1.Effects of prescription pre-review system on rational drug use and off-label drug use management in outpatient and emergency department
Zhi GAO ; Lulu HAN ; Fang LIU ; Rui JIAO ; Wei ZHANG ; Yi ZHANG
China Pharmacy 2025;36(13):1666-1670
OBJECTIVE To explore the effects of prescription pre-review system on rational drug use and off-label drug use management in outpatient and emergency department. METHODS A retrospective analysis was conducted on outpatient and emergency department prescription data from three phases in our hospital: January to May 2023 (silent review phase, control group), June to October 2023 (systematic automatic review phase, intervention group 1), and November 2023 to March 2024 (phase combining systematic automatic review with centralized feedback from pharmacists to physicians regarding irrational prescriptions, intervention group 2). These phases followed the implementation of our hospital’s pre-prescription review software. Statistical analysis of the prompt rate of alert, rate of irrational prescriptions, registered the off-label drug use rate and false positive irrationality prescription rate were conducted. Meanwhile, the composition of irrational prescriptions was analyzed, and evidence- based evaluation of the off-label drug use proposed by clinicians was also conducted. RESULTS Compared with control group, the prompt rate of alert and the rate of irrational prescriptions in intervention group 1 were all decreased significantly after receiving pop-up notification, with statistically significant differences (P<0.05). With the help of system warning and the pharmacists feedback, the prompt rate of alert and the rate of irrational prescriptions declined further in the intervention group 2, but there was no statistically significant difference when compared with intervention group 1 (P>0.05). The main type of irrational drug use was improper administration routes. When comparing intervention group 1 with the control group, as well as intervention group 2 with intervention group 1, a significant decrease in the rate of improper administration routes was observed, with statistically significant differences (P<0.05). Compared with control group, there was no significant difference in the registered off-label drug use rate of intervention group 1 and intervention group 2 (P>0.05). The doctor’s awareness of off-label drug use registration increased due to the real-time alerts from the pre-prescription review software, along with the pharmacists’ regular summarization and feedback. Total 13 items registrations of off-label drug use were proposed by clinicians from June 2023 to March 2024, all of which were supported by evidence of varying levels; among them, 3 items received FDA approval, 4 items were included in the Micromedex database, and the remaining 6 items were supported by evidence from system reviews or randomized controlled trials. CONCLUSIONS Prescription pre-review system can improve the level of rational drug use and assist in the standardized management of off-label drug use.
2.Development of a grading diagnostic model for schistosomiasis-induced liver fibrosis based on radiomics and clinical laboratory indicators
Zhaoyu GUO ; Juping SHAO ; Xiaoqing ZOU ; Qinping ZHAO ; Peijun QIAN ; Wenya WANG ; Lulu HUANG ; Jingbo XUE ; Jing XU ; Kun YANG ; Xiaonong ZHOU ; Shizhu LI
Chinese Journal of Schistosomiasis Control 2024;36(3):251-258
Objective To investigate the feasibility of developing a grading diagnostic model for schistosomiasis-induced liver fibrosis based on B-mode ultrasonographic images and clinical laboratory indicators. Methods Ultrasound images and clinical laboratory testing data were captured from schistosomiasis patients admitted to the Second People’s Hospital of Duchang County, Jiangxi Province from 2018 to 2022. Patients with grade I schistosomiasis-induced liver fibrosis were enrolled in Group 1, and patients with grade II and III schistosomiasis-induced liver fibrosis were enrolled in Group 2. The machine learning binary classification tasks were created based on patients’radiomics and clinical laboratory data from 2018 to 2021 as the training set, and patients’radiomics and clinical laboratory data in 2022 as the validation set. The features of ultrasonographic images were labeled with the ITK-SNAP software, and the features of ultrasonographic images were extracted using the Python 3.7 package and PyRadiomics toolkit. The difference in the features of ultrasonographic images was compared between groups with t test or Mann-Whitney U test, and the key imaging features were selected with the least absolute shrinkage and selection operator (LASSO) regression algorithm. Four machine learning models were created using the Scikit-learn repository, including the support vector machine (SVM), random forest (RF), linear regression (LR) and extreme gradient boosting (XGBoost). The optimal machine learning model was screened with the receiver operating characteristic curve (ROC), and features with the greatest contributions to the differentiation features of ultrasound images in machine learning models with the SHapley Additive exPlanations (SHAP) method. Results The ultrasonographic imaging data and clinical laboratory testing data from 491 schistosomiasis patients from 2019 to 2022 were included in the study, and a total of 851 radiomics features and 54 clinical laboratory indicators were captured. Following statistical tests (t = −5.98 to 4.80, U = 6 550 to 20 994, all P values < 0.05) and screening of key features with LASSO regression, 44 features or indicators were included for the subsequent modeling. The areas under ROC curve (AUCs) were 0.763 and 0.611 for the training and validation sets of the SVM model based on clinical laboratory indicators, 0.951 and 0.892 for the training and validation sets of the SVM model based on radiomics, and 0.960 and 0.913 for the training and validation sets of the multimodal SVM model. The 10 greatest contributing features or indicators in machine learning models included 2 clinical laboratory indicators and 8 radiomics features. Conclusions The multimodal machine learning models created based on ultrasound-based radiomics and clinical laboratory indicators are feasible for intelligent identification of schistosomiasis-induced liver fibrosis, and are effective to improve the classification effect of one-class data models.
