中华护理杂志 ›› 2023, Vol. 58 ›› Issue (23): 2835-2842.DOI: 10.3761/j.issn.0254-1769.2023.23.003
收稿日期:
2023-03-13
出版日期:
2023-12-10
发布日期:
2023-12-12
通讯作者:
王海燕,E-mail:1604143153@qq.com作者简介:
乔梦圆:女,本科(硕士在读),护士,E-mail:1377559560@qq.com
QIAO Mengyuan1,2(), WANG Haiyan1,2(
), QIN Mengzhen1,2
Received:
2023-03-13
Online:
2023-12-10
Published:
2023-12-12
摘要:
目的 构建并验证急诊重症监护室(emergency intensive care unit,EICU)患者低血糖风险预测模型。 方法 回顾性收集2022年1月—12月乌鲁木齐市某三级甲等综合医院EICU收治的2 093例患者作为调查对象;通过单因素分析和Logistic回归分析筛选发生低血糖的危险因素,应用R软件构建列线图预测模型。采用受试者操作特征曲线下面积检测模型的区分度,采用Hosmer-Lemeshow检验判断模型的拟合优度。采用前瞻性研究设计,便利选取2023年1月—3月同一所医院EICU收治的699例患者对模型进行验证。 结果 模型变量包括近1年是否发生低血糖、入院时急性生理与慢性健康状况Ⅱ评分、血糖变异系数、肾脏疾病史、糖尿病史、是否使用胰岛素治疗和血肌酐水平,Hosmer-Lemeshow检验结果显示P=0.497,受试者操作特征曲线下面积为0.820(95%CI:0.794~0.847),最佳临界值为0.495,灵敏度为0.856,特异度为0.751。模型验证结果显示,Hosmer-Lemeshow检验P=0.537,受试者操作特征曲线下面积为0.859(95%CI:0.819~0.898),最佳临界值为0.597,灵敏度为0.840,特异度为0.757。 结论 该研究建立的列线图预测模型有助于临床医护人员筛选发生低血糖的高危患者,为优化EICU患者低血糖的管理提供参考依据。
乔梦圆, 王海燕, 秦梦真. 急诊重症监护室患者低血糖风险预测模型的构建及验证[J]. 中华护理杂志, 2023, 58(23): 2835-2842.
QIAO Mengyuan, WANG Haiyan, QIN Mengzhen. Construction and evaluation of a risk prediction model of hypoglycemia risk in emergency intensive care unit patients[J]. Chinese Journal of Nursing, 2023, 58(23): 2835-2842.
[1] |
Mahmoudi Z, del Favero S, Jacob P, et al. Toward an optimal definition of hypoglycemia with continuous glucose monitoring[J]. Comput Methods Programs Biomed, 2021, 209:106303.
DOI URL |
[2] | Hulkower RD, Pollack RM, Zonszein J. Understanding hypoglycemia in hospitalized patients[J]. Diabetes Manag(Lond), 2014, 4(2):165-176. |
[3] |
Klonoff DC, Messler JC, Umpierrez GE, et al. Association between achieving inpatient glycemic control and clinical outcomes in hospitalized patients with COVID-19:a multicenter,retrospective hospital-based analysis[J]. Diabetes Care, 2021, 44(2):578-585.
DOI PMID |
[4] |
Yamada T, Shojima N, Noma H, et al. Glycemic control,mortality,and hypoglycemia in critically ill patients:a systematic review and network meta-analysis of randomized controlled trials[J]. Intensive Care Med, 2017, 43(1):1-15.
DOI URL |
[5] |
Brodovicz KG, Mehta V, Zhang QY, et al. Association between hypoglycemia and inpatient mortality and length of hospital stay in hospitalized,insulin-treated patients[J]. Curr Med Res Opin, 2013, 29(2):101-107.
DOI PMID |
[6] |
俞晓慧, 章新琼, 杨胜菊, 等. 糖尿病患者低血糖发生风险预测模型的系统评价[J]. 中华护理杂志, 2022, 57(15):1830-1839.
DOI URL |
Yu XH, Zhang XQ, Yang SJ, et al. The risk prediction models for the occurrence of hypoglycemia in patients with diabetes mellitus:a systematic review and critical appraisal[J]. Chin J Nurs, 2022, 57(15):1830-1839. | |
[7] |
Felizardo V, Garcia NM, Pombo N, et al. Data-based algorithms and models using diabetics real data for blood glucose and hypoglycaemia prediction:a systematic literature review[J]. Artif Intell Med, 2021, 118:102120.
DOI URL |
[8] | Tian Y, Yao Y, Zhou J, et al. Dynamic APACHE Ⅱ score to predict the outcome of intensive care unit patients[J]. Front Med (Lausanne), 2021, 8:744907. |
[9] |
Kable JA, Mehta PK, Coles CD. Alterations in insulin levels in adults with prenatal alcohol exposure[J]. Alcohol Clin Exp Res, 2021, 45(3):500-506.
