Dose-volume metric-based prediction of radiotherapy-induced lymphocyte loss in patients with non-small-cell lung cancer treated with modern radiotherapy techniques

IF 3.4 Q2 ONCOLOGY
Zuzanna Nowicka , Kasper Kuna , Mateusz Łaszczych , Małgorzata Łazar-Poniatowska , Bartosz Kamil Sobocki , Konrad Stawiski , Michał Dąbrowski , Konrad Bruski , Adam Zięba , Mateusz Pajdziński , Emilia Staniewska , Marcin Miszczyk , Harald Paganetti , Wojciech Fendler , Bartłomiej Tomasik
{"title":"Dose-volume metric-based prediction of radiotherapy-induced lymphocyte loss in patients with non-small-cell lung cancer treated with modern radiotherapy techniques","authors":"Zuzanna Nowicka ,&nbsp;Kasper Kuna ,&nbsp;Mateusz Łaszczych ,&nbsp;Małgorzata Łazar-Poniatowska ,&nbsp;Bartosz Kamil Sobocki ,&nbsp;Konrad Stawiski ,&nbsp;Michał Dąbrowski ,&nbsp;Konrad Bruski ,&nbsp;Adam Zięba ,&nbsp;Mateusz Pajdziński ,&nbsp;Emilia Staniewska ,&nbsp;Marcin Miszczyk ,&nbsp;Harald Paganetti ,&nbsp;Wojciech Fendler ,&nbsp;Bartłomiej Tomasik","doi":"10.1016/j.phro.2024.100593","DOIUrl":null,"url":null,"abstract":"<div><h3>Background and Purpose</h3><p>Radiation-induced lymphopenia (RIL) is a common side effect of radiotherapy (RT) that may negatively impact survival. We aimed to identify RIL predictors in patients with non-small-cell lung cancer (NSCLC) treated intensity modulated radiotherapy (IMRT) and volumetric modulated arc therapy (VMAT).</p></div><div><h3>Materials and Methods</h3><p>We retrospectively analysed data of 306 patients who underwent radical RT for NSCLC. Absolute lymphocyte count (ALC) loss was evaluated for each patient by fitting an exponential decay curve to data from first 45 days since treatment start, and percentage ALC loss relative to baseline was calculated based on area under the decay curve and baseline ALC. We compared IMRT and VMAT treatment plans and used linear regression to predict ALC loss.</p></div><div><h3>Results</h3><p>ALC decreased during RT in the whole patient group, while neutrophil counts remained stable and decreased only in those treated with concurrent chemoradiotherapy (CRT). Percentage ALC loss ranged between 11 and 78 % and was more strongly than lymphocyte nadir correlated with dose-volume metrics for relevant normal structures. We found evidence for the association of high radiation dose to the lungs, heart and body with percentage ALC loss, with lung volume exposed to 20–30 Gy being most important predictors in patients treated with IMRT. A multivariable model based on CRT use, baseline ALC and first principal component (PC1) of the dose-volume predictors showed good predictive performance (bias-corrected R<sup>2</sup> of 0.40).</p></div><div><h3>Conclusion</h3><p>Percentage lymphocyte loss is a robust measure of RIL that is predicted by baseline ALC, CRT use and dose-volume parameters to the lungs, heart and body.</p></div>","PeriodicalId":36850,"journal":{"name":"Physics and Imaging in Radiation Oncology","volume":"30 ","pages":"Article 100593"},"PeriodicalIF":3.4000,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2405631624000630/pdfft?md5=70b73048e1aff2093b500bd187376da5&pid=1-s2.0-S2405631624000630-main.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Physics and Imaging in Radiation Oncology","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2405631624000630","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background and Purpose

Radiation-induced lymphopenia (RIL) is a common side effect of radiotherapy (RT) that may negatively impact survival. We aimed to identify RIL predictors in patients with non-small-cell lung cancer (NSCLC) treated intensity modulated radiotherapy (IMRT) and volumetric modulated arc therapy (VMAT).

Materials and Methods

We retrospectively analysed data of 306 patients who underwent radical RT for NSCLC. Absolute lymphocyte count (ALC) loss was evaluated for each patient by fitting an exponential decay curve to data from first 45 days since treatment start, and percentage ALC loss relative to baseline was calculated based on area under the decay curve and baseline ALC. We compared IMRT and VMAT treatment plans and used linear regression to predict ALC loss.

Results

ALC decreased during RT in the whole patient group, while neutrophil counts remained stable and decreased only in those treated with concurrent chemoradiotherapy (CRT). Percentage ALC loss ranged between 11 and 78 % and was more strongly than lymphocyte nadir correlated with dose-volume metrics for relevant normal structures. We found evidence for the association of high radiation dose to the lungs, heart and body with percentage ALC loss, with lung volume exposed to 20–30 Gy being most important predictors in patients treated with IMRT. A multivariable model based on CRT use, baseline ALC and first principal component (PC1) of the dose-volume predictors showed good predictive performance (bias-corrected R2 of 0.40).

Conclusion

Percentage lymphocyte loss is a robust measure of RIL that is predicted by baseline ALC, CRT use and dose-volume parameters to the lungs, heart and body.

基于剂量-体积指标预测采用现代放疗技术治疗的非小细胞肺癌患者放疗诱导的淋巴细胞损失
背景和目的放疗诱导的淋巴细胞减少症(RIL)是放疗(RT)的一种常见副作用,可能会对患者的生存产生负面影响。我们旨在确定接受调强放疗(IMRT)和容积调强弧形放疗(VMAT)的非小细胞肺癌(NSCLC)患者的 RIL 预测因子。通过对治疗开始后前 45 天的数据进行指数衰减曲线拟合,评估了每位患者的绝对淋巴细胞计数(ALC)损失,并根据衰减曲线下的面积和基线 ALC 计算了相对于基线的 ALC 损失百分比。我们对 IMRT 和 VMAT 治疗方案进行了比较,并使用线性回归预测 ALC 损失。ALC损失的百分比介于11%和78%之间,与相关正常结构的剂量-体积指标相比,ALC损失与淋巴细胞最低值的相关性更强。我们发现有证据表明,肺、心脏和身体的高辐射剂量与 ALC 百分比损失有关,在接受 IMRT 治疗的患者中,接受 20-30 Gy 照射的肺容积是最重要的预测因素。基于 CRT 使用情况、基线 ALC 和剂量-体积预测因子的第一个主成分 (PC1) 的多变量模型显示出良好的预测性能(偏差校正 R2 为 0.40)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Physics and Imaging in Radiation Oncology
Physics and Imaging in Radiation Oncology Physics and Astronomy-Radiation
CiteScore
5.30
自引率
18.90%
发文量
93
审稿时长
6 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信