1.Construction and validation of a medication deviation prediction model for hospital-to-home transition period in coronary heart disease patients with initial treatment
Yushuang LI ; Shu LI ; Qianying ZHANG ; Yan HUANG ; Kun LIU ; Xiulin GU ; Huanhuan JIANG
China Pharmacy 2026;37(4):491-496
OBJECTIVE To develope a predictive model for medication deviation risks during the hospital-to-home transition period in coronary heart disease (CHD) patients with initial treatment, aiming to assist medical staff in rapidly identifying high-risk groups for medication deviation. METHODS A total of 462 CHD patients with initial treatment from the Affiliated Hospital of North China University of Science and Technology (hereinafter referred to as “our hospital”) between January and July 2024 were enrolled. The patients were randomly divided into a modeling group and an internal validation group. The modeling group was further categorized into a medication deviation group and a non-medication deviation group based on whether medication deviations occurred. Similarly, 57 CHD patients with initial treatment from the cardiology department of our hospital between June and September 2025 were collected as an external validation group. Univariate analysis was used to screen predictive factors, followed by multivariate Logistic regression to construct the predictive model. Internal validation methods were employed to evaluate model performance, while external validation methods were used to test the model’s generalizability. RESULTS The 462 patients were divided into a modeling group (319 cases) and an internal validation group (143 cases). In the modeling group, the medication deviation group (192 cases, 60.19%) and the non-medication deviation group (127 cases, 39.81%) were identified. Multivariate Logistic regression analysis revealed that age, medication type, medication adherence, and self-efficacy in rational medication use were predictive factors for medication deviations in CHD patients with initial treatment ( P <0.05). The predictive model equation was logit P =ln[ P /(1- P ) ] =1.321+1.732×age+4.091×medication type -4.360×medication adherence -3.081×self-efficacy in rational medication use. The model demonstrated good discrimination, with a Hosmer-Lemeshow goodness-of-fit test P -value of 0.439, an area under the receiver operating characteristic curve (AUC) of 0.870, sensitivity of 0.970, and specificity of 0.607. A risk nomogram with a total score of 350 points and a cutoff value of 110 points was plotted. The internal validation group showed an AUC o f 0.787 and a prediction accuracy of 77.6%, while the external validation group exhibited an AUC of 0.802 and a prediction accuracy of 73.7%. CONCLUSIONS This study successfully developed a predictive model for medication deviation risks during the hospital-to-home transition period in CHD patients with initial treatment. The model demonstrates excellent discrimination and predictive accuracy, effectively identifying high-risk populations for medication deviations. Age (>70 years), number of drug types≥5, poor medication adherence, and poor self-efficacy in rational medication use are independent risk factors for medication deviations.
2.Influence evaluation of pharmaceutical quality control on medication therapy management services by the ECHO model
Kun LIU ; Huanhuan JIANG ; Yushuang LI ; Yan HUANG ; Qianying ZHANG ; Dong CHEN ; Xiulin GU ; Jinhui FENG ; Zijian WANG ; Yunfei CHEN ; Yajuan QI ; Yanlei GE ; Aishuang FU
China Pharmacy 2025;36(9):1123-1128
OBJECTIVE To evaluate the influence of pharmaceutical quality control on the efficiency and outcomes of standardized medication therapy management (MTM) services for patients with coronary heart disease by using Economic, Clinical and Humanistic Outcomes (ECHO) model. METHODS This study collected case data of coronary heart disease patients who received MTM services during January-March 2023 (pre-quality control implementation group, n=96) and June-August 2023 (post-quality control implementation group, n=164). Using propensity score matching analysis, 80 patients were selected from each group. The study subsequently compared the economic, clinical, and humanistic outcome indicators of pharmaceutical services between the two matched groups. RESULTS There were no statistically significant differences in baseline data between the two groups after matching (P>0.05). Compared with pre-quality control implementation group, the daily treatment cost (16.26 yuan vs. 24.40 yuan, P<0.001), cost-effectiveness ratio [23.12 yuan/quality-adjusted life year (QALY) vs. 32.32 yuan/QALY, P<0.001], and the incidence of general adverse drug reactions (2.50% vs. 10.00%, P=0.049) of post-quality control implementation group were decreased significantly; the utility value of the EuroQol Five-Dimensional Questionnaire (0.74± 0.06 vs. 0.71±0.07, P=0.003), the reduction in the number of medication related problems (1.0 vs. 0.5, P<0.001), the medication adherence score ([ 6.32±0.48) points vs. (6.10±0.37) points, P=0.001], and the satisfaction score ([ 92.56±1.52) points vs. (91.95±1.56) points, P=0.013] all showed significant improvements. Neither group experienced serious adverse drug reactions. There was no statistically significant difference in the incidence of new adverse reactions between the two groups (1.25% vs. 3.75%, P=0.310). CONCLUSIONS Pharmaceutical quality control can improve the quality of pharmaceutical care, and the ECHO model can quantitatively evaluate the effect of MTM services, making pharmaceutical care better priced and more adaptable to social needs, thus being worthy of promotion.
