1.Prediction of duloxetine blood concentration in patients with depression based on machine learning
Ming QIAO ; Lu JIN ; Yi ZHU ; Junping HU
China Pharmacy 2025;36(6):752-757
OBJECTIVE To provide medication reference for duloxetine use in clinical settings, particularly for patients with depression in primary medical institutions in Xinjiang that lack therapeutic drug monitoring conditions. METHODS The medical records of 281 depression inpatients taking duloxetine in the First Affiliated Hospital of Xinjiang Medical University from January 2022 to December 2023 were retrospectively collected. They were divided into training set (196 cases) and test set (85 cases) in the ratio of 7∶3. Feature selection was performed by encapsulating random forests (RF) with recursive feature elimination. Four machine learning algorithms, namely support vector machine, RF, extreme gradient boosting (XGBoost) and artificial neural network, were used to construct duloxetine blood concentration prediction model. The prediction performance of the models was evaluated and compared by coefficient of determination (R2), mean absolute error (MAE) and root mean squared error (RMSE). The feature of the selected optimal model was explained by Shapley additive explanation method, and the importance ranking of the features and the influence on the prediction results of duloxetine blood concentration were determined. RESULTS A total of 29 characteristic variables were selected, including age, ethnicity, body mass index(BMI), etc. XGBoost showed the highest R2 (0.808), and the lowest MAE (7.644) and RMSE (10.808). The ranking of feature importance for predicting the blood concentration of duloxetine was as follows: BMI>age>other 20 feature sets (including liver and kidney function and biochemical indicators)>daily dosage>comorbidities>combination therapy>ethnicity>white blood cell count>hemoglobin>height. CONCLUSIONS XGBoost model possesses the best prediction performance of duloxetine blood concentration; BMI and age have a greater impact on the prediction of duloxetine blood concentration.
2.Elevated Serum Amyloid A2 and A4 in Patients With Guillain–Barré Syndrome
Xiaoying YAO ; Baojun QIAO ; Fangzhen SHAN ; Qingqing ZHANG ; Yan SONG ; Jin SONG ; Yuzhong WANG
Journal of Clinical Neurology 2025;21(3):213-219
Background:
and Purpose Guillain–Barré syndrome (GBS) is an autoimmune-mediated disorder characterized by demyelinating or axonal injury of the peripheral nerve. Our aim is to determine whether serum amyloid A (SAA) is a biomarker of demyelinating injury and disease severity in patients with GBS.
Methods:
This study retrospectively enrolled 40 patients with either the demyelinating or axonal GBS and sex- and age-matched controls with other neurological diseases as well as healthy subjects. The demographic and clinical features at entry were collected. The serum levels of the SAA isoforms SAA1, SAA2, and SAA4 were determined in the patients with GBS and the controls using the enzyme-linked immunosorbent assay and analyzed for the associations between levels of different SAA isoforms and the clinical features of the patients.
Results:
The levels of SAA2 and SAA4 were significantly higher in patients with GBS than in both the other neurological disease controls and the healthy subjects (p<0.05 for all). The level of SAA1 did not differ between patients with GBS and the controls. The level of SAA2 was considerably higher in GBS patients with antecedent infection than in those without infection (p=0.020). The levels of different SAA isoforms were not associated with the disease severity or other clinical features of patients with GBS (p>0.05 for all).
Conclusions
Increased levels of SAA2 and SAA4 may only represent the acute inflammatory status and so cannot be utilized as biomarkers of the disease severity or demyelinating injury in patients with GBS.
3.Elevated Serum Amyloid A2 and A4 in Patients With Guillain–Barré Syndrome
Xiaoying YAO ; Baojun QIAO ; Fangzhen SHAN ; Qingqing ZHANG ; Yan SONG ; Jin SONG ; Yuzhong WANG
Journal of Clinical Neurology 2025;21(3):213-219
Background:
and Purpose Guillain–Barré syndrome (GBS) is an autoimmune-mediated disorder characterized by demyelinating or axonal injury of the peripheral nerve. Our aim is to determine whether serum amyloid A (SAA) is a biomarker of demyelinating injury and disease severity in patients with GBS.
Methods:
This study retrospectively enrolled 40 patients with either the demyelinating or axonal GBS and sex- and age-matched controls with other neurological diseases as well as healthy subjects. The demographic and clinical features at entry were collected. The serum levels of the SAA isoforms SAA1, SAA2, and SAA4 were determined in the patients with GBS and the controls using the enzyme-linked immunosorbent assay and analyzed for the associations between levels of different SAA isoforms and the clinical features of the patients.