DOI PMID |
[10] |
Akinlade KS, Rahamon SK, Lasebikan VO. Beta-cell function and metabolic clearance rate of glucose in patients with major mental health disorders on antipsychotic drug treatment[J]. J Natl Med Assoc, 2018, 110(5):504-511.
DOI PMID |
[11] |
Shipe ME, Deppen SA, Farjah F, et al. Developing prediction models for clinical use using logistic regression:an overview[J]. J Thorac Dis, 2019, 11(Suppl 4):S574-S584.
DOI URL |
[12] |
Wu ZX, Liu J, Zhang D, et al. Expert consensus on the glycemic management of critically ill patients[J]. J Intensive Med, 2022, 2(3):131-145.
DOI PMID |
[13] | 蒋伟红, 金陈娣, 李帅妮, 等. 先天性心脏病术后患儿中心静脉导管相关深静脉血栓风险预测模型的构建及验证[J]. 中华护理杂志, 2022, 57(18):2217-2224. |
Jiang WH, Jin CD, Li SN, et al. Construction and validation of a risk prediction model for central venous catheter-associated deep venous thromboses in children with congenital heart disease after surgery[J]. Chin J Nurs, 2022, 57(18):2217-2224. | |
[14] | 刘艳辉. 重症患者低血糖的发生现状及其影响因素研究[D]. 长沙: 湖南师范大学, 2016. |
Liu YH. Study on the present situation and influencing factors of hypoglycemia in critically ill patients[D]. Changsha: Hunan Normal University, 2016. | |
[15] | Cai Y, Wang C, Di W, et al. Correlation between blood glucose variability and the risk of death in patients with severe acute stroke[J]. Rev Neurol(Paris), 2020, 176(7/8):582-586. |
[16] | 孙玉梅, 张立力. 健康评估[M]. 4版. 北京: 人民卫生出版社, 2017:241. |
Sun YM, Zhang LL. Health assessment[M]. 4th ed. Beijing: People’s Medical Publishing House, 2017:241. | |
[17] | 尤黎明, 吴瑛. 内科护理学[M]. 6版. 北京: 人民卫生出版社, 2017:431. |
You LM, Wu Y. Medical nursing[M]. 6th ed. Beijing: People’s Medical Publishing House, 2017:431. | |
[18] |
Bagshaw SM, Bellomo R, Jacka MJ, et al. The impact of early hypoglycemia and blood glucose variability on outcome in critical illness[J]. Crit Care, 2009, 13(3):R91.
DOI URL |
[19] |
Mantena S, Arévalo AR, Maley JH, et al. Predicting hypoglycemia in critically ill patients using machine learning and electronic health records[J]. J Clin Monit Comput, 2022, 36(5):1297-1303.
DOI |
[20] |
Kittah NE, Vella A. Management of endocrine disease:pathogenesis and management of hypoglycemia[J]. Eur J Endocrinol, 2017, 177(1):R37-R47.
DOI URL |
[21] | 余杭青. 基于系统评价的糖尿病患者低血糖风险评估模型构建[D]. 天津: 天津医科大学, 2020. |
Yu HQ. Construction of risk assessment model of hypoglycemia in diabetic patients based on systematic evaluation[D]. Tianjin: Tianjin Medical University, 2020. | |
[22] |
Wu C, Ge YL, Zhang XY, et al. The influence of hypoglycemia on the specific quality of life in type 2 diabetes mellitus:a comparative cross-sectional study of diabetics with and without hypoglycemia in Xi’an,China[J]. Health Qual Life Outcomes, 2021, 19(1):151.
DOI |
[23] |
Han K, Yun JS, Park YM, et al. Development and validation of a risk prediction model for severe hypoglycemia in adult patients with type 2 diabetes:a nationwide population-based cohort study[J]. Clin Epidemiol, 2018, 10:1545-1559.
DOI URL |
[24] |
Ma HM, Yu G, Wang ZW, et al. Association between dysglycemia and mortality by diabetes status and risk factors of dysglycemia in critically ill patients:a retrospective study[J]. Acta Diabetol, 2022, 59(4):461-470.
DOI |
[25] | 胡莹, 耿力, 袁颖, 等. ICU应激性高血糖风险评估工具的构建[J]. 护理学杂志, 2020, 35(21):29-32. |
Hu Y, Geng L, Yuan Y, et al. Development of a stress hyperglycemia risk assessment tool in ICU[J]. J Nurs Sci, 2020, 35(21):29-32. | |
[26] | 赫广玉, 肖显超, 谢晓娜, 等. 糖尿病患者发生低血糖的现状及预测[J]. 中国糖尿病杂志, 2019, 27(11):877-880. |
He GY, Xiao XC, Xie XN, et al. Current status and prediction of hypoglycemia in diabetic patients[J]. Chin J Diabetes, 2019, 27(11):877-880. | |
[27] | Lin S, Chen M, Chen WL, et al. A randomized trial of insulin glargine plus oral hypoglycemic agents versus continuous subcutaneous insulin infusion to treat newly diagnosed type 2 Diabetes[J]. J Diabetes Res, 2018, 2018:2791584. |
[28] |
孙玉娇, 史婷奇, 张宁, 等. 低血糖护理决策支持系统的设计及应用[J]. 中华护理杂志, 2020, 55(7):1028-1032.
