| Literature DB >> 36004439 |
M N Böhmer1,2, A Oppewal1, M J Valstar1,3, P J E Bindels4, E J W van Someren5,6,7, D A M Maes-Festen1,8.
Abstract
BACKGROUND: Evidence-based interventions to improve the sleep-wake rhythm, mood and behaviour in older adults with intellectual disabilities (ID) are limited. Increasing light exposure has been shown to be effective in improving the sleep-wake rhythm, mood, and behaviour in other populations. The current study investigates the effect of installing environmental dynamic lighting in common living rooms of care facilities on sleep-wake rhythm, mood, and behaviour in older adults with ID.Entities:
Keywords: chronotherapy; circadian rhythm; depression; elderly; intellectual disabilities; sleep problems
Mesh:
Year: 2022 PMID: 36004439 PMCID: PMC9541498 DOI: 10.1111/jir.12969
Source DB: PubMed Journal: J Intellect Disabil Res ISSN: 0964-2633
Figure 1Dynamic lighting in the common living rooms of two participating care facilities for older adults with intellectual disabilities. [Colour figure can be viewed at wileyonlinelibrary.com]
Figure 2Average light exposure of participants (n = 52) while in the common living room between 7 a.m. and 7 p.m. during baseline and intervention. Notes: Light exposure was measured 1 day during the last baseline measurement week and 1 day during the first intervention measurement week. Light exposure was measured in the direction of gaze using a Testo 545 digital lux meter (Testo SE & Co. KGaA, Germany), so the data represent the light levels that enter the eye. Light exposure measurements took place hourly between 7 a.m. and 7 p.m. whenever participants were in the common living area. If a participant was not in the common living area at the moment of the measurement, the measurement for that time point and that participant was missing. Despite the inclusion criterion of spending at least 1 h a day in the common living room, two participants missed all light exposure measurements. One measurement of 179 lux at 2 p.m. during the intervention measurement was considered an outlier and was not included in the analyses. The graph depicts 777 light exposure measurements from 52 participants in six facilities. During baseline, light exposure was measured on average 6.76 times per participant. Mean light exposure between 7:00 a.m. and 6:00 p.m. was 68 lux (SD = 46 lux) at baseline and 989 lux (SD = 211 lux) during intervention. Light exposure at 07:00 p.m. was 23 lux (SD = 8 lux) during baseline and 85 lux (SD = 34 lux) during intervention. [Colour figure can be viewed at wileyonlinelibrary.com]
Figure 3Study design; non‐randomised, non‐concurrent, multiple baseline design on dynamic lighting on sleep–wake rhythm, mood and behaviour. Notes: The baseline period of 9 weeks is indicated by the dark grey rectangles. Black squares indicate the week that the dynamic lighting was installed. The intervention period of 14 weeks is indicated by dotted rectangles. Weeks of measurements are indicated with black borders.
Figure 4Flow chart of selection of care facilities, inclusion of participants and selection of valid data.
Demographics, daily functioning, medical status and medication use of 54 participants at first baseline measurement
| Measurements | |||
|---|---|---|---|
| Participants, count | 54 | ||
| Age, mean (SD, range) | 63.4 | (8.6, 46–79) | |
| Female, count | 35 | 64.8% | |
| Level of ID, count | Mild | 12 | 22.2% |
| Moderate | 30 | 55.6% | |
| Severe | 1 | 1.9% | |
| Unknown | 11 | 20.4% | |
| Genetic syndromes | Down syndrome | 10 | 18.5% |
| associated with ID | Fragile X | 1 | 1.9% |
| No/unknown/syndrome not specified | 43 | 79.6% | |
| Activities of daily living, range 0–20, mean (SD) | 14.9 | (5.8) | |
| Instrumental activities of daily living, range 8–33, mean (SD) | 11.0 | (2.8) | |
| Mobility, count | Independent | 39 | 72.2% |
| Support | 8 | 14.8% | |
| Wheelchair | 7 | 13.0% | |
| Medication use, count | Antidepressants | 9 | 16.7% |
| Antipsychotics | 16 | 29.6% | |
| Sleep medication | 3 | 5.6% | |
| Benzodiazepines | 18 | 34.6% | |
| Anti‐epileptic | 8 | 14.8% | |
| Beta‐blockers | 10 | 18.5% | |
| Other psychotropic medication | 6 | 11.5% | |
| At least one of the above | 36 | 66.7% | |
| Missing medication use, | 2 | 3.7% | |
| Co‐morbidities, count | Depression | 5 | 9.4% |
| Anxiety | 6 | 11.3% | |
| Sleep problems | 5 | 9.4% | |
| Dementia | 6 | 11.3% | |
| ADHD | 3 | 5.7% | |
| Autism | 1 | 1.9% | |
| Cardiovascular disease | 22 | 41.5% | |
| Epilepsy | 11 | 20.8% | |
| Spasticity | 3 | 5.7% | |
| Visual impairment | 9 | 17.0% | |
| Hearing impairment | 18 | 33.9% | |
| Missing co‐morbidities, | 1 | 1.9% | |
Range is shown worst to best.
