a) Cross-sectional analysis for N=99
i) Demographics and traditional neuropsychology
Sixty-seven controls and 32 carriers with cross-sectional data were available for the VSTM binding task. Early PMC were on average slightly younger than controls and 12.9 years away from their expected onset. Late PMC were on average 5.8 years before expected onset and had lower education, baseline anxiety and depression scores compared to controls. As expected, symptomatic carriers were older, had lower MMSE and higher global CDR and were on average three years after expected onset at baseline (Table 1).
Early PMC had lower scores in verbal IQ, BPVS and NART measures compared to controls. Late PMC had significantly lower values for verbal IQ compared to controls but similar scores on remaining measures. Symptomatic individuals were on average, significantly worse than controls on arithmetic, RMT for words, digit span, Stroop and verbal IQ scores.
ii) Cross-sectional VSTM performance
For all groups, VSTM performance was significantly worse with higher-memory load (3 vs 1 item) (p<0.001 for all metrics). Longer delay (1 vs 4s) was also associated with worse localisation performance (p<0.001) and identification performance (p=0.008) but did not affect swaps proportion (p=0.255).
Symptomatic carriers had 44% lower odds of correctly identifying the target (difference in OR=0.57, p<0.001), 46% greater localisation error (p<0.001) and made a greater proportion of swap errors (p<0.001) in comparison to controls (Table 1). There was no significant interaction between group and delay, block or number of items in identification and localisation performance metrics. However, there was a significant interaction between delay and the proportion of swap errors (p=0.039), whereby symptomatic carriers showed larger differences (greater swap errors) compared to controls in the long-delay than the short-delay. Although there was no significant interaction with block (p=0.110), we investigated performance in the first block by delay, following Liang and colleagues finding of a significantly higher proportion of swap errors in the PMC group compared to controls, in the first block longer delay condition (12). Symptomatic carriers made a greater proportion of swap errors than controls in both blocks (both blocks p<0.001), with a larger difference in the 4s delay condition than 1s delay. No significant differences from controls emerged in either PMC group (Fig.2).
Figure 2. Cross-sectional adjusted mean performance by group (from model adjusted for age, sex and NART). A. Identification performance (across all conditions); B. Localisation error (across all conditions); C. Swap error proportion across all conditions and by delay in block 1. Error bars show +/- standard error of the mean. PMC=presymptomatic mutation carrier. *= significant at p<0.05.
Table 1. Baseline demographics, neuropsychology and VSTM performance by participant group for N=99
|
Controls
(N=67)
|
Early PMC
(N=12)
|
Late PMC (N=11)
|
Symptomatic carriers (N=9)
|
p value
|
3-way comparison
|
Early PMC vs controls
|
Late PMC vs controls
|
Symptomatic carriers vs controls
|
Demographics
|
|
|
|
|
|
|
|
|
Sex: N (%) Male
|
34 (50.7)
|
3 (25.0)
|
7 (63.6)
|
6 (66.7)
|
0.199
|
0.125
|
0.524
|
0.486
|
Age (yrs)
|
39.4 (8.1)
|
34.8 (6.4)
|
37.0 (5.0)
|
48.1 (9.8)
|
0.001
|
0.062
|
0.341
|
0.026
|
EYO (yrs)
|
NA
|
-12.9 (4.7)
|
