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.Research progress on the chemical constituents,pharmacological mechanisms and clinical application of Jiegeng decoction
Yun HUANG ; Shunwang HUANG ; Jinwei QIAO ; Qian XU ; Xiaoming GAO ; Xuemei BAO ; Manqin YANG ; Ruonan XIE ; Ming CAI
China Pharmacy 2025;36(18):2348-2352
Jiegeng decoction is a classic prescription composed of two Chinese medicinal herbs: Platycodon grandiflorum and Glycyrrhiza uralensis. It has the efficacy of diffusing lung qi, resolving phlegm, relieving sore throat and discharging pus, and is commonly used in the treatment of respiratory diseases such as cough and pharyngodynia. This article reviews the chemical components, pharmacological mechanisms and clinical applications of Jiegeng decoction. It was found that Jiegeng decoction contains triterpenoid saponins, flavonoids, glycosides, acids, and other components, with platycodin D, platycodin D2, glycyrrhizic acid, glycyrrhetinic acid, liquiritin, etc., serving as the main active pharmaceutical ingredients. Jiegeng decoction and its chemical constituents exert anti-inflammatory effects by inhibiting signaling pathways such as nuclear factor-κB and mitogen- activated protein kinases, and demonstrate anti-tumor activities through mechanisms like modulating the tumor immune microenvironment and promoting cancer cell apoptosis. Additionally, it exhibits various pharmacological actions including antibacterial, antiviral, and antioxidant effects. Clinically, Jiegeng decoction, its modified prescription and compound combinations are widely used in the treatment of respiratory diseases such as cough, pneumonia, and pharyngitis, as well as digestive system disorders like constipation.
3.Phillyrin inhibits the proliferation, invasion, and epithelial-mesenchymal transition of glioma U251 cells via the HMGB1/RAGE signaling pathway
LIU Ming ; FENG Xiaosong ; ZHANG Yin ; LIU Xipeng ; LIU Yongda ; ZHANG Xiufeng ; QIAO Jianxin
Chinese Journal of Cancer Biotherapy 2025;32(10):1053-1059
[摘 要] 目的:探究连翘苷(PHN)调节高迁移率族蛋白B1(HMGB1)/晚期糖基化终产物受体(RAGE)信号通路对胶质瘤U251细胞增殖、侵袭及上皮间质转化(EMT)的影响。方法:将人胶质瘤U251细胞分为PHN-0组(0 µmol/L PHN处理)、PHN低、中和高剂量组(PHN-50、PHN-100、PHN-200组,分别用50、100和200 µmol/L PHN处理)、PHN + pcDNA-NC组(转染pcDNA-NC质粒后200 µmol/L PHN处理)和PHN + HMGB1组(转染过表达HMGB1质粒后200 µmol/L PHN处理)。CCK-8法和克隆形成实验检测各组细胞的增殖能力,流式细胞术检测各组细胞的凋亡水平,Transwell实验检测各组细胞的迁移和侵袭能力,ELISA检测各组细胞分泌IL-8水平,免疫荧光法检测各组细胞中神经钙黏素(N-cadherin)和上皮钙黏素(E-cadherin)阳性率,WB法检测各组细胞中Toll样受体4(TLR4)、核因子-κB(NF-κB)、HMGB1、RAGE、N-cadherin、E-cadherin、细胞周期蛋白D1(cyclin D1)、细胞周期蛋白依赖性激酶2(CDK2)、B淋巴细胞瘤-2(Bcl-2)、Bcl-2相关X蛋白(BAX)蛋白的表达水平。结果:与PHN-0组相比,PHN-50、PHN-100、PHN-200组U251细胞增殖活力、克隆形成数、迁移和侵袭数、IL-8分泌水平、N-cadherin阳性率及其蛋白表达、TLR4、NF-κB、HMGB1、RAGE、cyclin D1、CDK2蛋白表达均显著降低(均P < 0.05),细胞凋亡率、E-cadherin阳性率及其蛋白表达、BAX/Bcl-2比值均显著升高(均P < 0.05);同时过表达HMGB1则可逆转PHN对U251细胞增殖、迁移、侵袭及EMT的抑制作用和对凋亡的促进作用(均P < 0.05)。结论:PHN通过HMGB1/RAGE信号通路抑制胶质瘤U251细胞增殖、侵袭及EMT进程。
4.Mechanism prediction and verification of Cistanche deserticola in the treatment of inflammatory bowel disease
Ming QIAO ; Yi ZHU ; Junping HU ; Jianhua YANG
China Pharmacy 2024;35(21):2582-2589
OBJECTIVE To investigate the mechanism of Cistanche deserticola in the treatment of inflammatory bowel disease (IBD). METHODS The active components of C. deserticola were screened based on TCMSP and literature reports. The targets of active ingredients were obtained via Swiss Target Prediction platform. Then the disease targets were obtained by searching GeneCards and OMIM databases. PPI network and “drug-compound-disease-target” network were constructed. The core components and core targets were screened. GO and KEGG enrichment analyses were performed, and molecular docking verification was conducted for core targets and core components. The IBD mice model was established and divided into model group, positive control group (dexamethasone, 0.4 mg/kg) and C. deserticola extract group (100, 200, 400 mg/kg); blank control group was set, with 8 mice in each group. Each group was given relevant medicine, once a day, for 7 consecutive days. Disease activity index (DAI) score and colon length were calculated, and the pathological morphology of the colon of mice was observed. The levels of inflammatory factors [interleukin-6 (IL-6), IL-1β, IL-10, myeloperoxidase (MPO),tumor necrosis factor-α (TNF-α)] in colon tissue, and protein expressions of core targets were detected. RESULTS A total of 39 active ingredients and 232 potential targets of C. deserticola in the treatment of IBD were obtained. The treatment of IBD with C. deserticola might be related to core components such as quercetin, suchilactone, β-sitosterol and cistanoside H, and core targets such as TNF, AKT1, STAT3, EGFR and SRC. GO and KEGG pathway analysis predicted that the biological processes of C. deserticola in the treatment of IBD were mainly