Results:
The levels of SAA2 and SAA4 were significantly higher in patients with GBS than in both the other neurological disease controls and the healthy subjects (p<0.05 for all). The level of SAA1 did not differ between patients with GBS and the controls. The level of SAA2 was considerably higher in GBS patients with antecedent infection than in those without infection (p=0.020). The levels of different SAA isoforms were not associated with the disease severity or other clinical features of patients with GBS (p>0.05 for all).
Conclusions
Increased levels of SAA2 and SAA4 may only represent the acute inflammatory status and so cannot be utilized as biomarkers of the disease severity or demyelinating injury in patients with GBS.
4.Elevated Serum Amyloid A2 and A4 in Patients With Guillain–Barré Syndrome
Xiaoying YAO ; Baojun QIAO ; Fangzhen SHAN ; Qingqing ZHANG ; Yan SONG ; Jin SONG ; Yuzhong WANG
Journal of Clinical Neurology 2025;21(3):213-219
Background:
and Purpose Guillain–Barré syndrome (GBS) is an autoimmune-mediated disorder characterized by demyelinating or axonal injury of the peripheral nerve. Our aim is to determine whether serum amyloid A (SAA) is a biomarker of demyelinating injury and disease severity in patients with GBS.
Methods:
This study retrospectively enrolled 40 patients with either the demyelinating or axonal GBS and sex- and age-matched controls with other neurological diseases as well as healthy subjects. The demographic and clinical features at entry were collected. The serum levels of the SAA isoforms SAA1, SAA2, and SAA4 were determined in the patients with GBS and the controls using the enzyme-linked immunosorbent assay and analyzed for the associations between levels of different SAA isoforms and the clinical features of the patients.
Results:
The levels of SAA2 and SAA4 were significantly higher in patients with GBS than in both the other neurological disease controls and the healthy subjects (p<0.05 for all). The level of SAA1 did not differ between patients with GBS and the controls. The level of SAA2 was considerably higher in GBS patients with antecedent infection than in those without infection (p=0.020). The levels of different SAA isoforms were not associated with the disease severity or other clinical features of patients with GBS (p>0.05 for all).
Conclusions
Increased levels of SAA2 and SAA4 may only represent the acute inflammatory status and so cannot be utilized as biomarkers of the disease severity or demyelinating injury in patients with GBS.
5.Construction and application of the "Huaxi Hongyi" large medical model
Rui SHI ; Bing ZHENG ; Xun YAO ; Hao YANG ; Xuchen YANG ; Siyuan ZHANG ; Zhenwu WANG ; Dongfeng LIU ; Jing DONG ; Jiaxi XIE ; Hu MA ; Zhiyang HE ; Cheng JIANG ; Feng QIAO ; Fengming LUO ; Jin HUANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(05):587-593
Objective To construct large medical model named by "Huaxi HongYi"and explore its application effectiveness in assisting medical record generation. Methods By the way of a full-chain medical large model construction paradigm of "data annotation - model training - scenario incubation", through strategies such as multimodal data fusion, domain adaptation training, and localization of hardware adaptation, "Huaxi HongYi" with 72 billion parameters was constructed. Combined with technologies such as speech recognition, knowledge graphs, and reinforcement learning, an application system for assisting in the generation of medical records was developed. Results Taking the assisted generation of discharge records as an example, in the pilot department, after using the application system, the average completion times of writing a medical records shortened (21 min vs. 5 min) with efficiency increased by 3.2 time, the accuracy rate of the model output reached 92.4%. Conclusion It is feasible for medical institutions to build independently controllable medical large models and incubate various applications based on these models, providing a reference pathway for artificial intelligence development in similar institutions.
