1.Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid
Xi CHEN ; Shen’ao YUAN ; Hailing YUAN ; Jie ZHAO ; Peng CHEN ; Chunyan TIAN ; Yi SU ; Yunsong ZHANG ; Yu ZHANG
China Pharmacy 2025;36(11):1399-1404
OBJECTIVE To construct three-class (insufficient, normal, excessive) and two-class (insufficient, normal) models for predicting plasma concentration of valproic acid (VPA), and compare the performance of these two models, with the aim of providing a reference for formulating clinical medication strategies. METHODS The clinical data of 480 patients who received VPA treatment and underwent blood concentration test at the Xi’an International Medical Center Hospital were collected from November 2022 to September 2024 (a total of 695 sets of data). In this study, predictive models were constructed for target variables of three-class and two-class models. Feature ranking and selection were carried out using XGBoost scores. Twelve different machine learning algorithms were used for training and validation, and the performance of the models was evaluated using three indexes: accuracy, F1 score, and the area under the working characteristic curve of the subject (AUC). RESULTS XGBoost feature importance scores revealed that in the three-class model, the importance ranking of kidney disease and electrolyte disorders was higher. However, in the two-class model, the importance ranking of these features significantly decreased, suggesting a close association with the excessive blood concentration of VPA. In the three-class model, Random Forest method performed best, with F1 score of 0.704 0 and AUC of 0.519 3 on the test set; while in the two-class model, CatBoost method performed optimally, with F1 score of 0.785 7 and AUC of 0.819 5 on the test set. CONCLUSIONS The constructed three-class model has the ability to predict excessive VPA blood concentration, but its prediction and model generalization abilities are poor; the constructed two-class model can only perform classification prediction for insufficient and normal blood concentration cases, but its model performance is stronger.
2.Optimization of Extraction and Purification Process of Total Phenols from Deoiled Cinnamomum Longepaniculatum Leaves and Its Antioxidant Study in Vitro
Xi ZHOU ; Yu JIANG ; Yefei YUAN
Chinese Journal of Modern Applied Pharmacy 2024;41(11):1499-1507
OBJECTIVE
To explore the optimal process of extraction and purification of total phenols from deoiled Cinnamomum longepaniculatum leaves, and to evaluate the antioxidant activity in vitro before and after purification, so as to provide a theoretical basis for rational development and utilization of Cinnamomum longepaniculatum.
METHODS
The L18(37) orthogonal experiment was carried out on the basis of five-single factor and three-level experiments, such as concentration of ethanol(A), ratio of liquid-material(B), extraction temperature(C), extraction time(D), and extraction times(E). The extraction process of total phenols was optimized, by taking the amount of total phenols extraction as the process investigation index. Taking the adsorption and desorption performance under dynamic and static conditions as the investigation index of total phenols purification process, the purification process of total phenols was optimized by macroporous resin. With vitamin C(Vc) as the positive control, the antioxidant activity in vitro of total phenols before and after purification were evaluated by DPPH radical scavenging, ABTS+ radical scavenging and determination of total reducing capacity.
RESULTS
The best extraction technology conditions of total phenols were as follows: ratio of liquid-material 30 mL·g−1, concentration of ethanol 50%, extraction time 2 h, extraction temperature 90 ℃, extraction 2 times. Under such conditions , the extraction amount of total phenols from deoiled Cinnamomum longepaniculatum leaves was 15.63 mL·g−1. HPD-600 type macroporous resin showed the best purifying profile. The best purification technology conditions were as follows: the concentration of sample solution was 0.5 g·L−1, the sample solution pH value was 3, the sample volume was 2.5 BV, the sample flow rate 1 mL·min−1, the impurity was removed by 4.5 BV distilled water, the elution concentration of ethanol was 60%, the eluate pH value 7, the elution flow rate 1 mL·min−1, 4.5 BV eluent was collected and the total phenols assay was increased from 12.51% to 26.40%. The purified total phenols showed excellent antioxidant activity in vitro. The scavenging effect of total phenols after purification on DPPH and ABTS+ free radicals increased with the increase of total phenols concentration. The IC50 values of DPPH radical scavenging activity of total phenols before and after purification were (68.31±1.96)mg·L−1 and (38.07±0.66)mg·L−1, respectively. The IC50 values of ABTS+ radical scavenging activity of total phenols before and after purification were (23.88±1.66)mg·L−1and (14.28±0.19)mg·L−1, respectively. The absorbance values of the total reducing capacity of total phenols was 1.68 times higher than that before purification. The scavenging effect of total phenols before and after purification on DPPH, ABTS+ free radical scavenging and total reducing capacity was weaker than that of Vc.
