Demographics And Clinical Characteristics
Median values for age and education years, and frequency of ApoE e4 allele among the four groups (71 CN, 99 SCD, 89 MCI, and 72 AD) differed significantly, although there was no significant difference for these measures between CN and SCD. Scores on cognitive function and neuropsychological tests among the entire sample differed significantly between the four groups, with descending performance among CN > SCD > MCI > AD, as reported previously.[25] Clinical characteristics and neuropsychological test results among the subgroup of 139 participants who provided CSF (29 CN, 58 SCD, 29 MCI, and 23 AD) were consistent with the total sample of 331 subjects. Ages within the CN and SCD groups were similar, and younger than MCI and AD. Education years among the CN and MCI groups were comparable, and higher than SCD or AD. Gender distribution and ApoE e4 allele frequency differed significantly among the groups (Tables 1 and Table S1).
Table 1
Clinical Characteristics of 139 Participants who Provided CSF, According to the AD Clinical Spectrum.
Characteristics
|
CN (n = 29)
|
SCD (n = 58)
|
MCI (n = 29)
|
AD (n = 23)
|
P value
|
Age, median (95% CI), y
|
63.0 (58–67)
|
66.5 (63–69)
|
72.0 (66–76) a,b
|
71 (67–79) a,b
|
< 0.001
|
Education, median (95% CI), y
|
12 (9–16)
|
6 (6–9) a
|
10 (6–12)
|
6 (6–9) a,c
|
< 0.001
|
Gender (M : F)
|
10 : 19
|
29 : 29
|
21 : 8
|
6 : 17
|
< 0.004†
|
MMSE, median (95% CI)
|
29 (28–29)
|
26 (25–27) a
|
24 (21–26) a
|
16 (15–19) a,b,c
|
< 0.001
|
SMCQ, median (95% CI)
|
1 (1–2)
|
5 (4–6) a
|
5 (3–7) a
|
8 (5–12) a,b
|
< 0.001
|
SBT, median (95% CI)
|
0 (0–2)
|
4 (2–4) a
|
7 (4–11) a
|
18 (17–22) a,b,c
|
< 0.001
|
CERAD, mean Z, median (95% CI)
|
0.48 (0.42–0.61)
|
0.14 (0.01–0.23)
|
-0.81 (-1.13 – -0.33) a,b
|
-1.65 (-2.02 – -0.94) a,b
|
< 0.001
|
BDS-ADL, median (95% CI)
|
0 (0–0)
|
0 (0–0.5) a
|
0 (0–1) a
|
2.5 (1–4.5) a,b,c
|
< 0.001
|
ESS, median (95% CI)
|
5 (4–7)
|
4 (4–5)
|
3 (1–4)
|
2 (1–5)
|
0.0127
|
CDR 0:0.5:1
|
29 : 0 : 0
|
58 : 0 : 0
|
0 : 29 : 0
|
0 : 8 : 15
|
< 0.001†
|
CDR-SB, median (95% CI)
|
0 (0–0)
|
0 (0–0)
|
0.5 (0.5–1.0) a,b
|
5 (3.5–6.0) a,b
|
< 0.001
|
GDS, median (95% CI)
|
5 (3–8)
|
8 (7–12) a
|
9 (5–15)
|
12 (7–20) a
|
0.003
|
Aβ PET(+), % (- : +)
|
3.7 (27:1)
|
19.2 (42:10)
|
40.7 (16:11)
|
81.0 (4:17)
|
< 0.001†
|
ApoE ε4 carrier, % (- :+)
|
17.2 (24 : 5)
|
20.7 (46 : 12)
|
20.7 (23 : 6)
|
56.5 (10 : 13)
|
0.008†
|
ap<0.05 versus CN; bp<0.05 versus SCD; cp<0.05 versus MCI by Dunn’s multiple comparison following the Kruskal-Wallis test. †Chi-square test. MMSE, Mini-Mental State Examination; SMCQ, Subjective Memory Complaint Questionnaire; SBT, Short Blessed Test; CERAD, Consortium to Establish a Registry for AD; BDS-ADL, Blessed Dementia Scale-Activities of Daily Living; ESS, Epworth Sleepiness Scale; CDR, Clinical Dementia Rating scale; CDR-SB, CDR-Sum of Boxes; GDS, Geriatric Depression Scale; ApoE, apolipoprotein E |
