| Literature DB >> 32377014 |
Cecilia Lundholm1, Bronwyn K Brew2,3, Brian M D'Onofrio2,4, Emma Caffrey Osvald2,5, Henrik Larsson2,6, Catarina Almqvist2,5.
Abstract
Asthma may negatively affect children's school performance, such as grades and exam results. Results from previous studies have shown varying results and may have suffered from confounding and other biases. We used a Swedish population-based cohort of 570,595 children with data on asthma (including severity and control) in Grades 7-8 and 9, school performance from Grade 9 (grade point sum, non-eligibility for upper secondary school and national test results) and measured confounders from national registers. We used sibling comparisons to account for unmeasured familial factors. Children with asthma and severe asthma performed slightly better in school than children without asthma when adjusting for measured confounders, but the associations were attenuated in sibling comparisons. In contrast, children with uncontrolled asthma performed slightly worse (e.g. Grade 9: βadj = -9.9; 95% CI -12.8 to -7.0; Cohen's d = 0.16). This association remained for uncontrolled asthma in Grade 9 in sibling comparisons (Grade 9: β = -7.7 points; 95% CI -12.6 to -2.6; Cohen's d = 0.12), but not for Grades 7-8. The attenuation of estimates when controlling for familial factors using sibling comparisons suggests that the differences were due to familial factors, rather than being causal. The remaining associations in sibling comparisons between uncontrolled asthma in Grade 9 and school performance are consistent with a causal association.Entities:
Mesh:
Year: 2020 PMID: 32377014 PMCID: PMC7203156 DOI: 10.1038/s41598-020-64633-w
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Flow chart of study population.
Descriptives of study population by asthma status in school Grades 7–8.
| No asthma | Mild/mod controlled | Severe controlled | Mild/mod uncontrolled | Severe uncontrolled | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| N | % | N | % | N | % | N | % | N | % | |
| 539,422 | 94.5 | 27,442 | 4.8 | 897 | 0.2 | 2,627 | 0.5 | 207 | 0.0 | |
| Boy | 272,166 | 94.0 | 15,405 | 5.3 | 553 | 0.2 | 1,373 | 0.5 | 116 | 0.0 |
| Girl | 267,256 | 95.1 | 12,037 | 4.3 | 344 | 0.1 | 1,254 | 0.4 | 91 | 0.0 |
| January | 45,426 | 94.0 | 2,571 | 5.3 | 83 | 0.2 | 242 | 0.5 | 28 | 0.1 |
| February | 44,596 | 94.1 | 2,485 | 5.2 | 65 | 0.1 | 207 | 0.4 | 22 | 0.0 |
| March | 51,140 | 94.3 | 2,710 | 5.0 | 81 | 0.1 | 256 | 0.5 | 17 | 0.0 |
| April | 51,209 | 94.5 | 2,626 | 4.8 | 98 | 0.2 | 222 | 0.4 | 17 | 0.0 |
| May | 48,984 | 94.8 | 2,313 | 4.5 | 90 | 0.2 | 246 | 0.5 | 16 | 0.0 |
| June | 47,709 | 95.0 | 2,194 | 4.4 | 74 | 0.1 | 214 | 0.4 | 11 | 0.0 |
