• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

创伤患者入住重症监护病房的急性肾损伤:诊断预测模型的建立与验证。

Acute Kidney Injury in Trauma Patients Admitted to Critical Care: Development and Validation of a Diagnostic Prediction Model.

机构信息

Adult Critical Care Unit, The Royal London Hospital, Barts Health NHS Trust, Whitechapel Road, London, E1 1BB, UK.

William Harvey Research Institute, Queen Mary University of London, London, UK.

出版信息

Sci Rep. 2018 Feb 26;8(1):3665. doi: 10.1038/s41598-018-21929-2.

DOI:10.1038/s41598-018-21929-2
PMID:29483607
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5827665/
Abstract

Acute Kidney Injury (AKI) complicating major trauma is associated with increased mortality and morbidity. Traumatic AKI has specific risk factors and predictable time-course facilitating diagnostic modelling. In a single centre, retrospective observational study we developed risk prediction models for AKI after trauma based on data around intensive care admission. Models predicting AKI were developed using data from 830 patients, using data reduction followed by logistic regression, and were independently validated in a further 564 patients. AKI occurred in 163/830 (19.6%) with 42 (5.1%) receiving renal replacement therapy (RRT). First serum creatinine and phosphate, units of blood transfused in first 24 h, age and Charlson score discriminated need for RRT and AKI early after trauma. For RRT c-statistics were good to excellent: development: 0.92 (0.88-0.96), validation: 0.91 (0.86-0.97). Modelling AKI stage 2-3, c-statistics were also good, development: 0.81 (0.75-0.88) and validation: 0.83 (0.74-0.92). The model predicting AKI stage 1-3 performed moderately, development: c-statistic 0.77 (0.72-0.81), validation: 0.70 (0.64-0.77). Despite good discrimination of need for RRT, positive predictive values (PPV) at the optimal cut-off were only 23.0% (13.7-42.7) in development. However, PPV for the alternative endpoint of RRT and/or death improved to 41.2% (34.8-48.1) highlighting death as a clinically relevant endpoint to RRT.

摘要

急性肾损伤(AKI)并发于重大创伤与更高的死亡率和发病率相关。创伤性 AKI 具有特定的风险因素和可预测的病程,有利于诊断模型的建立。在一项单中心回顾性观察性研究中,我们根据重症监护室收治情况的数据,建立了创伤后 AKI 的风险预测模型。采用 830 例患者的数据进行 AKI 预测模型的开发,采用数据缩减和逻辑回归,然后在另外 564 例患者中进行独立验证。830 例患者中发生 AKI 163 例(19.6%),42 例(5.1%)接受肾脏替代治疗(RRT)。创伤后早期,首次血清肌酐和磷酸盐、24 小时内输血量、年龄和 Charlson 评分可区分是否需要 RRT 和 AKI。对于 RRT,c 统计值较好到极好:开发:0.92(0.88-0.96),验证:0.91(0.86-0.97)。预测 AKI 2-3 期的模型,c 统计值也较好,开发:0.81(0.75-0.88),验证:0.83(0.74-0.92)。预测 AKI 1-3 期的模型表现中等,开发:c 统计值 0.77(0.72-0.81),验证:0.70(0.64-0.77)。尽管 RRT 需求的区分度较好,但在开发时,最佳切点的阳性预测值(PPV)仅为 23.0%(13.7-42.7)。然而,替代终点(RRT 和/或死亡)的 PPV 提高到 41.2%(34.8-48.1),这突出了死亡作为 RRT 的一个临床相关终点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da74/5827665/b50f7f115685/41598_2018_21929_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da74/5827665/96a260e016e6/41598_2018_21929_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da74/5827665/5ffb84ecb2e5/41598_2018_21929_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da74/5827665/b50f7f115685/41598_2018_21929_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da74/5827665/96a260e016e6/41598_2018_21929_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da74/5827665/5ffb84ecb2e5/41598_2018_21929_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da74/5827665/b50f7f115685/41598_2018_21929_Fig3_HTML.jpg