3.Prenatal diagnosis and outcomes of 17q12 microdeletion and microduplication
Ran ZHOU ; Yan WANG ; Lulu MENG ; Yiyun XU ; Jiao JIAO ; Yiming LI ; Ping HU ; Zhengfeng XU
Chinese Journal of Perinatal Medicine 2024;27(1):33-39
Objective:To analyze the prenatal characteristics and pregnancy outcomes of fetuses with 17q12 microdeletion or microduplication.Methods:From January 2018 to December 2022, 14 fetuses diagnosed with 17q12 microdeletion and three with 17q12 microduplication by chromosomal microarray analysis folloning invasive prenatal diagnostic techniques at Nanjing Maternity and Child Health Care Hospital were retrospectively enrolled in this study. Relevant articles up to February 1, 2023, were retrieved from PubMed, Embase, China National Knowledge Infrastructure, Wanfang database, and Yiigle with the terms "17q12 microdeletion", "17q12 microduplication", "prenatal diagnosis", and "pregnancy outcome". Eighty-four 17q12 microdeletion cases and fourteen 17q12 microduplication cases were retrieved. Prenatal ultrasound features and pregnancy outcomes of those fetuses were analyzed and summarized.Results:In this study, ninety-eight 17q12 microdeletion cases and seventeen 17q12 microduplication cases were analyzed. (1) 17q12 microdeletion: The prenatal ultrasound showed all the 17q12 microdeletion cases had renal abnormalities (100.0%, 98/98), and renal hyperechogenicity was detected in 81.6% (80/98) of them; pedigree analysis suggested that 74.2% (49/66) mutations were de novo; 64.1% (41/64) of pregnant women chose to terminate the pregnancy and 35.9%(23/64) chose to continue pregnancy; eight out of 12 live births who were followed up had different degrees of abnormalities and four were normal during the follow-up period. (2) 17q12 microduplication: Among the 17 fetuses, 10 had upper gastrointestinal obstruction; pedigree analysis suggested that four were de novo mutations (4/13); nine out of 14 pregnant women with reported pregnancy outcomes chose to terminate the pregnancy, and five continued the pregnancy to delivery; follow up of the live births found that four neonates were normal and one had a good prognosis after surgery. Conclusions:Fetuses with 17q12 microdeletion often show renal hyperechogenicity in ultrasound images, and most mutations were de novo with poor prognosis. 17q12 microduplication in fetuses is often characterized by upper gastrointestinal obstruction, and most inherited from their parents.
4.The Association between Educational Attainment and the Risk of Nonalcoholic Fatty Liver Disease among Chinese Adults: Findings from the REACTION Study
Yuanyue ZHU ; Long WANG ; Lin LIN ; Yanan HUO ; Qin WAN ; Yingfen QIN ; Ruying HU ; Lixin SHI ; Qing SU ; Xuefeng YU ; Li YAN ; Guijun QIN ; Xulei TANG ; Gang CHEN ; Shuangyuan WANG ; Hong LIN ; Xueyan WU ; Chunyan HU ; Mian LI ; Min XU ; Yu XU ; Tiange WANG ; Zhiyun ZHAO ; Zhengnan GAO ; Guixia WANG ; Feixia SHEN ; Xuejiang GU ; Zuojie LUO ; Li CHEN ; Qiang LI ; Zhen YE ; Yinfei ZHANG ; Chao LIU ; Youmin WANG ; Shengli WU ; Tao YANG ; Huacong DENG ; Lulu CHEN ; Tianshu ZENG ; Jiajun ZHAO ; Yiming MU ; Weiqing WANG ; Guang NING ; Yufang BI ; Yuhong CHEN ; Jieli LU
Gut and Liver 2024;18(4):719-728
Background/Aims:
Low educational attainment is a well-established risk factor for nonalcoholic fatty liver disease (NAFLD) in developed areas. However, the association between educational attainment and the risk of NAFLD is less clear in China.