CONCLUSION
The process is stable and feasible, suitable for industrial production, and has the advantages of simplicity, rapidity and accuracy, which lays a foundation for further research on Cinnamomum longepaniculatum and the development of natural antioxidants.
3.Pharmacokinetics of single-dose of Etripamil nasal spray in healthy adult Chinese subjects
Wei LIU ; Guo-Ying CAO ; Shu-Yan YU ; Yue-Wen XI ; Jing-Hui LUO ; Bo LIU ; Yu HE ; Tong-Yong FANG ; Xiao-Wen CHEN ; Yuan LI ; Jing ZHANG
The Chinese Journal of Clinical Pharmacology 2024;40(13):1948-1952
Objective To evaluate the pharmacokinetics characteristics of single-dose of Etripamil nasal spray 70 mg in healthy adult Chinese subjects.Methods This was a single-center,randomized,double-blind,placebo-controlled study.Twelve healthy adult Chinese subjects were randomized to receive single-dose of Etripamil nasal spray 70 mg(n=10)or placebo nasal spray(n=2).Blood and urine samples were collected prior and post dose.Etripamil in plasma and urine were analyzed by liquid chromatography-tandem mass spectrometry.The pharmacokinetic parameters were calculated by WinNonlin non-compartmental model.Results Following the single-dose of Etripamil nasal spray 70 mg in healthy adult Chinese subjects,the peak concentration of Etripamil in plasma was quickly attained,with a Cmax of(66.76±56.61)ng·mL-1 and a median(range)tmax of 4.00(3.00-5.00)min.The plasma concentrations of Etripamil had fallen approximately 65%from peak value at 25 min after dosing,and close to 80%within 50 min.The AUC0-last and AUC0-∞ were(3 104.16±2 654.46)and(4 048.77±2 682.38)ng·min·mL-1,respectively.The urine excretion percentage of Etripamil during 24 h was(0.01±0.01)%.Among the 12 subjects who were treated with Etripamil or placebo,10 subjects reported a total of 29 treatment-emergent adverse events(TEAEs).All of the TEAEs were mild in severity.The most common TEAEs were rhinorrhoea and lacrimation increased.Conclusion Etripamil was quickly absorbed after intranasal administration,followed by rapid distribution and elimination(not primarily excreted by renal);Etripamil 70 mg was safe and well tolerated by the healthy Chinese adult subjects.