6.Synthesis and in vitro antiviral effects against hepatitis C virus of oleanolic acid and ursolic acid derivatives
Shuwen XIAO ; Heyang ZHOU ; Yongsheng JIN ; Liming QIAO ; Wei ZHENG
Journal of Pharmaceutical Practice and Service 2025;43(10):503-508
Objective To design and synthesize derivatives of oleanolic acid and ursolic acid, and investigate their anti-hepatitis C virus (HCV) activity along with that of common triterpenoid acids. To explore the structure-activity relationship and provide a reference for the research of anti-HCV drugs derived from natural products through obtaining compounds with higher activity. Methods Oleanolic acid and ursolic acid were directly reacted with corresponding amines using PyBOP as a condensing agent in the presence of DIEA. Alternatively, the target compounds were prepared through PCC oxidation followed by the Baeyer-Villiger reaction catalyzed by m-CPBA. In vitro anti-HCV activity was tested using the HCVcc infection model. Molecular docking was performed by Autodock software to investigate the interaction between the active compounds and HCV NS5B. Results Oleanolic acid, glycyrrhetinic acid, ursolic acid, and asiatic acid all exhibited certain anti-HCV effects. Specifically, oleanolic acid derivatives OA2-OA4, OA6, and OA7, as well as ursolic acid derivatives UA1 and UA2, demonstrated superior anti-HCV activity compared to their parent compounds. Preliminary structure-activity relationship analysis revealed that introducing a bulky group to 28-COOH of oleanolic acid and ursolic acid enhanced their activity. Molecular docking results demonstrated that the active compounds could stably bind to HCV NS5B, thereby exhibiting antiviral activity. Conclusion Pentacyclic triterpenoids possessed anti-HCV effects, and their derivatives coud be synthesized to obtain more active compounds. The anti-HCV mechanism of these compounds may be associated with their inhibition of NS5B.
7.Niemann-Pick disease type B and heterogeneous manifestations of its liver involvement: A case report
Qiao YANG ; Yi SHEN ; Yue SHI ; Jin WANG ; Fangfang LYU
Journal of Clinical Hepatology 2024;40(2):356-360
This article reports a case with the chief complaint of “hepatosplenomegaly to be investigated” and a confirmed diagnosis of Niemann-Pick disease type B after various tests, and a literature review was conducted to summarize the heterogeneous manifestations of liver involvement in type B Niemann-Pick disease, in order to improve the clinical management of difficult and rare liver diseases.
8.Consensus statement on research and application of Chinese herbal medicine derived extracellular vesicles-like particles (2023 edition).
Qing ZHAO ; Tong WANG ; Hongbin WANG ; Peng CAO ; Chengyu JIANG ; Hongzhi QIAO ; Lihua PENG ; Xingdong LIN ; Yunyao JIANG ; Honglei JIN ; Huantian ZHANG ; Shengpeng WANG ; Yang WANG ; Ying WANG ; Xi CHEN ; Junbing FAN ; Bo LI ; Geng LI ; Bifeng LIU ; Zhiyang LI ; Suhua QI ; Mingzhen ZHANG ; Jianjian ZHENG ; Jiuyao ZHOU ; Lei ZHENG ; Kewei ZHAO
Chinese Herbal Medicines 2024;16(1):3-12
To promote the development of extracellular vesicles of herbal medicine especially the establishment of standardization, led by the National Expert Committee on Research and Application of Chinese Herbal Vesicles, research experts in the field of herbal medicine and extracellular vesicles were invited nationwide with the support of the Expert Committee on Research and Application of Chinese Herbal Vesicles, Professional Committee on Extracellular Vesicle Research and Application, Chinese Society of Research Hospitals and the Guangdong Engineering Research Center of Chinese Herbal Vesicles. Based on the collation of relevant literature, we have adopted the Delphi method, the consensus meeting method combined with the nominal group method to form a discussion draft of "Consensus statement on research and application of Chinese herbal medicine derived extracellular vesicles-like particles (2023)". The first draft was discussed in online and offline meetings on October 12, 14, November 2, 2022 and April and May 2023 on the current status of research, nomenclature, isolation methods, quality standards and research applications of extracellular vesicles of Chinese herbal medicines, and 13 consensus opinions were finally formed. At the Third Academic Conference on Research and Application of Chinese Herbal Vesicles, held on May 26, 2023, Kewei Zhao, convenor of the consensus, presented and read the consensus to the experts of the Expert Committee on Research and Application of Chinese Herbal Vesicles. The consensus highlights the characteristics and advantages of Chinese medicine, inherits the essence, and keeps the righteousness and innovation, aiming to provide a reference for colleagues engaged in research and application of Chinese herbal vesicles at home and abroad, decode the mystery behind Chinese herbal vesicles together, establish a safe, effective and controllable accurate Chinese herbal vesicle prevention and treatment system, and build a bridge for Chinese medicine to the world.
