1.Study on medication adherence factors among patients with severe mental disorders in Zhuhai city based on XGBoost model
Zhongshu YE ; Yongyong TENG ; Jingju QUAN ; Yajun SUN ; Jiaju HUANG ; Yixuan WU ; Changlin HAN ; Guangchuan ZHANG
Sichuan Mental Health 2026;39(1):36-43
BackgroundLow medication compliance among patients with severe mental disorders increases the disease burden on both the patients' families and the society. Medication adherence is influenced by numerous factors. Traditional methods such as Logistic regression struggle to quantify the importance of these factors. By introducing Extreme Gradient Boosting (XGBoost) combined with Shapley Additive Explanations (SHAP), enables the quantification of the relative contribution weights of each factor, providing support for identifying the core influencing factors. ObjectiveTo explore the influencing factors of medication adherence among patients with severe mental disorders in Zhuhai, aiming to provide references for optimizing patient management strategies. MethodsExtract the data of patients with severe mental disorders who were registered on the mental health system platform in Zhuhai City from January 1, 2023 to March 31, 2025. A total of 9 329 patients were finally included for analysis. Influencing factors were screened using univariate analysis and multivariate logistic regression analysis, and an XGBoost model combined with the SHAP algorithm was constructed to quantify the importance of each influencing factor. ResultsAmong 9 329 patients, 8 446 demonstrated medication adherence, yielding an adherence rate of 90.53%. Multivariable analysis identified several risk factors significantly associated with medication non-adherence, being unmarried (OR=1.237, 95% CI: 1.019–1.502) or divorced (OR=1.389, 95% CI: 1.038–1.832), a diagnosis of mental retardation with psychiatric disorders (OR=3.025, 95% CI: 2.402–3.796) or paranoid psychosis (OR=5.117, 95% CI: 3.086–8.299), a disease duration of 2–4 years (OR=1.355, 95% CI: 1.085–1.696), 4–6 years (OR=2.143, 95% CI: 1.671–2.747), or >6 years (OR=1.681, 95% CI: 1.365–2.079), lack of guardian subsidies (OR=1.412, 95% CI: 1.099–1.801), absence of a disability certificate (OR=1.900, 95% CI: 1.588–2.282), not being enrolled in care and support groups (OR=1.384, 95% CI: 1.183–1.617) or community services (OR=1.313, 95% CI: 1.042–1.645), and not cohabiting with a guardian (OR=1.257, 95% CI: 1.048–1.501). Conversely, the enrollment in special outpatient disease programs (OR=0.716, 95% CI: 0.609–0.842) and a family history of mental illness (OR=0.713, 95% CI: 0.503–0.982) were identified as protective factors. The XGBoost model exhibited robust predictive performance, with a sensitivity of 0.433, specificity of 0.944, accuracy of 0.891, Area Under the Curve (AUC) of 0.837, and F1 value of 0.449. Feature importance ranking indicated that the top three factors were disease duration, diagnosis, and the acquisition of disability certificates. ConclusionPolicy-based support (acquisition of disability certificates, special outpatient disease enrollment) and clinical disease characteristics (disease duration, diagnosis type) are key factors affecting medication adherence among patients with severe mental disorders in Zhuhai City. [Funded by Zhuhai Medical Research Project (number, 2220009000281)]
2.Analysis of pharmaceutical clinic service in our hospital over the past five years
Li FAN ; Shuyan QUAN ; Xuan WANG ; Menglin LUO ; Fei YE ; Lang ZOU ; Feifei YU ; Min HU ; Xuelian HU ; Chenjing LUO ; Peng GU
China Pharmacy 2025;36(6):748-751
OBJECTIVE To summarize the current situation of pharmaceutical clinic service in our hospital over the past five years, and explore sustainable development strategies for service models of pharmaceutical clinics. METHODS A retrospective analysis was conducted on the consultation records of patients who registered and established files at the pharmaceutical clinic in our hospital from January 2019 to December 2023. Statistical analysis was performed on patients’ general information, medication- related problems, and types of pharmaceutical services provided by pharmacists. RESULTS A total of 963 consultation records were included, among which females aged 20-39 years accounted for the highest proportion (66.04%); obstetrics and gynecology- related consultations accounted for the largest number of cases. Additionally, 80 patients attended follow-up visits at our hospital’s pharmaceutical clinic. A total of 1 029 medication-related issues were resolved, including 538 cases of drug consultations (52.28%), 453 medication recommendations (44.02%), 22 medication restructuring(2.14%), and 16 medication education (1.55%); the most common types of medication-related problems identified were adverse drug events(70.07%). CONCLUSIONS Although the pharmaceutical clinic has achieved recognition from clinicians and patients, challenges such as low awareness among healthcare providers and the public persist. Future efforts should focus on strengthening information technology construction, enhancing pharmacist training, and establishing various forms of outpatient pharmaceutical service models.