Methods:
A cross-sectional study including over 200,000 Chinese adults across mainland China was conducted. Information on education level and lifestyle factors were obtained through standard questionnaires, while NAFLD and advanced fibrosis were diagnosed using validated formulas. Outcomes included the risk of NAFLD in the general population and high probability of fibrosis among patients with NAFLD. Logistic regression analysis was employed to estimate the risk of NAFLD and fibrosis across education levels. A causal mediation model was used to explore the potential mediators.
Results:
Comparing with those receiving primary school education, the multi-adjusted odds ratios (95% confidence intervals) for NAFLD were 1.28 (1.16 to 1.41) for men and 0.94 (0.89 to 0.99) for women with college education after accounting for body mass index. When considering waist circumference, the odds ratios (95% CIs) were 0.94 (0.86 to 1.04) for men and 0.88 (0.80 to 0.97) for women, respectively. The proportions mediated by general and central obesity were 51.00% and 68.04% for men, while for women the proportions were 48.58% and 32.58%, respectively. Furthermore, NAFLD patients with lower educational attainment showed an incremental increased risk of advanced fibrosis in both genders.
Conclusions
In China, a low education level was associated with a higher risk of prevalent NAFLD in women, as well as high probability of fibrosis in both genders.
5.Corrigendum to: The Association between Educational Attainment and the Risk of Nonalcoholic Fatty Liver Disease among Chinese Adults: Findings from the REACTION Study
Yuanyue ZHU ; Long WANG ; Lin LIN ; Yanan HUO ; Qin WAN ; Yingfen QIN ; Ruying HU ; Lixin SHI ; Qing SU ; Xuefeng YU ; Li YAN ; Guijun QIN ; Xulei TANG ; Gang CHEN ; Shuangyuan WANG ; Hong LIN ; Xueyan WU ; Chunyan HU ; Mian LI ; Min XU ; Yu XU ; Tiange WANG ; Zhiyun ZHAO ; Zhengnan GAO ; Guixia WANG ; Feixia SHEN ; Xuejiang GU ; Zuojie LUO ; Li CHEN ; Qiang LI ; Zhen YE ; Yinfei ZHANG ; Chao LIU ; Youmin WANG ; Shengli WU ; Tao YANG ; Huacong DENG ; Lulu CHEN ; Tianshu ZENG ; Jiajun ZHAO ; Yiming MU ; Weiqing WANG ; Guang NING ; Yufang BI ; Yuhong CHEN ; Jieli LU
Gut and Liver 2024;18(5):926-927
6.Individualized red-cell transfusion strategy for non-cardiac surgery in adults: a randomized controlled trial.
Ren LIAO ; Jin LIU ; Wei ZHANG ; Hong ZHENG ; Zhaoqiong ZHU ; Haorui SUN ; Zhangsheng YU ; Huiqun JIA ; Yanyuan SUN ; Li QIN ; Wenli YU ; Zhen LUO ; Yanqing CHEN ; Kexian ZHANG ; Lulu MA ; Hui YANG ; Hong WU ; Limin LIU ; Fang YUAN ; Hongwei XU ; Jianwen ZHANG ; Lei ZHANG ; Dexing LIU ; Han HUANG
Chinese Medical Journal 2023;136(23):2857-2866
BACKGROUND:
Red-cell transfusion is critical for surgery during the peri-operative period; however, the transfusion threshold remains controversial mainly owing to the diversity among patients. The patient's medical status should be evaluated before making a transfusion decision. Herein, we developed an individualized transfusion strategy using the West-China-Liu's Score based on the physiology of oxygen delivery/consumption balance and designed an open-label, multicenter, randomized clinical trial to verify whether it reduced red cell requirement as compared with that associated with restrictive and liberal strategies safely and effectively, providing valid evidence for peri-operative transfusion.
METHODS:
Patients aged >14 years undergoing elective non-cardiac surgery with estimated blood loss > 1000 mL or 20% blood volume and hemoglobin concentration <10 g/dL were randomly assigned to an individualized strategy, a restrictive strategy following China's guideline or a liberal strategy with a transfusion threshold of hemoglobin concentration <9.5 g/dL. We evaluated two primary outcomes: the proportion of patients who received red blood cells (superiority test) and a composite of in-hospital complications and all-cause mortality by day 30 (non-inferiority test).