3.Evidence-based practice for proper limb positioning management in stroke patients with hemiplegia
Qian XIAO ; Xiulin WEN ; Yujian ZHAO ; Xin REN ; Qian HUANG
Journal of Clinical Medicine in Practice 2025;29(8):108-113
Objective To evaluate clinical application effects of evidence-based practice for proper limb positioning management in stroke patients with hemiplegia.Methods An evidence-based practice was conducted following the"evidence-based continuous quality improvement model"research framework,which included four stages:evidence acquisition,current situation review,evidence intro-duction,and effect evaluation.Convenience sampling was used to select 39 nurses and 86 stroke pa-tients with hemiplegia from the First Affiliated Hospital of Xi'an Jiaotong University as research sub-jects.Among them,43 patients from July to August 2023 did not undergo evidence-based practice,and 43 patients from December 2023 to January 2024 received evidence-based practice.The imple-mentation rates of review indicators,nurses'knowledge,attitude,and practice(KAP)scores for prop-er limb positioning management,and patients'activities of daily living index,motor function,and proper limb positioning qualification rates were compared before and after evidence-based practice.Results A total of 24 pieces of best evidence were finally included in this study,and 28 quality re-view indicators were formulated.After evidence-based practice,nurses'KAP scores for proper limb positioning management increased from(119.95±17.61)to(148.87±8.46).The patients Barthel index score significantly improved from(71.51±9.36)before evidence-based practice to(81.28±7.87)after evidence-based practice(P<0.05).The patients'motor function scores were(77.21±7.79)before evidence-based practice and(84.14±6.11)after evidence-based practice,with a statistically significant difference(P<0.05).The proper limb positioning qualification rate was 95.35%(41/43)after evidence-based practice,which was higher than 81.39%(35/43)before evidence-based practice,with a statistically significant difference(P<0.05).Conclusion Evi-dence-based practice for proper limb positioning management in stroke patients with hemiplegia based on evidence-based evidence can effectively improve nurses'implementation rates of review in-dicators,enhance their KAP levels for proper limb positioning management,and improve patients'clinical outcomes.
4.The analyse on unquanlified screening results of blood donors′ infectious markers in Chongqing City
Xiulin HUANG ; Dan YIN ; Leijing BI ; Qiaolin ZHANG ; Ming LEI ; Wei LI
Chongqing Medicine 2016;(2):236-237,240
Objective To investigate the unquanlified screening results of blood donors′ infectious markers in this center ,de-velop a scientific blood screening policy and provide a basis for assessing the efficiency of blood screening reagent .Methods un-quanlified screening results of blood donors′ infectious markers in this center were analyzed from July 2014 to June 2015 ,and the distribution of detection reagents were also detected .Results 120 756 samples were detected in Chongqing blood center ;among 2 854 cases of unquanlified samples ,there were 768 cases of ELISA + /NAT + ,38 cases of NAT + /ELISA - 3 (111 cases NAT were i-dentified as HBV) ;unqualified specimens of anti-TP ,HBsAg ,anti-HIV ,anti-HCV were 895 ,1 012 ,276 and 444 cases respectively ;Double ELISA reagent unqualified rate were 78 .6% ,77 .3% ,30 .8% ,26 .1% respectively .The main unqualified results of NAT were HBV ,the blood donors that were reactive in only HBsAg single reagent of ELISA also reactive for HBV in differential NAT . Conclusion On the condition that comply with laws and operations specification ,the blood screening strategy of selecting once ELISA and once NAT rationally is feasible .