| July | 47,548 | 95.1 | 2,154 | 4.3 | 68 | 0.1 | 219 | 0.4 | 15 | 0.0 |
| August | 45,855 | 94.7 | 2,251 | 4.6 | 70 | 0.1 | 225 | 0.5 | 21 | 0.0 |
| September | 42,930 | 94.6 | 2,166 | 4.8 | 80 | 0.2 | 205 | 0.5 | 13 | 0.0 |
| October | 40,653 | 94.5 | 2,047 | 4.8 | 75 | 0.2 | 209 | 0.5 | 14 | 0.0 |
| November | 36,411 | 94.2 | 1,974 | 5.1 | 64 | 0.2 | 206 | 0.5 | 15 | 0.0 |
| December | 36,961 | 94.4 | 1,951 | 5.0 | 49 | 0.1 | 176 | 0.4 | 18 | 0.0 |
| No | 518,394 | 94.6 | 25,973 | 4.7 | 842 | 0.2 | 2,439 | 0.4 | 194 | 0.0 |
| Yes | 21,028 | 92.4 | 1,469 | 6.5 | 55 | 0.2 | 188 | 0.8 | 13 | 0.1 |
| Sweden | 460,671 | 94.3 | 24,418 | 5.0 | 826 | 0.2 | 2,256 | 0.5 | 183 | 0.0 |
| Nordic country | 15,336 | 94.6 | 781 | 4.8 | 12 | 0.1 | 70 | 0.4 | 8 | 0.0 |
| EU | 9,325 | 95.8 | 360 | 3.7 | 13 | 0.1 | 32 | 0.3 | 1 | 0.0 |
| Europe, not EU | 17,255 | 97.1 | 440 | 2.5 | 6 | 0.0 | 60 | 0.3 | 3 | 0.0 |
| Africa | 6,958 | 94.5 | 348 | 4.7 | 9 | 0.1 | 47 | 0.6 | 4 | 0.1 |
| North America, Oceania | 1,544 | 94.1 | 84 | 5.1 | 2 | 0.1 | 9 | 0.5 | 1 | 0.1 |
| South America | 4,165 | 94.2 | 207 | 4.7 | 4 | 0.1 | 43 | 1.0 | 1 | 0.0 |
| Asia | 24,148 | 96.2 | 804 | 3.2 | 25 | 0.1 | 110 | 0.4 | 6 | 0.0 |
| Missing | 20 | 100.0 | 0 | 0.0 | 0 | 0.0 | 0 | 0.0 | 0 | 0.0 |
| Sweden | 454,320 | 94.4 | 24,016 | 5.0 | 812 | 0.2 | 2,193 | 0.5 | 185 | 0.0 |
| Nordic country | 14,130 | 94.6 | 701 | 4.7 | 21 | 0.1 | 77 | 0.5 | 8 | 0.1 |
| EU | 10,265 | 95.4 | 432 | 4.0 | 8 | 0.1 | 49 | 0.5 | 1 | 0.0 |
| Europe, not EU | 18,982 | 97.1 | 485 | 2.5 | 8 | 0.0 | 64 | 0.3 | 1 | 0.0 |
| Africa | 8,768 | 93.8 | 490 | 5.2 | 16 | 0.2 | 64 | 0.7 | 6 | 0.1 |
| North America, Oceania | 2,178 | 93.2 | 148 | 6.3 | 3 | 0.1 | 8 | 0.3 | 0 | 0.0 |
| South America | 4,358 | 94.1 | 224 | 4.8 | 4 | 0.1 | 43 | 0.9 | 0 | 0.0 |
| Asia | 23,727 | 96.2 | 805 | 3.3 | 21 | 0.1 | 108 | 0.4 | 5 | 0.0 |
| Missing | 2,694 | 94.2 | 141 | 4.9 | 4 | 0.1 | 21 | 0.7 | 1 | 0.0 |
| Middle school <9 years | 10,692 | 96.7 | 311 | 2.8 | 2 | 0.0 | 43 | 0.4 | 6 | 0.1 |
| Middle school 9 years | 58,228 | 95.2 | 2,542 | 4.2 | 69 | 0.1 | 336 | 0.5 | 14 | 0.0 |
| Upper secondary school 1–2 years | 196,062 | 94.4 | 10,251 | 4.9 | 317 | 0.2 | 1,077 | 0.5 | 90 | 0.0 |
| Upper secondary school 3 years | 97,016 | 94.6 | 4,877 | 4.8 | 178 | 0.2 | 449 | 0.4 | 28 | 0.0 |
| College/University <3 years | 96,392 | 94.1 | 5,349 | 5.2 | 192 | 0.2 | 432 | 0.4 | 35 | 0.0 |
| College/University ≥ 3years | 74,794 | 94.6 | 3,875 | 4.9 | 136 | 0.2 | 268 | 0.3 | 32 | 0.0 |
| Post-graduate education | 2,339 | 95.0 | 117 | 4.8 | 2 | 0.1 | 4 | 0.2 | 0 | 0.0 |
| Missing | 3,899 | 96.5 | 120 | 3.0 | 1 | 0.0 | 18 | 0.4 | 2 | 0.0 |
| Middle school <9 years | 12,270 | 95.6 | 481 | 3.7 | 15 | 0.1 | 60 | 0.5 | 5 | 0.0 |