Data on level of ID were retrieved from the behavioural or medical records, but are not always recorded.
Umbrella variable of all reported cardiovascular conditions, for example, hypertension, pacemaker or cardiac arrhythmias.
Sleep–wake rhythm and sleep estimates up to 14 weeks after installing dynamic lighting
| Assessment scale | Baseline, mean (SD) | Intervention, mean (SD) | ||||||
|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 (3rd week after installation) | 5 (7th week after installation) | 6 (14th week after installation) | |||
| ( | ( | ( | ( | ( | ( | |||
| Sleep–wake | IS | Range, 0–1 | 0.69 (0.13) | 0.65 (0.16) | 0.7 (0.17) | 0.68 (0.18) | 0.64 (0.17) | 0.64 (0.19) |
| rhythm | IV | Range, 2–0 | 0.61 (0.26) | 0.55 (0.24) | 0.63 (0.31) | 0.65 (0.33) | 0.68 (0.35) | 0.57 (0.24) |
| L5 | Range, 0–60 | 10.16 (6.15) | 9.17 (5.08) | 10.43 (5.38) | 11.08 (6.94) | 11.02 (6) | 10.45 (5.59) | |
| L5‐onset | hh:mm | 00:17 (1:43) | 00:45 (2:01) | 00:59 (1:42) | 00:28 (1:43) | 00:17 (1:28) | 00:29 (1:32) | |
| M10 | Range, 0–60 | 47.7 (9.47) | 47.23 (8.77) | 47.83 (9.95) | 47.23 (10.06) | 46.12 (10.01) | 47.94 (8.12) | |
| M10‐onset | hh:mm | 9:32 (1:36) | 10:11 (2:01) | 10:07 (2:37) | 10:14 (2:04) | 9:43 (2:04) | 10:29 (2:19) | |
| Amplitude | Range, 0–60 | 37.53 (9.78) | 38.06 (8.93) | 37.39 (10.47) | 36.15 (10.85) | 35.09 (10.28) | 37.49 (10) | |
| RA | Range, 0–1 | 0.66 (0.15) | 0.68 (0.14) | 0.64 (0.15) | 0.63 (0.16) | 0.62 (0.15) | 0.64 (0.17) | |
| ( | (n = 35) | ( | ( | ( | (n = 27) | |||
| Sleep | Total sleep time (TST) | Hours | 7.87 (2.29) | 7.87 (2.11) | 7.56 (2.11) | 7.74 (2.24) | 7.76 (1.95) | 7.45 (2.04) |
| estimates | Waking after sleep onset (WASO) | Minutes | 87.59 (66.05) | 82.59 (59.49) | 83.62 (63.4) | 96.23 (75.35) | 96.77 (66.66) | 97.09 (70.57) |
| Sleep efficiency | % | 84.23 (10.38) | 85.34 (8.97) | 84.63 (10.01) | 82.77 (12.53) | 82.79 (10.86) | 82.21 (11.64) | |
| Sleep onset time | hh:mm | 22:23 (1:30) | 22:36 (1:43) | 22:50 (1:41) | 22:19 (1:25) | 22:20 (1:27) | 22:46 (1:40) | |
| Final wake time | hh:mm | 7:38 (1:44) | 7:51 (1:42) | 7:47 (1:39) | 7:40 (1:35) | 7:42 (1:27) | 7:51 (1:31) | |
| Mid‐sleep | hh:mm | 03:00 (1:06) | 03:14 (1:15) | 03:19 (1:13) | 02:59 (1:03) | 03:01 (1:04) | 03:19 (1:11) | |
