper starts from the concept and origin of"Physician-Phar-macist Co-management"model,focusing on its China-specific advantages shaped by national healthcare policies and clinical real-ities.Unlike the internationally recognized Collaborative Drug Therapy Management(CDTM)model,the Chinese approach re-flects local healthcare structures and needs.Using obstructive pulmonary disease(COPD)as a case study,we examine the mod-el's application and value in managing chronic respiratory diseases.Data indicate that,after the implementation of"physician-pharmacist co-management"model in COPD patients,the CAT score decreased by approximately 24%,the annual rate of acute exacerbation-related hospitalizations declined by about 72%,and the proportion of patients with regular pulmonary rehabilitation exercise habits increased by roughly 3.3-fold.Additionally,the percentage of patients without adverse reactions rose from 47.37%to 64.41%,and the vaccination rate increased by about 2.7-fold.These findings demonstrate the model's significant advantages in improving clinical outcomes,enhancing patient adherence,and reducing healthcare costs.Despite benefits,howev-er,the"Physician-Pharmacist Co-management"model in China faces several challenges,including limited public awareness,gaps in pharmacist training,and insufficient policy support.To address these challenges,this study recommends strengthening public education,establishing comprehensive evaluation systems for pharmaceutical professionals,and improving incentive mech-anisms.Overall,the findings suggest that the"Physician-Pharmacist Co-management"model holds considerable promise for im-proving the quality of chronic disease management,enhancing patient adherence,and optimizing healthcare resource utilization in China.
8.Effects of non-ablative vaginal Er:YAG laser on female mild-to-moderate stress urinary incontinence
Xin WANG ; Zhipeng ZHANG ; Lingfeng MENG ; Shengfei XU ; Jiqiong ZHENG ; Hui WANG ; Xiaoyi YUAN ; Zhengwang ZHANG ; Jianwei LYU ; Yaoguang ZHANG
Journal of Modern Urology 2025;30(7):582-586,592
Objective To evaluate the efficacy of non-ablative vaginal erbium-doped yttrium aluminum garnet(Er:YAG)laser therapy in improving symptoms in women with mild-to-moderate stress urinary incontinence(SUI).Methods A prospective,multicenter,randomized controlled trial was conducted.A total of 126 female SUI patients were enrolled and randomized in a 2∶1 ratio to the treatment group(n=84,receiving Er:YAG laser therapy)and the sham control group(n=42,undergoing non-energized laser device with shielded beam).Efficacy outcomes were compared between the two groups,including the International Consultation on Incontinence Questionnaire-Short Form(ICI-Q-SF)scores at baseline and 1,3,6 months after treatment,response rate 3 month after treatment,urine leakage volume,daily incontinence episodes and visual analog scale(VAS).Results One month and 3 months after treatment,the ICI-Q-SF scores in the treatment group(8.07±3.33 and 7.04±3.04,respectively)were significantly lower than those in the control group(9.57±4.03 and 9.65±3.27,respectively;both P<0.05).The 3-month response rate was significantly higher in the treatment group(71.43%)compared to the control group(35.71%,P<0.05).Improvements in urine leakage volume 1 and 3 months after treatment were significantly greater in the treatment group versus the control group(both P<0.05).A statistically significant reduction in daily incontinence episodes was observed in the treatment group 1 month after treatment compared to the control group[2(0,5)times vs.4(2,8)times,P<0.05].VAS score in the treatment group markedly decreased 1 month after treatment,comparable to the level observed in the control group[0(0,2.45)vs.0(0,0),P<0.05].Conclusion Non-ablative vaginal Er:YAG laser therapy significantly alleviates symptoms in women with mild-to-moderate SUI and represents a viable treatment option for this condition.