| Middle school 9 years | 74,559 | 94.8 | 3,570 | 4.5 | 88 | 0.1 | 426 | 0.5 | 25 | 0.0 |
| Upper secondary school 1–2 years | 219,417 | 94.4 | 11,472 | 4.9 | 381 | 0.2 | 1,136 | 0.5 | 86 | 0.0 |
| Upper secondary school 3 years | 69,312 | 94.6 | 3,473 | 4.7 | 115 | 0.2 | 303 | 0.4 | 29 | 0.0 |
| College/University <3 years | 77,328 | 94.3 | 4,138 | 5.0 | 172 | 0.2 | 359 | 0.4 | 33 | 0.0 |
| College/University ≥ 3years | 70,636 | 94.7 | 3537 | 4.7 | 108 | 0.1 | 265 | 0.4 | 24 | 0.0 |
| Post-graduate education | 6,379 | 95.4 | 284 | 4.2 | 7 | 0.1 | 19 | 0.3 | 1 | 0.0 |
| Missing | 9,521 | 94.4 | 487 | 4.8 | 11 | 0.1 | 59 | 0.6 | 4 | 0.0 |
| 1st Quintile | 108,427 | 95.0 | 4,851 | 4.3 | 128 | 0.1 | 654 | 0.6 | 39 | 0.0 |
| 2nd Quintile | 108,018 | 94.7 | 5,333 | 4.7 | 156 | 0.1 | 500 | 0.4 | 35 | 0.0 |
| 3rd Quintile | 107,623 | 94.3 | 5,825 | 5.1 | 185 | 0.2 | 499 | 0.4 | 44 | 0.0 |
| 4th Quintile | 107,603 | 94.2 | 5,776 | 5.1 | 205 | 0.2 | 541 | 0.5 | 50 | 0.0 |
| 5th Quintile | 107,688 | 94.4 | 5,654 | 5.0 | 223 | 0.2 | 433 | 0.4 | 39 | 0.0 |
| Missing | 63 | 95.5 | 3 | 4.5 | 0 | 0.0 | 0 | 0.0 | 0 | 0.0 |
| No | 448,547 | 95.3 | 19,730 | 4.2 | 605 | 0.1 | 1,860 | 0.4 | 134 | 0.0 |
| Yes | 90,875 | 91.1 | 7,712 | 7.7 | 292 | 0.3 | 767 | 0.8 | 73 | 0.1 |
| No | 473,073 | 95.0 | 22,047 | 4.4 | 686 | 0.1 | 2,105 | 0.4 | 160 | 0.0 |
| Yes | 66,349 | 91.5 | 5,395 | 7.4 | 211 | 0.3 | 522 | 0.7 | 47 | 0.1 |
Associations of asthma (yes vs no) in different school years with grade point sum and non-eligibility to upper secondary school (USS).
| Grade point sum | Unadjusted model | Adjusted modela | Sibling comparisonb | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| n | β | [95% CI] | n | β | [95% CI] | Cohen’s d | nc | β | [95% CI] | Cohen’s d | |
| Asthma in Grades 7–8 | 570,595 | 2.1 | [1.4,2.8] | 556,994 | 3.9 | [3.3,4.5] | 0.06 | 22,450 | 0.4 | [−0.6,1.5] | 0.01 |
| Asthma in Grade 9 | 570,595 | 4.1 | [3.3,5.0] | 556,994 | 4.9 | [4.2,5.7] | 0.08 | 14,478 | 0.2 | [−1.1,1.5] | 0.00 |
| Non-eligibility to USS | n | OR | [95% CI] | n | OR | [95% CI] | nc | OR | [95% CI] | ||
| Asthma in Grades 7–8 | 570,595 | 0.86 | [0.83,0.90] | 556,994 | 0.84 | [0.80,0.88] | 2,354 | 0.99 | [0.87,1.12] | ||
| Asthma in Grade 9 | 570,595 | 0.85 | [0.80,0.89] | 556,994 | 0.84 | [0.80,0.89] | 1,352 | 1.07 | [0.91,1.26] | ||
aAdjusted models were adjusted for gender, ADHD, gender x ADHD interaction, mother’s and father’s education and asthma, family income the year the child started school.
bSibling comparisons were adjusted for all familial factors shared by the siblings + gender, ADHD, gender x ADHD interaction and family income the year the child started school.
cNumber of children in pairs discordant for both asthma variable and school performance measure.