| Number of wake bouts | 52.63 (29.8) | 52.42 (31.62) | 50.17 (30.32) | 54.34 (34.79) | 55.47 (27.71) | 54.31 (33.53) | ||
| Wake bout duration | Minutes | 1.78 (1.21) | 1.67 (0.87) | 1.8 (1.22) | 2.16 (2.64) | 1.9 (1.36) | 2.05 (1.71) | |
| Number of sleep bouts | 52.31 (29.96) | 52.21 (31.83) | 49.94 (30.46) | 54.04 (35.01) | 55.22 (27.82) | 53.95 (33.62) | ||
| Sleep bout duration | Minutes | 12.91 (16.22) | 12.76 (10.03) | 12.86 (9.30) | 13.46 (18.85) | 10.57 (5.62) | 17.14 (57.92) | |
| Short sleep (TST <6 h) | % | 17.60 | 15.20 | 24.90 | 22.10 | 16.60 | 23.70 | |
| Night waking (WASO >90 min) | % | 39.00 | 31.50 | 34.90 | 40.10 | 43.60 | 43.80 | |
Abbreviations: IS, interdaily stability; IV, intradaily variability; L5, mean activity during least active 5 h; M10, mean activity during most active 10 h; N, number of participants; RA, relative amplitude; SD, standard deviation; TST, total sleep time; WASO, waking after sleep onset.
Range is shown worst to best.
Figure 5Development over time of sleep–wake rhythm, sleep, mood and behaviour in people with ID showing the effect of dynamic lighting. (a) Interdaily stability*. (b) Intradaily fragmentation. (c) Sleep onset time*. (d) Mid‐sleep*. (e) Mean wake bout time*. (f) Depressive symptoms**. (g) Inadequate speech. *P < .011. **P < .0195. Notes: Effect plots for effect of dynamic lighting for primary outcomes (IS and IV), depressive symptoms and outcomes with natural spline (df = 2) for time in model. Dynamic lighting was installed in Study Week 10 (vertical dotted line). Study Weeks 1–9 indicate baseline period, and 11–24 indicate the intervention period. The solid line indicates the estimated development in the scores; the dashed lines indicate the bounds of the 95% confidence interval. After installing the lighting, IS of the sleep–wake rhythm fell by 0.08 points per week during the intervention (P = 0.001) and IV (P = 0.04) of the sleep–wake rhythm did not change significantly (threshold P value 0.011). Dynamic lighting made sleep onset time (P = <0.0001) and mid‐sleep (P = 0.0003) earlier and increased the mean wake bout time (P = 0.0076) (threshold P value 0.011). Dynamic lighting reduced depressive symptom scores by 3.42 points (CI: −4.92, −1.92, P = 0<.0001) (threshold P value 0.0195). Inadequate speech did not change with the introduction of dynamic light (P = 0.0242) (threshold P value 0.0195).