9.Localization of"physician-pharmacist co-management"in chronic respiratory diseases:concepts,im-plementation pathways,and preliminary outcomes
Yingying XIAO ; Bingqin WEN ; Xiao MENG ; Zhipeng WANG ; Huiyin XU ; Yongbang CHEN ; Zixuan LIU ; Pengjiu YU ; Rongchang CHEN ; Liang PENG ; Li WEI
Modern Hospital 2025;25(11):1644-1647
With the rising prevalence of chronic diseases and an aging population,China's traditional segmented health-care delivery model is increasingly inadequate for meeting the growing demand for long-term,systematic health management.In response,the"Physician-Pharmacist Co-management"model has emerged,aiming to enhance the quality and continuity of care through close collaboration between physicians and pharmacists.This paper starts from the concept and origin of"Physician-Phar-macist Co-management"model,focusing on its China-specific advantages shaped by national healthcare policies and clinical real-ities.Unlike the internationally recognized Collaborative Drug Therapy Management(CDTM)model,the Chinese approach re-flects local healthcare structures and needs.Using obstructive pulmonary disease(COPD)as a case study,we examine the mod-el's application and value in managing chronic respiratory diseases.Data indicate that,after the implementation of"physician-pharmacist co-management"model in COPD patients,the CAT score decreased by approximately 24%,the annual rate of acute exacerbation-related hospitalizations declined by about 72%,and the proportion of patients with regular pulmonary rehabilitation exercise habits increased by roughly 3.3-fold.Additionally,the percentage of patients without adverse reactions rose from 47.37%to 64.41%,and the vaccination rate increased by about 2.7-fold.These findings demonstrate the model's significant advantages in improving clinical outcomes,enhancing patient adherence,and reducing healthcare costs.Despite benefits,howev-er,the"Physician-Pharmacist Co-management"model in China faces several challenges,including limited public awareness,gaps in pharmacist training,and insufficient policy support.To address these challenges,this study recommends strengthening public education,establishing comprehensive evaluation systems for pharmaceutical professionals,and improving incentive mech-anisms.Overall,the findings suggest that the"Physician-Pharmacist Co-management"model holds considerable promise for im-proving the quality of chronic disease management,enhancing patient adherence,and optimizing healthcare resource utilization in China.
10.Research on the application of deep learning based on conventional MRI in differentiating solitary fibrous tumors from schwannomas in the orbit
Jiliang REN ; Zehang NING ; Meng QI ; Zhipeng XIA ; Guoqing WU ; Ying YUAN
Chinese Journal of Radiology 2025;59(2):206-211
Objective:To explore the value of deep learning (DL) models based on conventional MRI in differentiating orbital solitary fibrous tumors (SFT) from schwannomas.Methods:This was a case-control study. A retrospective analysis was conducted on patients with pathologically confirmed orbital SFT and schwannoma admitted to Eye & ENT Hospital, Fudan University (institution 1) from December 2014 to January 2022 and Ninth People′s Hospital, Shanghai Jiao Tong University School of Medicine (institution 2) from July 2015 to May 2022. A total of 140 patients were included, with 104 patients from institution 1 comprising the training cohort for building DL models and 36 patients from institution 2 comprising the external validation cohort for assessing model performance. Based on the preoperative cross-sectional fat-suppressed T 2WI and contrast-enhanced T 1WI (ceT 1WI), tumor contours were outlined on all tumor-containing slices. Six diagnostic models were constructed using residual networks (ResNet) and split-attention residual networks (ResNeSt) with 18 layers (ResNet-18 and ResNeSt-18), based solely on individual T 2WI and ceT 1WI, as well as a combination of both. A radiology resident and an attending radiologist independently reviewed conventional MRI images to determine the tumor type. The performance of the DL models and radiologists in differentiating orbital SFT from schwannoma in the external validation cohort was evaluated using receiver operating characteristic curves, and the areas under the curves (AUC) were compared using the DeLong test. Results:In the external validation cohort, the AUC (95% CI) of the ResNet-18 models based on T 2WI, ceT 1WI, and their combination were 0.861 (0.719-1), 0.896 (0.774-1), and 0.885 (0.755-1), respectively, while the AUC (95% CI) of the ResNeSt-18 models were 0.889 (0.748-1), 0.872 (0.726-1), and 0.910 (0.801-1), respectively. Among these, the ResNeSt-18 model based on the combined sequences achieved the best performance in differentiating the two tumors. The AUC (95% CI) for the individual interpretation of the radiology resident and attending radiologist were 0.729 (0.571-0.887) and 0.771 (0.618-0.923), respectively. The AUC of the ResNeSt-18 model based on the combined sequences was statistically significantly higher than those of the resident and attending radiologist ( Z=1.96, P=0.049; Z=2.00, P=0.045). Conclusion:The ResNeSt-18 model based on conventional MRI can effectively differentiate orbital SFT from schwannoma, demonstrating better performance than those of the radiology resident and the attending radiologist.

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