-5.8 (1.8)
|
-3.0 (4.1)
|
NA
|
NA
|
NA
|
NA
|
AYO (yrs)
|
NA
|
NA
|
NA
|
-3.1 (4.0)
|
NA
|
NA
|
NA
|
NA
|
Education (yrs)
|
15.4 (2.7)
|
14.3 (2.5)
|
13.3 (2.5)
|
13.9 (2.9)
|
0.053
|
0.226
|
0.023
|
0.107
|
MMSE
|
29.5 (0.8)
|
29.3 (0.9)
|
29.5 (0.8)
|
25.1 (3.7)
|
0.002
|
0.297
|
0.708
|
<0.001
|
CDR global
|
0.0 (0.0)
|
0.0 (0.0)
|
0.0 (0.0)
|
0.6 (0.2)
|
<0.001
|
NA
|
NA
|
<0.001
|
Anxiety
|
6.1 (3.8)
|
7.9 (4.6)
|
3.9 (3.9)
|
7.0 (4.5)
|
0.083
|
0.269
|
0.035
|
0.473
|
Depression
|
3.2 (2.8)
|
2.9 (4.0)
|
1.3 (1.6)
|
2.4 (2.1)
|
0.115
|
0.355
|
0.020
|
0.543
|
Neuropsychology tests
|
|
Performance IQ
|
110.5 (16.3)
|
106.0 (15.7)
|
101.4 (10.1)
|
100.4 (12.1)
|
0.192
|
0.406
|
0.082
|
0.109
|
Verbal IQ
|
109.9 (14.9)
|
96.1 (15.1)
|
95.4 (13.5)
|
99.4 (18.8)
|
0.010
|
0.014
|
0.007
|
0.010
|
Arithmetic total/24
|
16.7 (6.8)
|
13.9 (5.0)
|
14.3 (4.6)
|
10.3 (5.8)
|
0.032
|
0.160
|
0.236
|
0.007
|
RMT faces
|
41.1 (7.2)
|
41.0 (4.2)
|
43.8 (4.5)
|
40.3 (3.7)
|
0.254
|
0.451
|
0.172
|
0.354
|
RMT words
|
47.0 (5.0)
|
48.7 (2.2)
|
46.5 (2.8)
|
35.3 (10.0)
|
<0.001
|
0.355
|
0.124
|
<0.001
|
Digit span forwards/8
|
7.1 (1.2)
|
6.8 (1.0)
|
7.4 (1.1)
|
6.0 (1.5)
|
0.029
|
0.125
|
0.451
|
0.014
|
Digit span backwards/7
|
5.2 (1.2)
|
5.7 (1.3)
|
5.4 (1.1)
|
4.3 (1.6)
|
0.151
|
0.166
|
0.666
|
0.092
|
BPVS
|
142.5 (8.8)
|
135.0 (14.4)
|
139.8 (10.1)
|
135.9 (11.8)
|
0.034
|
0.004
|
0.205
|
0.227
|
GNT/30
|
20.9 (4.6)
|
17.8 (5.8)
|
19.2 (5.4)
|
18.8 (7.2)
|
0.332
|
0.103
|
0.342
|
0.439
|
NART/50
|
31.8 (8.9)
|
24.1 (8.6)
|
27.7 (10.7)
|
25.4 (13.2)
|
0.036
|
0.007
|
0.196
|
0.226
|
VOSP OD /20
|
18.0 (2.8)
|
17.8 (1.8)
|
18.3 (1.3)
|
17.6 (1.5)
|
0.847
|
0.890
|
0.550
|
0.657
|
Stroop (s)
|
50.3 (14.0)
|
45.8 (12.2)
|
52.6 (14.1)
|
78.2 (22.4)
|
0.007
|
0.611
|
0.586
|
0.001
|
VSTM performance
|
|
|
|
|
|
|
|
|
Identification (% correct)
|
|
|
|
|
|
|
|
|
Overall
|
91.6 (4.8)
|
90.2 (6.3)
|
92.0 (3.9)
|
81.9 (5.0)
|
<0.001
|
0.569
|
0.453
|
<0.001
|
Localisation error (deg)
|
|
Overall
|
4.4 (1.3)
|
4.5 (1.3)
|
4.6 (1.1)
|
7.8 (1.8)
|
0.002
|
0.663
|
0.410
|
<0.001
|
Swap error (%)
|
|
|
|
|
|
|
|
|
Overall
|
10.6 (5.3)
|
11.7 (4.7)
|
10.2 (5.9)
|
22.6 (8.1)
|
<0.001
|
0.895
|
0.615
|
<0.001
|
Block 1, 1s delay
|
12.0 (8.4)
|
12.4 (9.2)
|
9.9 (5.0)
|
21.2 (12.6)
|
0.441
|
0.671
|
0.865
|
0.124
|
Block 1, 4s delay
|
13.2 (8.7)
|
18.7 (9.2)
|
15.0 (10.8)
|
23.2 (18.0)
|
0.027
|
0.057
|
0.996
|
0.010
|
Unadjusted mean values are given with SD unless otherwise stated. SD = standard deviation; NA= not applicable; PMC= presymptomatic mutation carrier; EYO=estimated years to/from symptom onset (a negative value indicates a younger age than their estimated age at symptom onset); AYO=actual years to/from onset (negative values indicate years post onset); Anxiety and depression scores from HADS= hospital anxiety and depression scale; IQ=intelligence quotient; MMSE=mini mental state examination; CDR=clinical dementia rating scale; RMT=recognition memory test; GNT=graded naming test; VOSP OD=object decision from the visual object and space perception battery. Digit spans forwards and backwards are taken from the WMS-R= Wechsler Memory Scale. Neuropsychology data were available at baseline for: 64 participants for performance IQ, verbal IQ; 98 for arithmetic total, GNT, NART, VOSP; 99 for RMT faces, RMT words, digit span forwards, digit span backwards; 71 for BPVS; and 78 for Stroop (s). Bold= significant at p<0.05.