Amyloid-PET positivity was determined by cutoff values for composite SUVR values. For 11C-PiB PET, the cutoff SUVR value was 1.20, with 100% sensitivity and 84.6% specificity to discriminate CN from AD participants following Youden’s rule. For 18F-flumetamol PET, the cutoff SUVR value was 0.62, with 95.8% sensitivity and 90.0% specificity to discriminate CN from AD participants. Three (5%) of 56 CN participants, 19 (21.6%) of 88 SCD participants, 32 of 73 participants with MCI (43.8%), and 43 (79.6%) of 54 patients with AD showed amyloid deposition. When we analyzed the subgroup who provided CSF (n = 139), the results were similar to those from the total sample: i.e., the percentages of amyloid PET-positivity for CN (n = 28), SCD (n = 52), MCI (n = 27) and AD (n = 21) were 3.6%, 19.2%, 40.7% and 81.0%, respectively.
Cerebrospinal Fluid Biomarker Levels
The Aβ42 levels measured by 3 immunoassays in patients with MCI and AD were significantly lower than those in the CN group, while the levels among those with SCD were comparable to the CN group. The Aβ40 levels measured by ELISA and Lumipulse G did not differ among the groups. The levels of t-tau, p-tau, t-tau/Aβ42, and p-tau/Aβ42 determined by the three platforms in the AD group were significantly higher than those measured in the CN group. For those with MCI, the p-tau/Aβ42 levels measured by Lumipulse and Luminex were significantly higher than in the CN group. The ratio of t-tau/Aβ42 in the MCI group measured by Lumipulse was higher than in the CN group, while the levels in the MCI group measured by other assays were comparable with the CN group. In all immunoassay platforms, the mean Aβ42 level in the AD group was approximately 50% of the CN group level (Table 2), consistent with a previous study.[26] When we compared the ratio of Aβ42/Aβ40 measured by INNOTEST or Lumipulse G, the ratio among those with AD was significantly lower compared with the CN and SCD groups. The ratio in the MCI group measured by Lumipulse, but not by INNOTEST, was significantly lower than in the CN or SCD groups. As shown in Figure, the biomarker levels from the various immunoassay platforms were strongly intercorrelated.
Table 2
CSF Biomarker Levels Measured by Three Immunoassay Platforms.
Groups
|
CSF biomarker levels, median (95% CI)
|
Aβ42
|
Aβ40
|
T-tau
|
P-tau
|
T-tau/ Aβ42
|
P-tau/ Aβ42
|
Aβ42/ Aβ40
|
Luminex-AlzBio3
|
CN
|
573.2
(511.3–600.6)
|
n.d.
|
46.1
(42.1–55.4)
|
16.1
(13.7–18.6)
|
0.09
(0.08–0.10)
|
0.03
(0.03– 0.03)
|
n.d.
|
SCD
|
520.3
(484.2–570.5)
|
n.d.
|
46.0
(41.4–55.6)
|
16.9
(14.0–20.1)
|
0.09
(0.08–0.11)
|
0.03
(0.03–0.04)
|
n.d.
|
MCI
|
411.2 a,b
(282.8–541.1)
|
n.d.
|
48.4
(42.0–63.0)
|
21.2
(15.1–25.5)
|
0.12
(0.08–0.18)
|
0.05 a
(0.03–0.08)
|
n.d.
|
AD
|
290.6 a,b
(242.7–361.1)
|
n.d.
|
75.2 a,b
(49.5–107.0)
|
28.1 a,b
(22.7–49.4)
|
0.33 a,b,c
(0.17–0.44)
|
0.11 a,b
(0.06–0.22)
|
n.d.
