1.Predictive model for severe adverse reaction associated with bevacizumab based on the global trigger tool and machine learning
Yongfei FU ; Xin LONG ; Hongzhen XU ; Jian TANG ; Xiangqing LI ; Yucheng LONG ; Dong QIN
China Pharmacy 2026;37(4):497-503
OBJECTIVE To confirm trigger items for adverse drug reaction (ADR) induced by bevacizumab, to identify and analyze the occurrence of related ADR, and to establish a predictive model for severe adverse reaction (SAR) caused by this drug. METHODS Based on the global trigger tool (GTT) theory, and referencing the GTT White Paper, drug package inserts and relevant literature, trigger items for bevacizumab-related ADR were confirmed using a single-round Delphi method. Utilizing these established items, electronic medical records of relevant patients at Guilin People’s Hospital from January 2020 to September 2024 were actively screened via the China Hospital Pharmacovigilance System. Pharmacists then identified and tallied the occurrence of bevacizumab-induced ADR. Data from patients with any positive trigger item served as the study subjects (divided into training and test sets at a ratio of 7∶3), candidate feature variables were selected from 39 related variables using the Boruta algorithm, and the multivariable Logistic regression analysis was performed with the occurrence of SAR as the dependent variable. Based on these candidate features, Logistic Regression, Extreme Gradient Boosting, Light Gradient Boosting Machine, Random Forest, and Categorical Boosting models were constructed. Model performance was evaluated using metrics including the area under the curve (AUC) of receiver operating characteristic curve and recall rate. The Shapley Additive exPlanations (SHAP) method was applied to analyze and interpret the contribution of each variable. A nomogram was constructed based on the optimal model. RESULTS A total of 38 trigger items for active monitoring of bevacizumab-related ADR were determined, comprising 17 laboratory indicators, 13 clinical manifestations, and 8 intervention measures. In total, 483 patients with positive trigger items were included, and 318 patients with bevacizumab-induced ADR were identified, including 83 SARs. The positive predictive values for the trigger items and cases were 43.57% (708/1 625) and 63.84% (318/483), respectively. Bevacizumab-induced ADR involved 7 systems/organs, with the hematological system being the most frequently involved (64.15%). The Boruta algorithm selected 7 vari ables: serum potassium, hematocrit, albumin-to-globulin ratio, prealbumin, hypertension history, age and red blood cell count. Multivariable Logistic regression showed that elevated serum potassium levels were associated with a decreased risk of bevacizumab-induced SAR (OR=0.234, P =0.002), while a history of hypertension (OR=2.642, P =0.006) and increased age (OR=1.040, P =0.025) were associated with an increased risk. The Logistic Regression model demonstrated superior performance with higher AUC, F1 score and recall rate (0.761, 0.447, 0.607), compared to other models. SHAP evaluation results indicated that variables such as serum potassium, hematocrit, and age ranked highest in importance. CONCLUSIONS Totally 38 trigger entries have been successfully identified for active screening of bevacizumab-related ADR. Elevated serum potassium levels are a protective factor against bevacizumab-induced SAR, whereas the hypertension history and increased age are risk factors. The Logistic Regression model is the optimal predictive model.
2.Optimization of Extraction Process of Weile Prescription Based on Multi-index Comprehensive Evaluation of UPLC-MS/MS and G1-entropy Weight Method
Linghui LI ; Wen XU ; Dan LI ; Juan LIN ; Hanming HUANG ; Hongzhen PAN
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(1):122-127
Objective To establish the method for simultaneous determination of six index components in the water extract of Weile Prescription;To optimize the water extraction process.Methods UPLC-MS/MS was used with Waters CORTECS C18 column(2.1 mm×100 mm,1.6 μm)as the chromatographic conditions;the mobile phase was 0.1%formic acid water-acetonitrile with gradient elution;the flow rate was 0.25 mL/min;the column temperature was 40℃;the sample volume was 2 μL.Electrospray negative ion source,positive and negative ion switching multi-reaction monitoring(MRM)mode were detected.Taking the content of six index components(gallic acid,vitexin,paeoniflorin,naringin,hesperidin and glycyrrhizic acid)and extraction rate as evaluation indexes,the weight coefficient of each index was determined by G1-entropy weight method,and the optimum parameters of extraction process were determined by orthogonal experiment design with the amount of water,extraction time and extraction times as investigation factors.Results There was a good linear relationship of the six components in the water extract of Weile Prescription in the concentration range(r>0.999),and the average recovery rate was 96.83%-102.56%,RSD<4.0%.The best technological parameters were as follows:Chinese decoction pieces were soaked in 12 times of water for 2 h,and extracted twice,each time for 1.5 h.Conclusion The UPLC-MS/MS method established in the study for simultaneous determination of six components in Weile Prescription is rapid,simple and sensitive,and the optimized extraction process is stable and feasible,which provides experimental basis for the development and research of the preparation.