Estimates of effect of dynamic lighting on sleep–wake rhythm and sleep estimates
| Assessment scale |
Linear mixed model analysis Effect of dynamic light | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Valid obs |
| Beta | 5% | 95% |
| Effect size | |||
| Circadian | IS | Range, 0–1 | 158 | 38 | ‐ | ‐ | ‐ | 0.01 | ‐ |
| rhythm | IV | Range, 2–0 | 158 | 38 | ‐ | ‐ | ‐ | 0.04 | ‐ |
| L5 | Range, 0–60 | 158 | 38 | 0.50 | −1.15 | 2.15 | 0.56 | 0.09 | |
| L5 onset | Minutes | 158 | 38 | −44.00 | −87.51 | −0.48 | 0.05 | −0.32 | |
| M10 | Range, 0–60 | 158 | 38 | −0.67 | −2.38 | 1.03 | 0.45 | −0.12 | |
| M10 onset | Minutes | 149 | 36 | −7.41 | −58.36 | 43.53 | 0.78 | −0.05 | |
| Amplitude | Range, 0–60 | 158 | 38 | −1.15 | −3.46 | 1.16 | 0.34 | −0.16 | |
| RA | Range, 0–1 | 158 | 38 | 0.00 | −0.05 | 0.04 | 0.84 | −0.03 | |
| Sleep estimates | TST | Minutes | 966 | 39 | 17.39 | −5.13 | 39.91 | 0.13 | 0.24 |
| WASO | Minutes | 1027 | 41 | 6.38 | −2.76 | 15.52 | 0.17 | 0.21 | |
| Sleep efficiency | % | 1027 | 41 | −1.55 | −3.21 | 0.11 | 0.07 | −0.28 | |
| Sleep onset time | Minutes | 966 | 39 | ‐ | ‐ | ‐ | <0.0001 | ‐ | |
| Final wake time | Minutes | 966 | 39 | −6.47 | −25.11 | 12.18 | 0.50 | −0.11 | |
| Mid‐sleep | Minutes | 966 | 39 | ‐ | ‐ | ‐ | <0.001 | ‐ | |
| Number of wake bouts | 1027 | 41 | 0.96 | −3.64 | 5.56 | 0.68 | 0.06 | ||
| Wake bout duration | Minutes | 1027 | 41 | ‐ | ‐ | ‐ | 0.01 | ‐ | |
| Number of sleep bouts | 966 | 39 | 0.90 | −3.76 | 5.55 | 0.71 | 0.06 | ||
| Sleep bout duration | Minutes | 966 | 39 | 1.95 | −3.64 | 7.53 | 0.50 | 0.11 | |
| Log odds ratio | Odds ratio | Wald | Pr (>W) | ||||||
| Short sleep (TST<6 h) | % | 966 | 39 | −0.42 | 0.66 | 2.48 | 0.115 | ||
| Night waking (WASO >90 min) | % | 1027 | 41 | 0.15 | 1.16 | 0.47 | 0.4921 | ||
P < 0.011.
IS, interdaily stability; IV, intradaily variability; L5, mean activity during least active 5 h; M10, mean activity during most active 10 h; N, number of participants; RA, relative amplitude; SD, standard deviation; TST, total sleep time; Valid obs, valid observations; WASO, waking after sleep onset.
The relative amplitude (RA) was calculated as the difference between activity during the 10 most active hours (M10) and the 5 least active hours (L5) using the formula RA = M10 − L5/M10 + L5. L5 onset and M10 onset are indicators of the onset of the rest and activity periods.
Range is shown worst to best.
Linear mixed model analysis (lme) adjusted for time, intervention and covariates (full models in Appendix 1), test results presented for the variable intervention (dynamic light); as baseline measurements were not stable, the effect of dynamic lighting on outcome was not performed.
Final model included either interaction term time * intervention and/or natural spline (df = 2) for time; beta values are not representative of effect over complete intervention period. For representation of effect of dynamic lighting for this outcome, see Fig. 5.
Linear mixed model analysis (geeglm) adjusted for time, intervention and covariates (full models in Appendix 1), test results presented for the variable intervention (dynamic light).