b) Longitudinal analysis for N=48
Forty-eight individuals completing at least two annual visits were included in the longitudinal analysis: 19 controls; 20 individuals who remained PMC throughout the duration of the study: 12 early PMC, 8 late PMC; 3 converters-participants who were late PMC at baseline but had symptoms at their last follow-up visit and 6 symptomatic carriers. Baseline performance of the N=48 sample is summarised in the supplementary materials.
Considering all visits together, longer delay (1 vs 4s); higher memory load (3 vs 1 item); and block 1 (vs block 2) had significant effects on VSTM metrics resulting in worse: localisation, identification and swap error performance (greater error, poorer performance).
i) Rates of change between late PMC, early PMC, symptomatic carriers vs controls
Identification performance
Throughout the course of the study, identification performance within controls (p=0.913) and PMCs (early PMC: p=0.850; late PMC: p=0.217) remained similar, whereas performance for symptomatic carriers decreased (p=0.011) (see supplementary materials for more details).
There was no significant difference in the rate of change of identification performance between either PMC group (early or late PMC) and the controls (Table 2). Symptomatic carriers, showed a faster decline in identification performance over time (p=0.036), with 43% lower odds of correct identification than controls at baseline decreasing to 65% lower by year 3 (Table 2, Fig.3A). There was no significant interaction between group and item number (p=0.451), delay length (p=0.557) or block (p=0.408) in rates of change.
Localisation performance
Localisation performance of controls (p=0.737) and early PMC (p=0.826) generally stayed the same throughout the course of the study, whereas performance for late PMC (p=0.011) and symptomatic carriers (p=0.033) decreased (see supplementary materials for more details).
Late PMC and symptomatic carriers showed a trend towards a faster rate of decline in localisation performance compared to controls (late PMC: p=0.082; symptomatic carriers: p=0.066). No differences in rates of change were observed between early PMC and controls (p=0.946) (Table 2).
There was a significant interaction between delay and group in the rate of change (p=0.036), and both item number and (p<0.001) and delay length (p=0.002) had a significant effect on differences in performance between groups. There was a significant interaction of the effect of delay on rate of change in the late PMC group (p=0.013) such that in the 4s delay, but not 1s delay conditions, the late PMC showed significantly greater increase in localisation error over time than was seen in the controls (1-item: p=0.043, 3-items: p=0.008, Table 2). The late PMC group had significantly higher localisation error than controls from 2 years after baseline, with the greatest difference in the 3-items, 4s delay condition (difference 11% at baseline, increasing to 35% at 3 years) (Fig.3B).
Symptomatic carriers generally had faster increases in localisation error than controls, but this only reached statistical significance in the 3-items, 1s delay condition (p=0.043, Table 2). No further significant interaction effects on the rate of change were observed. There were no significant differences between early PMC and controls in any condition.