|
INNOTEST
|
CN
|
756.7
(583.8–879.8)
|
6724
(5160–9070)
|
195.0
(156.1–239.7)
|
38.5
(35.0–49.7)
|
0.26
(0.23–0.32)
|
0.05
(0.05–0.07)
|
0.11
(0.09–0.12)
|
SCD
|
794.9
(642.0–950.7)
|
7405
(6388–9565)
|
199.5
(145.6–270.4)
|
43.8
(34.6–50.1)
|
0.26
(0.20–0.31)
|
0.05
(0.04–0.06)
|
0.10
(0.09–0.12)
|
MCI
|
565.1 b
(390.4–734.9)
|
7158
(5551–8164)
|
207.7
(156.3–291.5)
|
46.4
(34.1–53.6)
|
0.31
(0.23–0.66)
|
0.07
(0.05–0.12)
|
0.09
(0.06–0.12)
|
AD
|
409.3 a,b
(316.2–456.4)
|
7680
(5444–9697)
|
449.0 a,b,c
(270.9–692.0)
|
70.3 a,b,c
(49.0–99.9)
|
1.47 a,b,c
(0.61–1.89)
|
0.20 a,b,c
(0.10–0.25)
|
0.05 a,b,c
(0.04–0.07)
|
Lumipulse
|
CN
|
1104
(850.2–1340)
|
12521
(10583–14851)
|
224.0
(176.0–254.8)
|
28.7
(22.9–33.5)
|
0.20
(0.16–0.24)
|
0.03
(0.02–0.03)
|
0.09
(0.08–0.09)
|
SCD
|
958.9
(763.9–1148)
|
12098
(10655–13956)
|
221.5
(174.8–284.5)
|
28.3
(25.0–37.6)
|
0.21
(0.17–0.27)
|
0.03
(0.03–0.03)
|
0.09
(0.08–0.09)
|
MCI
|
651.4 a,b
(465.1–884.6)
|
10686
(9385–12829)
|
253.0
(192.0–342.0)
|
35.0
(24.7–52.1)
|
0.29 a
(0.22–0.83)
|
0.04 a,b
(0.03–0.12)
|
0.07 a,b
(0.04–0.09)
|
AD
|
505.5 a,b
(452.7–547.3)
|
11912
(9371–13487)
|
490.0 a,b,c
(355.0–699.0)
|
80.8 a,b,c
(42.2–112.6)
|
1.17 a,b,c
(0.61–1.67)
|
0.21 a,b
(0.09–0.25)
|
0.05 a,b
(0.04–0.05)
|
ap<0.05 versus CN; bp<0.05 versus SCD; cp<0.05 versus MCI by Dunn’s multiple comparison following Kruskal-Wallis test. |
Agreement on Amyloid PET and CSF Biomarker Levels Determined by Three Platforms
CSF amyloid positivity in the subgroup of 139 participants who provided CSF was determined using the cutoff of mean SUVR of amyloid PET from 215 participants (i.e., 1.20 for PiB and 0.62 for 18F-flutemetamol retention), which showed the highest discriminability between AD and CN.21 Based on the amyloid PET results, we determined CSF biomarker cutoffs at the highest agreement rate for amyloid deposition in the 128 participants who provided CSF and underwent the amyloid PET test. In all immunoassay platforms, Aβ42 (AUC = 0.884–0.920), t-tau/Aβ42 (AUC = 0.880–0.947), p-tau/Aβ42 (AUC = 0.894–0.921) and Aβ42/Aβ40 (AUC = 0.880–0.904) showed higher agreement than did t-tau (AUC = 0.636–0.852) or p-tau (AUC = 0.751–0.861), as expected (Table 3).
Table 3
ROC Parameters for CSF Biomarkers Measured by Different Immunoassay Platforms to Discriminate Participants with Amyloid-PET Positivity from Those with Amyloid-PET Negativity.