DOI URL |
Sun YJ, Shi TQ, Zhang N, et al. Design and application of hypoglycemia nursing decision support system[J]. Chin J Nurs, 2020, 55(7):1028-1032.
DOI URL |
[1] | 韩冬芳, 田甜, 高畅, 张婧珺, 李小妹. 肺结核患者健康促进行为与健康心理控制源关系的混合研究[J]. 中华护理杂志, 2024, 59(9): 1029-1036. |
[2] | 司茜茜, 王莹, 赵福云, 马晓骁, 刘均娥. A型主动脉夹层患者Ⅰ期心肺康复护理方案的构建及应用[J]. 中华护理杂志, 2024, 59(9): 1037-1042. |
[3] | 沈支佳, 陈新宇, 钱志杰, 殷丽梅. 反复低血糖患者血糖管理行为退化特征的混合研究[J]. 中华护理杂志, 2024, 59(9): 1043-1050. |
[4] | 王丽梅, 李露, 李玉霞, 喻鹏, 罗倩, 张翀旎. 糖尿病周围神经病理性疼痛患者运动恐惧现状及影响因素分析[J]. 中华护理杂志, 2024, 59(9): 1051-1056. |
[5] | 丁慧敏, 戴莉敏, 蔡冬青, 杨群. 糖尿病前期患者自我管理潜在剖面分析及影响因素研究[J]. 中华护理杂志, 2024, 59(9): 1057-1064. |
[6] | 刘海婷, 王咏梅, 郑贝贝, 蔡丽丽, 叶林斌, 吴佳芸, 宁丽, 李益民, 陈为霞. 冠心病合并糖尿病患者药物素养自评量表的编制及信效度检验[J]. 中华护理杂志, 2024, 59(9): 1065-1071. |
[7] | 陈丽霞, 施慧, 朱德政, 曾莹. 成人低血糖恐惧评估工具的质量评价[J]. 中华护理杂志, 2024, 59(9): 1072-1079. |
[8] | 中国研究型医院学会过敏医学专业委员会, 中华医学会变态反应分会过敏性疾病护理学组(筹), 中华预防医学会过敏病预防与控制专业委员会, (执笔:王青 刘君 支凡 万文锦 田丰英 霍晓鹏 周文华 杨永仕 王田田 孙劲旅). 变应原特异性免疫治疗皮下注射护理的专家共识[J]. 中华护理杂志, 2024, 59(9): 1080-1083. |
[9] | 李琪, 苏晴晴, 张瑶瑶, 王田田, 吕静, 李亚可, 李海燕. 全膝关节置换患者关节遗忘变化轨迹及影响因素研究[J]. 中华护理杂志, 2024, 59(9): 1084-1090. |
[10] | 刘娅, 刘晓晴, 杨雪凝, 王平, 刘学奎, 罗丹. 结肠镜检查患者肠道准备失败风险预测模型的构建及验证[J]. 中华护理杂志, 2024, 59(9): 1091-1098. |
[11] | 孙晓晴, 张爱霞, 朱珠, 樊雪梅, 梅士娟, 黄欣欣, 丛胜楠, 谢红燕. 分娩心理创伤评估量表的编制及信效度检验[J]. 中华护理杂志, 2024, 59(9): 1099-1105. |
[12] | 谢玉生, 黄蓉蓉, 赵雪, 马蕾, 胡雁, 杨倩, 王乾沙, 明玥. 成人重度烧伤患者肠内肠外营养的证据总结[J]. 中华护理杂志, 2024, 59(9): 1106-1113. |
[13] | 李旭琴, 冯洁惠, 黄昉芳, 俞超, 梁诗雨, 王晓, 李旭芳, 朱含. 1例行机械循环辅助桥接心脏移植患者的术前护理[J]. 中华护理杂志, 2024, 59(9): 1114-1117. |
[14] | 贾晓静, 陈一竹, 许志英, 和霞, 耿超. 1例尿黑酸尿症双膝关节置换术后患者并发急性心肌梗死的护理[J]. 中华护理杂志, 2024, 59(9): 1118-1121. |
[15] | 顾培培, 曾妃, 兰美娟, 梁江淑渊, 郭璐瑶, 蔡凌云, 朱岩, 郭鸽. 肺移植患者衰弱影响因素的Meta分析[J]. 中华护理杂志, 2024, 59(9): 1122-1129. |
阅读次数 | ||||||||||||||||||||||||||||||||||||||||||||||||||
全文 33
|
|
|||||||||||||||||||||||||||||||||||||||||||||||||
摘要 644
|
|
|||||||||||||||||||||||||||||||||||||||||||||||||