| Literature DB >> 33855446 |
Lisa J Meltzer1, Kyla L Wahlstrom2, Amy E Plog3, Matthew J Strand1.
Abstract
STUDYEntities:
Keywords: adolescent; elementary; health policy; longitudinal; school start times; sleep
Year: 2021 PMID: 33855446 PMCID: PMC8271142 DOI: 10.1093/sleep/zsab048
Source DB: PubMed Journal: Sleep ISSN: 0161-8105 Impact factor: 5.849
Demographic characteristics of students
| Younger elementary school (Grades K-2) | Older elementary school (Grades 3–5) | |||||
|---|---|---|---|---|---|---|
| Pre-change | Post-change | Follow-up | Pre-change | Post-change | Follow-up | |
| Total | 4,207 | 3,159 | 3,149 | 9,604 | 9,812 | 9,720 |
| % enrolled | 37.2 | 27.9 | 27.5 | 77.0 | 77.3 | 77.8 |
| % female | 52.6 | 53.8 | 52.0 | 47.6 | 48.6 | 48.7 |
| % FRL | 18.4 | 16.4 | 15.6 | 22.3 | 27.4 | 18.7 |
| Grade | ||||||
| % K | 31.3 | 30.4 | 31.1 | |||
| % 1st | 34.1 | 35.3 | 34.8 | |||
| % 2nd | 34.6 | 34.3 | 34.1 | |||
| % 3rd | 34.0 | 31.7 | 30.3 | |||
| % 4th | 33.7 | 34.8 | 33.6 | |||
| % 5th | 32.4 | 33.5 | 36.1 | |||
| Race/ethnicity | ||||||
| % White | 63.1 | 63.6 | 63.9 | 57.9 | 55.0 | 51.8 |
| % Black | 5.2 | 4.4 | 4.4 | 9.5 | 10.4 | 10.2 |
| % Hispanic | 14.4 | 14.4 | 14.4 | 16.1 | 17.5 | 20.4 |
| % Asian | 8.6 | 8.3 | 8.6 | 8.1 | 8.1 | 8.5 |
| % MR/AIAN/NHOPI | 8.8 | 9.3 | 8.7 | 8.4 | 9.0 | 9.1 |
| Middle school (Grades 6–8) | High school (Grades 9–12) | |||||
| Pre-change | Post-change | Follow-up | Pre-change | Post-change | Follow-up | |
| Total | 8,414 | 9,619 | 9,915 | 6,275 | 9,849 | 10,516 |
| % Enrolled | 69.6 | 79.1 | 75.7 | 51.9 | 59.8 | 60.4 |
| % Female | 51.0 | 49.8 | 49.1 | 52.6 | 51.2 | 51.3 |
| % FRL | 20.2 | 24.6 | 18.1 | 17.8 | 21.3 | 15.3 |
| Grade | ||||||
| % 6th | 35.3 | 31.8 | 33.3 | |||
| % 7th | 32.8 | 34.3 | 33.8 | |||
| % 8th | 31.9 | 34.0 | 32.9 | |||
| % 9th | 39.7 | 30.1 | 26.9 | |||
| % 10th | 33.0 | 28.6 | 26.2 | |||
| % 11th | 27.3 | 24.6 | 26.0 | |||
| % 12th | 16.7 | 20.9 | ||||
| Race/ethnicity | ||||||
| % White | 58.7 | 56.6 | 53.1 | 57.0 | 56.4 | 52.0 |
| % Black | 10.3 | 11.2 | 10.4 | 11.2 | 11.3 | 11.3 |
| % Hispanic | 15.1 | 16.7 | 20.5 | 15.4 | 16.9 | 19.9 |
| % Asian | 8.9 | 8.2 | 8.8 | 9.8 | 9.7 | 10.1 |
| % MR/AIAN/NHOPI | 6.9 | 7.2 | 7.3 | 6.5 | 6.6 | 6.8 |
FRL, free or reduced lunch status; MR/AIAN/NHOPI, mixed race/American Indian or Alaskan Native/Native Hawaiian or Other Pacific Islander.
