Esteban-Cornejo Irene, Rodriguez-Ayllon Maria, Verdejo-Roman Juan, Cadenas-Sanchez Cristina, Mora-Gonzalez Jose, Chaddock-Heyman Laura, Raine Lauren B, Stillman Chelsea M, Kramer Arthur F, Erickson Kirk I, Catena Andrés, Ortega Francisco B, Hillman Charles H
Center for Cognitive and Brain Health, Department of Psychology, Northeastern University, Boston, MA, United States.
PROFITH "PROmoting FITness and Health through Physical Activity" Research Group, Department of Physical Education and Sports, Faculty of Sport Sciences, University of Granada, Granada, Spain.
Front Psychol. 2019 Feb 12;10:208. doi: 10.3389/fpsyg.2019.00208. eCollection 2019.
The aims of this study were (i) to examine the association between cardiorespiratory fitness and white matter volume and test whether those associations differ between normal-weight and overweight/obese children (ii) to analyze the association between other physical fitness components (i.e., motor and muscular) and white matter volume, and (iii) to examine whether the fitness-related associations in white matter volume were related to academic performance. Data came from two independent projects: ActiveBrains project ( = 100; 10.0 ± 1.1 years; 100% overweight/obese; Spain) and FITKids2 project ( = 242; 8.6 ± 0.5 years; 36% overweight/obese, United States). Cardiorespiratory fitness was assessed in both projects, and motor and muscular fitness were assessed in the ActiveBrains project. T1-weighted images were acquired with a 3.0 T S Magnetom Tim Trio system. Academic performance was assessed by standardized tests. Cardiorespiratory fitness was associated with greater white matter volume in the ActiveBrain project ( < 0.001, = 177; inferior fronto-opercular gyrus and inferior temporal gyrus) and in the FITKids project ( < 0.001, = 117; inferior temporal gyrus, cingulate gyrus, middle occipital gyrus and fusiform gyrus) among overweight/obese children. However, no associations were found among normal-weight children in the FITKids project. In the ActiveBrains project, motor fitness was related to greater white matter volume ( < 0.001, = 173) in six regions, specifically, insular cortex, caudate, bilateral superior temporal gyrus and bilateral supramarginal gyrus; muscular fitness was associated with greater white matter volumes ( < 0.001, = 191) in two regions, particularly, the bilateral caudate and bilateral cerebellum IX. The white matter volume of six of these regions were related to academic performance, but after correcting for multiple comparisons, only the insular cortex remained significantly related to math calculations skills (β = 0.258; < 0.005). In both projects, no brain regions showed a statistically significant negative association between any physical fitness component and white matter volume. Cardiorespiratory fitness may positively relate to white matter volume in overweight/obese children, and in turn, academic performance. In addition, motor and muscular fitness may also influence white matter volume coupled with better academic performance. From a public health perspective, implementing exercise interventions that combine aerobic, motor and muscular training to enhance physical fitness may benefit brain development and academic success.
(i)研究心肺适能与白质体积之间的关联,并测试正常体重儿童与超重/肥胖儿童之间的这些关联是否存在差异;(ii)分析其他身体素质成分(即运动和肌肉)与白质体积之间的关联;(iii)研究白质体积中与体能相关的关联是否与学业成绩有关。数据来自两个独立项目:ActiveBrains项目(n = 100;10.0±1.1岁;100%超重/肥胖;西班牙)和FITKids2项目(n = 242;8.6±0.5岁;36%超重/肥胖,美国)。两个项目均评估了心肺适能,ActiveBrains项目评估了运动和肌肉适能。使用3.0T西门子Magnetom Tim Trio系统采集T1加权图像。通过标准化测试评估学业成绩。在ActiveBrain项目中(p < 0.001,n = 177;额下回和颞下回)以及FITKids项目中(p < 0.001,n = 117;颞下回、扣带回、枕中回和梭状回),超重/肥胖儿童的心肺适能与更大的白质体积相关。然而,在FITKids项目的正常体重儿童中未发现关联。在ActiveBrains项目中,运动适能与六个区域更大的白质体积相关(p < 0.001,n = 173),具体为岛叶皮质、尾状核、双侧颞上回和双侧缘上回;肌肉适能与两个区域更大的白质体积相关(p < 0.001,n = 191),特别是双侧尾状核和双侧小脑IX。这些区域中的六个区域的白质体积与学业成绩相关,但在进行多重比较校正后,只有岛叶皮质仍与数学计算技能显著相关(β = 0.258;p < 0.005)。在两个项目中,没有脑区显示任何身体素质成分与白质体积之间存在统计学上显著的负相关。心肺适能可能与超重/肥胖儿童的白质体积呈正相关,进而与学业成绩相关。此外,运动和肌肉适能也可能影响白质体积并伴有更好的学业成绩。从公共卫生角度来看,实施结合有氧、运动和肌肉训练以增强体能的运动干预可能有益于大脑发育和学业成功。