3.Expert consensus on the management of low anterior resection syndrome in patients after rectal cancer surgery
Hongyan LI ; Jianan SUN ; Qing ZHANG ; Yanjun WANG ; Meiling WANG ; Haiyan HU ; Quan WANG ; Kaili HU ; Yingjiang YE ; Jieman HU ; Ying LIU ; Hui WANG
Chinese Journal of Nursing 2025;60(11):1285-1288
Objective To establish an expert consensus on the management of low anterior resection syndrome(LARS)in patients with rectal cancer post-surgery(hereinafter referred to as"consensus"),aiming to standardize the related work of medical institutions in the context of post-operative LARS.Methods A comprehensive search of domestic and international databases was conducted to collect guidelines,expert consensuses,systematic reviews,evidence summaries,and original research related to post-operative LARS in rectal cancer published from the establishment of the databases until August 2024.Based on clinical practice experience,a preliminary draft of the"consensus"was formed.From September to November 2024,22 experts were invited to participate in 2 rounds of expert consultations,during which the draft content was revised and improved,and the final version of the"consensus"was determined through expert validation.Results A total of 22 experts responded,achieving a response rate of 100%.The effective recovery rate of the consultation questionnaires in both rounds was 100%,with an expert authority coefficient of 0.89,a judgment coefficient of 0.97,and a familiarity degree of 0.84.The Kendall harmony coefficients for the 2 rounds of expert consultations were 0.122 and 0.136,respectively(P<0.001).This consensus covers 5 main aspects:definition,assessment,prevention,treatment,and follow-up management of LARS.Conclusion This consensus demonstrates a high level of scientific rigor and can provide a strong reference for clinical nursing personnel in the specialized care of rectal cancer patients with post-operative LARS.
4.Age-period-cohort analysis on disease burden of Chlamydia trachomatis infection in women aged 15-49 years in China, 1990-2021
Yunqing YANG ; Xingdong YE ; Quan LUO ; Wanping HE ; Chen MAO
Chinese Journal of Epidemiology 2025;46(7):1168-1174
Objective:To analyze the incidence rate and disability-adjusted life year (DALY) rate of Chlamydia trachomatis ( C. trachomatis) infection in women aged 15-49 years in China from 1990 to 2021, identify the vulnerable populations, and provide evidence for the prevention and control of C. trachomatis infection. Methods:The data from Global Burden of Disease Study 2021 were used to analyze the incidence rate and DALY rate of C. trachomatis infection in women aged 15-49 years in China from 1990 to 2021 by using Joinpoint regression model. The age-period-cohort analysis method was used to decompose the age effect, period effect and cohort effect of incidence rate and DALY rate of C. trachomatis infection. Results:From 1990 to 2021, the incidence rate of C. trachomatis infection increased from 5 892.02/100 000 in 1990 to 7 402.23/100 000 in 2021 in women aged 15-49 years in China. The DALY rate increased from 1.92/100 000 person-years in 1990 to 2.00/100 000 person-years in 2021. Joinpoint regression showed that, from 1990 to 2021, the annual incidence of C. trachomatis infection in Chinese women age aged 15-49 years increased by 0.74% [average annual percent change (AAPC) =0.74%, 95% CI: 0.67%-0.81%, t=21.94, P<0.001] and the annual average DALY rate increased by 0.11% (AAPC=0.11%, 95% CI: -0.09%-0.30%, t=1.06, P=0.287). Age-period-cohort model analyses showed that women aged 30-34 years were at high risk to be infected with C. trachomatis and women aged 40-44 years were at high risk to have high DALY. The period effect showed that the risk for C. trachomatis infection began to increase in 1990, peaked during 2000-2004, then gradually decreased. During 2015-2019, the infection risk increased again, while the risk for high DALY showed a decreasing trend. The cohort effect showed that the risks for C. trachomatis infection and DALY were lower in later birth cohorts. Conclusions:From 1990 to 2021, the incidence rate and DALY rate of C. trachomatis infection showed fluctuations in women aged 15-49 years in China. It is necessary to pay close attention to the prevention and control of C. trachomatis infection in women aged 30-34 years.