Mood and behaviour outcomes up to 14 weeks after installing dynamic lighting
| Assessment scale | Baseline, mean (SD) | Intervention, mean (SD) | ||||||
|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 (3rd week after installation) | 5 (7th week after installation) | 6 (14th week after installation) | |||
| ( | ( | ( | ( | (n = 49) | ( | |||
| ADESS | Depressive symptoms | Range, 0–39 | 9.31 (5.23) | 10.40 (5.49) | 8.54 (5.82) | 6.08 (4.72) | 7.04 (6.51) | 7.50 (6.69) |
| Anxiety symptoms | Range, 0–21 | 5.71 (3.77) | 6.02 (3.08) | 5.17 (3.91) | 4.12 (3.14) | 4.76 (4.02) | 4.67 (3.22) | |
| Social avoidance | Range, 0–21 | 4.12 (2.93) | 4.75 (3.31) | 3.57 (3.39) | 2.78 (2.91) | 3.31 (3.96) | 3.37 (3.71) | |
| Other symptoms | Range, 0–33 | 7.96 (5.17) | 7.88 (5.51) | 6.37 (5.78) | 4.7 (4.68) | 5.33 (5.76) | 5.88 (5.98) | |
| Above cut‐off 14: depressive symptoms, % | 22.40 | 29.20 | 17.40 | 8.00 | 6.10 | 15.40 | ||
| Above cut‐off 10: anxiety symptoms, % | 20.40 | 20.80 | 8.70 | 6.00 | 10.20 | 5.80 | ||
| ( | ( | ( | ( | ( | ( | |||
| ABC | Hyperactivity | Range, 0–48 | 4.57 (5.35) | 5.94 (6.13) | 4.87 (5.83) | 3.33 (4.05) | 4.71 (6.02) | 5.06 (6.29) |
| Irritability | Range, 0–45 | 5.27 (5.67) | 5.94 (6.03) | 5.43 (5.38) | 3.90 (4.58) | 4.12 (4.77) | 4.5 (4.73) | |
| Lethargy | Range, 0–48 | 6.10 (5.67) | 6.54 (5.39) | 5.43 (6.45) | 4.02 (4.58) | 4.90 (6.91) | 5.04 (6.05) | |
| Inadequate speech | Range, 0–12 | 1.29 (1.68) | 1.54 (1.88) | 1.04 (1.79) | 0.78 (1.36) | 1.14 (1.85) | 0.98 (1.35) | |
| Stereotypy | Range, 0–21 | 0.67 (1.11) | 1.38 (2.41) | 1.17 (2.49) | 0.71 (1.59) | 0.82 (1.89) | 0.88 (1.80) | |
ABC, Aberrant Behaviour Scale; ADAMS, Anxiety, Depression and Mood scale; N, participants; SD, standard deviation.
Range is shown best to worst.
Estimates of effect of dynamic lighting on mood and behaviour
| Assessment scale |
Linear mixed model analysis Effect of dynamic lighting | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Valid obs |
| Beta | 5% | 95% |
| Effect size | |||
| ADESS | Depressive symptoms | Range, 0–39 | 285 | 52 | −3.42 | −4.92 | −1.92 | <0.001 | −0.61 |
| Anxiety symptoms | Range, 0–21 | 285 | 52 | −1.08 | −2.00 | −0.15 | 0.02 | −0.32 | |
| Social avoidance | Range, 0–21 | 285 | 52 | −1.39 | −2.30 | −0.48 | <0.01 | −0.41 | |
| Other symptoms | Range, 0–33 | ‐ | ‐ | ‐ | ‐ | ‐ | ‐ | ‐ | |
| Log odds | Odds ratio | Wald | Pr (>W) | ||||||
| Above cut‐off 14: depressive symptoms, % | 285 | 52 | −1.85 | 0.16 | 9.13 | <0.01 | |||
| Above cut‐off 10: anxiety symptoms, % | 285 | 52 | −0.10 | 0.90 | 0.04 | 0.85 | |||
| Valid obs | N | Beta | 5% | 95% |
| ||||
| ABC | Hyperactivity | Range, 0–48 | 285 | 52 | −2.32 | −3.41 | −1.22 | <0.001 | −0.57 |
| Irritability | Range, 0–45 | 285 | 52 | −1.85 | −2.81 | −0.89 | <0.01 | −0.52 | |
| Lethargy | Range, 0–48 | 285 | 52 | −2.06 | −3.56 | −0.55 | <0.01 | −0.37 | |
| Inadequate speech | Range, 0–12 | 285 | 52 | ‐ | ‐ | ‐ | 0.02 | ‐ | |
| Stereotypy | Range, 0–21 | ‐ | ‐ | ‐ | ‐ | ‐ | ‐ | ‐ | |
P < 0.0195.
ABC, Aberrant Behaviour Scale; ADAMS, Anxiety, Depression and Mood Scale; N, participants; Valid obs, Valid observations.
Range is shown best to worst.
Linear mixed model analysis (lme) adjusted for time, intervention and covariates (full models in Appendix 1), test results presented for intervention (dynamic lighting).
As baseline measurements were not stable, the effect of dynamic light on outcome was not analysed.
Linear mixed model analysis (geeglm) adjusted for time, intervention and covariates (full models in Appendix 1), test results presented for intervention (dynamic lighting).