Means (95% CIs) and differences for sleep outcome variables across years using descriptive analytical methods
|
| |||||
|---|---|---|---|---|---|
| Pre-change | Post-change | Follow-up | Post–Pre | Follow-up–Post | |
| Younger elementary school (Grades K-2) | |||||
| Bedtime* | |||||
| Weekday | 20:32 | 20:21 | 20:19 | –11 min | –2 min |
| Weekend | 21:10 | 20:59 | 20:56 | –11 min | –3 min |
| Wake time* | |||||
| Weekday | 7:04 | 6:42 | 6:41 | –22 min | –1 min |
| Weekend | 7:42 | 7:32 | 7:28 | –10 min | –4 min |
| Duration* | |||||
| Weekday | 10.53 h | 10.35 h | 10.38 h | –11 min | +2 min |
| Weekend | 10.54 h | 10.55 h | 10.53 h | + <1 min | –2 min |
| Weekend oversleep*,† | 0.2 min | 12.1 min | 8.7 min | +11.9 min | –3.4 min |
| % sufficient sleep‡ | 98.6% | 98.2% | 98.7% | –0.4% | +0.5% |
| % poor sleep quality§ | 22.3% | 21.0% | 19.7% | –1.3% | –1.3% |
| % daytime sleepiness|| | 34.8% | 38.8% | 33.0% | +4.0% | –5.8% |
| Older elementary school (Grades 3–5) | |||||
| Bedtime* | |||||
| Weekday | 21:13 | 21:01 | 21:02 | –12 min | +1 min |
| Weekend | 22:21 | 22:19 | 22:20 | –2 min | +1 min |
| Wake time* | |||||
| Weekday | 7:05 | 6:42 | 6:42 | –23 min | No change |
| Weekend | 8:33 | 8:33 | 8:33 | No change | No change |
| Duration* | |||||
| Weekday | 9.87 h | 9.69 h | 9.67 h | –11 min | –1 min |
| Weekend | 10.19 h | 10.23 h | 10.22 h | +2 min | – <1 min |
| Weekend Oversleep*,† | 14 min | 26 min | 28 min | +12 min | +2 min |
| % Sufficient sleep‡ | 83.5% | 81.2% | 80.2% | –2.3% | –1.0% |
| % Poor sleep quality§ | 24.1% | 25.8% | 23.8% | +1.7% | –2.0% |
| % Daytime sleepiness|| | 22.4% | 26.5% | 25.8% | +4.1% | –0.7% |
| Middle school (Grades 6–8) | |||||
| Bedtime* | |||||
| Weekday | 21:49 | 21:58 | 21:59 | +9 min | +1 min |
| Weekend | 23:22 | 23:32 | 23:30 | +10 min | –2 min |
| Wake time* | |||||
| Weekday | 06:27 | 07:04 | 07:02 | +37 min | –2 min |
| Weekend | 09:12 | 09:20 | 09:16 | +8 min | –4 min |
| Duration* | |||||
| Weekday | 8.63 h | 9.11 h | 9.06 h | +29 min | –3 min |
| Weekend | 9.83 h | 9.79 h | 9.78 h | –2 min | – <1 min |
| Weekend oversleep*,† | 1.13 h | 0.60 h | 0.64 h | –32 min | +2 min |
| % Sufficient sleep‡ | 40.5% | 61.0% | 59.6% | +20.5% | –1.4% |
| % Poor sleep quality§ | 30.3% | 27.7% | 28.9% | –2.6% | +1.2% |
| % Daytime sleepiness|| | 48.7% | 37.1% | 38.5% | –11.6% | +1.4% |
| High school (Grades 9–12) | |||||
| Bedtime* | |||||
| Weekday | 22:23 | 22:37 | 22:46 | +14 min | +9 min |
| Weekend | 23:47 | 00:02 | 00:06 | +15 min | +4 min |
| Wake time* | |||||
| Weekday | 05:46 | 06:46 | 06:45 | +60 min | –1 min |
| Weekend | 09:16 | 09:27 | 09:27 | +11 min | No change |
| Duration* | |||||
| Weekday | 7.39 h | 8.14 h | 7.99 h | +45 min | –9 min |
| Weekend | 9.48 h | 9.41 h | 9.34 h | –4 min | –4 min |
| Weekend oversleep*,† | 2.05 h (2.01–2.09) | 1.21 h | 1.28 h | –77 min | +4 min |
| % Sufficient sleep‡ | 30.4% | 62.7% | 57.6% | +32.3% | –5.1% |
| % Poor sleep quality§ | 43.1% | 31.2% | 35.3% | –11.9% | +4.1% |
| % Daytime sleepiness|| | 76.2% | 55.2% | 62.0% | –21.0% | +6.8% |
h = hours, min = minutes.
*Data are presented as mean (95% CI), with military time used for bedtimes and wake times.
†Weekend oversleep is the difference between weekday and weekend sleep duration.
‡Sufficient sleep defined as an average of at least 9 h for ES and MS, and at least 8 h for HS4.
§Poor sleep quality defined as T ≥ 60 on PROMIS Pediatric Sleep Disturbance items.
||Daytime sleepiness defined as T ≥ 60 on PROMIS Pediatric Sleep Related Impairment items.
Figure 1.Changes in weekday sleep outcomes by school level using descriptive analyses.