相似文献

1
Acute Kidney Injury in Trauma Patients Admitted to Critical Care: Development and Validation of a Diagnostic Prediction Model.创伤患者入住重症监护病房的急性肾损伤:诊断预测模型的建立与验证。
Sci Rep. 2018 Feb 26;8(1):3665. doi: 10.1038/s41598-018-21929-2.
2
Biomarker Predictors of Adverse Acute Kidney Injury Outcomes in Critically Ill Patients: The Dublin Acute Biomarker Group Evaluation Study.危重症患者不良急性肾损伤结局的生物标志物预测因素:都柏林急性生物标志物组评估研究。
Am J Nephrol. 2019;50(1):19-28. doi: 10.1159/000500231. Epub 2019 Jun 14.
3
[Analysis of the characteristics of patients suffering from acute kidney injury following severe trauma receiving renal replacement therapy].[严重创伤后接受肾脏替代治疗的急性肾损伤患者特征分析]
Zhonghua Wei Zhong Bing Ji Jiu Yi Xue. 2015 May;27(5):349-53. doi: 10.3760/cma.j.issn.2095-4352.2015.05.006.
4
Prevalence and risk factors for acute kidney injury among trauma patients: a multicenter cohort study.创伤患者急性肾损伤的患病率及危险因素:一项多中心队列研究。
Crit Care. 2018 Dec 18;22(1):344. doi: 10.1186/s13054-018-2265-9.
5
Long-term outcomes following vehicle trauma related acute kidney injury requiring renal replacement therapy: a nationwide population study.机动车创伤相关急性肾损伤需要肾脏替代治疗后的长期结局:一项全国性人群研究。
Sci Rep. 2020 Nov 25;10(1):20572. doi: 10.1038/s41598-020-77556-3.
6
Association of high volumes of hydroxyethyl starch with acute kidney injury in elderly trauma patients.大量羟乙基淀粉与老年创伤患者急性肾损伤的关联。
Injury. 2015 Jan;46(1):105-9. doi: 10.1016/j.injury.2014.08.039. Epub 2014 Sep 4.
7
Validation of clinical scores predicting severe acute kidney injury after cardiac surgery.验证预测心脏手术后严重急性肾损伤的临床评分。
Am J Kidney Dis. 2010 Oct;56(4):623-31. doi: 10.1053/j.ajkd.2010.04.017. Epub 2010 Jul 13.
8
Validation of renal-risk models for the prediction of non-renal replacement therapy cardiac surgery-associated acute kidney injury.验证用于预测非肾脏替代治疗心脏手术相关急性肾损伤的肾脏风险模型。
Int J Cardiol. 2018 Dec 1;272:49-53. doi: 10.1016/j.ijcard.2018.07.114. Epub 2018 Jul 24.
9
Acute Kidney Injury and Renal Replacement Therapy in Critically Ill COVID-19 Patients: Risk Factors and Outcomes: A Single-Center Experience in Brazil.急性肾损伤和危重症 COVID-19 患者的肾脏替代治疗:危险因素和结局:巴西单中心经验。
Blood Purif. 2021;50(4-5):520-530. doi: 10.1159/000513425. Epub 2020 Dec 18.
10
Urinary metabolites predict mortality or need for renal replacement therapy after combat injury.尿代谢物可预测战斗损伤后的死亡率或肾脏替代治疗需求。
Crit Care. 2021 Mar 23;25(1):119. doi: 10.1186/s13054-021-03544-2.

引用本文的文献

1
Multicenter Development and Validation of a Multimodal Deep Learning Model to Predict Moderate to Severe Acute Kidney Injury.用于预测中重度急性肾损伤的多模态深度学习模型的多中心开发与验证
Clin J Am Soc Nephrol. 2025 Apr 15. doi: 10.2215/CJN.0000000695.
2
Predicting acute kidney injury in trauma using an extreme gradient boosting model.使用极端梯度提升模型预测创伤患者的急性肾损伤
Clin Kidney J. 2025 Jan 13;18(4):sfaf002. doi: 10.1093/ckj/sfaf002. eCollection 2025 Apr.
3
Perioperative Acute Kidney Injury: Diagnosis, Prediction, Prevention, and Treatment.