5.RPRD1B is highly expressed in human ovarian cancer cell lines and promotes tumor cell proliferation
Ye TIAN ; Quan HE ; Xiaojuan WANG
Basic & Clinical Medicine 2025;45(8):1066-1072
Objective To explore the role of regulation of nuclear pre-mRNA-domain-containing 1B(RPRD1B)in human ovarian cancer.Methods The expression level of RPRD1B in ovarian cancer was detected by RT-qPCR and Western blot experiments.Based on the CRISPR/Cas9 system and lentiviral system,the A2780 and SKOV3 cell lines with RPRD1B gene knockout and over-expression were respectively constructed,and their functions in ovarian cancer were verified by wound-healing assay,Transwell assay and mouse subcutaneous tumor formation model.Results RPRD1B was highly expressed in ovarian cancer cell lines(P<0.001).Knockout of RPRD1B in-hibited the colony formation and proliferation ability of ovarian cancer cells(P<0.001),as well as the cell migra-tion(P<0.05)and invasion ability(P<0.001).Meanwhile,knockout of RPRD1B inhibited the tumorigenesis ability of SKOV3 ovarian cancer cell lines in vivo(P<0.001).Conclusions RPRD1B is highly expressed in hu-man ovarian cancer cell lines and promotes the growth of subcutaneous tumors in mice.
6.Establishment and evaluation of a lipopolysaccharide-induced acute respiratory distress syndrome model in minipigs
Chuang-Ye WANG ; Ran WANG ; Jian ZHANG ; Ling-Xiao QIU ; Bin QING ; Heng YOU ; Jin-Cheng LIU ; Bin WANG ; Nan-Bo WANG ; Jia-Yu LI ; Xing LIU ; Shuang WANG ; Jin HU ; Jian WEN ; Quan LI ; Xiao-Ou HUANG ; Kun ZHAO ; Shuang-Lin LIU ; Gang LIU ; Mei-Ju WANG ; Qing XIANG ; Hong-Mei WU ; Xiao-Rong SUN ; Tao GU ; Dong ZHANG ; Qi LI ; Zhi XU
Medical Journal of Chinese People's Liberation Army 2025;50(9):1154-1161
Objective To establish a stable,reliable,and clinically relevant porcine model of endotoxin-induced acute respiratory distress syndrome(ARDS).Methods Ten 8-month-old male Bama minipigs were deeply sedated,followed by invasive mechanical ventilation and electrocardiographic monitoring.Lipopolysaccharide(LPS)was intravenously pumped at 600 μg/(kg·h)for 3 hours,then maintained at 15 μg/(kg·h)thereafter.Dynamic monitoring was performed at five time points after LPS injection(LPS 0,1,3,5,and 8 h),including arterial blood gas analysis and chest computed tomography(CT)scans.Pathological examination of lung tissues obtained via bronchoscopic biopsy(HE staining and transmission electron microscopy)was conducted.These indicators were comprehensively used to evaluate the success of the animal model.Results At 5 hours after LPS administration,8 minipigs developed symptoms such as skin cyanosis,elevated body temperature,and respiratory distress.The oxygenation index decreased to<300 mmHg.Chest CT scans showed diffuse pulmonary infiltrates.Histopathology revealed alveolar edema and hyaline membrane formation.Transmission electron microscopy demonstrated disruption of pulmonary blood-air barrier,depletion of lamellar bodies in type Ⅱ pneumocytes,inflammatory cell infiltration,and exudation of plasma proteins and fibrin.Compared with LPS 0 h,at LPS 8 h,the oxygenation index and arterial blood pH were significantly decreased(P<0.001),while blood lactic acid and serum potassium were significantly increased(P<0.05);serum calcium and base excess were significantly decreased(P<0.05),and the lung injury score based on HE-stained lung sections was significantly increased(P<0.01).Conclusion The porcine ARDS model established by continuous LPS injection can dynamically simulate the pathophysiological characteristics and typical pathological manifestations of clinical septic ARDS,making it an effective tool to study the pathogenesis,prevention,and treatment strategies of septic ARDS.