related to protein phosphorylation, and negative regulation of apoptosis, mainly involving PI3K/AKT and EGFR tyrosine kinase inhibitor resistance signaling pathways. The results of molecular docking showed that the binding energy between the core components and core target of C. deserticola was less than -4.7 kJ/mol. Animal experiment results showed that after intervention with C. deserticola extract, the body weight and colon length of mice significantly increased (P<0.05 or P<0.01), while DAI decreased significantly (P<0.05 or P<0.01). The congestion and edema of colon mucosa were significantly reduced, and the pathological score of colon tissue was significantly decreased (P<0.05 or P<0.01); the levels of IL-6, IL-1β, MPO and TNF-α, as well as the protein expressions of PI3K, phosphorylated PI3K (p-PI3K), EGFR, TNF- α, STAT3, phosphorylated STAT3 (p-STAT3), AKT1, phosphorylated AKT1 (p-AKT1) and SRC in colon tissue were reduced significantly (P<0.05 or P<0.01), while the level of IL-10 was significantly increased in model group (P<0.01). CONCLUSIONS C. deserticola may alleviate IBD by regulating the SRC/EGFR/PI3K/AKT signaling pathway.
5.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
6.Cloning and interacted protein identification of AGL12 gene from Lonicera macranthoides
Li-jun LONG ; Hui-jie ZENG ; Zhong-quan QIAO ; Xiao-ming WANG ; Chang-zhu LI ; Si-si LIU ; Ying-zi MA
Acta Pharmaceutica Sinica 2024;59(5):1458-1466
MADS-box protein family are important transcriptional regulatory factors in plant growth and development. The
7.Study on fluvoxamine maleate sustained-release pellets and its compression technology
Ming-hui XU ; Xing-yue ZHANG ; Qiao DONG ; Xia ZHAO ; Yu-ru BU ; Le-zhen CHEN
Acta Pharmaceutica Sinica 2024;59(2):439-447
In this study, fluvoxamine maleate sustained-release pellet system tablets were prepared and were used to evaluate their release behaviors
8.Value of evaluating Graves ophthalmopathy motiliny by MRI T2-mapping
Lu WANG ; Yao FAN ; Jian LONG ; Ming-Qiao ZHANG ; Chun LIU
Medical Journal of Chinese People's Liberation Army 2024;49(1):70-74
Objective To investigate the value of magnetic resonance imaging(MRI)T2-mapping in evaluating the activity of Graves ophthalmopathy(GO).Methods A total of 64 patients with GO in the Department of Endocrinology,the First Affiliated Hospital of Chongqing Medical University from July 2019 to January 2021 were collected.Simple random grouping was performed by computer,with 49 cases as observation subjects,and 15 patients for diagnostic test.According to clinical activity score(CAS),49 GO patients were divided into active group(CAS≥3 points,48 eyes)and inactive group(CAS<3 points,50 eyes).Normal control group(NC group)included 31 patients(62 eyes).All subjects underwent 3.0T orbital MRI T2-mapping.Measuring the T2 relaxation time(T2RT)of superior rectus,inferior rectus,medial rectus,and lateral rectus on five layers behind the eyeball on T2-mapping coronal images,and select the maximum value of T2RT in the five layers for each extraocular muscle to represent the T2RT of this extraocular muscle.Finally,select the maximum T2RT values of the four extraocular muscles,expressed as extraocular muscle maximum T2RT.Compare the differences of the above 5 indicators(superior rectus T2RT,inferior rectus T2RT,medial rectus T2RT,lateral rectus T2RT,extraocular muscle maximum T2RT)between active group,inactive group and NC group.ROC curve was used to analyze the diagnostic value of the above 5 indicators for GO activity assessment,and the diagnostic threshold was obtained.Then,another 15 GO patients were performed for diagnostic tests evaluation to determine the indicators of high diagnostic efficacy and the threshold of diagnostic activity.Results The T2RT of all extraocular muscles in active group were significantly higher than those in inactive group and NC group,the difference was statistically significant(P<0.001).The threshold value of the five indicators were obtained by ROC curve analysis.The maximum T2RT cut-off values of superior rectus muscle,inferior rectus muscle,medial rectus muscle,lateral rectus muscle and extraocular muscles for judging activity were 80.200 ms,97.045 ms,94.355 ms,85.750 ms and 101.385 ms respectively.Another 15 GO patients were performed for diagnostic tests,the indexes with relatively high sensitivity,specificity,positive predictive value and negative predictive value were inferior rectus T2RT and extraocular muscle maximum T2RT,the cut-off values of GO activity were 97.045 ms and 101.385 ms,respectively;the sensitivity were 91.7%and 93.8%,respectively;the specificity all were 80.0%.Conclusions MRI T2-mapping sequence has a good value in assessment of GO activity.The inferior rectus T2RT and extraocular muscle maximum T2RT can be choosed to evaluate the activity of GO.