Final model included a natural spline (df = 2) for time; beta values are not representative of effect over complete intervention period. For representation of effect of dynamic lighting for this outcome, see Fig. 5.
| Stability | IS ~ time * intervention + sex + age + mobility + ADL_T01 + epilepsy, random = ~ 1 | participant |
| Fragmentation | IV ~ ns(time, df = 2) * intervention + sex + age + mobility + ADL_T01 + IADL_T01 + epilepsy + beta blockers, random = ~ ns(time, df = 2) | participant |
| L5 | L5 ~ time + intervention + mobility + ADL_T01 + antidepressants + antipsychotics, random = ~ 1 | participant |
| L5 onset | L5onsetphase ~ time + intervention + daily activities (days per week) + benzodiazepines, random = ~ 1 | participant |
| M10 | M10 ~ time + intervention + ADL_T01 + epilepsy + beta blockers, random = ~ ns(time, df = 2) | participant |
| M10 onset | M10onsetphase ~ time + intervention + daily activities (hours per week) + benzodiazepines, random = ~ 1 | participant |
| Amplitude | AMP ~ time + intervention + ADL_T01 + IADL_T01 + mobility + epilepsy + beta blockers, random = ~ 1 | participant |
| Relative Amplitude | RA ~ time + intervention + antidepressants + antipsychotics + ADL_T01, random = ~ 1 | participant |
|
| |
| Total sleep time | TST ~ date + intervention + age + sex + IADL_T01 + ADL_T01 + daily activities (hours per week) + benzodiazepines + antipsychotics + epilepsy, random = ~ ns(date, df = 2) | participant |
| Waking after sleep onset | WASO ~ date + intervention + age + mobility + IADL_T01 + ADL_T01 + daily activities (days per week) + benzodiazepines + antipsychotics + antiepileptic's + hearing impairment + genetic syndrome + assumed sleep, random = ~ ns(date, df = 2) | participant |
| Sleep efficiency | SE ~ date + intervention + age + sex + mobility + IADL_T01 + ADL_T01 + daily activities (days per week) + benzodiazepines + antipsychotics + antiepileptic's + epilepsy + hearing impairment + genetic syndrome, random = ~ ns(date, df = 2) | participant |
| Sleep onset | SOT ~ ns(date, df = 2) * intervention + age + sex + ADL_T01 + daily activities (hours per week) + benzodiazepines + antipsychotics + antiepileptics + epilepsy + hearing impairment + genetic syndrome + level of ID + betablockers, random = ~ ns(date, df = 2) | participant |
| Final wake time | FWT ~ date + intervention + age + mobility + IADL_T01 + ADL_T01 + daily activities (hours per week) + benzodiazepines + antiepileptics, random = ~ ns(date, df = 2) | participant |
| Mid‐sleep | Midsleep ~ ns(date, df = 2) * intervention + age +s + IADL_T01 + ADL_T01 + daily activities (hours per week) + benzodiazepines + antipsychotics + antiepileptics + betablockers + hearing impairment, random = ~ 1 | participant |
| Number of sleep bouts | Numberofsleepbouts ~ date + intervention + age + mobility + IADL_T01 + ADL_T01 + daily activities (hours per week) + betablockers + antipsychotics + genetic syndrome + hearing impairment, random = ~ ns(Date, df = 2) | participant |