4.Predictive Ability of Hypertriglyceridemic Waist,Hypertriglyceridemic Waist-to-Height Ratio,and Waist-to-Hip Ratio for Cardiometabolic Risk Factors Clustering Screening among Chinese Children and Adolescents
Li Tian XIAO ; Qian Shu YUAN ; Yu Jing GAO ; S.Baker JULIEN ; De Yi YANG ; Jie Xi WANG ; Juan Chan ZHENG ; Hui Yan DONG ; Yong Zhi ZOU
Biomedical and Environmental Sciences 2024;37(3):233-241
Objective Hypertriglyceridemic waist(HW),hypertriglyceridemic waist-to-height ratio(HWHtR),and waist-to-hip ratio(WHR)have been shown to be indicators of cardiometabolic risk factors.However,it is not clear which indicator is more suitable for children and adolescents.We aimed to investigate the relationship between HW,HWHtR,WHR,and cardiovascular risk factors clustering to determine the best screening tools for cardiometabolic risk in children and adolescents. Methods This was a national cross-sectional study.Anthropometric and biochemical variables were assessed in approximately 70,000 participants aged 6-18 years from seven provinces in China.Demographics,physical activity,dietary intake,and family history of chronic diseases were obtained through questionnaires.ANOVA,x2 and logistic regression analysis was conducted. Results A significant sex difference was observed for HWHtR and WHR,but not for HW phenotype.The risk of cardiometabolic health risk factor clustering with HW phenotype or the HWHtR phenotype was significantly higher than that with the non-HW or non-HWHtR phenotypes among children and adolescents(HW:OR = 12.22,95%CI:9.54-15.67;HWHtR:OR = 9.70,95%CI:6.93-13.58).Compared with the HW and HWHtR phenotypes,the association between risk of cardiometabolic health risk factors(CHRF)clustering and high WHR was much weaker and not significant(WHR:OR = 1.14,95%CI:0.97-1.34). Conclusion Compared with HWHtR and WHR,the HW phenotype is a more convenient indicator with higher applicability to screen children and adolescents for cardiovascular risk factors.
5.Chemical constituents from Ganoderma angustisporum and their α-glucosidase inhibitory activities
Ya-Qin HUO ; Yu-Xi WANG ; Yu-Lian WEI ; Yi-Xuan ZHANG ; Hai-Sheng YUAN
Chinese Traditional Patent Medicine 2024;46(1):132-137
AIM To study the chemical constituents from Ganoderma angustisporum J.H.Xing,B.K.Cui&Y.C.Dai and their α-glucosidase inhibitory activities.METHODS The ethyl acetate extract from G.angustisporum was isolated and purified by silica gel,ODS,TLC and HPLC,then the structures of obtained compounds were identified by physicochemical properties and spectral data.pNPG method was used to evaluate their α-glucosidase inhibitory activities.RESULTS Seven compounds were isolated and identified as N-acetyl-L-phenylalanine ethyl ester(1),N-acetyl-L-phenylalanine methyl ester(2),4-hydroxy-17R-methylincisterol(3),6,8-di-O-methylaverufin(4),aversin(5),methyl 2-(4-hydroxyphenyl)aceate(6),5-toluene-1,3-diol(7).Compounds 1-2,4-7 showed inhibitory activities of α-glucosidase with IC50 values being(33.80±0.47),(45.45±7.95),(48.80±5.86),(39.48±2.82),(41.47±6.68),(55.38±10.12)μmol/L,and compound 1 showed good inhibitory activity.CONCLUSION Compound 1 is a new natural product.Compounds 2-7 are isolated from genus Ganoderma for the first time.Compounds 1-2,4-7 have α-glucosidase inhibitory activities.