3.Visual analysis of the research hotspots and trends of emergency nursing training at home and abroad based on CiteSpace
Xinyu DUAN ; Hongzhen XIE ; Ao WU ; Tenggang SHEN ; Wenjuan XU ; Qiaoqiao ZHANG ; Qunfang YANG ; Duo LIU ; Xiaoqi FAN ; Jianjing WANG
Chinese Journal of Practical Nursing 2024;40(26):2059-2068
Objective:To analyze the status quo, hotspots and fronts of emergency nursing training research at home and abroad in the past ten years, and to provide reference and ideas for the efficient development of emergency nursing training in China.Methods:CiteSpace 6.2.R2 software was used to visually analyze the Chinese and English literatures on emergency nursing training included in CNKI and Web of Science core databases from January 1, 2013 to June 1, 2023.Results:A total of 1 177 Chinese literatures and 1 163 English literatures were included. The number of foreign articles in this field increased year by year, while the number of domestic articles showed a downward trend since 2018. There were many stable core author groups and core institution groups in foreign countries, while there was less cooperation among domestic authors and institutions. The common research hotspots and frontiers at home and abroad focused on broadening the training audience of emergency nursing, innovating the training methods of emergency nursing, strengthening the evaluation of the effect of emergency nursing training, and paying attention to the training experience and needs of nurses. Foreign researches also focused on specialized nurses, interprofessional education and nurses′mental health, etc, and the research direction was diversified.Conclusions:The development stages of emergency nursing training researches at home and abroad are different, and the research hotspots are different. In the future, we should learn from foreign research, strengthen interdisciplinary cooperation, improve the depth and breadth of research, and strengthen the cooperation between authors, institutions and countries to promote the high-quality development of emergency nursing training research in China.
4.Construction of evaluation index system of core competence of neonatal specialist nurses
Kongjia QIAN ; Hongzhen XU ; Xiaoying CHENG ; Feixiang LUO ; Yafeng FANG ; Lianjuan ZHOU ; Jun YU ; Hongqin ZHOU ; Shuohui CHEN ; Jihua ZHU
Chinese Journal of Practical Nursing 2023;39(1):46-52
Objective:To construct the evaluation index system of the core competence of neonatal specialist nurses, so as to provide reference for clinical training of neonatal specialist nurses.Methods:From January 2020, through literature review, theoretical analysis, interview, Delphi method and superiority chart, the evaluation index and weight of core competence of neonatal specialist nurses were determined.Results:Totally 28 experts in China were invited for 3 rounds of consultation. The effective recovery rate of the questionnaires was 93.33%(28/30) in the first round. The effective recovery rate of the questionnaires was 100.00%(28/28) in the second and third rounds. The authority coefficient of the experts was 0.85 in the third round. The Kendall′s coefficients of concordance of the first-level indexes, second-level indexes and third-level indexes were 0.150, 0.221 and 0.161, respectively. The final evaluation index system of the core competence of neonatal specialist nurses included 5 first-level indicators, 17 second-level indicators and 58 third-level indicators.Conclusions:The evaluation index system of the core competence of neonatal specialist nurses constructed in this study has certain scientific, reliable and clinical application value, which is conducive to the training of newborn specialized nurses in China.