| Sleep bout duration | Meansleepbouttimemin ~ date + intervention + age + sex + Level of ID + mobility + ADL_T01 + daily activities (hours per week) + betablockers, random = ~ ns(date, df = 2) | participant |
| Number of wake bouts | Numberofwakebouts ~ date + intervention + age + sex + IADL_T01 + ADL_T01 + antipsychotics + betablockers + benzodiazepines + genetic syndrome + hearing impairment, random = ~ ns(Date, df = 2) | participant |
| Wake bout duration | Meanwakebouttimemin ~ date + intervention + age + sex + mobility + IADL_T01 + ADL_T01 + daily activities (days per week) + benzodiazepines + epilepsy, random = ~ ns(Date, df = 2) | participant |
| Short sleep | Shortsleep ~ date + intervention + age + ADL_T01 + IADL_T01 + daily activities (days per week) + antipsychotics, family = binomial(), id = participant, corstr = "exchangeable" |
| Night waking | Nightwaking ~ date + intervention + age + sex + mobility + ADL_T01 + IADL_T01 + daily activities (days per week) + antipsychotics + benzodiazepines, family = binomial, id = participant, corstr = "exchangeable" |
|
| |
| Depressive symptoms | ADAMS_Depression ~ time + intervention + age + sex + antipsychotics + epilepsy, random = ~ ns(time, df = 2) | participant |
| Anxiety symptoms | ADAMS_Anxiety ~ time + intervention + IADL_T01 + antipsychotics, random = ~ 1 | participant |
| Social avoidance | ADAMS_Social_Avoidance ~ time + intervention + sex + mobility + ADL_T01 + IADL_T01 + antipsychotics, random = ~ time | participant |
| Other symptoms | ‐ |
| Screening Depression | ScreeningDepression ~ time + intervention + daily activities (days per week) + antipsychotics, family = binomial(), id = participant, corstr = "exchangeable" |
| Screening Anxiety | ScreeningAnxiety ~ time + intervention + antipsychotics, family = binomial(), id = participant, corstr = "exchangeable" |
|
| |
| Hyperactivity | ABC_Hyperactivity ~ time + intervention + antipsychotics + epilepsy + benzodiazepines, random = ~ ns(time, df = 2) | participant |
| Irritability | ABC_Irritability ~ time + intervention + daily activities (days per week) + antipsychotics + epilepsy + benzodiazepines, random = ~ ns(time, df = 2) | participant |
| Lethargy | ABC_Lethargy ~ time + intervention + daily Activities (days per week) + antipsychotics + epilepsy + benzodiazepines, random = ~ time | participant |
| Inadequate speech | ABC_Inadequate_speech ~ ns(time, df = 2) * intervention + antipsychotics + mobility, random = ~ 1 | participant |
| Stereotypy | ‐ |
| Fixed effects: IS ~ time * Intervention + Sex + Age + Mobility + Barthel_T01 + Epilepsy | |||||
|---|---|---|---|---|---|
| Value | Std. error | DF |
|
| |
| (Intercept) | 0.3730249 | 0.26048541 | 117 | 1.4320376 | 0.1548 |
| time | 0.0057876 | 0.00242831 | 117 | 2.3833700 | 0.0188 |
| Intervention | 0.1072920 | 0.04184390 | 117 | 2.5641022 | 0.0116 |
| Sex female | 0.0403991 | 0.04829016 | 31 | 0.8365910 | 0.4092 |
| Age | 0.0012538 | 0.00305032 | 31 | 0.4110536 | 0.6839 |
| Mobility with support | −0.0756427 | 0.07959848 | 31 | −0.9503031 | 0.3493 |
| Mobility wheelchair | 0.0516261 | 0.09218538 | 31 | 0.5600252 | 0.5795 |
| Barthel_T01 | 0.0114818 | 0.00590995 | 31 | 1.9428009 | 0.0612 |
