“…Standard multiple linear regression revealed that, taken together, Reasoning, Short Term Memory and Verbal abilities significantly accounted for variability in spindle amplitude (F(3, 25) = 4.884, r 2 = 0.370, p = 0.008), but not duration (F(3, 25) = 0.531, r 2 = 0.060, p = 0.665) or density (F(3, 25) = 2.522, r 2 = 0.232 p = 0.081) at Cz during NREM sleep ( Table 3 ). Similar to previous studies (Fang et al, 2017; Fogel et al, 2007), inspection of the semipartial coefficients revealed that Reasoning ability (t(25) = 2.191, r = 0.401, p = 0.038; Figure 1 ) uniquely accounted for variability in spindle amplitude over and above STM (t(25) = 0.314, r = 0.063, p = 0.756) and Verbal (t(25) = 0.972, r = 0.191, p = 0.341) abilities. The same regression analyses were conducted for slow spindles at Fz and fast spindles at Pz, however, we did not observe any significant relationship between spindles and cognitive abilities.…”