6.Analysis of the incidence of low viral load/low-level viremia and its associated factors in patients with HBV-related primary liver cancer
Kunyan HAO ; Yuan DONG ; Ye FAN ; Xun JIANG ; Xi XIONG ; Lei GAO ; Zhaohui WANG ; Ping LI ; Yuecheng YU
Chinese Journal of Hepatology 2024;32(10):910-915
Objective:To retrospectively analyze the viral levels and associated factors in patients with hepatitis B virus (HBV)-related primary liver cancer (PHC) in real-world settings and further explore the correlation between low viral load (LVL) and/or low-level viremia (LLV) and PHC.Methods:Five hundred twenty-four cases with HBV-related PHC with complete pathologically confirmed data from 2013 to 2020 were included. Percentages (%) were used to express their viral load, antiviral (oral) status, patient compliance, presence or absence of cirrhosis, family history of liver cancer, and others. LVL definition: After excluding detection errors by PCR method, serum HBV DNA <50-2 000 IU/ml, and those who had received antiviral drug treatment were called LLV. Antiviral treatment (AVT) rate definition: As of the confirmed diagnosis of PHC, those who had been regularly treated using oral antiviral drugs for six months or more (≥6 months).Results:General situation: The ratio of male to female enrolled patients was 15.90:1 (493/31). Patients aged >40 years accounted for 91.98% (482 cases). Hepatitis B surface antigen (HBsAg) positivity condition: The ratio of HBsAg-positive to HBsAg-negative/anti-HBc-positive (HBsAg-/anti-HBc+) PHC patients was 5.89:1 (448/76). Among the 76 HBsAg-/anti-HBc+patients, the ratio of HBsAg-/anti-HBs+/anti-HBc+ to HBsAg-/anti-HBs-/anti-HBc+ patients was 0.95:1 (37/39). Hepatitis B e antigen (HBeA) positivity condition: The ratio of HBeAg-negative to HBeAg-positive cases was 3.23:1 (400/124). HBV DNA level condition: The medical history records of 75.00% of patients (393/524) had traceable HBV DNA test reports. Out of 393 patients, 45.04% (177/393) accounted for undetectable HBV DNA, 13.49% (53/393) accounted for LVL, 41.48% (163/393) accounted for HBV DNA exceeding the upper limit of LVL, and 4.07% (16/393) accounted for LLV. Among HBsAg-positive and HBsAg-/anti-HBc+ patients, the HBV DNA positivity rates were 59.12% (214/362) and 6.45% (2/31), respectively. Antiviral treatment condition: Among the 448 HBsAg-positive PHC patients, the total AVT rate was 18.08% (81/448), of which seven patients did not have their HBV DNA results traced back. Among them, the AVT rate of 148 patients with HBV DNA lower than the lowest detection value was 41.22% (61/148); the AVT rate of 53 patients with LVL was 18.87% (10/53); and the AVT rate of 163 patients with HBV DNA≥LVL upper limit was 1.84% (3/163). Liver cirrhosis and family history condition: 348 patients (66.41%) had liver cirrhosis. 67 patients (12.79%) had a distinct family history of HBV-related liver cirrhosis and liver cancer. Alpha-fetoprotein (AFP) condition: 514 patients underwent AFP testing, with 30.93% of the patients had normal AFP levels, and 69.07% had AFP levels exceeding the upper limit of normal values (355/514). Among them, 10 μg/L
7.Visual Detection of Kanamycin by Poly-Adenine-based Diblock Oligonucleotide Probe
Yue XI ; Xin-Yu WANG ; Hui-Yuan WANG ; Juan YAN
Chinese Journal of Analytical Chemistry 2024;52(8):1114-1122
Adsorption of single-stranded DNA(ssDNA)onto unmodified gold nanoparticles(AuNPs)has been utilized as a common strategy for colorimetric assays,enabling facile detection of target analytes.In this study,a label-free,sensitive AuNP-based colorimetric biosensor was developed for visual detection of kanamycin(Kana)using a diblock oligonucleotide probe(dP)that included a poly-adenine(polyA20)tail.In the presence of Kana,the aptamer on the MBs@double-stranded DNA(dsDNA)complex specifically bound to Kana,leading to dissociation of dPs from complementary aptamer strands.The dP sequences were anchored to the surface of AuNPs due to the strong affinity between polyA20 tail and AuNPs,thus stabilizing the colloidal AuNPs against aggregation when high concentration level salt(NaCl)was introduced.Compared with random sequence(RS)with the same number of bases,AuNPs colorimetric strategy with polyA20 tail sequence significantly improved the detection sensitivity of Kana by two orders of magnitude.The results showed that the colorimetric sensor had good colorimetric performance when the concentration of Kana ranged from 0.01 to 1 nmol/L,and the detection limit(S/N=3)was 0.01 nmol/L.This sensing system did not require large instruments and other signal amplification technique,and was suitable for visualization and real-time detection of large quantities of samples with high sensitivity and specificity.This study provided a good idea for visual detection of other antibiotic drugs and chemical pollutants affecting food safety.