Assay Platforms
|
Parameters
|
Aβ42
|
Aβ40
|
T-tau
|
P-tau
|
T-tau/ Aβ42
|
P-tau/ Aβ42
|
Aβ42/ Aβ40
|
Luminex-AlzBio3
|
n*
|
128
|
-
|
127
|
128
|
127
|
128
|
|
ROC AUC
|
0.920
|
-
|
0.636
|
0.838
|
0.880
|
0.921
|
-
|
Cut-off value
|
466.9 pg/mL
|
-
|
63.75 pg/mL
|
21.02 pg/mL
|
0.133
|
0.045
|
-
|
PPA (%)
|
89.7
|
-
|
56.0
|
76.9
|
82.1
|
89.7
|
-
|
NPA (%)
|
84.3
|
-
|
87.5
|
82.0
|
93.2
|
88.8
|
-
|
INNOTEST
|
n
|
126
|
126
|
118
|
112
|
118
|
112
|
126
|
ROC AUC
|
0.891
|
n.s.
|
0.852
|
0.751
|
0.947
|
0.902
|
0.904
|
Cut-off value
|
499.7 pg/mL
|
-
|
247.3 pg/mL
|
41.29 pg/mL
|
0.484
|
0.079
|
0.091
|
PPA (%)
|
82.1
|
-
|
83.3
|
94.3
|
88.9
|
82.9
|
83.9
|
NPA (%)
|
94.3
|
-
|
74.4
|
45.5
|
96.3
|
88.3
|
94.9
|
Lumipulse
|
n
|
126
|
126
|
126
|
126
|
126
|
126
|
126
|
ROC AUC
|
0.884
|
n.s.
|
0.825
|
0.861
|
0.904
|
0.894
|
0.880
|
Cut-off value
|
653.4 pg/mL
|
-
|
337 pg/mL
|
36.0 pg/mL
|
0.315
|
0.051
|
0.060
|
PPA (%)
|
84.6
|
-
|
61.5
|
82.1
|
87.2
|
87.2
|
87.2
|
NPA (%)
|
88.5
|
-
|
89.7
|
78.2
|
88.5
|
93.1
|
92.0
|
*T-tau measured by Luminex of one sample and t-tau and p-tau measured using INNOTEST kits of 10 and 16 samples respectively were excluded following acceptance criteria of SOP, and two samples could not be measured due to loss of samples. ROC AUC, area under the receiver operating characteristic curve, PPA, positive percent agreement; NPA, negative percent agreement |
When we applied the predetermined cutoffs of each biomarker to 139 participants, including 11 without amyloid-PET results, the ability to discriminate AD from CN is summarized in Table S2 (Additional file). The AUC of t-tau/Aβ42 (AUC = 0.913, 0.927, and 0.952 in Luminex, INNOTEST, and Lumipulse, respectively), p-tau/Aβ42 (AUC = 0.897, 0.912, and 0.946 in Luminex, INNOTEST, and Lumipulse, respectively) and Aβ42/Aβ40 (AUC = 0.922 and 0.952 in INNOTEST and Lumipulse, respectively) were higher than Aβ42 alone (AUC = 0.907, 0.876, and 0.889 in Luminex, INNOTEST, and Lumipulse, respectively), except for p-tau/Aβ42 versus Aβ42 in Luminex. Aβ42 (AUC = 0.808, P < .0001), t-tau/Aβ42 (AUC = 0.765, P = .0008), p-tau/Aβ42 (AUC = 0.780, P = .0004) and Aβ42/Aβ40 (AUC = 0.769, P = .0006) from the Lumipulse assay showed significant discriminability between the MCI and CN groups. These biomarkers showed low sensitivity (48.1–51.9%) but higher specificity (85.7–96.4%). In the other immunoassay platforms, the diagnostic performance for discrimination between MCI and CN groups was like that for Lumipulse. As expected, when we compared the CSF biomarker levels between amyloid PET-positive and -negative groups, all biomarkers determined by the three assay platforms except Aβ40 differed significantly (Additional file: Table S3). In all assay platforms, the Aβ42 level in amyloid PET-positive participants was 50.6–53.8% of the amyloid PET-negative group.