RESULTS:
We enrolled 1182 patients: 379, 419, and 384 received individualized, restrictive, and liberal strategies, respectively. Approximately 30.6% (116/379) of patients in the individualized strategy received a red-cell transfusion, less than 62.5% (262/419) in the restrictive strategy (absolute risk difference, 31.92%; 97.5% confidence interval [CI]: 24.42-39.42%; odds ratio, 3.78%; 97.5% CI: 2.70-5.30%; P <0.001), and 89.8% (345/384) in the liberal strategy (absolute risk difference, 59.24%; 97.5% CI: 52.91-65.57%; odds ratio, 20.06; 97.5% CI: 12.74-31.57; P <0.001). No statistically significant differences were found in the composite of in-hospital complications and mortality by day 30 among the three strategies.
CONCLUSION:
The individualized red-cell transfusion strategy using the West-China-Liu's Score reduced red-cell transfusion without increasing in-hospital complications and mortality by day 30 when compared with restrictive and liberal strategies in elective non-cardiac surgeries.
TRIAL REGISTRATION
ClinicalTrials.gov, NCT01597232.
Humans
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Adult
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Postoperative Complications
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Erythrocyte Transfusion/adverse effects*
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Blood Transfusion
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Hospitals
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Hemoglobins/analysis*
7.Construction of an evaluation index system for the capability of comprehensive control of mountain - type zoonotic visceral leishmaniasis based on the One Health concept
Jingshu LIU ; Zhengbin ZHOU ; Xiaoxi ZHANG ; Lulu HUANG ; Zhuowei LUO ; Shenglin CHEN ; Yi ZHANG ; Shizhu LI
Chinese Journal of Schistosomiasis Control 2023;35(6):545-556
Objective To construct an evaluation index system for the capability of comprehensive control of mountain-type zoonotic visceral leishmaniasis based on the One Health concept, so as to provide insights into the control and elimination of mountain-type zoonotic visceral leishmaniasis using the One Health approach. Methods A preliminary evaluation index system was constructed based on literature review, panel discussions and field surveys. Thirty-three experts were selected from 7 provincial disease control and prevention centers in Beijing Municipality, Hebei Province, Shanxi Province, Henan Province, Sichuan Province, Shaanxi Province and Gansu Province where mountain-type zoonotic visceral leishmaniasis was endemic, and two rounds of expert consultations were conducted to screen the indicators. The positive coefficient, degree of concentration, degree of coordination, and authority of the experts were calculated, and the normalized weights of each index were calculated with the analytic hierarchy process. Results The response rates of questionnaires during two rounds of expert consultation were both 100.00% (33/33), and the authority coefficients of the experts were 0.86 and 0.88, respectively. The coefficients of coordination among experts on the rationality, importance, and operability of the indicators were 0.392, 0.437, 0.258, and 0.364, 0.335, 0.263, respectively (all P values < 0.05). Following screening, the final evaluation index system included 3 primary indicators, 17 secondary indicators, and 50 tertiary indicators. The normalized weights of primary indicators “external environment”, “internal support” and “comprehensive control” were 16.98%, 38.73% and 44.29%, respectively. Among the secondary indicators of the primary indicator “external environment”, the highest weight was seen for natural environment (66.67%), and among the secondary indicators of the primary indicator “internal support”, the lowest weight was seen for the scientific research for visceral leishmaniasis control (8.26%), while other indicators had weights of 12.42% to 13.38%. Among the secondary indicators of the primary indicator “comprehensive control”, the weight was 16.67% for each indicator. Conclusions An evaluation index system has been constructed for the capability of comprehensive control of mountain-type zoonotic visceral leishmaniasis based on the One Health concept. In addition to assessment of the effect of conventional mountain-type zoonotic visceral leishmaniasis control measures, this index system integrates the importance of top-level design, organizational management, and implementation of control measures, and includes indicators related to multi-sectoral cooperation.