本文引用的文献

1
A risk prediction score for acute kidney injury in the intensive care unit.重症监护病房急性肾损伤的风险预测评分
Nephrol Dial Transplant. 2017 May 1;32(5):814-822. doi: 10.1093/ndt/gfx026.
2
The intensive care medicine agenda on acute kidney injury.重症医学与急性肾损伤。
Intensive Care Med. 2017 Sep;43(9):1198-1209. doi: 10.1007/s00134-017-4687-2. Epub 2017 Jan 30.
3
AKIpredictor, an online prognostic calculator for acute kidney injury in adult critically ill patients: development, validation and comparison to serum neutrophil gelatinase-associated lipocalin.
围手术期急性肾损伤:诊断、预测、预防及治疗
Anesthesiology. 2025 Jan 1;142(1):180-201. doi: 10.1097/ALN.0000000000005215.
4
Generalizability of an acute kidney injury prediction model across health systems.急性肾损伤预测模型在不同卫生系统中的可推广性。
Nat Mach Intell. 2022 Dec;4(12):1121-1129. doi: 10.1038/s42256-022-00563-8. Epub 2022 Dec 1.
5
Development and validation of a nomogram for predicting in-hospital mortality in patients with nonhip femoral fractures.建立并验证预测非髋部股骨骨折患者院内死亡率的列线图。
Eur J Med Res. 2023 Nov 24;28(1):539. doi: 10.1186/s40001-023-01515-7.
6
Safety and Metabolic Tolerance of Citrate Anticoagulation in Critically Ill Polytrauma Patients with Acute Kidney Injury Requiring an Early Continuous Kidney Replacement Therapy.在需要早期连续性肾脏替代治疗的急性肾损伤多发伤重症患者中柠檬酸盐抗凝的安全性和代谢耐受性
Biomedicines. 2023 Sep 19;11(9):2570. doi: 10.3390/biomedicines11092570.
7
Characterization of Risk Prediction Models for Acute Kidney Injury: A Systematic Review and Meta-analysis.急性肾损伤风险预测模型的特征:系统评价与荟萃分析
JAMA Netw Open. 2023 May 1;6(5):e2313359. doi: 10.1001/jamanetworkopen.2023.13359.
8
High incidence of acute kidney injury among patients with major trauma at Mulago National Referral Hospital, Uganda: risk factors and overall survival.乌干达穆拉戈国家转诊医院重大创伤患者急性肾损伤发生率高:危险因素和总体生存率。
Afr Health Sci. 2022 Dec;22(4):191-198. doi: 10.4314/ahs.v22i4.23.
9
Risk Factors and Outcomes of Post-traumatic Acute Kidney Injury Requiring Renal Replacement Therapy: A Case-Control Study.需要肾脏替代治疗的创伤后急性肾损伤的危险因素及预后:一项病例对照研究。
Indian J Crit Care Med. 2023 Jan;27(1):22-25. doi: 10.5005/jp-journals-10071-24380.
10
A Transfer Learning Approach to Correct the Temporal Performance Drift of Clinical Prediction Models: Retrospective Cohort Study.一种用于纠正临床预测模型时间性能漂移的迁移学习方法:回顾性队列研究。
JMIR Med Inform. 2022 Nov 9;10(11):e38053. doi: 10.2196/38053.
AKIpredictor,一种用于成年危重症患者急性肾损伤的在线预后计算器:开发、验证及与血清中性粒细胞明胶酶相关脂质运载蛋白的比较。
Intensive Care Med. 2017 Jun;43(6):764-773. doi: 10.1007/s00134-017-4678-3. Epub 2017 Jan 27.
4
Prevention of cardiac surgery-associated AKI by implementing the KDIGO guidelines in high risk patients identified by biomarkers: the PrevAKI randomized controlled trial.通过在生物标志物识别的高危患者中实施 KDIGO 指南预防心脏手术相关 AKI:PrevAKI 随机对照试验。
Intensive Care Med. 2017 Nov;43(11):1551-1561. doi: 10.1007/s00134-016-4670-3. Epub 2017 Jan 21.
5
Injury severity, sex, and transfusion volume, but not transfusion ratio, predict inflammatory complications after traumatic injury.损伤严重程度、性别和输血量可预测创伤性损伤后的炎症并发症,而输血比例则不能。
Heart Lung. 2017 Mar-Apr;46(2):114-119. doi: 10.1016/j.hrtlng.2016.12.002. Epub 2017 Jan 12.
6
Peak creatinine kinase level is a key adjunct in the evaluation of critically ill trauma patients.肌酸激酶峰值水平是评估重症创伤患者的关键辅助指标。
Am J Surg. 2017 Aug;214(2):201-206. doi: 10.1016/j.amjsurg.2016.11.034. Epub 2016 Nov 24.
7
Long-term outcome in ICU patients with acute kidney injury treated with renal replacement therapy: a prospective cohort study.接受肾脏替代治疗的急性肾损伤重症监护病房患者的长期预后:一项前瞻性队列研究。
Crit Care. 2016 Aug 12;20(1):256. doi: 10.1186/s13054-016-1409-z.
8
Acute Kidney Injury in Critically Injured Combat Veterans: A Retrospective Cohort Study.严重创伤的作战老兵中的急性肾损伤:一项回顾性队列研究。
Am J Kidney Dis. 2016 Oct;68(4):564-570. doi: 10.1053/j.ajkd.2016.03.419. Epub 2016 May 5.
9
Acute kidney injury following severe trauma: Risk factors and long-term outcome.严重创伤后急性肾损伤:危险因素及长期预后
J Trauma Acute Care Surg. 2015 Sep;79(3):407-12. doi: 10.1097/TA.0000000000000727.
10
Epidemiology of acute kidney injury in critically ill patients: the multinational AKI-EPI study.危重症患者急性肾损伤的流行病学:多国 AKI-EPI 研究。
Intensive Care Med. 2015 Aug;41(8):1411-23. doi: 10.1007/s00134-015-3934-7. Epub 2015 Jul 11.