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预测肺癌继发转移性脊髓压迫症患者的术后健康相关生活质量。

Prediction of postoperative health-related quality of life among patients with metastatic spinal cord compression secondary to lung cancer.

机构信息

Department of Oncology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, China.

Department of Operation Room, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, China.

出版信息

Front Endocrinol (Lausanne). 2023 Sep 1;14:1206840. doi: 10.3389/fendo.2023.1206840. eCollection 2023.

Abstract

BACKGROUND

Health-related quality of life (HRQoL) is a critical aspect of overall well-being for patients with lung cancer, particularly those with metastatic spinal cord compression (MSCC). However, there is currently a lack of universal evaluation of HRQoL in this specific patient population. The aim of this study was to develop a nomogram that can accurately predict HRQoL outcomes in patients with lung cancer-related MSCC.

METHODS

A total of 119 patients diagnosed with MSCC secondary to lung cancer were prospectively collected for analysis in the study. The least absolute shrinkage and selection operator (LASSO) regression analysis, along with 10-fold cross-validation, was employed to select the most significant variables for inclusion in the nomogram. Discriminative and calibration abilities were assessed using the concordance index (C-index), discrimination slope, calibration plots, and goodness-of-fit tests. Net reclassification index (NRI) and integrated discrimination improvement (IDI) analyses were conducted to compare the nomogram's performance with and without the consideration of comorbidities.

RESULTS

Four variables were selected to construct the final nomogram, including the Eastern Cooperative Oncology Group (ECOG) score, targeted therapy, anxiety scale, and number of comorbidities. The C-index was 0.87, with a discrimination slope of 0.47, indicating a favorable discriminative ability. Calibration plots and goodness-of-fit tests revealed a high level of consistency between the predicted and observed probabilities of poor HRQoL. The NRI (0.404, 95% CI: 0.074-0.734, p = 0.016) and the IDI (0.035, 95% CI: 0.004-0.066, p = 0.027) confirmed the superior performance of the nomogram with the consideration of comorbidities.

CONCLUSIONS

This study develops a prediction nomogram that can assist clinicians in evaluating postoperative HRQoL in patients with lung cancer-related MSCC. This nomogram provides a valuable tool for risk stratification and personalized treatment planning in this specific patient population.

摘要

背景

健康相关生活质量(HRQoL)是肺癌患者整体幸福感的关键方面,特别是那些患有转移性脊髓压迫症(MSCC)的患者。然而,目前针对这一特定患者群体,HRQoL 还缺乏普遍的评估。本研究旨在开发一个列线图,以准确预测肺癌相关 MSCC 患者的 HRQoL 结局。

方法

本研究前瞻性收集了 119 例诊断为 MSCC 的肺癌患者进行分析。采用最小绝对收缩和选择算子(LASSO)回归分析,以及 10 折交叉验证,选择最显著的变量纳入列线图。采用一致性指数(C 指数)、区分斜率、校准图和拟合优度检验评估判别和校准能力。通过净重新分类指数(NRI)和综合判别改善(IDI)分析,比较了在考虑和不考虑合并症的情况下列线图的性能。

结果

共选择了 4 个变量构建最终的列线图,包括东部肿瘤协作组(ECOG)评分、靶向治疗、焦虑量表和合并症数量。C 指数为 0.87,区分斜率为 0.47,表明具有良好的判别能力。校准图和拟合优度检验显示,预测和观察的不良 HRQoL 概率之间具有高度一致性。NRI(0.404,95%CI:0.074-0.734,p=0.016)和 IDI(0.035,95%CI:0.004-0.066,p=0.027)证实了在考虑合并症的情况下列线图的优越性能。

结论

本研究开发了一个预测列线图,可帮助临床医生评估肺癌相关 MSCC 患者的术后 HRQoL。该列线图为该特定患者群体的风险分层和个体化治疗计划提供了有价值的工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16fb/10502718/72fe31dbe461/fendo-14-1206840-g001.jpg

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