Exploring sex differences in blood-based biomarkers following exhaustive exercise using bioinformatics analysis.

IF 4.2 2区 医学 Q1 SPORT SCIENCES Biology of Sport Pub Date : 2024-07-01 Epub Date: 2024-01-02 DOI:10.5114/biolsport.2024.132998
Julia C Blumkaitis, Natalia Nunes, Tilmann Strepp, Aleksandar Tomaskovic, Mario Wenger, Hannah Widauer, Lorenz Aglas, Perikles Simon, Thomas Leonhard Stöggl, Nils Haller
{"title":"Exploring sex differences in blood-based biomarkers following exhaustive exercise using bioinformatics analysis.","authors":"Julia C Blumkaitis, Natalia Nunes, Tilmann Strepp, Aleksandar Tomaskovic, Mario Wenger, Hannah Widauer, Lorenz Aglas, Perikles Simon, Thomas Leonhard Stöggl, Nils Haller","doi":"10.5114/biolsport.2024.132998","DOIUrl":null,"url":null,"abstract":"<p><p>This study examined the acute effects of exercise testing on immunology markers, established blood-based biomarkers, and questionnaires in endurance athletes, with a focus on biological sex differences. Twenty-four healthy endurance-trained participants (16 men, age: 29.2± 7.6 years, maximal oxygen uptake ( <math> <mrow> <msub> <mrow><mover><mtext>V</mtext> <mo>˙</mo></mover> <mtext>O</mtext></mrow> <mrow><mn>2</mn> <mi>max</mi></mrow> </msub> </mrow> </math> ): 59.4 ± 7.5 ml · min<sup>-1</sup> · kg<sup>-1</sup>; 8 women, age: 26.8 ± 6.1 years, <math> <mrow> <msub> <mrow><mover><mtext>V</mtext> <mo>˙</mo></mover> <mtext>O</mtext></mrow> <mrow><mn>2</mn> <mi>max</mi></mrow> </msub> </mrow> </math> : 52.9 ± 3.1 ml · min<sup>-1</sup> · kg<sup>-1</sup>) completed an incremental submaximal exercise test and a ramp test. The study employed exploratory bioinformatics analysis: mixed ANOVA, k-means clustering, and uniform manifold approximation and projection, to assess the effects of exhaustive exercise on biomarkers and questionnaires. Significant increases in biomarkers (lymphocytes, platelets, procalcitonin, hemoglobin, hematocrit, red blood cells, cell-free DNA (cfDNA)) and fatigue were observed post-exercise. Furthermore, differences pre- to post-exercise were observed in cytokines, cfDNA, and other blood biomarkers between male and female participants. Three distinct groups of athletes with differing proportions of females (Cluster 1: 100% female, Cluster 2: 85% male, Cluster 3: 37.5% female and 65.5% male) were identified with k-means clustering. Specific biomarkers (e.g., interleukin-2 (IL-2), IL-10, and IL-13, as well as cfDNA) served as primary markers for each cluster, potentially informing individualized exercise responses. In conclusion, our study identified exercise-sensitive biomarkers and provides valuable insights into the relationships between biological sex and biomarker responses.</p>","PeriodicalId":55365,"journal":{"name":"Biology of Sport","volume":"41 3","pages":"105-118"},"PeriodicalIF":4.2000,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11167456/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biology of Sport","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.5114/biolsport.2024.132998","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/1/2 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"SPORT SCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

