Leota Josh, Hoffman Daniel, Czeisler Mark É, Mascaro Luis, Drummond Sean P A, Anderson Clare, Rajaratnam Shantha M W, Facer-Childs Elise R
Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia.
St Kilda Football Club, Australian Football League, Melbourne, VIC, Australia.
Front Physiol. 2022 Jun 16;13:892681. doi: 10.3389/fphys.2022.892681. eCollection 2022.
Elite athletes are often required to travel across time zones for national and international competitions, causing frequent jet lag. The aim of this study was to examine whether the direction of travel-related jet lag is associated with performance in the National Basketball Association (NBA), and if so, to explore potential mechanisms. Ten seasons comprising of 11,481 games of NBA data from the 2011/2012 to the 2020/2021 regular season were analyzed using multi-level mixed models with one fixed factor (three levels; jet lag direction: eastward vs westward vs no jet lag) and three random factors (team, opponent, game time). Predicted circadian resynchronization rate was accounted for, and home and away games were analysed separately. Mediation analyses were performed to examine potential mechanisms. Among home teams, eastward (but not westward) jet lag was associated with reduced winning (Δ (i.e., change) = -6.03%, = 0.051, marginal), points differential (Δ = -1.29 points, = 0.015), rebound differential (Δ = -1.29 rebounds, < 0.0001), and effective field goal percentage differential (Δ = -1.2%, < 0.01). As the magnitude of eastward jet lag increased, home team points differential decreased (2 h Δ = -4.53 points, 005; 1 h Δ = -0.72 points, = 0.07). No significant associations were found between jet lag and away team performance. Eastward jet lag was associated with impaired performance for home (but not away) teams. Sleep and circadian disruption associated with advancing phase following eastward travel may have significant adverse consequences on performance in the NBA, particularly when recovery time is limited. Sports organisations could consider chronobiology-informed scheduling and interventions to maximise recovery and performance of their athletes.
精英运动员经常需要为了国内和国际比赛跨时区旅行,这导致频繁出现时差反应。本研究的目的是检验与旅行相关的时差方向是否与美国职业篮球联赛(NBA)的比赛表现相关,如果相关,则探究潜在机制。使用多水平混合模型对2011/2012至2020/2021常规赛的10个赛季、共11481场NBA比赛数据进行分析,该模型有一个固定因素(三个水平;时差方向:向东与时向西与无时差)和三个随机因素(球队、对手、比赛时间)。考虑了预测的昼夜节律重新同步率,并分别分析了主场和客场比赛。进行中介分析以探究潜在机制。在主场球队中,向东(而非向西)的时差与胜率降低相关(Δ(即变化)=-6.03%,P = 0.051,边缘显著)、分差降低(Δ=-1.29分,P = 0.015)、篮板差降低(Δ=-1.29个篮板,P < 0.0001)以及有效投篮命中率差降低(Δ=-1.2%,P < 0.01)。随着向东时差幅度的增加,主场球队分差减小(2小时Δ=-4.53分,P < 0.005;1小时Δ=-0.72分,P = 0.07)。未发现时差与客场球队表现之间存在显著关联。向东的时差与主场(而非客场)球队的表现受损相关。向东旅行后与相位提前相关的睡眠和昼夜节律紊乱可能对NBA比赛表现产生重大不利影响,尤其是在恢复时间有限时。体育组织可考虑采用基于时间生物学的赛程安排和干预措施,以最大限度地提高运动员的恢复能力和表现。