Skeletal Muscle Mass Is Independently Associated With Water Turnover in Male Athletes

IF 4 2区 医学 Q1 SPORT SCIENCES
Hiroyuki Sagayama, Yoko Tanabe, Akiko Uchizawa, Suraiya Khatun, Keisuke Shiose, Rie Tomiga‐Takae, Jun Yasukata, Yasuki Higaki, Takahiro Ohnishi, Hideyuki Takahashi, Yosuke Yamada, Analiza M. Silva, Emi Kondo
{"title":"Skeletal Muscle Mass Is Independently Associated With Water Turnover in Male Athletes","authors":"Hiroyuki Sagayama, Yoko Tanabe, Akiko Uchizawa, Suraiya Khatun, Keisuke Shiose, Rie Tomiga‐Takae, Jun Yasukata, Yasuki Higaki, Takahiro Ohnishi, Hideyuki Takahashi, Yosuke Yamada, Analiza M. Silva, Emi Kondo","doi":"10.1111/sms.70332","DOIUrl":null,"url":null,"abstract":"Fat‐free mass (FFM) is a key component of body composition that contributes moderately to water turnover (WT). However, FFM consists of multiple components, and the extent of its contribution to WT, especially in relation to skeletal muscle mass (SMM) in athletes, remains unclear. This study aimed to examine the association between WT and body composition in athletes. Thirty male participants (20 ± 2 years old) were members of college sports clubs or athletic organizations. WT was determined using the deuterium dilution method for 1 week. Total body water (TBW), intracellular water (ICW), and extracellular water (ECW) were measured using deuterium and sodium bromide dilution. Bone mineral content was measured using DXA, and four‐component models were used to calculate FFM and total body protein (TBP). MRI and MRS were used to evaluate SMM and muscle glycogen. WT was positively associated with TBW ( <jats:italic>r</jats:italic> = 0.563), ICW ( <jats:italic>r</jats:italic> = 0.549), SMM ( <jats:italic>r</jats:italic> = 0.548), and ambient temperature ( <jats:italic>r</jats:italic> = 0.519). To overcome mathematical coupling and multicollinearity, regularized regression analyses (LASSO and Elastic Net) were performed. Because TBW and TBP are algebraically dependent on the deuterium‐derived water space from which WT was calculated, they were excluded from the candidate predictors. Both models retained SMM, ICW, and ambient temperature as predictors of WT, whereas ECW, bone mineral content, muscle glycogen, and relative humidity were not retained. The modest cross‐validated performance (leave‐one‐out <jats:italic>R</jats:italic> <jats:sup>2</jats:sup> = 0.20–0.23) suggests that WT in athletes is also influenced by behavioral and unmeasured environmental factors. Functional body composition compartments, specifically SMM and ICW, were associated with WT in athletes beyond the mathematical dependency between WT and TBW; SMM, measured independently by MRI, was an independent correlate, whereas the association of ICW—derived in part from TBW—was not fully independent of the WT measurement.","PeriodicalId":21466,"journal":{"name":"Scandinavian Journal of Medicine & Science in Sports","volume":"27 1","pages":""},"PeriodicalIF":4.0000,"publicationDate":"2026-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Scandinavian Journal of Medicine & Science in Sports","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1111/sms.70332","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"SPORT SCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

Fat‐free mass (FFM) is a key component of body composition that contributes moderately to water turnover (WT). However, FFM consists of multiple components, and the extent of its contribution to WT, especially in relation to skeletal muscle mass (SMM) in athletes, remains unclear. This study aimed to examine the association between WT and body composition in athletes. Thirty male participants (20 ± 2 years old) were members of college sports clubs or athletic organizations. WT was determined using the deuterium dilution method for 1 week. Total body water (TBW), intracellular water (ICW), and extracellular water (ECW) were measured using deuterium and sodium bromide dilution. Bone mineral content was measured using DXA, and four‐component models were used to calculate FFM and total body protein (TBP). MRI and MRS were used to evaluate SMM and muscle glycogen. WT was positively associated with TBW ( r = 0.563), ICW ( r = 0.549), SMM ( r = 0.548), and ambient temperature ( r = 0.519). To overcome mathematical coupling and multicollinearity, regularized regression analyses (LASSO and Elastic Net) were performed. Because TBW and TBP are algebraically dependent on the deuterium‐derived water space from which WT was calculated, they were excluded from the candidate predictors. Both models retained SMM, ICW, and ambient temperature as predictors of WT, whereas ECW, bone mineral content, muscle glycogen, and relative humidity were not retained. The modest cross‐validated performance (leave‐one‐out R 2 = 0.20–0.23) suggests that WT in athletes is also influenced by behavioral and unmeasured environmental factors. Functional body composition compartments, specifically SMM and ICW, were associated with WT in athletes beyond the mathematical dependency between WT and TBW; SMM, measured independently by MRI, was an independent correlate, whereas the association of ICW—derived in part from TBW—was not fully independent of the WT measurement.
男性运动员骨骼肌质量与水分周转独立相关
无脂质量(FFM)是身体组成的一个关键组成部分,适度促进水分周转(WT)。然而,FFM由多个组成部分组成,其对WT的贡献程度,特别是与运动员骨骼肌质量(SMM)的关系,仍不清楚。本研究旨在探讨WT与运动员身体成分之间的关系。30名男性参与者(20±2岁)是大学体育俱乐部或体育组织的成员。用氘稀释法测定WT,持续1周。用氘和溴化钠稀释法测定全身水(TBW)、细胞内水(ICW)和细胞外水(ECW)。使用DXA测量骨矿物质含量,并使用四组分模型计算FFM和总蛋白(TBP)。MRI和MRS检测SMM和肌糖原。WT与TBW (r = 0.563)、ICW (r = 0.549)、SMM (r = 0.548)和环境温度(r = 0.519)呈正相关。为了克服数学耦合和多重共线性,进行了正则化回归分析(LASSO和Elastic Net)。由于TBW和TBP在代数上依赖于计算WT的氘衍生水空间,因此它们被排除在候选预测因子之外。两个模型都保留了SMM、ICW和环境温度作为WT的预测因子,而ECW、骨矿物质含量、肌糖原和相对湿度没有保留。适度的交叉验证的表现(留一的r2 = 0.20-0.23)表明运动员的WT也受到行为和未测量的环境因素的影响。功能性体成分区室,特别是SMM和ICW,与运动员的WT相关,超出了WT和TBW之间的数学依赖关系;由MRI独立测量的SMM是一个独立的相关性,而部分来自tbw的icw的关联并不完全独立于WT测量。
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
CiteScore
7.90
自引率
4.90%
发文量
162
审稿时长
3 months
期刊介绍: The Scandinavian Journal of Medicine & Science in Sports is a multidisciplinary journal published 12 times per year under the auspices of the Scandinavian Foundation of Medicine and Science in Sports. It aims to publish high quality and impactful articles in the fields of orthopaedics, rehabilitation and sports medicine, exercise physiology and biochemistry, biomechanics and motor control, health and disease relating to sport, exercise and physical activity, as well as on the social and behavioural aspects of sport and exercise.
×
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:604180095
Book学术官方微信
小红书