Associations of asthma status in different Grades in school with grade point sum and non-eligibility to upper secondary school (USS).
| Grade point sum | Unadjusted model | Adjusted model | Sibling comparison | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| n | β | [95% CI] | n | β | [95% CI] | Cohen’s d | n | β | [95% CI] | Cohen’s d | |
| No | 539,422 | 0.0 | 526,503 | 0.0 | 11,225 | 0.0 | |||||
| Mild/moderate controlled | 27,442 | 3.4 | [2.6, 4.1] | 26,852 | 4.6 | [4.0, 5.3] | 0.07 | 10,120 | 0.3 | [−0.8, 1.4] | 0.00 |
| Severe controlled | 897 | 13.0 | [9.2, 16.7] | 885 | 12.5 | [9.3, 15.7] | 0.20 | 403 | 7.3 | [2.3, 12.3] | 0.12 |
| Mild/moderate uncontrolled | 2,627 | −14.2 | [−16.7, −11.7] | 2,553 | −6.7 | [−8.9, −4.5] | 0.11 | 1,086 | −0.5 | [−3.9, 2.9] | 0.01 |
| Severe uncontrolled | 207 | 0.6 | [−8.6, 9.7] | 201 | 4.5 | [−3.1, 12.2] | 0.07 | 84 | 2.9 | [−10.2, 15.9] | 0.05 |
| No | 551,128 | 0.0 | 537,931 | 0.0 | 7,239 | 0.0 | |||||
| Mild/moderate controlled | 16,281 | 5.8 | [4.8, 6.7] | 15,957 | 6.1 | [5.3, 6.9] | 0.10 | 6,210 | 1.0 | [−0.4, 2.3] | 0.02 |
| Severe controlled | 1,294 | 12.1 | [8.9, 15.4] | 1,270 | 10.3 | [7.6, 13.0] | 0.17 | 553 | 1.0 | [−3.9, 5.9] | 0.02 |
| Mild/moderate uncontrolled | 1,657 | −17.2 | [−20.6, −13.8] | 1,605 | −9.9 | [−12.8, −7.0] | 0.16 | 638 | −7.6 | [−12.6, −2.6] | 0.12 |
| Severe uncontrolled | 235 | −3.7 | [−11.7, 4.3] | 231 | −2.9 | [−9.8, 3.9] | 0.05 | 110 | −2.7 | [−13.8, 8.4] | 0.04 |
| No | 539,422 | 1.00 | 526,503 | 1.00 | 1,177 | 1.00 | |||||
| Mild/moderate controlled | 27,442 | 0.82 | [0.78, 0.86] | 26,852 | 0.81 | [0.77, 0.85] | 1,031 | 1.03 | [0.90, 1.18] | ||
| Severe controlled | 897 | 0.62 | [0.47, 0.83] | 885 | 0.68 | [0.51, 0.91] | 26 | 0.71 | [0.28, 1.77] | ||
| Mild/moderate uncontrolled | 2,627 | 1.40 | [1.25, 1.58] | 2,553 | 1.15 | [1.01, 1.30] | 155 | 0.73 | [0.51, 1.05] | ||
| Severe uncontrolled | 207 | 1.03 | [0.64, 1.64] | 201 | 0.87 | [0.51, 1.48] | 9 | 1.75 | [0.56, 5.43] | ||
| No | 551,128 | 1.00 | 537,931 | 1.00 | 676 | 1.00 | |||||
| Mild/moderate controlled | 16,281 | 0.77 | [0.72, 0.82] | 15,957 | 0.78 | [0.73, 0.83] | 540 | 0.95 | [0.79, 1.14] | ||
| Severe controlled | 1,294 | 0.73 | [0.59, 0.91] | 1,270 | 0.81 | [0.64, 1.02] | 52 | 1.05 | [0.58, 1.91] | ||
| Mild/moderate uncontrolled | 1,657 | 1.75 | [1.53, 2.00] | 1,605 | 1.44 | [1.23, 1.67] | 96 | 1.96 | [1.22, 3.14] | ||
| Severe uncontrolled | 235 | 1.00 | [0.64, 1.56] | 231 | 0.93 | [0.57, 1.51] | 10 | 2.67 | [0.59, 12.05] | ||
aAdjusted models were adjusted for gender, ADHD, gender x ADHD interaction, mother’s and father’s education and asthma, family income the year the child started school.
bSibling comparisons were adjusted for all familial factors shared by the siblings + gender, ADHD, gender x ADHD interaction and family income the year the child started school.
cNumber of children in pairs discordant for both asthma variable and school performance measure.