Swap error performance
Swap error performance for all groups, generally stayed the same throughout the course of the study (controls: p=0.937; early PMC: p=0.231; late PMC: p=0943 and symptomatic carriers: p=0.237) (see supplementary materials for more details).
There was no significant difference in rate of change in swap error performance over time between either PMC groups and controls. Although symptomatic carriers made a greater proportion of swap errors compared to controls (p<0.001), there was no significant difference in the rate of change in swap errors (p=0.309, Table 2, Fig.3C).
Although there was only weak evidence towards an interaction of block (p=0.086) and delay (p=0.089) for their effects on the differences in rate of change between groups, we specifically examined the 4s delay of block 1 following Liang and colleagues finding of higher swap errors in presymptomatic carriers in this condition (12). While there was a trend for higher swap error proportion for the late PMC group compared to controls (p=0.099, Table 2), this effect did not reach statistical significance. No differences were observed for the early PMC vs controls and despite a higher proportion of swaps overall (p<0.001), symptomatic carriers showed no difference in rate of change compared to controls in this condition either (p=0.946, Table 2).
Table 2. Comparison in the rates of change of VSTM metrics compared to controls.
Change per year
|
Early PMC
|
Late PMC
|
Symptomatic carriers
|
Mean* [95% CI]
|
p value
|
Mean* [95% CI]
|
p value
|
Mean* [95% CI]
|
p value
|
Identification performance: Odds ratio
|
Overall
|
1.01 [0.91, 1.13]
|
0.830
|
0.95 [0.84, 1.07]
|
0.395
|
0.85 [0.73, 0.99]
|
0.036
|
Localisation error: %
|
Overall
|
-0.1 [-3.8, 3.7]
|
0.946
|
3.6 [-0.4, 7.9]
|
0.082
|
6.5 [-0.4, 13.9]
|
0.066
|
3-items
|
0.9 [-3.0, 5.0]
|
0.644
|
3.6 [-0.7, 8.1]
|
0.099
|
6.9 [-0.5, 14.7]
|
0.068
|
3-items, 1s delay
|
-0.8 [-5.2, 3.8]
|
0.732
|
0.6 [-4.1, 5.6]
|
0.800
|
9.0 [0.3, 18.5]
|
0.043
|
3-items, 4s delay
|
2.7 [-1.9, 7.4]
|
0.252
|
6.9 [1.8, 12.2]
|
0.008
|
4.7 [-3.9, 14.2]
|
0.295
|
1-item
|
-3.9 [-9.1, 1.7]
|
0.169
|
3.8 [-2.3, 10.3]
|
0.230
|
5.0 [-5.9, 17.0]
|
0.384
|
1-item, 1s delay
|
-5.5 [11.0, 0.4]
|
0.065
|
0.7 [-5.6, 7.5]
|
0.825
|
7.1 [-4.9, 20.5]
|
0.260
|
1-item, 4s delay
|
-2.2 [-7.9, 3.9]
|
0.467
|
7.0 [0.2, 14.2]
|
0.043
|
2.8 [-8.6, 15.7]
|
0.640
|
Swap error: √proportion
|
Overall
|
-0.009 [-0.030, 0.012]
|
0.389
|
0.001 [-0.022, 0.024]
|
0.917
|
-0.015 [-0.045, 0.014]
|
0.309
|
Block 1, 4s delay
|
0.004 [-0.028, 0.036]
|
0.830
|
0.029 [-0.005, 0.063]
|
0.099
|
-0.002 [-0.049, 0.045]
|
0.946
|
CI=Confidence intervals; NA=not applicable; PMC=presymptomatic mutation carrier. *Adjusted mean difference in rate of change per year in the carrier group, compared to rate of change in controls. Bold= significant at p<0.05.