7.Ursodeoxycholic acid inhibits the uptake of cystine through SLC7A11 and impairs de novo synthesis of glutathione
Fu'an XIE ; Yujia NIU ; Xiaobing CHEN ; Xu KONG ; Guangting YAN ; Aobo ZHUANG ; Xi LI ; Lanlan LIAN ; Dongmei QIN ; Quan ZHANG ; Ruyi ZHANG ; Kunrong YANG ; Xiaogang XIA ; Kun CHEN ; Mengmeng XIAO ; Chunkang YANG ; Ting WU ; Ye SHEN ; Chundong YU ; Chenghua LUO ; Shu-Hai LIN ; Wengang LI
Journal of Pharmaceutical Analysis 2025;15(1):189-207
Ursodeoxycholic acid(UDCA)is a naturally occurring,low-toxicity,and hydrophilic bile acid(BA)in the human body that is converted by intestinal flora using primary BA.Solute carrier family 7 member 11(SLC7A11)functions to uptake extracellular cystine in exchange for glutamate,and is highly expressed in a variety of human cancers.Retroperitoneal liposarcoma(RLPS)refers to liposarcoma originating from the retroperitoneal area.Lipidomics analysis revealed that UDCA was one of the most significantly down-regulated metabolites in sera of RIPS patients compared with healthy subjects.The augmentation of UDCA concentration(≥25 μg/mL)demonstrated a suppressive effect on the proliferation of liposarcoma cells.[15N2]-cystine and[13Cs]-glutamine isotope tracing revealed that UDCA impairs cystine uptake and glutathione(GSH)synthesis.Mechanistically,UDCA binds to the cystine transporter SLC7A11 to inhibit cystine uptake and impair GSH de novo synthesis,leading to reactive oxygen species(ROS)accumulation and mitochondrial oxidative damage.Furthermore,UDCA can promote the anti-cancer effects of ferroptosis inducers(Erastin,RSL3),the murine double minute 2(MDM2)inhibitors(Nutlin 3a,RG7112),cyclin dependent kinase 4(CDK4)inhibitor(Abemaciclib),and glutaminase inhibitor(CB839).Together,UDCA functions as a cystine exchange factor that binds to SLC7A11 for antitumor activity,and SLC7A11 is not only a new transporter for BA but also a clinically applicable target for UDCA.More importantly,in combination with other antitumor chemotherapy or physiotherapy treatments,UDCA may provide effective and promising treatment strategies for RLPS or other types of tumors in a ROS-dependent manner.
8.Optimization of inferior vena cava imaging quality using spectral CT virtual monoenergetic images combined with multiphase scanning
Dapeng GAO ; Ziran WANG ; Xiangchuang KONG ; Quan CHEN ; Tianhe YE ; Beibei TIAN ; Shen GUI ; Lian YANG
Chinese Journal of Radiology 2025;59(9):990-996
Objective:To investigate the optimization of inferior vena cava imaging using dual-layer spectral detector CT (DLCT) virtual monoenergetic images (VMI) combined with multiphase scanning.Methods:A retrospective analysis was conducted on the imaging data of 184 patients who underwent inferior vena cava imaging using dual-layer detector spectral CT at Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, from January 2021 to October 2024. Each patient underwent multiphase scanning (60, 80, and 120 s after contrast injection were referred to as the first, second, and third phases, respectively). The images were reconstructed into conventional 120 kVp polyenergetic image (PI) and VMIs at 40, 50, 60, 70, and 80 keV. Image quality of 120 kVp PI and VMI for each phase was evaluated. The objective image quality indicators included CT value, signal-to-noise ratio (SNR), contrast-to-noise ratio (CNR), and noise. Comparisons of the above indictors within the same phase were performed using repeated measures ANOVA or the Friedman test, while comparisons between different phases were conducted using one-way ANOVA or the Kruskal-Wallis test.Results:At the same phase, the CT value, SNR, and CNR of the 40 keV VMI were higher than those of other energy level VMIs and PI (all P<0.001). The SNR of the 40 keV VMI in the third phase was significantly higher than in the first phase ( P<0.05), while there was no significant difference between the first and second phases ( P>0.05). The standard deviation (SD) of the 40 keV VMI in the third phase was significantly lower than that in the first and second phases (all P<0.05). The subjective scores for the 40 keV VMI were higher than those for other energy level VMIs and PI at the same phase ( P<0.001). The subjective scores for the 40 keV VMI in the third phase were higher than those in the second and first phases ( P<0.001). The percentage of scores≥4 in the third phase (77.17%,142/184) was significantly higher than those in the first phase (28.26%,52/184) and second phase (61.96%,114/184) ( P<0.001). Conclusion:In inferior vena cava imaging, the 40 keV VMI, combined with the optimal phase (120 s delay), effectively optimizes image quality.