8.Association between appendicular skeletal muscle composition and glycosylated hemoglobin a1c level in patients with type 2 diabetes mellitus
Lang-Lang LIU ; Xi YUAN ; Zhi-Qiao FAN ; Xin WANG ; Yu-Xin JIN ; Ai-Li YANG ; Guo-Hong ZHAO
Medical Journal of Chinese People's Liberation Army 2024;49(5):489-494
Objective To investigate the relationship between appendicular skeletal muscle composition(muscle mass and muscle index)and glycosylated hemoglobin A1c(HbA1c)level in type 2 diabetes mellitus(T2DM)patients.Methods A total of 459 adult T2DM patients hospitalized in the Department of Endocrinology,Tangdu Hospital of Air Force Medical University from April 2021 to June 2022 were selected as the research objects.Bioelectrical impedance analysis was used to evaluate the body composition of the patients.The patients were divided into two groups according to HbA1c level:standard glycation group(HbA1c≤7.0%,n=145)and unqualified glycation group(HbA1c>7.0%,n=314).The two groups'general data,biochemical indexes,muscle content,fat content and other body composition were analyzed.Spearman correlation analysis and multiple logistic regression analysis were used to analyze the relationship between body composition and glycemic control in type 2 diabetic patients.Results The appendicular skeletal muscle mass and its index(ASMI)of the patients in the standard glycation group were better than those in the unqualified glycation group(P<0.05).However,there were no significant differences in gender,history of antidiabetic drugs and body fat(body fat content,limb fat content and visceral fat content)between the two groups(P>0.05).Spearman correlation analysis showed that appendicular skeletal muscle mass and its index were negatively correlated with HbA1c(r=-0.158,P=0.001;r=-0.187,P<0.001).Logistic regression analysis showed that upper limb skeletal muscle mass(OR=3.570,95%CI 2.293-5.559)and lower limb skeletal muscle mass(OR=1.297,95%CI 1.146-1.468)were independent protective factors for achieving glycation standard in HbA1c group.Conclusions The skeletal muscle mass of limbs is a protective factor for reaching the standard of HbA1c.With the increase of skeletal muscle mass of limbs,the level of HbA1c gradually decreases.Among them,the increase of upper limb muscle mass has a stronger correlation with reaching the standard of HbA1c.
9.Effects of compound Duzhong Jiangu Granules on joint function and gut microbiota in patients with Kashin-Beck disease
Xi WANG ; Yu ZHANG ; Yifan WU ; Shujin LI ; Chaowei WANG ; Xi LYU ; Yuequan YUAN ; Yanli LIU ; Feihong CHEN ; Feiyu ZHANG ; Sijie CHEN ; Zhengjun YANG ; Gangyao XU ; Cheng LI ; Hong CHANG ; Cuiyan WU ; Xiong GUO ; Yujie NING
Chinese Journal of Endemiology 2024;43(9):698-703
Objective:To investigate the effects of compound Duzhong Jiangu Granules on joint function and gut microbiota in patients with Kashin-Beck disease.Methods:A single group pre- and post-experimental design was conducted, the patients with Kashin-Beck disease were selected as the subjects in Xunyi County, Xianyang City, Shaanxi Province; and treated with oral administration of compound Duzhong Jiangu Granules (12 g/bag, 1 bag/time, 3 times/day) for a period of 1 month. The improvement of joint function was evaluated using the joint dysfunction index scoring method before and after treatment. Morning stool samples of patients were collected and the changes in gut microbiota were analyzed before and after treatment using 16S rDNA sequencing technology.Results:A total of 87 patients with Kashin-Beck disease were included, including 44 males and 43 females; the age was (60.38 ± 7.12) years old, and the body mass index was (23.67 ± 3.59) kg/m 2. The comprehensive scores of joint dysfunction index for patients with Kashin-Beck disease before and after treatment were (7.27 ± 2.05) and (5.86 ± 2.01) points, respectively, and the difference was