Introduction
Methods
Participants
Clinical evaluation
Sample collection and assays of plasma biomarkers
Statistical analysis
Results
Participant characteristics
Characteristics | HC (N = 38) Mean ± SD (range) | PD (N = 70) Mean ± SD (range) | p value |
---|---|---|---|
Age at examination (years) | 68.4 ± 4.89 (61–79) | 69.7 ± 8.40 (48–82) | 0.1032 |
Sex (male/female) | 19/19 | 41/29 | 0.4229 |
Age at onset (years) | 62.1 ± 9.78 (36–77) | ||
Disease duration (months) | 91.3 ± 50.6 (9–237) | ||
Education (years) | 13.9 ± 1.80 (12–16) | 12.7 ± 2.58 (9–18) | 0.0146 |
LEDD (mg) | 647 ± 339 (0–1425) | ||
MDS-UPDRS I | 10.8 ± 5.83 (0–25) | ||
MDS-UPDRS II | 15.1 ± 8.34 (0–36) | ||
MDS-UPDRS III | 35.6 ± 16.4 (7–78) | ||
MDS-UPDRS IV | 5.41 ± 4.47 (0–14) | ||
HY | 3.11 ± 1.04 (1–5) | ||
PDQ-39 SI | 30.1 ± 15.8 (2.1–71.3) | ||
SCOPA-AUTO | 15.0 ± 8.03 (2–47) | ||
GDS-15 | 2.55 ± 2.16 (0–8) | 6.91 ± 3.73 (0–15) | < 0.0001 |
J-QUIP | 0.657 ± 0.976 (0–3) | ||
RBDSQ-J | 5.24 ± 2.95 (1–11) | ||
ESS | 9.20 ± 5.87 (0–24) | ||
OSIT-J score | 3.59 ± 2.54 (0–11) | ||
MMSE | 28.7 ± 1.19 (26–30) | 26.0 ± 4.35 (5–30) | < 0.0001 |
ACE-R total score | 95.0 ± 2.99 (89–100) | 83.0 ± 15.4 (17–99) | < 0.0001 |
MoCA-J total score | 24.8 ± 2.67 (20–30) | 21.1 ± 5.07 (2–29) | < 0.0001 |
FAB | 13.0 ± 2.80 (5–18) |
Comparison of plasma biomarker levels between the PD and HC groups
Association of plasma biomarkers with clinical parameters in PD patients
GFAP | NfL | p-tau181 | Aβ42/40 | Aβ40 | Aβ42 | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
rs | p value | rs | p value | rs | p value | rs | p value | rs | p value | rs | p value | |
Age at examination | 0.5479 | < 0.0001 | 0.5552 | < 0.0001 | 0.4505 | < 0.0001 | − 0.2206 | 0.0664 | 0.4042 | 0.0005 | 0.2123 | 0.0777 |
Sex | 0.1525 | 0.2287 | 0.6082 | 0.5834 | 0.5197 | 0.8394 | ||||||
Age at onset | 0.4023 | 0.0006 | 0.3816 | 0.0012 | 0.3802 | 0.0012 | − 0.1853 | 0.1246 | 0.2738 | 0.0218 | 0.1066 | 0.3799 |
Disease duration | 0.0444 | 0.7149 | 0.1310 | 0.2833 | − 0.0042 | 0.9722 | 0.0127 | 0.9166 | 0.1100 | 0.3646 | 0.1400 | 0.2476 |
Education | − 0.1837 | 0.1278 | − 0.2194 | 0.0701 | 0.0632 | 0.6035 | 0.1069 | 0.3783 | − 0.1409 | 0.2448 | − 0.0951 | 0.4337 |
LEDD | 0.0896 | 0.4605 | 0.2201 | 0.0691 | 0.0923 | 0.4474 | − 0.1220 | 0.3145 | 0.1051 | 0.3867 | 0.2202 | 0.0670 |
MDS-UPDRS I | 0.2676 | 0.0262 | 0.1595 | 0.1938 | 0.1832 | 0.1319 | − 0.0633 | 0.6055 | 0.1214 | 0.3206 | − 0.0158 | 0.8975 |
MDS-UPDRS II | 0.0134 | 0.9131 | 0.3071 | 0.0109 | 0.0704 | 0.5654 | − 0.0029 | 0.9812 | 0.1393 | 0.2538 | 0.0463 | 0.7056 |
MDS-UPDRS III | 0.0325 | 0.7940 | 0.1627 | 0.1919 | 0.1695 | 0.1703 | − 0.0885 | 0.4763 | 0.0920 | 0.4589 | − 0.0149 | 0.9048 |
MDS-UPDRS IV | 0.0308 | 0.8063 | 0.1395 | 0.2676 | − 0.1217 | 0.3303 | − 0.0942 | 0.4519 | 0.2027 | 0.1027 | 0.1187 | 0.3425 |
