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用于预测急性肾衰老年患者死亡风险的列线图的开发与验证

Development and validation of a nomogram to predict the mortality risk in elderly patients with ARF.

作者信息

Xu Junnan, Weng Jie, Yang Jingwen, Shi Xuan, Hou Ruonan, Zhou Xiaoming, Zhou Zhiliang, Wang Zhiyi, Chen Chan

机构信息

Department of Emergency Medicine, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China, China.

Department of General Practice, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, China, China.

出版信息

PeerJ. 2021 Mar 9;9:e11016. doi: 10.7717/peerj.11016. eCollection 2021.

DOI:10.7717/peerj.11016
PMID:33854838
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7953875/
Abstract

BACKGROUND

Acute respiratory failure (ARF) is a life-threatening complication in elderly patients. We developed a nomogram model to explore the risk factors of prognosis and the short-term mortality in elderly patients with ARF.

METHODS

A total of 759 patients from MIMIC-III database were categorized into the training set and 673 patients from our hospital were categorized into the validation set. Demographical, laboratory variables, SOFA score and APS-III score were collected within the first 24 h after the ICU admission. A 30-day follow-up was performed for all patients.

RESULTS

Multivariate logistic regression analysis showed that the heart rate, respiratoryrate, systolic pressure, SPO, albumin and 24 h urine output were independent prognostic factors for 30-day mortality in ARF patients. A nomogram was established based on above independent prognostic factors. This nomogram had a C-index of 0.741 (95% CI [0.7058-0.7766]), and the C-index was 0.687 (95% CI [0.6458-0.7272]) in the validation set. The calibration curves both in training and validation set were close to the ideal model. The SOFA had a C-index of 0.653 and the APS-III had a C-index of 0.707 in predicting 30-day mortality.

CONCLUSION

Our nomogram performed better than APS-III and SOFA scores and should be useful as decision support on the prediction of mortality risk in elderly patients with ARF.

摘要

背景

急性呼吸衰竭(ARF)是老年患者危及生命的并发症。我们开发了一种列线图模型,以探讨老年ARF患者预后的危险因素和短期死亡率。

方法

将来自MIMIC-III数据库的759例患者分类为训练集,将我院的673例患者分类为验证集。在入住重症监护病房后的前24小时内收集人口统计学、实验室变量、序贯器官衰竭评估(SOFA)评分和急性生理和慢性健康状况评估III(APS-III)评分。对所有患者进行30天随访。

结果

多因素逻辑回归分析显示,心率、呼吸频率、收缩压、血氧饱和度、白蛋白和24小时尿量是ARF患者30天死亡率的独立预后因素。基于上述独立预后因素建立了列线图。该列线图的C指数为0.741(95%可信区间[0.7058 - 0.7766]),验证集中的C指数为0.687(95%可信区间[0.6458 - 0.7272])。训练集和验证集的校准曲线均接近理想模型。在预测30天死亡率方面,SOFA的C指数为0.653,APS-III的C指数为0.707。

结论

我们的列线图比APS-III和SOFA评分表现更好,在预测老年ARF患者死亡风险方面应作为决策支持工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e1b/7953875/6023224530e0/peerj-09-11016-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e1b/7953875/f74771b5289c/peerj-09-11016-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e1b/7953875/16f024741808/peerj-09-11016-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e1b/7953875/bcfd6e9bdc25/peerj-09-11016-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e1b/7953875/6023224530e0/peerj-09-11016-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e1b/7953875/f74771b5289c/peerj-09-11016-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e1b/7953875/16f024741808/peerj-09-11016-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e1b/7953875/bcfd6e9bdc25/peerj-09-11016-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e1b/7953875/6023224530e0/peerj-09-11016-g004.jpg

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本文引用的文献

1
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Ann Transl Med. 2020 Jul;8(14):868. doi: 10.21037/atm-19-4577.
2
Prognostic accuracy of SOFA score, SIRS criteria, NEWS and MEWS scores for in-hospital mortality among adults admitted to ICU with suspected sepsis.对于疑似脓毒症入住重症监护病房的成年人,序贯器官衰竭评估(SOFA)评分、全身炎症反应综合征(SIRS)标准、国家早期预警评分(NEWS)和改良早期预警评分(MEWS)对院内死亡率的预测准确性。
J Assoc Physicians India. 2020 Jan;68(1):87.
3
Comparative Performance of Pulmonary Ultrasound, Chest Radiograph, and CT Among Patients With Acute Respiratory Failure.
红细胞分布宽度与白蛋白比值是急性呼吸衰竭的潜在预后生物标志物:一项回顾性研究。
BMC Med Inform Decis Mak. 2024 Sep 13;24(1):253. doi: 10.1186/s12911-024-02639-4.
4
Development of a prognostic nomogram for sepsis associated-acute respiratory failure patients on 30-day mortality in intensive care units: a retrospective cohort study.建立一个预测 ICU 中因败血症引起的急性呼吸衰竭患者 30 天死亡率的列线图:一项回顾性队列研究。
BMC Pulm Med. 2023 Jan 30;23(1):43. doi: 10.1186/s12890-022-02302-6.
5
Vincristine Promotes Transdifferentiation of Fibroblasts Into Myofibroblasts P38 and ERK Signal Pathways.长春新碱通过P38和ERK信号通路促进成纤维细胞向肌成纤维细胞转分化。
Front Pharmacol. 2022 May 9;13:901000. doi: 10.3389/fphar.2022.901000. eCollection 2022.
6
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BMC Geriatr. 2022 May 4;22(1):392. doi: 10.1186/s12877-022-03087-3.
7
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Crit Care Med. 2020 Feb;48(2):151-157. doi: 10.1097/CCM.0000000000004124.
4
Prognostic nomograms for predicting cause-specific survival and overall survival of stage I-III colon cancer patients: a large population-based study.预测 I-III 期结肠癌患者特定病因生存率和总生存率的预后列线图:一项基于大人群的研究。
Cancer Cell Int. 2019 Dec 27;19:355. doi: 10.1186/s12935-019-1079-4. eCollection 2019.
5
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BMC Anesthesiol. 2019 Dec 17;19(1):231. doi: 10.1186/s12871-019-0904-6.
6
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Biomed Res Int. 2019 Mar 27;2019:8293261. doi: 10.1155/2019/8293261. eCollection 2019.
7
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8
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9
Making Health Research Matter: A Call to Increase Attention to External Validity.使健康研究发挥作用:呼吁增加对外部有效性的关注。
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10
Population net benefit of prostate MRI with high spatiotemporal resolution contrast-enhanced imaging: A decision curve analysis.高时空分辨率对比增强成像前列腺 MRI 的人群净获益:决策曲线分析。
J Magn Reson Imaging. 2019 May;49(5):1400-1408. doi: 10.1002/jmri.26318. Epub 2019 Jan 10.