Development and validation of a novel nomogram to predict overall survival of patients with moderate to severe chronic kidney disease.

列线图 医学 肾脏疾病 比例危险模型 内科学 人口 接收机工作特性 Lasso(编程语言) 胱抑素C 曲线下面积 多元统计 泌尿科 肿瘤科
作者
Ning Li,Guowei Zhou,Yawei Zheng,Enchao Zhou,Weiming He,Wei Sun,Lu Zhang
出处
期刊:Renal Failure [Informa]
卷期号:44 (1): 241-249
标识
DOI:10.1080/0886022x.2022.2032744
摘要

The risk of death significantly increased from stage 3 chronic kidney disease (CKD) onward. We aimed to construct a novel nomogram to predict the overall survival (OS) of patients afflicted with CKD from stage 3-5.A total of 882 patients with stage 3-5 CKD were enrolled from the NHANES 2001-2004 survey. Data sets from the 2003-2004 survey population were used to develop a nomogram that would predict the risk of OS. The 2001-2002 survey population was used to validate the nomogram. Least absolute shrinkage and selection operator (Lasso) regression was conducted to screen the significant predictors relative to all-cause death. The multivariate Cox regression based on the screened factors was applied to effectively construct the nomogram. The performance of the nomogram was evaluated according to the C-index, the area under the receiver operating characteristic curve (AUC), and the calibration curve with 1000 bootstraps resample. Kaplan-Meier's curves were used for testing the discrimination of the prediction model.Five variables (age, urinary albumin-to-creatinine ratio (UACR), potassium, cystatin C (Cys C), and homocysteine) were screened by the Lasso regression. The nomogram was constructed using these factors, as well as the CKD stage. The included factors (age, CKD stage, UACR, potassium, Cys C, and homocysteine) were all significantly related to the death of CKD patients, according to the multivariate Cox regression analysis. The internal validation showed that this nomogram demonstrates good discrimination and calibration (adjusted C-index: 0.70; AUC of 3-, 5-, and 10-year OS were 0.75, 0.78, and 0.77, respectively). External validation also demonstrated exceedingly similar results (C-index: 0.72, 95% CI: 0.69-0.76; AUC of 3-, 5-, and 10-year OS were 0.76, 0.79, and 0.80, respectively).This study effectively constructed a novel nomogram that incorporates CKD stage, age, UACR, potassium, Cys C, and homocysteine, which can be conveniently used to facilitate the individualized prediction of survival probability in patients with stage 3-5 CKD. It displays valuable potential for clinical application.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
2秒前
云上人发布了新的文献求助20
2秒前
3秒前
wcj发布了新的文献求助10
4秒前
Jasper应助yingchao采纳,获得10
4秒前
吧噗完成签到,获得积分20
6秒前
小钟完成签到,获得积分20
6秒前
木子青山发布了新的文献求助10
7秒前
7秒前
等乙天发布了新的文献求助10
9秒前
彭于晏应助ChenYX采纳,获得10
9秒前
SciGPT应助刚刚好采纳,获得10
9秒前
稀奇关注了科研通微信公众号
11秒前
桐桐应助矮小的乐菱采纳,获得10
12秒前
12秒前
13秒前
悦耳发布了新的文献求助10
13秒前
15秒前
汉堡包应助benny279采纳,获得10
15秒前
wcj完成签到,获得积分20
16秒前
caden完成签到,获得积分10
17秒前
18秒前
科研狗发布了新的文献求助10
18秒前
GET发布了新的文献求助10
19秒前
领导范儿应助重要的翅膀采纳,获得10
19秒前
_37_完成签到,获得积分10
20秒前
pluto应助Peggy采纳,获得50
21秒前
23秒前
23秒前
ding应助悦耳采纳,获得10
25秒前
情怀应助wcj采纳,获得10
25秒前
轻松冰旋应助huiya采纳,获得10
25秒前
ccCherub完成签到,获得积分10
25秒前
yingfeng发布了新的文献求助10
26秒前
27秒前
Aurora的努力日记完成签到 ,获得积分10
28秒前
阿末发布了新的文献求助10
29秒前
Mengqi完成签到,获得积分10
30秒前
zhong完成签到,获得积分10
31秒前
高分求助中
Sustainability in Tides Chemistry 2800
The Young builders of New china : the visit of the delegation of the WFDY to the Chinese People's Republic 1000
Rechtsphilosophie 1000
Bayesian Models of Cognition:Reverse Engineering the Mind 888
Le dégorgement réflexe des Acridiens 800
Defense against predation 800
Very-high-order BVD Schemes Using β-variable THINC Method 568
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3136607
求助须知:如何正确求助?哪些是违规求助? 2787645
关于积分的说明 7782462
捐赠科研通 2443707
什么是DOI,文献DOI怎么找? 1299370
科研通“疑难数据库(出版商)”最低求助积分说明 625429
版权声明 600954