Table 5 Prediction of morning plasma AD biomarker levels following overnight sleep using the null model and the neuro-glymphatic model with PhysioS*
From: The glymphatic system clears amyloid beta and tau from brain to plasma in humans
Model | Predictor Group | Predictor | Amyloid Positive | Amyloid Negative | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Estimate | DF | CI | P | Estimate | DF | CI | P | ||||
Null Model | Fixed Effects | Age | -0.827 | 42 | −1.856 – 0.203 | 0.113 | 0.075 | 108 | -0.074 – 0.223 | 0.323 | |
Sex (male) | 4.504 | 42 | 0.026 – 8.982 | 0.049 | 0.652 | 108 | -0.587 – 1.890 | 0.299 | |||
APOE-ε4 (positive) | -2.148 | 42 | -6.949 – 2.652 | 0.372 | −1.077 | 108 | -2.365 – 0.212 | 0.101 | |||
Circadian | 0.039 | 42 | -0.055 – 0.133 | 0.411 | 0.003 | 108 | -0.008 – 0.014 | 0.590 | |||
Study (Villages) | - | - | - | - | −1.309 | 108 | -2.986 – 0.367 | 0.124 | |||
Evening Biomarker Effects | ConcPM | 0.929 | 42 | 0.882 – 0.976 | <0.001 | 0.959 | 108 | 0.933 – 0.986 | <0.001 | ||
Random Effects | σ2 | 37.327 | 3.842 | ||||||||
τ11 pid Ab40 | 1.398 | 0.000 | |||||||||
τ11 pid Ab42 | 1.289 | 18.558 | |||||||||
τ11 Aggregate | τ11 pid np-tau181 | 34.643 | 193.466 | ||||||||
τ11 pid np-tau217 | 352.682 | ||||||||||
τ11 pid p-tau181 | 1.482 | ||||||||||
Neuro-Glymphatic Model | Fixed Effects | Age | 2.992 | 36 | 1.552 – 4.431 | <0.001 | 0.137 | 98 | 0.050 – 0.224 | 0.002 | |
Sex (male) | -5.951 | 36 | −10.868 – −1.034 | 0.019 | 0.768 | 98 | 0.057 – 1.479 | 0.034 | |||
APOE-ε4 (positive) | -6.993 | 36 | -9.946 – -4.039 | <0.001 | -0.580 | 98 | −1.314 – 0.154 | 0.120 | |||
Circadian | -0.158 | 36 | -0.236 – -0.079 | <0.001 | 0.008 | 98 | 0.002 – 0.015 | 0.010 | |||
Study (Villages) | - | - | - | - | 0.274 | 98 | -0.831 – 1.379 | 0.623 | |||
Evening Biomarker Effects | ConcPM | 4.067 | 36 | 3.129 – 5.004 | <0.001 | 1.043 | 98 | 0.919 – 1.167 | <0.001 | ||
Predictor Effects | Aβ40: PhysioS | −150.535 | 36 | -290.48 – −10.586 | 0.036 | 5.190 | 98 | -2.328 – 12.71 | 0.174 | ||
Aβ42: PhysioS | −152.504 | 36 | -290.41 – −14.597 | 0.031 | 20.988 | 98 | 9.22 – 32.758 | 0.001 | |||
np-tau181: PhysioS | −173.692 | 36 | -312.086 – -35.298 | 0.015 | 31.638 | 98 | 23.24 – 40.04 | <0.001 | |||
np-tau217: PhysioS | 36 | 44.178 | 98 | 31.69 – 56.67 | <0.001 | ||||||
p-tau181: PhysioS | 36 | 1.760 | 98 | -0.935 – 4.456 | 0.198 | ||||||
Evening Biomarker: Predictor Interactions | (Aβ40: PhysioS) ConcPM | -4.284 | 36 | -5.550 – -3.018 | <0.001 | -0.258 | 98 | -0.46 – -0.055 | 0.013 | ||
(Aβ42: PhysioS) ConcPM | -4.371 | 36 | -5.678 – -3.064 | <0.001 | -0.631 | 98 | -0.91 – -0.353 | <0.001 | |||
(np-tau181:PhysioS) ConcPM | -3.742 | 36 | -4.862 – -2.621 | <0.001 | -0.559 | 98 | -0.72 – -0.399 | <0.001 | |||
np-tau217 PhysioS) ConcPM | -0.605 | 98 | -0.78 – -0.430 | <0.001 | |||||||
(p-tau181: PhysioS) ConcPM | -0.528 | 98 | -0.71 – -0.351 | <0.001 | |||||||
Random Effects | σ2 | 17.538 | 0.608 | ||||||||
τ11 pid Ab40 | 12.406 | 6.374 | |||||||||
τ11 pid Ab42 | 12.432 | 19.957 | |||||||||
τ11 Aggregate | τ11 pid np-tau181 | 2.105 | 71.422 | ||||||||
τ11 pid np-tau217 | 157.855 | ||||||||||
τ11 pid p-tau181 | 0.345 | ||||||||||