Figure 3.Longitudinal adjusted estimated meanperformance by group(from model adjusted for age, sex and NART).A. Identification performance (across all conditions). B. Localisation error performance for the 3-item, 4s delay condition. C. Swap error performance (across all conditions). PMC=presymptomatic mutation carrier. Error bars indicate +/- standard error by time from baseline visit.
ii) Relationship between VSTM performance and proximity to symptom onset
Identification performance
Considering symptomatic and presymptomatic carriers together, no significant association between identification performance and EYO emerged (p=0.120, Fig.4A), nor were there any significant interactions between task-conditions. However, identification performance significantly decreased with AYO in the subgroup analysis of symptomatic carriers and converters (p<0.001) (Fig.4B).
Localisation performance
For symptomatic and PMCs (early and late) together, a significant association between EYO and worse localisation error (p=0.024) was observed. There was a significant interaction with item number (p<0.001) and the delay length (p=0.002) such that the localisation deficit associated with closer proximity to onset was greater in the 3-item and 4s delay conditions (i.e. when the memory demands were greatest), but there was no interaction with block (p=0.137).
Results were therefore examined by item and delay. Both 3-item conditions, showed a significant increase in localisation error with increasing EYO (or more years post onset) (1s delay: p=0.036; 4s delay: p=0.002). The association was strongest in longest delay (difference from controls at -5 years: 1s delay 19.1 [95% CI 1.5, 39.8] %, p=0.032 vs 4s delay 23.9 [5.5, 45.4] %, p=0.009). In the 3-items, 4s delay model (Fig.4D), a statistically significant difference in mean localisation error between FAD carriers (presymptomatic and symptomatic) and controls was observed from 6 years before expected onset (20.1 [5.5,41.0] %; p=0.024).
Localisation error significantly increased with AYO within symptomatic carriers and converters (p<0.001) (Fig.4E).
Swap error proportion
There was no significant association between swap error and EYO in all mutation carriers (p=0.123, Fig.4G) nor between swap error performance and AYO in the symptomatic group with converters (p=0.863) (Fig.4H).
Figure 4. Relationship between VSTM performance and proximity to symptom onset.. Predicted mean (from model adjusted for age, sex and NART) performance. The first row shows identification performance results (across all conditions): A. Against EYO. B. Against AYO and C. individual unadjusted data per visit (each line represents a participant). The second row shows localisation error results (for the 3-items, 4s delay condition): D. Against EYO; E. Against AYO and F. individual unadjusted data (each line represents a participant). The third row shows swap error proportion results (across all conditions): G. Against EYO; H. Against AYO and I. individual unadjusted data (each line represents a participant). Converters are PMC who converted to a symptomatic stage at their last visit. PMC=presymptomatic mutation carrier. EYO=estimated years to/from symptom onset; AYO=actual years to/from symptom onset. Shaded area indicates 95% confidence intervals.
iii) Longitudinal change of participants on traditional neuropsychology
Following our findings of a faster rate of decline in localisation performance, we considered rates of change in traditional neuropsychology tasks.
Evidence for a greater reduction in task performance for late PMC vs controls was observed in recognition memory test (RMT) for words with 35 [45.6-22.2]% greater rate of decline per year, (p<0.001) and a significant difference from controls 3 years after baseline (71.2 lower odds of correct response [22.9-89.3]%). A difference between controls and early PMC group was seen for RMT for faces although in the opposite direction to that expected (early PMC: 13.7 [1.0-28.0]% greater increase in performance per year, p=0.034). No further significant group differences emerged. While verbal and performance IQ measures showed lower values for presymptomatic carriers at baseline, there was no evidence for a faster rate of decline compared to controls (VIQ: early PS: 0.9 [-1.1, 2.9] points per year, p=0.398; late PS: -0.0007 [-2.3, 2.3], p=1.000; PIQ: early PS: 0.07 [-1.5, 1.6] points per year, p=0.930; late PS: -0.8 [-2.6, 1.0], p=0.363). Symptomatic carriers had a greater rate of decline than controls in: performance IQ (-3.9 [-6.1, -1.7] points per year, p<0.001); arithmetic (-1.5 [-2.7, 0.3] points per year, p=0.012) and digit span backwards (62% greater decline per year, OR=0.34 [0.13,0.91], p=0.031)