9.Mechanism of Morinda officinalis iridoid glycosides alleviates bone deterioration in type II collagen-induced arthritic rats through down-regulating GSK-3β to inhibit JAK2/STAT3 and NF-κ B signaling pathway
Yi SHEN ; Yi-qi SUN ; He-ming LI ; Xin-yuan YE ; Jin-man DU ; Rong-hua BAO ; Quan-long ZHANG ; Lu-ping QIN ; Qiao-yan ZHANG
Acta Pharmaceutica Sinica 2024;59(10):2763-2772
This study aimed to investigate the therapeutic effects of
10.Uyghur Medicine Yangxin Dawayimixike Honey Paste (养心达瓦依米西克蜜膏) in Treatment of 279 Cases Stable Angina Pectoris Patients with Qi Stagnation and Blood Stasis Syndrome:A Multi-center,Double-blind,Positive-controlled Randomized Clinical Trial
Binghua JIANG ; Lihua FAN ; Xiaofeng WANG ; Yingmin SONG ; Yanlai ZHANG ; Songyan QIAO ; Jing DONG ; Lihua JIN ; Yanping DING ; MAINISHA·MAIMAITI ; Jixian ZHAO ; Dongsheng GAO ; Qiuping ZHAO ; Lingxia GUAN ; Hongbin SUN ; Meise LIN ; Hengliang WANG ; Jun LI
Journal of Traditional Chinese Medicine 2024;65(21):2225-2233
ObjectiveTo observe the efficacy and safety of Uyghur medicine Yangxin Dawayimixike Honey Paste (养心达瓦依米西克蜜膏, YDMHP) in the treatment of stable angina pectoris (SAP) of qi stagnation and blood stasis syndrome. MethodsA randomized , double-blind, positive-controlled,multi-center clinical trial was conducted, in which 370 patients with SAP of qi stagnation and blood stasis syndrome were randomly divided into treatment group(279 cases)and control group(91cases)at a ratio of 3∶1. The treatment group was orally administered with YDMHP, 3 g each time, and placebo of Xuefu Zhuyu Capsule (血府逐瘀胶囊), 2.4 g each time, while the control group was treated with Xuefu Zhuyu Capsule, 2.4 g each time, and placebo of YDMHP, 3 g each time, both twice a day for a course of 12 weeks. The primary outcome was the effect of angina pectoris symptom. The secondary outcomes include single angina symptom scores such as number of attacks, duration of attacks, pain intensity and usae of nitroglycerin scores, the total angina symptom score before and after the treatment, the usage of nitroglycerin, the exercise duration in treadmill exercise test (TET) and the Duck treadmill score among patients,the scores of Seattle Angina Questionnaire (SAQ) on five dimensions including physical limitations, anginal stability, anginal frequency, treatment satisfaction, and disease perception, and efficacy of TCM syndrome and of each single TCM symptom after treatment. The safety were evaluated by examine blood routine, urine routine, liver and kidney function, fasting blood sugar, electrocardiogram, adverse events. ResultsThe total effective rate of angina symptom in the treatment group was 71.69% (200/279), significantly higher than 51.64% (47/91) in the control group (P<0.01). The curative and markedly effective rate of TCM syndrome in the treatment group was 53.05% (148/279), which was significantly higher than 25.27% (23/91) in the control group (P<0.01). After treatment, scores of the number as well as duration of angina attacks and pain severity, the total score of angina symptoms, and the usage of nitroglycerin significantly decreased in both groups, and more changes were seen in the treatment group than in the control group; the scores of physical limitations, anginal stability, anginal frequency, treatment satisfaction, and disease perception in both groups significantly increased, and more improvement were shown in the experimental group regarding the anginal stability, anginal frequency and treatment satisfaction (P<0.05 or P<0.01). The effects of chest pain, chest tightness, palpitation, shortness of breath and fatigue in experimental group were significantly higher than those in control group (P<0.05 or P<0.01). There was no significant difference in the exercise duration of treadmill test and Duke score among patients between the two groups either before or after treatment (P>0.05). Adverse events occurred in 66 cases (23.66%) of the experimental group and 16 cases (17.58%) of the control group, with no statistical significance between the two groups (P>0.05). ConclusionThe Uyghur medicine YDMHP can effectively improve symptoms of angina pectoris, reduce the number, duration, and intensity of attacks, decrease the dosage of nitrogly-cerin and improve the individual TCM symptoms and has good safety in the treatment of SAP patients of qi stagnation and blood stasis.

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