Table 3.
Fitness-related associations in white matter volume and academic performance† in overweight/obese children from the ActiveBrains and FITKids2 projects.
Fitness-related component | Brain Regions (mm3) | Mathematics |
Math calculation skills |
Reading |
Writing |
Written expression |
Science |
Total achievement |
|||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
b | P | b | P | b | P | b | P | b | P | b | P | b | P | ||
ActiveBrains | |||||||||||||||
Cardiorespiratory fitness (mL/kg/min) | Inferior temporal gyrus | 0.034 | 0.718 | -0.006 | 0.950 | -0.095 | 0.320 | 0.071 | 0.465 | 0.207 | 0.030 | 0.144 | 0.140 | -0.010 | 0.913 |
Inferior fronto-opercular gyrus | 0.114 | 0.217 | 0.163 | 0.079 | -0.014 | 0.886 | 0.030 | 0.756 | 0.036 | 0.710 | 0.091 | 0.350 | 0.035 | 0.705 | |
Motor fitness (s-1) | Insular cortex | 0.199 | 0.031 | 0.258 | 0.005∗ | 0.063 | 0.511 | 0.116 | 0.233 | 0.057 | 0.553 | 0.150 | 0.122 | 0.132 | 0.155 |
Caudate | 0.054 | 0.561 | 0.093 | 0.317 | 0.034 | 0.720 | 0.030 | 0.755 | 0.100 | 0.917 | 0.108 | 0.264 | 0.041 | 0.657 | |
Superior temporal gyrus | 0.132 | 0.155 | 0.156 | 0.093 | 0.113 | 0.237 | 0.080 | 0.412 | 0.035 | 0.719 | 0.194 | 0.044 | 0.139 | 0.133 | |
Supramarginal gyrus | 0.155 | 0.094 | 0.154 | 0.098 | 0.174 | 0.065 | 0.083 | 0.393 | 0.074 | 0.443 | 0.208 | 0.031 | 0.166 | 0.071 | |
Muscular fitness (z-score) | Caudate | 0.134 | 0.147 | 0.189 | 0.040 | 0.107 | 0.260 | 0.164 | 0.087 | 0.090 | 0.346 | 0.228 | 0.017 | 0.151 | 0.100 |
Cerebellum IX | 0.112 | 0.230 | 0.118 | 0.208 | 0.142 | 0.136 | 0.020 | 0.838 | 0.117 | 0.225 | 0.199 | 0.040 | 0.115 | 0.215 | |
FITKids2 | |||||||||||||||
Cardiorespiratory fitness (mL/kg/min) | Inferior temporal gyrus | 0.114 | 0.485 | -0.041 | 0.802 | 0.092 | 0.556 | -0.043 | 0.780 | -0.016 | 0.916 | – | – | 0.117 | 0.455 |
Cingulate gyrus | -0.025 | 0.889 | -0.113 | 0.521 | 0.003 | 0.986 | -0.056 | 0.741 | -0.069 | 0.677 | – | – | 0.031 | 0.857 | |
Middle Occipital Gyrus | 0.153 | 0.365 | 0.061 | 0.715 | 0.070 | 0.664 | 0.041 | 0.799 | 0.016 | 0.919 | – | – | 0.112 | 0.490 | |
Fusiform Gyrus | 0.192 | 0.237 | 0.136 | 0.398 | 0.094 | 0.545 | -0.132 | 0.392 | -0.142 | 0.348 | – | – | 0.086 | 0.585 | |
Values are standardized regression coefficients (β). Analyses were adjusted by sex, peak height velocity offset (years), parent education university level (neither/one/both) and body mass index (kg/m2). †Academic performance was assessed by the Spanish version of the Woodcock-Johnson III in the ActiveBrains project and by the Kaufman Test of Educational Abilities in the FITKids2 project. Statistically significant values are shown in bold (P < 0.05), and borderline significant values are shown in italics (P < 0.1); ∗This was the only association that remained significant when P-values were adjusted for multiple comparisons using the Benjamini and Hochberg method to control for the false discovery rate.