HY | 0.3305 | 0.0052 | 0.4941 | < 0.0001 | 0.4245 | 0.0002 | − 0.1864 | 0.1222 | 0.2572 | 0.0316 | 0.0860 | 0.4792 |
PDQ-39 SI | 0.0765 | 0.5292 | 0.1150 | 0.3467 | 0.1341 | 0.2682 | − 0.0210 | 0.8627 | 0.0968 | 0.4251 | 0.0169 | 0.8893 |
SCOPA-AUTO | 0.0179 | 0.8832 | − 0.0639 | 0.6018 | − 0.0928 | 0.4450 | 0.0857 | 0.4803 | − 0.0542 | 0.6556 | 0.0182 | 0.8811 |
GDS-15 | 0.1813 | 0.1331 | 0.1631 | 0.1807 | − 0.0063 | 0.9587 | 0.0447 | 0.7135 | 0.0337 | 0.7818 | 0.0779 | 0.5217 |
J-QUIP | 0.1016 | 0.4027 | 0.0442 | 0.7185 | 0.1395 | 0.2493 | 0.2160 | 0.0725 | 0.0633 | 0.6025 | 0.1888 | 0.1175 |
RBDSQ-J | 0.0883 | 0.4671 | 0.1551 | 0.2033 | 0.1679 | 0.1646 | − 0.1512 | 0.2116 | 0.1656 | 0.1706 | 0.0717 | 0.5552 |
ESS | − 0.0363 | 0.7657 | 0.0290 | 0.8129 | 0.0530 | 0.6628 | 0.0369 | 0.7619 | 0.1339 | 0.2693 | 0.1236 | 0.3081 |
OSIT-J score | − 0.2725 | 0.0235 | − 0.2064 | 0.0913 | − 0.2340 | 0.0530 | 0.0439 | 0.7205 | − 0.0367 | 0.7648 | − 0.0919 | 0.4524 |
MMSE | − 0.5269 | < 0.0001 | − 0.3027 | 0.0115 | − 0.1655 | 0.1711 | 0.2837 | 0.0173 | − 0.2494 | 0.0373 | − 0.1205 | 0.3202 |
ACE-R total score | − 0.4616 | < 0.0001 | − 0.4456 | 0.0001 | − 0.2507 | 0.0363 | 0.1500 | 0.2151 | − 0.3039 | 0.0105 | − 0.1910 | 0.1132 |
MoCA-J total score | − 0.4993 | < 0.0001 | − 0.3865 | 0.0011 | − 0.2243 | 0.0640 | 0.1792 | 0.1406 | − 0.1699 | 0.1627 | − 0.0597 | 0.6261 |
FAB | − 0.4081 | 0.0006 | − 0.3694 | 0.0021 | − 0.2702 | 0.0259 | 0.1194 | 0.3320 | − 0.1194 | 0.3320 | − 0.0581 | 0.6382 |
GFAP | NfL | p-tau181 | Aβ42/40 | Aβ40 | Aβ42 | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
rs | p value | rs | p value | rs | p value | rs | p value | rs | p value | rs | p value | |
ACE-R | ||||||||||||
Attention/orientation | − 0.5515 | < 0.0001 | − 0.3824 | 0.0012 | − 0.2535 | 0.0342 | 0.2165 | 0.0718 | − 0.2000 | 0.0969 | − 0.1139 | 0.3476 |
Memory | − 0.3971 | 0.0007 | − 0.3048 | 0.0109 | − 0.1674 | 0.1659 | 0.1348 | 0.2658 | − 0.2043 | 0.0898 | − 0.1265 | 0.2968 |
Fluency | − 0.3494 | 0.0030 | − 0.4815 | < 0.0001 | − 0.2674 | 0.0253 | 0.1717 | 0.1552 | − 0.3159 | 0.0077 | − 0.1550 | 0.2000 |
Language | − 0.2983 | 0.0121 | − 0.2765 | 0.0214 | − 0.0211 | 0.8621 | 0.0405 | 0.7391 | − 0.1426 | 0.2389 | − 0.1528 | 0.2068 |
Visuospatial | − 0.5041 | < 0.0001 | − 0.6111 | < 0.0001 | − 0.4097 | 0.0004 | 0.2353 | 0.0499 | − 0.4047 | 0.0005 | − 0.1915 | 0.1122 |
MoCA-J | ||||||||||||
Attention | − 0.4118 | 0.0004 | − 0.2474 | 0.0404 | − 0.0948 | 0.4350 | 0.2439 | 0.0419 | − 0.1555 | 0.1987 | − 0.0193 | 0.8741 |
Orientation | − 0.4591 | < 0.0001 | − 0.4003 | 0.0007 | − 0.3021 | 0.0116 | 0.3644 | 0.0021 | − 0.2240 | 0.0642 | 0.0115 | 0.9255 |
Executive function | − 0.2577 | 0.0313 | − 0.3423 | 0.0040 | − 0.0404 | 0.7397 | 0.2182 | 0.0695 | − 0.1176 | 0.3323 | 0.0106 | 0.9304 |