5.Retrospective comprehensive analysis of modified Aldrete Scale and Steward Scale for evaluating resuscitation effect on children undergoing gastrointestinal endoscopy with anesthesia
Guoping JIN ; Jingyi FENG ; Jinjin HUANG ; Zhouyan YAO ; Baoqin SHAO ; Hongzhen XU
Chinese Journal of Practical Nursing 2023;39(17):1288-1293
Objective:To investigate the efficacy and safety of the Steward Scale(S Scale)and the Modified Aldrete Scale (A Scale) for resuscitation of children undergoing gastrointestinal endoscopy with general anesthesia.Methods:A total of 199 underage children who underwent non-intubated gastrointestinal endoscopy with general anesthesia in Children′s Hospital, Zhejiang University School of Medicine from July to December 2022 were retrospectively included in this study and divided into preschool group (36 cases), low school-age group (75 cases) and high school-age group (88 cases) according to age. S Scale and A Scale were also performed to evaluate the recovery from anesthesia. The vital signs of the children and the time required for reaching the target were recorded, and the scoring efficiency and safety of the two scales were compared.Results:The time required for S Scale to reach the standard (17.50 ± 9.29) min was significantly lower than that of A Scale (20.80 ± 12.61) min, and the difference between the two groups was statistically significant ( t = 2.97, P<0.01). In the low school-age group, oxygen saturation (0.989 ± 0.010) of A Scale was higher than that of S Scale (0.980 ± 0.015), the difference was significant ( t = 2.17, P<0.05). The time required for S Scale to reach the standard was negatively correlated with age ( r = -0.385, P<0.01). There was no significant correlation between the time required for A scale to reach the standard and the children′s age ( r = -0.089, P>0.05). Conclusions:Although Steward Scale is more efficient than modified Aldrete Scale in evaluating anesthesia resuscitation in underage children undergoing gastrointestinal endoscopy with general anesthesia, modified Aldrete Scale is safer than Steward Scale and is more conducive to ensuring the life safety of children.
6.Advances in pulmonary rehabilitation for children with bronchial asthma.
Kongjia QIAN ; Hongzhen XU ; Zhimin CHEN ; Ying ZHENG
Journal of Zhejiang University. Medical sciences 2023;52(4):518-525
Bronchial asthma is a heterogeneous disease characterized by chronic airway inflammation and airway hyperresponsiveness. With the development of the whole-life-cycle health concept, the focus of treatment for bronchial asthma in children has gradually shifted from pharmacological control to an integrated management model of functional rehabilitation and pharmacological assistance. As a non-pharmacological integrated approach, pulmonary rehabilitation plays an equally important role in the management of childhood asthma as pharmacological treatments. Breathing techniques such as Buteyko breathing, pursed lip breathing, diaphragmatic breathing training, threshold-pressure inspiratory muscle training and yoga breathing can improve lung function indicators such as forced expiratory volume in first second (FEV1), forced vital capacity (FVC), peak expiratory flow (PEF) and maximal voluntary ventilation (MVV) in children. Comprehensive pre-exercise assessment, development of exercise prescriptions, and implementation and evaluation of exercise effects can improve physical fitness, neuromuscular coordination, and self-confidence of children with asthma. The comprehensive interventions of health education, psychological support and nutritional intervention can improve the compliance and effectiveness of rehabilitation training. This article reviews the research progress on respiratory training, physical exercise, and comprehensive interventions in the pulmonary rehabilitation of asthmatic children, to provide theoretical basis and practical guidance for the scientific and rational management of pulmonary rehabilitation of asthmatic children in clinical settings.
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Asthma/therapy*
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7.Discussion on Conflict and Countermeasures of Beneficial and Non-maleficence Principles in Pediatric Nursing
Junqing CHEN ; Xian YE ; Hongzhen XU
Chinese Medical Ethics 2023;36(3):293-297
In pediatric nursing, the conflict between the principle of beneficial and non-maleficence is a major challenge for nurses. To systematically understand the current situation of the conflict in the nursing practice of pediatric nurses at home and abroad, this paper reviewed four clinical situations where conflict occurs frequently: end-of-life decision-making of critically ill children, physical restraint, the child abuse case report, and new pediatric clinical therapies, and analyzed the factors influencing the conflict of pediatric nurses in China, so as to provide reference for pediatric nurses to cope with the conflict between the principle of beneficial and non-maleficence.
8.Research progress on the current status of research and influencing factors of moral distress in pediatric nurses
Xian YE ; Junqing CHEN ; Hongzhen XU
Chinese Journal of Practical Nursing 2022;38(35):2796-2801
The moral distress of nurses is an important ethical issue in nursing practice, especially in pediatric nursing, which is unique and specialized. It can lead to burnout and compassion fatigue, resulting in lower job engagement and job satisfaction, and higher turnover rates. In order to provide a comprehensive and timely understanding of the current state of moral distress of pediatric nurses and their influencing factors, this article reviews the current state of domestic and international research on the moral distress of pediatric nurses and the influencing factors. It showed that overseas research on the moral distress of pediatric nurses is more in-depth, while there was less research in China at present, and the research and attention on the moral distress of pediatric nurses in China was insufficient. The influencing factors mainly include three aspects: personal factors, organizational factors and external environment. The review provided a theoretical basis for implementing targeted interventions to prevent and mitigate moral distress among pediatric nurses and calls for nursing researchers, nursing educators, nursing managers and individuals in China to pay more attention to moral distress.
