Appleton Institute for Behavioural Science, Central Queensland University, Wayville, SA, 5034, Australia.
Flinders Health and Medical Research Institute (Sleep Health), Flinders University, Bedford Park, Australia.
Sci Rep. 2024 May 13;14(1):10844. doi: 10.1038/s41598-024-61118-y.
The rail industry in Australia screens workers for probable obstructive sleep apnea (OSA) due to known safety risks. However, existing criteria to trigger screening only identify a small proportion of workers with OSA. The current study sought to examine the relationship between OSA risk and rail incidents in real-world data from Australian train drivers, and conducted a proof of concept analysis to determine whether more conservative screening criteria are justified. Health assessment (2016-2018) and subsequent rail incident data (2016-2020) were collected from two passenger rail service providers. Predictors included OSA status (confirmed no OSA with a sleep study, controlled OSA, unknown OSA [no recorded sleep assessment data] and confirmed OSA with no indication of treatment); OSA risk according to the current Standard, and OSA risk according to more conservative clinical markers (BMI threshold and cardiometabolic burden). Coded rail safety incidents involving the train driver were included. Data were analysed using zero-inflated negative binomial models to account for over-dispersion with high 0 counts, and rail safety incidents are reported using Incidence Risk Ratios (IRRs). A total of 751 train drivers, typically middle-aged, overweight to obese and mostly men, were included in analyses. There were 43 (5.7%) drivers with confirmed OSA, 62 (8.2%) with controlled OSA, 13 (1.7%) with confirmed no OSA and 633 (84.4%) drivers with unknown OSA. Of the 633 train drivers with unknown OSA status, 21 (3.3%) met 'at risk' criteria for OSA according to the Standard, and incidents were 61% greater (IRR: 1.61, 95% Confidence Interval (CI) 1.02-2.56) in the years following their health assessment compared to drivers who did not meet 'at risk' criteria. A more conservative OSA risk status using lower BMI threshold and cardiometabolic burden identified an additional 30 'at risk' train drivers who had 46% greater incidents compared to drivers who did not meet risk criteria (IRR (95% CI) 1.46 (1.00-2.13)). Our more conservative OSA risk criteria identified more workers, with greater prospective incidents. These findings suggest that existing validated tools could be considered in future iterations of the Standard in order to more sensitively screen for OSA.
澳大利亚的铁路行业对可能患有阻塞性睡眠呼吸暂停(OSA)的工人进行筛查,因为已知存在安全风险。然而,现有的筛查标准只能识别一小部分患有 OSA 的工人。本研究旨在通过澳大利亚火车司机的真实数据,研究 OSA 风险与铁路事故之间的关系,并进行概念验证分析,以确定更保守的筛查标准是否合理。从两家客运铁路服务提供商收集了健康评估(2016-2018 年)和随后的铁路事故数据(2016-2020 年)。预测因素包括 OSA 状况(经睡眠研究证实无 OSA、经控制的 OSA、未知 OSA[无记录的睡眠评估数据]和经证实的 OSA 且无治疗迹象);根据现行标准的 OSA 风险,以及根据更保守的临床标志物(BMI 阈值和心血管代谢负担)的 OSA 风险。包括涉及火车司机的编码铁路安全事故。使用零膨胀负二项式模型进行数据分析,以考虑到高 0 计数的过度分散,并使用发病率风险比(IRR)报告铁路安全事故。共纳入 751 名火车司机,年龄通常在中年,超重至肥胖,大多数为男性。43 名(5.7%)司机确诊为 OSA,62 名(8.2%)为经控制的 OSA,13 名(1.7%)确诊为无 OSA,633 名(84.4%)司机的 OSA 状态未知。在 633 名 OSA 状态未知的火车司机中,根据标准,21 名(3.3%)司机的 OSA 风险“处于危险之中”,与不符合“处于危险之中”标准的司机相比,在健康评估后的几年中,事故发生率增加了 61%(发病率比:1.61,95%置信区间(CI)为 1.02-2.56)。使用较低的 BMI 阈值和心血管代谢负担的更保守的 OSA 风险状况确定了另外 30 名“处于危险之中”的火车司机,他们的事故发生率比不符合风险标准的司机高 46%(发病率比(95%CI)为 1.46(1.00-2.13))。我们更保守的 OSA 风险标准确定了更多的工人,他们有更大的预期事故。这些发现表明,未来的标准迭代可以考虑使用现有的经过验证的工具,以便更敏感地筛查 OSA。