9.Ursodeoxycholic acid inhibits the uptake of cystine through SLC7A11 and impairs de novo synthesis of glutathione.
Fu'an XIE ; Yujia NIU ; Xiaobing CHEN ; Xu KONG ; Guangting YAN ; Aobo ZHUANG ; Xi LI ; Lanlan LIAN ; Dongmei QIN ; Quan ZHANG ; Ruyi ZHANG ; Kunrong YANG ; Xiaogang XIA ; Kun CHEN ; Mengmeng XIAO ; Chunkang YANG ; Ting WU ; Ye SHEN ; Chundong YU ; Chenghua LUO ; Shu-Hai LIN ; Wengang LI
Journal of Pharmaceutical Analysis 2025;15(1):101068-101068
Ursodeoxycholic acid (UDCA) is a naturally occurring, low-toxicity, and hydrophilic bile acid (BA) in the human body that is converted by intestinal flora using primary BA. Solute carrier family 7 member 11 (SLC7A11) functions to uptake extracellular cystine in exchange for glutamate, and is highly expressed in a variety of human cancers. Retroperitoneal liposarcoma (RLPS) refers to liposarcoma originating from the retroperitoneal area. Lipidomics analysis revealed that UDCA was one of the most significantly downregulated metabolites in sera of RLPS patients compared with healthy subjects. The augmentation of UDCA concentration (≥25 μg/mL) demonstrated a suppressive effect on the proliferation of liposarcoma cells. [15N2]-cystine and [13C5]-glutamine isotope tracing revealed that UDCA impairs cystine uptake and glutathione (GSH) synthesis. Mechanistically, UDCA binds to the cystine transporter SLC7A11 to inhibit cystine uptake and impair GSH de novo synthesis, leading to reactive oxygen species (ROS) accumulation and mitochondrial oxidative damage. Furthermore, UDCA can promote the anti-cancer effects of ferroptosis inducers (Erastin, RSL3), the murine double minute 2 (MDM2) inhibitors (Nutlin 3a, RG7112), cyclin dependent kinase 4 (CDK4) inhibitor (Abemaciclib), and glutaminase inhibitor (CB839). Together, UDCA functions as a cystine exchange factor that binds to SLC7A11 for antitumor activity, and SLC7A11 is not only a new transporter for BA but also a clinically applicable target for UDCA. More importantly, in combination with other antitumor chemotherapy or physiotherapy treatments, UDCA may provide effective and promising treatment strategies for RLPS or other types of tumors in a ROS-dependent manner.
10.Correlation between serum residual cholesterol level and the expression of lipoprotein-associated phospholipase A2 with type 2 diabetes mellitus
Xiaoyan WANG ; Qingshan SHI ; Quan YE
Chinese Journal of Diabetes 2025;33(2):104-108
Objective To explore the correlation between residual cholesterol(RC)and lipoprotein-associated phospholipase A2(Lp-PLA2)in type 2 diabetes mellitus(T2DM).Methods A total of 362 T2DM patients visited our hospital from January 2022 to June 2023 were divided into RC≥0.78 mmol/L(HRC,n=196)group and RC<0.78 mmol/L(NRC,n=166)group based on the levels of RC.The clinical characteristics and related factors were compared between the two groups and the risk factors for RC were analyzed.Results Compared with NRC group,DM duration,SBP,DBP,TC,TG,rate of ACEI or ARBs use,non-HDL-C,Lp-PLA2 and IMT in HRC group increased(P<0.05)and LDL-C decreased(P<0.05).Pearson and Spearman correlation analysis showed that RC was positively correlated with age,DM duration,SBP,DBP,TC,TG,non-HDL-C,Lp-PLA2,IMT(P<0.05)and negatively correlated with LDL-C(P<0.05).Logistic multivariate regression analysis showed that TC,TG,LDL-C,non-HDL-C,Lp-PLA2 and IMT were the influencing factors of RC in T2DM patients.Receiver operating characteristic curve analysis showed that the cutoff value of RC was 0.85 mmol/L,and the cutoff value of Lp-PLA2 was 242 U/L.The predicted AUC of T2DM macroangiopathy respectively was 0.864 and 0.721,and the predicted AUC of RC combined with Lp-PLA2 was 0.896.Conclusions Serum RC is positively correlated with Lp-PLA2 in T2DM patients.The combined detection of these two indicators has a certain predictive value for T2DM macrovascular disease.

Result Analysis
Print
Save
E-mail