Performance Of CSF Biomarkers For Predicting Clinical Progression
To test clinical predictability of the baseline PET-based cutoffs for cognitive decline, we followed participants up to 3 years. When we compared the progressive decline of cognitive function between above or below the CSF biomarker cutoffs, groups with AD-like CSF biomarker signature (i.e., lower Aβ42 or Aβ42/Aβ40, and higher p-tau/Aβ42 or t-tau/Aβ42 than cutoffs) showed more rapid decline in cognitive function (e.g., CDR, CDR-SB, MMSE, BDS-ADL, construction praxis, clock drawing and Short Blessed Test scores) compared with the groups with normal CSF biomarker signatures (P < .05). This significant difference remained after adjusting for either age and ApoE genotype or age, ApoE genotype, gender, and education years (Table 4). In the MCI group, although we observed a trend toward more rapid MMSE score decline in the group with an AD-like CSF signature (n = 14) compared with the group with a normal CSF signature (n = 13), the difference in the progressive cognitive decline did not reach statistical significance (Additional file: Supplementary Figure). A more rapid increase in CDR-SB scores among those in the MCI group with a higher t-tau/Aβ42, higher p-tau/Aβ42 or lower Aβ42/Aβ40 than among those in the MCI group with a normal CSF signature was observed, though the difference was not statistically significant. During follow-up, we observed that in the groups with normal cognition or without significant cognitive dysfunction (i.e., CN plus SCD, n = 80), there was more rapid progression of CDR scores (F = 3.107, P = .032) and delayed recognition (F = 4.870, P = .004) in the group with low Aβ42, more rapid progression of MMSE scores (F = 3.405, P = .023) in the group with high t-tau/Aβ42, and more rapid progression of construction recall (F = 3.432, P = .022) in the group with higher t-tau.
Table 4
Predictive Performance of CSF Biomarkers for Clinical Progression Among Overall Sample
Clinical variables
|
Biomarkers
|
Aβ42
|
T-tau
|
P-tau
|
Aβ42/Aβ40
|
t-tau/Aβ42
|
p-tau/Aβ42
|
F, P value
|
CDR
|
4.013,
0.009
|
1.512,
0.215
|
1.127,
0.341
|
3.627,
0.015
|
2.831,
0.041
|
3.639,
0.015
|
CDR-SB
|
7.283,
0.0001
|
1.584,
0.197
|
1.011,
0.390
|
5.982,
0.001
|
4.472,
0.005
|
6.416,
0.0001
|
BDS-ADL
|
2.529,
0.061
|
1.634,
0.185
|
0.749,
0.525
|
2.975,
0.034
|
2.199,
0.092
|
3.095,
0.030
|
SBT
|
1.389,
0.250
|
1.500,
0.218
|
0.661,
0.578
|
2.002,
0.117
|
2.365,
0.074
|
1.720,
0.167
|
MMSE
|
2.694,
0.050
|
2.362,
0.076
|
1.358,
0.260
|
4.227,
0.007
|
4.277,
0.007
|
5.030,
0.003
|
Costructional praxis
|
3.670,
0.016
|
1.596,
0.195
|
0.335,
0.800
|
2.071,
0.109
|
2.244,
0.088
|
2.088,
0.107
|
Clock drawing
|
3.224,
0.026
|
3.482,
0.019
|
1.356,
0.261
|
4.751,
0.004
|
5.091,
0.003
|
5.034,
0.003
|
Ten subjects with AD-like CSF signature (2, 1 and 7 at first, second and third follow-up, respectively) and 9 subjects with normal CSF signature (1, 4 and 4 at third, second and first follow-up, respectively) were lost to follow-up. CDR, Clinical Dementia Rating scale; CDR-SB, CDR-Sum of Boxes; BDS-ADL, Blessed Dementia Scale-Activities of Daily Living; SBT, Short Blessed Test; MMSE, Mini-Mental State Examination. |