statistically significant ( t = 5.88, P < 0.001). The sequencing results of gut microbiota showed that there were statistically significant differences in the alpha diversity (chao1, observed species index) and beta diversity of gut microbiota in patients with Kashin-Beck disease before and after treatment ( Z = - 5.08, - 5.03, R = 0.09, P < 0.001). In the distribution of gut microbiota, Firmicutes was the dominant phylum, with relative abundances of 50.21% and 52.09% before and after treatment, respectively; the Bifidobacterium was the dominant bacterial genus, with relative abundances of 16.83% and 18.81% before and after treatment, respectively. At the genus level, a total of 17 gut microbiota genera were screened out, among which the relative abundances of Hafnia-Obesumbacterium, Gammaproteobacteria_unclassified, Acinetobacter, Pantoea, Leuconostoc, and Akkermanisia were significantly higher than before treatment ( Z = - 2.40, - 2.24, - 2.06, - 3.59, - 2.24, - 2.11, P < 0.05). The relative abundances of Dubosiella, Selenomonas, Anaeroplasma, Lachnospiraceae_ NK4A136_group, Rikenella, Prevotella, Megasphaera, Lactobacillus, Prevotella-9, Phascolarctobacterium, and Desulfovibrio were significantly lower than before treatment ( Z = - 9.38, - 2.61, - 2.18, - 8.43, - 2.45, - 2.46, - 2.49, - 7.29, - 2.29, - 2.55, - 2.08, P < 0.05). Conclusions:Compound Duzhong Jiangu Granules can effectively improve the joint function of patients with Kashin-Beck disease, and alter the diversity and richness of the gut microbiota community. It may reduce clinical symptoms in patients by regulating the structure of gut microbiota.
10.One-year outcomes of D-shant atrial shunt device for patients with heart failure with reduced ejection fraction
Yi-Wei WANG ; Ping JIN ; Meng-En ZHAI ; Xin MENG ; Yu-Xi LI ; Yu MAO ; Yuan-Zhang LIU ; Jian YANG ; Yang LIU
Chinese Journal of Interventional Cardiology 2024;32(8):434-442
Objective To assess the clinical short-term outcomes of implanting D-shant atrial shunt device(aSD)in a single center for patients with heart failure with reduced ejection fraction(HFrEF).Methods From January 2022 to January 2023,a retrospective analysis was conducted on 12 patients with HFrEF who underwent percutaneous implantation of a D-shant aSD.We assessed cardiac chamber size and ventricular function using echocardiography,right heart catheterization measurements and patient clinical indicators were collected,follow up data of 12 months postoperative and pre-implantation D-shant were compared.The primary endpoint of the study was the cumulative occurrence of adverse cardiac,neurologic,or renal events during the follow-up period.Secondary endpoints were improvements in functional status included cardiac function,quality of life,and exercise capacity.Results All 12 patients underwent successful percutaneous inter-atrial shunting procedures using the D-shant.Postoperative immediately fluoroscopy and echocardiography confirmed accurate localization and patency of the atrial shunt devices in all cases.Postoperative hemodynamic assessment revealed a significant decrease in pulmonary capillary wedge pressure[(29.8±3.4)mmHg vs.(17.8±0.8)mmHg,P<0.001].During 12 months follow-up,the cumulative adverse event rate was 8.3%(one patient received a heart transplant),a significant reduction in left atrial diameter from(65.8±6.5)mm to(48.0±4.5)mm(P<0.001)was observed.Furthermore,there was notable improvement in clinical cardiac function indices quality of life,and exercise capacity of the patients.Conclusions This single-center retrospective study found that the use of a D-shant aSD to perform percutaneous interatrial shunting in patients with HFrEF is safe and effective.Short-term follow-up demonstrated sustained patency of the shunt and that the intervention was associated with improved functional status.


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