This study examined the acute effects of exercise testing on immunology markers, established blood-based biomarkers, and questionnaires in endurance athletes, with a focus on biological sex differences. Twenty-four healthy endurance-trained participants (16 men, age: 29.2± 7.6 years, maximal oxygen uptake ( V ˙ O 2 max ): 59.4 ± 7.5 ml · min-1 · kg-1; 8 women, age: 26.8 ± 6.1 years, V ˙ O 2 max : 52.9 ± 3.1 ml · min-1 · kg-1) completed an incremental submaximal exercise test and a ramp test. The study employed exploratory bioinformatics analysis: mixed ANOVA, k-means clustering, and uniform manifold approximation and projection, to assess the effects of exhaustive exercise on biomarkers and questionnaires. Significant increases in biomarkers (lymphocytes, platelets, procalcitonin, hemoglobin, hematocrit, red blood cells, cell-free DNA (cfDNA)) and fatigue were observed post-exercise. Furthermore, differences pre- to post-exercise were observed in cytokines, cfDNA, and other blood biomarkers between male and female participants. Three distinct groups of athletes with differing proportions of females (Cluster 1: 100% female, Cluster 2: 85% male, Cluster 3: 37.5% female and 65.5% male) were identified with k-means clustering. Specific biomarkers (e.g., interleukin-2 (IL-2), IL-10, and IL-13, as well as cfDNA) served as primary markers for each cluster, potentially informing individualized exercise responses. In conclusion, our study identified exercise-sensitive biomarkers and provides valuable insights into the relationships between biological sex and biomarker responses.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
利用生物信息学分析探索剧烈运动后血液生物标志物的性别差异。
本研究探讨了运动测试对耐力运动员的免疫标记物、已建立的血液生物标记物和问卷调查的急性影响,重点关注生物性别差异。24 名健康的耐力训练参与者(16 名男性,年龄:29.2± 7.6 岁,最大摄氧量 ( V ˙ O 2 max ):59.4 ± 7.5 ml - min-1 - kg-1;8 名女性,年龄:26.8 ± 6.1 岁,最大摄氧量(V ˙ O 2 max):52.9 ± 3.1 ml - min-1 - kg-1)完成了增量亚极限运动测试和斜坡测试。研究采用了探索性生物信息学分析:混合方差分析、k-均值聚类、均匀流形逼近和投影,以评估剧烈运动对生物标志物和问卷调查的影响。结果表明,运动后生物标志物(淋巴细胞、血小板、降钙素原、血红蛋白、血细胞比容、红细胞、无细胞 DNA(cfDNA))和疲劳度明显增加。此外,在细胞因子、无细胞 DNA 和其他血液生物标志物方面,男性和女性参与者在运动前和运动后也存在差异。通过 k-means 聚类,确定了三个不同的运动员组别,其中女性所占比例各不相同(组别 1:100% 女性;组别 2:85% 男性;组别 3:37.5% 女性和 65.5% 男性)。特定的生物标志物(如白细胞介素-2 (IL-2)、IL-10 和 IL-13 以及 cfDNA)是每个群组的主要标志物,可为个体化运动反应提供潜在信息。总之,我们的研究确定了对运动敏感的生物标志物,并对生物性别与生物标志物反应之间的关系提供了有价值的见解。
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 去求助
来源期刊
Biology of Sport
Biology of Sport 生物-运动科学
CiteScore
8.20
自引率
12.50%
发文量
113
审稿时长
>12 weeks
期刊介绍: Biology of Sport is the official journal of the Institute of Sport in Warsaw, Poland, published since 1984. Biology of Sport is an international scientific peer-reviewed journal, published quarterly in both paper and electronic format. The journal publishes articles concerning basic and applied sciences in sport: sports and exercise physiology, sports immunology and medicine, sports genetics, training and testing, pharmacology, as well as in other biological aspects related to sport. Priority is given to inter-disciplinary papers.
期刊最新文献
A new perspective on cardiovascular function and dysfunction during endurance exercise: identifying the primary cause of cardiovascular risk. Analysis and prediction of unforced errors in men's and women's professional padel. Balancing the load: A narrative review with methodological implications of compensatory training strategies for non-starting soccer players. Changes in muscle quality and biomarkers of neuromuscular junctions and muscle protein turnover following 12 weeks of resistance training in older men. Characterizing microcycles' workload when combining two days structure within single training sessions during congested fixtures in an elite male soccer team.
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1