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通过对训练课程的聚类分析,探讨月经周期或复方口服避孕药对精英女性自行车运动员训练反应的影响。

Impact of menstrual cycle or combined oral contraception on elite female cyclists' training responses through a clustering analysis of training sessions.

作者信息

Carlin Hugo, Dupuit Marine, Storme Florent, Chassard Tom, Meignié Alice, Sachet Iris, Brunet Emanuel, Toussaint Jean-François, Antero Juliana

机构信息

Institut de Recherche bioMédicale et d'Epidémiologie du Sport (IRMES, UPR7329), INSEP (Institut National du Sport, de l'Expertise et de la Performance), Paris, France.

Fédération Française de Cyclisme (FFC), Saint Quentin en Yvelines, France.

出版信息

Front Sports Act Living. 2024 Feb 29;6:1307436. doi: 10.3389/fspor.2024.1307436. eCollection 2024.

Abstract

OBJECTIVES

(i) To classify training sessions of elite female cyclists according to an intensity index based on a longitudinal follow-up using multiparametric data collected (ii) to measure the effect of estimated menstrual cycle (MC) phases and oral contraceptive pills (OC) phases on the athletes' training responses on each type of training identified.

METHOD

Thirteen elite French cyclists were followed up over 30 months and 5,190 training sessions were collected and 81 MC/OCs full cycles analyzed. Power sensors and position devices captured training data , which was summarized into 14 external load variables. Principal Component Analysis and K-means clustering were used to identify cycling sessions according to an intensity load index. The clusters were then verified and categorized through the analysis of heart rate and rate of perceived effort. A calendar method was used to estimate 3 phases of the MC: menstruation, mid-cycle phase (MP) and late-cycle phase (LP). Two phases were defined among monophasic OC users: pills' taking/withdrawal.

RESULTS

Four main types of training effort were identified: Intensive, Long, Medium and Light. In the MC group ( = 7; 52 cycles), the intensity index is 8% higher during the mid-cycle (vs. menstrual phase,  = 0.032) in the Intensive effort sessions. No differences were observed in Long, Medium or Light effort, nor between the phases of pills' taking/withdrawal among OC users.

CONCLUSION

The clustering analyses developed allows a training classification and a robust method to investigate the influence of the MC/OC . A better training response during the mid-cycle when the sessions are the most intense suggest an impact of the MC when the athletes approach their maximal capacity.

摘要

目的

(i)根据基于纵向随访收集的多参数数据得出的强度指数,对精英女性自行车运动员的训练课程进行分类;(ii)测量估计的月经周期(MC)阶段和口服避孕药(OC)阶段对已确定的每种训练类型中运动员训练反应的影响。

方法

对13名法国精英自行车运动员进行了30个月的随访,收集了5190次训练课程,并分析了81个MC/OC完整周期。功率传感器和位置设备捕获训练数据,这些数据被汇总为14个外部负荷变量。主成分分析和K均值聚类用于根据强度负荷指数识别自行车训练课程。然后通过心率和自觉用力率分析对聚类进行验证和分类。采用日历法估计MC的三个阶段:月经期、周期中期(MP)和周期后期(LP)。单相OC使用者定义了两个阶段:服药/停药。

结果

确定了四种主要的训练强度类型:高强度、长时间、中等强度和低强度。在MC组(n = 7;52个周期)中,高强度训练课程在周期中期的强度指数比月经期高8%(P = 0.032)。在长时间、中等强度或低强度训练中未观察到差异,OC使用者在服药/停药阶段之间也未观察到差异。

结论

所开展的聚类分析允许进行训练分类,并提供了一种可靠的方法来研究MC/OC的影响。当训练课程强度最大时,在周期中期出现更好的训练反应,这表明当运动员接近其最大能力时,MC会产生影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a277/10937518/fe427dd870ed/fspor-06-1307436-g001.jpg

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