F-Statistics and p-values for key predictors in linear mixed models for weekday and weekend sleep duration
|
|
|
|
| ||
|---|---|---|---|---|---|
| Later elementary school (Grades 3–5) | |||||
| Weekday sleep duration | Weekday sleep duration | ||||
| Year | 55.55 | <0.0001 | Year | 43.76 | <0.0001 |
| Race | 28.31 | <0.0001 | FRL | 32.28 | <0.0001 |
| Race × year | 2.41 | 0.0155 | FRL × year | 1.50 | 0.2304 |
| Weekend sleep duration | Weekend sleep duration | ||||
| Year | 0.32 | 0.7265 | Year | 0.01 | 0.9922 |
| Race | 2.00 | 0.0967 | FRL | 1.39 | 0.2457 |
| Race × year | 2.18 | 0.0290 | FRL × year | 1.73 | 0.1835 |
| Middle school (Grades 6–8) | |||||
| Weekday sleep duration | Weekday sleep duration‡ | ||||
| Year | 121.55 | <0.0001 | Year | 325.02 | <0.0001 |
| Race | 6.12 | 0.0006 | FRL | 0.00 | 0.9812 |
| Race × year | 1.29 | 0.2607 | FRL × year | 2.72 | 0.0657 |
| Weekend sleep duration | Weekend sleep duration | ||||
| Year | 0.45 | 0.6468 | Year | 0.97 | 0.3969 |
| Race | 1.21 | 0.3201 | FRL | 3.36 | 0.0968 |
| Race × year | 2.09 | 0.0475 | FRL × year | 0.57 | 0.5756 |
| High school (Grades 9–12) | |||||
| Weekday sleep duration | Weekday sleep duration | ||||
| Year | 252.36 | <0.0001 | Year | 202.31 | <0.0001 |
| Race | 18.82 | <0.0001 | FRL | 7.39 | 0.0418 |
| Race × year | 1.31 | 0.2656 | FRL × year | 1.15 | 0.3546 |
| Weekend sleep duration | Weekend sleep duration | ||||
| Year | 3.07 | 0.0911 | Year | 11.89 | 0.0023 |
| Race | 1.28 | 0.3124 | FRL | 4.94 | 0.0768 |
| Race × year | 3.22 | 0.0064 | FRL × year | 4.35 | 0.0436 |
Results for models with race are shown on left, those with FRL status on right. The ecological modeling approach was used to obtain results, unless otherwise noted.
*Numerator DF were as follows: Year = 2, Race = 4, Year × Race = 8; denominator DF ranged from 80 to 314.
†Numerator DF were as follows: Year = 2, FRL = 1, Year x FRL = 1; denominator DF ranged from 41 to 80.
‡Standard models did not converge, so for these conditions, so the unit modeling approach described in the methods section is reported.
Means and 95% CI for weekday and weekend sleep duration main effects in race models (hours; year means averaged across race, race means averaged across years)
| Later elementary (Grades 3–5) | Middle school (Grades 6–8) | High school (Grades 9–12) | ||||
|---|---|---|---|---|---|---|
| Weekday | Weekend | Weekday | Weekend | Weekday | Weekend | |
| Year | ||||||
| Pre-change | 9.84 | 10.21 | 8.61 | 9.80 | 7.34 | 9.46 |
| Post-change | 9.62 | 10.19 | 9.09 | 9.75 | 8.12 | 9.40 |
| Follow-up | 9.59 | 10.18 | 9.05 | 9.78 | 7.96 | 9.37 |
| Race | ||||||
| White | 9.81 | 10.22 | 8.98 | 9.81 | 7.86 | 9.43 |
| Black | 9.54 | 10.14 | 8.87 | 9.76 | 7.89 | 9.45 |
| Hispanic | 9.70 | 10.20 | 8.91 | 9.75 | 7.94 | 9.43 |
| Asian | 9.69 | 10.26 | 8.92 | 9.81 | 7.56 | 9.40 |
| MR/AIAN/NHOPI | 9.68 | 10.17 | 8.91 | 9.75 | 7.78 | 9.33 |
The ecological modeling approach was used to obtain results.
Means and 95% CI for weekday and weekend sleep duration main effects in FRL status models (hours; year means averaged across FRL status, FRL status means averaged across years)
| Later elementary (Grades 3–5) | Middle school (Grades 6–8) | High school (Grades 9–12) | ||||
|---|---|---|---|---|---|---|
| Weekday | Weekend | Weekday | Weekend | Weekday | Weekend | |
| Year | ||||||
| Pre-change | 9.84 | 10.22 | 8.63 | 9.84 | 7.41 | 9.51 |
| Post-change | 9.65 | 10.22 | 9.14 | 9.82 | 8.17 | 9.49 |
| Follow-up | 9.62 | 10.23 | 9.06 | 9.79 | 8.01 | 9.38 |
| FRL status | ||||||
| FRL | 9.63 | 10.24 | 8.95 | 9.84 | 7.89 | 9.50 |
| Not FRL | 9.77 | 10.21 | 8.94 | 9.79 | 7.84 | 9.41 |
The ecological modeling approach was used to obtain results.
Figure 2.Sleep outcomes (mean and 95% CI) for later elementary school students (grades 3–5); (A) by race and year; (B) by FRL status and year using ecological analyses.
Figure 3.Sleep outcomes (mean and 95% CI) for middle school students (grades 6–8); (A) by race and year; (B) by FRL status and year.
Figure 4.Sleep outcomes (mean and 95% CI) for high school students (grades 9–12); (A) by race and year; (B) by FRL status and year.