Memory | − 0.4221 | 0.0003 | − 0.2561 | 0.0350 | − 0.2078 | 0.0866 | 0.0305 | 0.8034 | − 0.0407 | 0.7401 | − 0.0526 | 0.6680 |
Language | − 0.2390 | 0.0463 | − 0.2269 | 0.0608 | − 0.0705 | 0.5618 | 0.1069 | 0.3786 | − 0.1037 | 0.3931 | − 0.0149 | 0.9025 |
Visuospatial function | − 0.3142 | 0.0081 | − 0.3723 | 0.0016 | − 0.1492 | 0.2176 | 0.0835 | 0.4918 | − 0.1189 | 0.3267 | − 0.0212 | 0.8616 |
Comparison of plasma biomarker levels in the PDND, PDD, and HC groups
Plasma biomarker | Cutoff value | Sensitivity; % | Specificity; % | AUC (95% CI) | p value |
---|---|---|---|---|---|
HC VS PDND | |||||
GFAP | 187.0 | 16.33 | 97.37 | 0.5295 (0.4077–0.6513) | 0.6379 |
NfL | 22.54 | 60.42 | 94.74 | 0.8457 (0.7658–0.9255) | < 0.0001 |
Aβ40 | 85.28 | 36.73 | 86.84 | 0.6184 (0.5011–0.7357) | 0.0592 |
Aβ42 | 7.644 | 28.57 | 89.47 | 0.5443 (0.4225–0.6662) | 0.4802 |
Aβ42/40 | 0.07199 | 67.35 | 81.58 | 0.7597 (0.6568–0.8625) | < 0.0001 |
p-tau181 | 2.244 | 38.78 | 84.21 | 0.5585 (0.4376–0.6795) | 0.3509 |
HC VS PDD | |||||
GFAP | 148.0 | 76.19 | 78.95 | 0.8396 (0.7280 to 0.9512) | < 0.0001 |
NfL | 22.37 | 76.19 | 94.74 | 0.9148 (0.8302 to 0.9994) | < 0.0001 |
Aβ40 | 107.3 | 47.62 | 73.68 | 0.5476 (0.3818 to 0.7134) | 0.5475 |
Aβ42 | 7.985 | 33.33 | 89.47 | 0.5614 (0.3972 to 0.7256) | 0.4379 |
Aβ42/40 | 0.07751 | 19.05 | 94.74 | 0.5282 (0.3771 to 0.6853) | 0.7217 |
p-tau181 | 1.595 | 76.19 | 63.16 | 0.6880 (0.5319 to 0.8441) | 0.0176 |
PDD VS PDND | |||||
GFAP | 125.1 | 90.48 | 59.18 | 0.7765 (0.6609–0.8920) | 0.0003 |
NfL | 53.28 | 52.38 | 91.67 | 0.6944 (0.5454–0.8435) | 0.0106 |
Aβ40 | 107.3 | 47.62 | 83.67 | 0.6511 (0.5027–0.7996) | 0.0463 |
Aβ42 | 7.985 | 33.33 | 81.63 | 0.5248 (0.3689–0.6806) | 0.7438 |
Aβ42/40 | 0.06884 | 71.43 | 75.51 | 0.7046 (0.5663–0.8428) | 0.0070 |
p-tau181 | 1.789 | 71.43 | 57.14 | 0.6190 (0.4780–0.7601) | 0.1164 |
Relationships between plasma biomarkers
Modeling analysis for the ACE-R and MoCA-J
Covariate/factor | Estimate | LR chi-square | p value | Lower 95% | Upper 95% |
---|---|---|---|---|---|
ACE-R | |||||
GFAP | − 0.0008 | 6.7921 | 0.0092 | − 0.0013 | − 0.0002 |
NfL | − 0.0016 | 8.6069 | 0.0033 | − 0.0027 | − 0.0005 |
p-tau181 | 0.0128 | 0.7994 | 0.3713 | − 0.0153 | 0.0406 |
Aβ40 | − 0.0001 | 0.0048 | 0.9449 | − 0.0017 | 0.0015 |
Age at examination | − 0.0026 | 1.6561 | 0.1981 | − 0.0066 | 0.0014 |
Education | 0.0233 | 13.6439 | 0.0002 | 0.0109 | 0.0356 |
HY | − 0.0254 | 3.0001 | 0.0833 | − 0.0542 | 0.0033 |
MoCA-J- | |||||
GFAP | − 0.0010 | 3.4262 | 0.0642 | − 0.0021 | 0.0001 |
NfL | − 0.0021 | 3.7233 | 0.0537 | − 0.0042 | < 0.0001 |
Age at examination | − 0.0046 | 1.4057 | 0.2358 | − 0.0123 | 0.0030 |
Education | 0.0115 | 1.0167 | 0.3133 | − 0.0108 | 0.0336 |
HY | − 0.0406 | 2.0441 | 0.1528 | − 0.0963 | 0.0151 |