8.Clinical and pathological characteristics and prognostic analysis of gastric neuroendo-crine carcinoma
Fengjin SHANG ; Sheng TAN ; Weipeng WU ; Jian JIAO ; Lulu LI ; Haoran ZHANG ; Zhiguo TONG ; Changhong LIAN
Chinese Journal of Clinical Oncology 2023;50(21):1098-1105
Objective:To explore the clinical and pathological characteristics and prognostic factors of gastric neuroendocrine carcinoma(G-NEC)and gastric mixed adenoendocrine carcinoma(G-MANEC).Methods:Retrospective analysis was conducted on the clinical data of 67 patients with G-NEC and G-MANEC who underwent surgical treatment at Heping Hospital Affiliated to Changzhi Medical College from May 2015 to May 2023.The study included an analysis of the pathological characteristics distinguishing G-NEC from G-MANEC.Results:Com-pared to gastric adenocarcinoma,patients with G-NEC and G-MANEC in the stomach showed a higher incidence of gastric cancer in the male gastric cardia and were diagnosed at a later age.Tumors with larger diameters increase susceptibility to anemia,low albumin levels,and in-vasion of nerves and vasculature.Deeper tumor infiltration is associated with increased local lymph node metastases,later TNM staging,and a higher likelihood of distant metastasis post-surgery.The prognosis of G-NEC and G-MANEC is worse than that of gastric adenocarcinoma(P=0.001).However,there is no statistically significant difference in the pathological characteristics(P>0.05)and prognosis analysis(P=0.212)between G-NEC and G-MANEC.Univariate survival analysis identified age,preoperative albumin,preoperative CEA,number of lymph node metastases,TNM staging,and postoperative distant metastasis as risk factors affecting patient's overall survival(OS).In the multivariate ana-lysis,age,preoperative albumin,TNM staging,and postoperative distant metastasiswere identified as independent risk factors for OS.Con-clusions:There is a significant difference in clinical characteristics between G-NEC,G-MANEC,and gastric adenocarcinoma,often diagnosed at an advanced stage,which is prone to distant metastasis post-surgery.Poor prognosis is observed in patients aged over 60 years,with pre-operative albumin<40g/L,TNM stage Ⅱ/Ⅲ,and postoperative distant metastasis.
9.Environmental exposure to e-cigarettes among adolescents and its preventive countermeasures
Juanjuan WANG ; Luojia DAI ; Yinliang TAN ; Lulu ZHANG ; Jingfen ZHU
Journal of Environmental and Occupational Medicine 2022;39(8):949-953
In recent years, with the vigorous marketing of e-cigarette manufacturers, e-cigarettes have become a popular tobacco product for adolescents. The problem of e-cigarette environmental exposure among adolescents is also getting worse and its associated adverse impacts cannot be ignored. However, domestic research on the environmental exposure to e-cigarettes among youth is insufficient, and experience on e-cigarette regulation is also limited. This review first briefly introduced the definition and sources of e-cigarette environment exposure, then focused on the differences of e-cigarette environmental exposure among adolescents with different characteristics to identify possible influencing factors, as well as the impacts of e-cigarette environmental exposure on adolescents, and finally summarized international countermeasures to prevent e-cigarette environmental exposure in adolescents, aiming to provide directional guidance for China to conduct e-cigarette control activities among adolescents.
10.Lingguizhugan Decoction, a Chinese herbal formula, improves insulin resistance in overweight/obese subjects with non-alcoholic fatty liver disease: a translational approach.
Liang DAI ; Jingjuan XU ; Baocheng LIU ; Yanqi DANG ; Ruirui WANG ; Lijie ZHUANG ; Dong LI ; Lulu JIAO ; Jianying WANG ; Lei ZHANG ; Linda L D ZHONG ; Wenjun ZHOU ; Guang JI
Frontiers of Medicine 2022;16(5):745-759
Lingguizhugan Decoction (LGZG) has been investigated in basic studies, with satisfactory effects on insulin resistance in non-alcoholic fatty liver disease (NAFLD). This translational approach aimed to explore the effect and underlying mechanism of LGZG in clinical setting. A randomized, double-blinded, placebo-controlled trial was performed. A total of 243 eligible participants with NAFLD were equally allocated to receive LGZG (two groups: standard dose and low dose) or placebo for 12 weeks on the basis of lifestyle modifications. The primary efficacy variable was homeostasis model assessment of insulin resistance (HOMA-IR). Analyses were performed in two populations in accordance with body mass index (BMI; overweight/obese, BMI ⩾ 24 kg/m2; lean, BMI < 24 kg/m2). For overweight/obese participants, low-dose LGZG significantly decreased their HOMA-IR level compared with placebo (-0.19 (1.47) versus 0.08 (1.99), P = 0.038). For lean subjects, neither dose of LGZG showed a superior effect compared with placebo. Methylated DNA immunoprecipitation sequencing and real-time qPCR found that the DNA N6-methyladenine modification levels of protein phosphatase 1 regulatory subunit 3A (PPP1R3A) and autophagy related 3 (ATG3) significantly increased after LGZG intervention in overweight/obese population. Low-dose LGZG effectively improved insulin resistance in overweight/obese subjects with NAFLD. The underlying mechanism may be related to the regulation of DNA N6-methyladenine modification of PPP1R3A and ATG3. Lean subjects may not be a targeted population for LGZG.
Humans
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Non-alcoholic Fatty Liver Disease/drug therapy*
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Overweight/drug therapy*
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Insulin Resistance
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Obesity/drug therapy*
;
China
;
DNA/therapeutic use*

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