9.Evaluation and intervention of postoperative delirium in pediatric otolaryngology: from best evidence to clinical practice
Kexian LIU ; Jingyi FENG ; Yue ZHOU ; Ruan CHEN ; Yan YING ; Hongzhen XU
Chinese Journal of Practical Nursing 2022;38(6):419-425
Objective:To establish a scientific and standardized routine for perioperative nursing in pediatric otolaryngology, reduce the incidence of postoperative delirium, and improve the quality of postoperative recovery by implementing the best practice of evaluation and intervention of postoperative delirium in pediatric otolaryngology.Methods:By reviewing literature related to evaluation, prevention, intervention and management of postoperative delirium in pediatric otolaryngology from March 2018 to September 2019, fourteen best practice were concluded. By combining the best evidence and the clinical circumstances, the evidenced-based criteria were established and then applied in the Otolaryngology and Head and Neck Surgery Department, the Children ′s Hospital of Zhejiang University School of Medicine. Results:After three rounds of reviews, the results showed that the criteria 2, 3, 6, and 8 had 100.0% complacence. Comparison of before and after applying the evidence, there was no statistically significant difference for the occurrence of postoperative delirium or pain ( P>0.05); there was a statistically significant reduction of pain score at 60 minutes after returning to the ward ( χ2=9.93, P<0.05); there was a statistically significant reduction of preoperative anxiety score of children ′s family members from (33.36 ± 6.84) points to (29.54 ± 6.94) points ( F=6.33, P<0.05); there was a statistically significant increase of doctors ′ score of delirium knowledge based on evidence from (23.00 ± 3.94) points to (33.43 ± 8.25) points ( t=-3.02, P<0.05); and there was a statistically significant increase of nurses ′ score of delirium knowledge based on evidence from (33.11 ± 8.46) points to (57.79 ± 6.58) points ( t=-10.35, P<0.05) when the evidence was applied. Conclusion:The evidence-based practice didn ′t significantly relieve the postoperative delirium in pediatric otolaryngology, but it was helpful to relieve the postoperative pain level of children and the anxiety level of their families. The management of postoperative delirium in pediatric otolaryngology needs to be further explored.
10.Evidence summary on the management of the developmentally supportive environment in the neonatal intensive care unit
Nan LIN ; Jihua ZHU ; Chendi JIN ; Yan HU ; Hongzhen XU
Chinese Journal of Applied Clinical Pediatrics 2022;37(17):1325-1330
Objective:To retrieve, evaluate and integrate relevant evidence on the management of the developmentally supportive environment in the neonatal intensive care unit(NICU), and to provide clinical references.Methods:Evidence on NICU environmental management was retrieved from Guidelines International Network, Joanna Briggs Institute, National Institute for Health and Care Excellence, Scottish Intercollegiate Guide Network, National Guideline Clearinghouse, Registered Nurses′ Association of Ontario, Yimaitong and other Websites, BMJ Best Practice, UpToDate, Cochrane Library, PubMed, Embase, Wanfang Database, CNKI and other database.The evidence included guidelines, evidence summaries, best clinical practice manuals, expert consensus and systematic reviews.The date limit was from the establishment of the databases to March 31, 2021.Results:Totally 16 articles were involved, including 4 guidelines, 9 systematic reviews, and 3 expert consensus.Finally, 20 pieces of best evidence on four aspects were su-mmarized: sound, light, touch, and smell.There were 11 A-level recommendations and 9 B-level recommendations.The evidence suggested that health care workers should reduce noise and protect premature infants from being exposed to bright light, noxious gases, and negative touch stimuli.Besides, benign auditory and olfactory stimuli, circadian light, and mother-infant skin-to-skin contact should be used to promote the development of premature infants.Conclusions:This study is a summary of the recommendations on NICU environmental management.It is well-designed and has achieved fruitful results, showing great significance for reducing environmental stress of premature infants in the NICU.However, the current recommended methods for providing benign stimulation require validation of more high-quality, well-designed research.It is recommended that medical staff should selectively apply the evidence to clinical practice according to the actual situation.

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