Prognostic nutritional index combined with NLR to construct a survival prediction model and decision analysis of patients with muscle‐invasive bladder cancer after surgery

医学 列线图 膀胱癌 膀胱切除术 比例危险模型 淋巴血管侵犯 接收机工作特性 阶段(地层学) 内科学 多元分析 肿瘤科 泌尿科 生存分析 外科 癌症 转移 生物 古生物学
作者
Jincheng Wang,Hongjin Shi,Zhinan Fan,Jiaxin Yang,Yanghuang Zheng,Dan Zeng,Jinsong Zhang,Bing Hai
出处
期刊:Cancer Medicine [Wiley]
卷期号:12 (13): 14207-14224 被引量:3
标识
DOI:10.1002/cam4.6088
摘要

Abstract Objectives To build a nomogram prediction model, assess its predictive ability, and perform a survival decision analysis on patients with muscle‐invasive bladder cancer (MIBC) to study risk factors affecting overall survival (OS). Methods A retrospective analysis was performed on the clinical information of 262 patients with MIBC who underwent radical cystectomy (RC) at the Urology Department of the Second Affiliated Hospital of Kunming Medical University between July 2015 and August 2021. The final model variables that were included were chosen using single‐factor stepwise Cox regression, optimal subset regression, and LASSO regression + cross‐validation with the minimum AIC value. The next step was to do a multivariate Cox regression analysis. The establishment of a nomogram model by fitting and the screening out of independent risk factors impacting the survival of patients with MIBC having radical resection. Receiver Activity Characteristic curves, C‐index, and a calibration plot evaluated the prediction accuracy, validity, and clinical benefit of the model. The 1‐, 3‐, and 5‐year survival rates were then computed for each risk factor using a Kaplan–Meier survival analysis. Results 262 eligible patients in total were enrolled. With a median follow‐up of 32 months, the follow‐up period ranged from 2 to 83 months. 171 cases (65.27%) survived while 91 cases (34.73%) perished. Age (HR = 1.06 [1.04; 1.08], p = 0.001), preoperative hydronephrosis (HR = 0.69 [0.46, 1.05], p = 0.087), T stage (HR = 2.06 [1.09, 3.93], p = 0.027), lymphovascular invasion (LVI, HR = 1.73 [1.12, 2.67], p = 0.013), prognostic nutritional index (PNI, HR = 1.70 [1.09, 2.63], p = 0.018), and neutrophil‐to‐lymphocyte ratio (NLR, HR = 0.52 [0.29, 0.93)], p = 0.026) were independent risk factor for the survival of bladder cancer patients. Create a nomogram based on the aforementioned findings, and then draw the 1‐year, 3‐year, and 5‐year OS receiver operating characteristic curves by the nomogram. The AUC values were 0.811 (95% CI [0.752, 0.869]), 0.814 (95% CI [0.755, 0.873]), and 0.787 (95% CI [0.708, 0.865]), respectively, and the calibration plot matched the predicted value well. The 1‐year, 3‐year, and 5‐year decision curve analyses were higher than the ALL line and None line at threshold values of >5%, 5%–70%, and 20%–70% indicating that the model has good clinical applicability. The calibration plot for the Bootstrap 1000‐time resampled validation model was similar to the actual value. Patients with preoperative combination hydronephrosis, higher T‐stage, combined LVI, low PNI, and high NLR had worse survival, according to Kaplan–Meier survival analysis for each variable. Conclusions This study might conclude that PNI and NLR were separate risk factors that affect a patient's OS after RC for MIBC. The prognosis of bladder cancer may be predicted by PNI and NLR, but additional confirmation in randomized controlled trials is required.

科研通智能强力驱动
Strongly Powered by AbleSci AI
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
鹿友菌完成签到,获得积分10
刚刚
乐乐应助子衿采纳,获得10
刚刚
完美世界应助水牛采纳,获得10
1秒前
苞米公主发布了新的文献求助10
1秒前
2秒前
Twonej应助滴滴采纳,获得30
2秒前
小黄人应助棋子采纳,获得10
4秒前
上上谦发布了新的文献求助10
4秒前
静jj完成签到,获得积分10
4秒前
一滴之海发布了新的文献求助20
5秒前
CodeCraft应助Nevaeh采纳,获得10
5秒前
5秒前
6秒前
科研小飞侠完成签到,获得积分10
6秒前
ygg发布了新的文献求助10
6秒前
搜集达人应助xcx采纳,获得10
7秒前
peanut_liu完成签到 ,获得积分10
7秒前
机灵亦旋完成签到,获得积分10
7秒前
丘比特应助八角采纳,获得10
7秒前
丘比特应助Yuanyuan采纳,获得10
8秒前
9秒前
CC发布了新的文献求助30
9秒前
菘蓝发布了新的文献求助10
9秒前
小机灵鬼发布了新的文献求助100
10秒前
共享精神应助若男采纳,获得10
11秒前
11完成签到 ,获得积分10
12秒前
12秒前
天之骄子发布了新的文献求助20
12秒前
ygg完成签到,获得积分10
12秒前
猫猫小队长发布了新的文献求助150
13秒前
Hello应助shishi采纳,获得10
13秒前
kirisaki完成签到,获得积分10
14秒前
15秒前
Hello应助真实的芹采纳,获得30
15秒前
强健的雅绿完成签到,获得积分10
16秒前
领导范儿应助Ayla采纳,获得10
16秒前
MengYuan完成签到,获得积分10
16秒前
扎心应助桃桃采纳,获得10
18秒前
官捷完成签到,获得积分20
18秒前
19秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Handbook of pharmaceutical excipients, Ninth edition 5000
Aerospace Standards Index - 2026 ASIN2026 3000
Digital Twins of Advanced Materials Processing 2000
Polymorphism and polytypism in crystals 1000
Signals, Systems, and Signal Processing 610
Discrete-Time Signals and Systems 610
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 纳米技术 有机化学 物理 生物化学 化学工程 计算机科学 复合材料 内科学 催化作用 光电子学 物理化学 电极 冶金 遗传学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 6040134
求助须知:如何正确求助?哪些是违规求助? 7774639
关于积分的说明 16229674
捐赠科研通 5186237
什么是DOI,文献DOI怎么找? 2775285
邀请新用户注册赠送积分活动 1758278
关于科研通互助平台的介绍 1642075