5.Protective effect of erythropoietin on brain tissue in rats with cardiopulmonary resuscitation after asphyxia
Chunling JI ; Hourong ZHOU ; Xiulin YANG ; Qian ZHANG ; Yuhui YUAN ; Jia HUANG
Chinese Critical Care Medicine 2015;27(12):984-988
Objective To study the protective effect of erythropoietin (EPO) on brain tissue with cardiac arrest-cardiopulmonary resuscitation (CA-CPR) and its mechanism.Methods 120 male Sprague-Dawley (SD) rats were randomly divided into three groups (each n =40),namely:sham group,routine chest compression group,and conventional chest compression + EPO group (EPO group).The rats in each group were subdivided into CA and 6,12,24,48 hours after restoration of spontaneous circulation (ROSC) five subgroups (each n =8).The model of CA was reproduced according to the Hendrickx classical asphyxia method followed by routine chest compression,and the rats in sham group only underwent anesthesia,tracheostomy intubation and venous-puncture without asphyxia and CPR.The rats in EPO group were given the routine chest compression + EPO 5 kU/kg (2 mL/kg) after CA.Blood sample was collected at different time points of intervention for the determination the content of serum S100 β protein by enzyme linked immunosorbent assay (ELISA).All the rats were sacrificed at the corresponding time points,and the hippocampus was harvested for the calculation of the number of S100 β protein positive cells,and to examine the pathological changes and their scores at 24 hours after ROSC by light microscopy.Results With prolongation of ROSC time,the serum levels of S100 β protein (μg/L) in the routine chose compression group and the EPO group were significantly elevated,peaking at 24 hours (compared with CA:305.7 ± 29.2 vs.44.4 ± 6.2 in routine chest compression group,and 276.7±28.9 vs.44.7±5.6 in the EPO group,both P < 0.05),followed by a fall.The levels of S100β protein at each time point after ROSC in EPO group were significanthy lower than those of the routine chest compression group (83.2 ± 7.5 vs.114.3 ± 15.3 at 6 hours,123.9 ± 20.2 vs.184.9 ± 22.2 at 12 hours,276.7 ± 28.9 vs.305.7 ± 29.2 at 24 hours,256.3 ± 26.6 vs.283.2 ± 23.6 at 48 hours,all P < 0.05).With the prolongation of ROSC time,the S100 β protein positive cell number in brain (cells/HP) in the routine chest compression group and the EPO group was significantly increased,peaking at 24 hours (compared with CA:14.3±2.2 vs.6.7±0.7 in the routine chest compression group,11.3± 1.3 vs.6.8±0.9 in the EPO group,both P < 0.05),then it began to fall.The S100 β protein positive cell number in brain at each time point after ROSC in the EPO group was significantly lower than that of the routine chest compression group (7.0±0.9 vs.7.9± 1.9 at6 hours,8.4± 1.1 vs.10.2±2.2 at 12 hours,11.3± 1.3 vs.14.3±2.2 at24 hours,8.3±0.8 vs.10.8±2.0 at48 hours,all P < 0.05).Under the light microscope,a serious brain cortex injury was found after reproduction of the model,and the degree of injury was reduced after EPO intervention.The pathological score at 24 hours after ROSC in EPO group was lower than that of routine chest compression group (3.83±0.73 vs.4.17±0.75,P < 0.05).Conclusions The S100β protein level in serum and brain tissue was increased early in asphyxia CA-CPR rats.EPO intervention can reduce the expression of S100 protein and reduce the degree of brain injury.

Result Analysis
Print
Save
E-mail