Association between asthma status in Grade 9 and results from national tests (range: 0–20 points) the same year.
| Unadjusted model | Adjusted modela | Sibling comparisonb | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| n | β | [95% CI] | n | β | [95% CI] | Cohen’s d | nc | β | [95% CI] | Cohen’s d | |
| No asthma | 525,295 | 0.0 | 513,306 | 0.0 | 3,969 | 0.0 | |||||
| Mild/moderate controlled | 15,587 | 0.1 | [0.0, 0.2] | 15,286 | 0.1 | [0.0, 0.1] | 0.02 | 3,423 | −0.1 | [−0.2, 0.0] | 0.02 |
| Severe controlled | 1,231 | 0.2 | [0.0, 0.5] | 1,208 | 0.0 | [−0.2, 0.3] | 0.01 | 284 | −0.2 | [−0.6, 0.2] | 0.05 |
| Mild/moderate uncontrolled | 1,494 | −0.7 | [−0.9,−0.5] | 1,448 | −0.4 | [−0.6, −0.2] | 0.10 | 342 | −0.5 | [−0.9, −0.1] | 0.12 |
| Severe uncontrolled | 212 | −0.5 | [−1.0, −0.0] | 209 | −0.5 | [−1.0, −0.1] | 0.12 | 58 | −0.3 | [−1.2, 0.6] | 0.07 |
| No asthma | 517,470 | 0.0 | 505,846 | 0.0 | 4,161 | 0.0 | |||||
| Mild/moderate controlled | 15,397 | 0.4 | [0.3, 0.5] | 15,101 | 0.3 | [0.2, 0.4] | 0.06 | 3,608 | 0.0 | [−0.1, 0.2] | 0.01 |
| Severe controlled | 1,215 | 1.0 | [0.7, 1.3] | 1,193 | 0.7 | [0.4, 1.0] | 0.12 | 330 | 0.2 | [−0.3, 0.7] | 0.04 |
| Mild/moderate uncontrolled | 1,486 | −0.9 | [−1.2, −0.6] | 1,444 | −0.5 | [−0.8, −0.2] | 0.09 | 316 | −0.3 | [−0.9, 0.2] | 0.06 |
| Severe uncontrolled | 211 | −0.8 | [−1.5, 0.0] | 208 | −0.6 | [−1.3, 0.1] | 0.11 | 59 | −0.3 | [−1.6, 1.1] | 0.05 |
| No asthma | 529,382 | 0.0 | 517,277 | 0.0 | 4,077 | 0.0 | |||||
| Mild/moderate controlled | 15,691 | 0.2 | [0.1, 0.3] | 15,388 | 0.2 | [0.2, 0.3] | 0.06 | 3,533 | −0.0 | [−0.1, 0.1] | 0.00 |
| Severe controlled | 1,237 | 0.5 | [0.3, 0.7] | 1,214 | 0.4 | [0.2, 0.6] | 0.10 | 305 | 0.0 | [−0.3, 0.4] | 0.01 |
| Mild/moderate uncontrolled | 1,546 | −0.4 | [−0.6, −0.2] | 1,501 | −0.2 | [−0.4, −0.1] | 0.06 | 340 | −0.3 | [−0.7, 0.0] | 0.08 |
| Severe uncontrolled | 220 | −0.1 | [−0.6, 0.4] | 217 | −0.2 | [−0.6, 0.3] | 0.05 | 55 | −0.4 | [−1.2, 0.4] | 0.11 |
a Adjusted models were adjusted for gender, ADHD, gender x ADHD interaction, mother’s and father’s education and asthma, family income the year the child started school.
b Sibling comparisons were adjusted for all familial factors shared by the siblings + gender, ADHD, gender x ADHD interaction and family income the year the child started school.
c Number of children in pairs discordant for both asthma variable and school performance measure.