| Epilepsy | −0.0828045 | 0.06319795 | 31 | −1.3102411 | 0.1997 |
| time:intervention | −0.0082066 | 0.00273661 | 117 | −2.9988331 | 0.0033 |
| Baseline, mean (SD) | Intervention, mean (SD) |
Linear mixed model analysis effect of dynamic lightinga | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1.00 | 2.00 | 3.00 | 4 (3rd week after installation) | 5 (7th week after installation) | 6 (14th week after installation) | Valid obs |
| Beta | 5% | 95% |
| ||
| ( | ( | (n = 46) | ( | ( | ( | ||||||||
| Dizziness | Range, 0–3 | 0.61 (0.9) | 0.7 (1.07) | 0.45 (0.75) | 0.38 (0.75) | 0.3 (0.65) | 0.4 (0.72) | 252 | 52 | −0.14 | −0.35 | 0.08 | 0.20 |
| Drowsiness | Range, 0–3 | 1.3 (1.06) | 1.37 (1.06) | 1.19 (0.93) | 0.97 (0.92) | 1.14 (0.97) | 0.98 (0.95) | 252 | 52 | −0.18 | −0.63 | 0.02 | 0.26 |
| Eye complaints | Range, 0–3 | 0.79 (1.06) | 0.83 (1.13) | 0.93 (1.04) | 0.55 (0.93) | 0.65 (0.99) | 0.73 (1.03) | 252 | 52 | −0.35 | −0.65 | −0.04 | 0.03 |
| Feebleness | Range, 0–3 | 0.85 (0.95) | 1.16 (1.07) | 0.8 (0.85) | 0.67 (0.89) | 0.77 (0.98) | 0.71 (0.97) | 252 | 52 | −0.30 | −0.63 | 0.023 | 0.07 |
| Headache | Range, 0–3 | 0.67 (0.87) | 0.91 (1) | 0.78 (0.84) | 0.93 (1) | 0.61 (0.75) | 0.84 (1.01) | 252 | 52 | −0.02 | −0.32 | 0.27 | 0.88 |
| Hunger | Range, 0–3 | 1 (0.93) | 0.68 (0.87) | 0.78 (0.89) | 0.59 (0.78) | 0.65 (0.8) | 0.71 (0.89) | 252 | 52 | −0.12 | −0.42 | 0.18 | 0.43 |
| Hyperactivity | Range, 0–3 | 0.38 (0.73) | 0.41 (0.87) | 0.39 (0.71) | 0.2 (0.53) | 0.22 (0.58) | 0.42 (0.82) | 252 | 52 | −0.31 | −0.54 | −0.09 | 0.01 |
| Inability to sleep | Range, 0–3 | 0.65 (0.83) | 0.79 (0.89) | 0.8 (0.83) | 0.65 (0.85) | 0.73 (0.86) | 0.71 (0.93) | 252 | 52 | −0.20 | −0.48 | 0.09 | 0.17 |
| Irritability | Range, 0–3 | 1.16 (1) | 1.39 (1.18) | 1.3 (1.07) | 1.04 (1.07) | 1.16 (1.14) | 1.38 (1.22) | 252 | 52 | −0.33 | −0.62 | −0.03 | 0.03 |
| Nausea | Range, 0–3 | 0.46 (0.76) | 0.41 (0.76) | 0.54 (0.78) | 0.34 (0.63) | 0.34 (0.69) | 0.25 (0.47) | 252 | 52 | −0.09 | −0.33 | 0.15 | 0.47 |
| Constipation | Range, 0–3 | 0.73 (0.97) | 0.81 (1) | 0.91 (0.98) | 0.59 (0.76) | 0.71 (0.88) | 0.63 (0.79) | 252 | 52 | −0.29 | −0.57 | −0.01 | 0.046 |
| Nervous | Range, 0–3 | 1.02 (1.01) | 1.25 (1.06) | 1.23 (1.01) | 0.97 (1.03) | 1.12 (0.99) | 1.26 (1.01) | 252 | 52 | −0.30 | −0.58 | −0.03 | 0.03 |
| Anxious | Range, 0–3 | 0.91 (0.99) | 1.08 (0.98) | 0.93 (0.99) | 0.89 (1) | 1 (1.02) | 1 (1) | 252 | 52 | −0.05 | −0.35 | 0.24 | 0.72 |
| Stomachache | Range, 0–3 | 0.75 (0.99) | 0.85 (1.09) | 0.89 (1.01) | 0.69 (0.84) | 0.79 (1.11) | 0.69 (0.96) | 252 | 52 | −0.07 | −0.35 | 0.21 | 0.61 |
| Sweating | Range, 0–3 | 0.57 (0.91) | 0.47 (0.71) | 0.54 (0.86) | 0.38 (0.75) | 0.26 (0.63) | 0.38 (0.74) | 252 | 52 | −0.12 | −0.02 | 0.02 | 0.32 |
| Trembling hands | Range, 0–3 | 0.55 (0.91) | 0.54 (0.94) | 0.56 (0.91) | 0.4 (0.81) | 0.32 (0.77) | 0.48 (0.87) | 252 | 52 | −0.14 | −0.37 | 0.10 | 0.25 |
| Other complaints | Range, 0–3 | 0.65 (1.01) | 0.54 (0.98) | 0.78 (1.15) | 0.36 (0.88) | 0.32 (0.77) | 0.63 (0.97) | 252 | 52 | −0.38 | −0.69 | −0.08 | 0.01 |
P < .05.