Incorporating plan complexity into the statistical process control of volumetric modulated arc therapy pre‐treatment verifications

统计过程控制 计算机科学 控制图 质量保证 平面图(考古学) 过程(计算) 控制限值 启发式 差异(会计) 偏斜 数据挖掘 人工智能 统计 数学 运营管理 工程类 考古 操作系统 外部质量评估 会计 业务 历史
作者
S. Russo,Jordi Sáez,M. Esposito,A. Bruschi,A. Ghirelli,S. Pini,S. Scoccianti,Víctor Hernández
出处
期刊:Medical Physics [Wiley]
卷期号:51 (6): 3961-3971 被引量:2
标识
DOI:10.1002/mp.17081
摘要

Abstract Background Statistical process control (SPC) is a powerful statistical tool for process monitoring that has been highly recommended in healthcare applications, including radiation therapy quality assurance (QA). The AAPM TG‐218 report described the clinical implementation of SPC for Volumetric Modulated Arc Therapy (VMAT) pre‐treatment verifications, pointing out the need to adjust tolerance limits based on plan complexity. However, the quantification of plan complexity and its integration into SPC remains an unresolved challenge. Purpose The primary aim of this study is to investigate the incorporation of plan complexity into the SPC framework for VMAT pre‐treatment verifications. The study explores and evaluates various strategies for this incorporation, discussing their merits and limitations, and provides recommendations for clinical application. Methods A retrospective analysis was conducted on 309 VMAT plans from diverse anatomical sites using the PTW OCTAVIUS 4D device for QA measurements. Gamma Passing Rates (GPR) were obtained, and lower control limits were computed using both the conventional Shewhart method and three heuristic methods (scaled weighted variance, weighted standard deviations, and skewness correction) to accommodate non‐normal data distributions. The ‘Identify‐Eliminate‐Recalculate’ method was employed for robust analysis. Eight complexity metrics were analyzed and two distinct strategies for incorporating plan complexity into SPC were assessed. The first strategy focused on establishing control limits for different treatment sites, while the second was based on the determination of control limits as a function of individual plan complexity. The study extensively examines the correlation between control limits and plan complexity and assesses the impact of complexity metrics on the control process. Results The control limits established using SPC were strongly influenced by the complexity of treatment plans. In the first strategy, a clear correlation was found between control limits and average plan complexity for each site. The second approach derived control limits based on individual plan complexity metrics, enabling tailored tolerance limits. In both strategies, tolerance limits inversely correlated with plan complexity, resulting in all highly complex plans being classified as in control. In contrast, when plans were collectively analyzed without considering complexity, all the out‐of‐control plans were highly complex. Conclusions Incorporating plan complexity into SPC for VMAT verifications requires meticulous and comprehensive analysis. To ensure overall process control, we advocate for stringent control and minimization of plan complexity during treatment planning, especially when control limits are adjusted based on plan complexity.
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
PDF的下载单位、IP信息已删除 (2025-6-4)

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
刚刚
1秒前
NexusExplorer应助玖玖采纳,获得10
1秒前
保奔完成签到,获得积分10
1秒前
3秒前
3秒前
等待发布了新的文献求助10
4秒前
祖佳完成签到,获得积分10
4秒前
wan12138发布了新的文献求助10
5秒前
小二郎应助lucky采纳,获得10
5秒前
CCsouljump完成签到 ,获得积分10
5秒前
梦想飞翔发布了新的文献求助10
6秒前
7秒前
linzedd发布了新的文献求助10
7秒前
kaede完成签到,获得积分10
8秒前
我是老大应助杰杰大叔采纳,获得10
8秒前
9秒前
丘比特应助迷路的幼南采纳,获得10
9秒前
lzn完成签到,获得积分20
10秒前
11秒前
12秒前
科目三应助爱笑的天空采纳,获得10
12秒前
12秒前
xuexuexixi123完成签到 ,获得积分10
12秒前
14秒前
平淡的冰巧完成签到,获得积分10
14秒前
14秒前
浮游应助志不在科研采纳,获得10
15秒前
two发布了新的文献求助10
16秒前
懒洋洋完成签到 ,获得积分10
17秒前
JL发布了新的文献求助10
17秒前
Eddy完成签到,获得积分10
17秒前
17秒前
18秒前
18秒前
小杭76应助科研通管家采纳,获得10
18秒前
AMD发布了新的文献求助10
18秒前
爆米花应助科研通管家采纳,获得10
18秒前
18秒前
迷路元枫关注了科研通微信公众号
18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
Petrucci's General Chemistry: Principles and Modern Applications, 12th edition 600
FUNDAMENTAL STUDY OF ADAPTIVE CONTROL SYSTEMS 500
微纳米加工技术及其应用 500
Nanoelectronics and Information Technology: Advanced Electronic Materials and Novel Devices 500
Performance optimization of advanced vapor compression systems working with low-GWP refrigerants using numerical and experimental methods 500
Constitutional and Administrative Law 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 纳米技术 计算机科学 内科学 化学工程 复合材料 物理化学 基因 遗传学 催化作用 冶金 量子力学 光电子学
热门帖子
关注 科研通微信公众号,转发送积分 5300590
求助须知:如何正确求助?哪些是违规求助? 4448410
关于积分的说明 13845816
捐赠科研通 4334134
什么是DOI,文献DOI怎么找? 2379350
邀请新用户注册赠送积分活动 1374494
关于科研通互助平台的介绍 1340160