9.Factor analysis of pain after arthroscopic rotator cuff suture bridge
Li-Na SI ; Jin-Wei LUO ; Di WU ; Yue-Bing QIAO ; Yong-Ming LÜ ; Cong XU
Acta Anatomica Sinica 2024;55(2):210-214
Objective To analyze the factors associated with pain after arthroscopic rotator cuff bridge suture.Methods According to the inclusion and exclusion criteria,the data of 112 patients with unilateral rotator cuff injury who received arthroscopic bridge suture in our department were collected and were investigated in the form of telephone follow-up.In this study,SPSS 23.0 was used to input data and conduct statistical analysis.Logistic regression analysis was used to analyze the correlation between the above influencing factors and postoperative pain.Results A total of 112 patients were included for statistical analysis,single factor analysis revealed,including course of disease,smoking history,preoperative University of California,Los Angeles(UCLA)score,Constant score,numeric rating scale(NRS),size of rotator cuff tear,whether it was full-thickness tear and degree of tendon retraction might be related to postoperative pain(P<0.05).The age,gender,body mass index(BMI),drinking history,diabetes and hypertension were not related to postoperative pain(P>0.05).Multiple linear regression analysis concluded that there were four factors related to postoperative pain,and the correlation degree was preoperative NRS,preoperative UCLA score,tear size and smoking history.Conclusion The causes of postoperative pain after arthroscopic rotator cauff repair are complex and diverse.Analyzing the cause of postoperative pain can effectively reduce the pain of patients and promote the recovery of shoulder joint function.
10.Effect of Combined Frequency Stimulation on The Electrophysiology of Granule Neurons in The Hippocampal Dentate Gyrus Area of Hindlimb Unloading Mice
Jun-Qiao ZHAO ; Ming-Qiang ZHU ; Hai-Jun ZHU ; Rui FU ; Ze ZHANG ; Jia-Le WANG ; Chong DING
Progress in Biochemistry and Biophysics 2024;51(7):1670-1686
ObjectiveIn recent years, the negative impact of microgravity on astronauts’ nervous systems has received widespread attention. The repetitive transcranial magnetic stimulation (rTMS) technology has shown significant positive effects in the treatment of neurological and psychiatric disorders. The potential benefits of combined frequency stimulation (CFS) which combines different frequency stimulation patterns in ameliorating neurological dysfunctions induced by the microgravity environment, still require in-depth investigation. Exploring the therapeutic effects and electrophysiological mechanisms of CFS in improving various neurological disorders caused by microgravity holds significant importance for neuroscience and the clinical application of magnetic stimulation. MethodsThis study employed 40 C57BL/6 mice, randomly divided into 5 groups: sham group, hindlimb unloading (HU) group, 10 Hz group, 20 Hz group, and combined frequency stimulation (10 Hz+20 Hz, CFS) group. Mice in all groups except the sham group received 14 d of simulated microgravity conditions along with 14 d of repetitive transcranial magnetic stimulation. The effects of CFS on negative emotions and spatial cognitive abilities were assessed through sucrose preference tests and water maze experiments. Finally, patch-clamp techniques were used to record action potentials, resting membrane potentials, and ion channel dynamics of granule neurons in the hippocampal dentate gyrus (DG) region. ResultsCompared to the single-frequency stimulation group, behavioral results indicated that the combined frequency stimulation (10 Hz+20 Hz) significantly improved cognitive impairments and negative emotions in simulated microgravity mice. Electrophysiological experiments revealed a decrease in excitability of granule neurons in the hippocampal DG region after HU manipulation, whereas the combined frequency stimulation notably enhanced neuronal excitability and improved the dynamic characteristics of voltage-gated Na+ and K+ channels. ConclusionThe repetitive transcranial magnetic stimulation with combined frequencies (10 Hz+20 Hz) effectively ameliorates cognitive impairments and negative emotions in simulated microgravity mice. This improvement is likely attributed to the influence of combined frequency stimulation on neuronal excitability and the dynamic characteristics of Na+ and K+ channels. Consequently, this study holds the promise to provide a theoretical basis for alleviating cognitive and emotional disorders induced by microgravity environments.

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