| Literature DB >> 31532497 |
Aline Marileen Wiegersma1, Christina Dalman1,2, Brian K Lee3,4, Håkan Karlsson5, Renee M Gardner1.
Abstract
Importance: Given the critical role that iron plays in neurodevelopment, an association between prenatal iron deficiency and later risk of neurodevelopmental disorders, such as autism spectrum disorder (ASD), attention-deficit/hyperactivity disorder (ADHD), and intellectual disability (ID), is plausible. Objective: To test the a priori hypothesis that anemia diagnosed in mothers during pregnancy is associated with an increased risk of ASD, ADHD, and ID in offspring and that the magnitude of the risk varies with regard to the timing of anemia in pregnancy. Design, Setting, and Participants: This cohort study used health and population register data from the Stockholm Youth Cohort to evaluate 532 232 nonadoptive children born from January 1, 1987, to December 31, 2010, in Sweden, with follow-up in health registers until December 31, 2016. Data analysis was performed from January 15, 2018, to June 20, 2018. Exposures: Registered diagnoses of anemia during pregnancy. Gestational timing of the first recorded anemia diagnosis (≤30 weeks or >30 weeks) was considered to assess potential critical windows of development. Main Outcomes and Measures: Registered diagnoses of ASD, ADHD, or ID or co-occurring combinations of these disorders.Entities:
Year: 2019 PMID: 31532497 PMCID: PMC6751782 DOI: 10.1001/jamapsychiatry.2019.2309
Source DB: PubMed Journal: JAMA Psychiatry ISSN: 2168-622X Impact factor: 21.596
Figure 1. Selection of the Study Population and Characterization of Outcomes in the Stockholm Youth Cohort
Less prevalent outcomes (ie, individuals diagnosed with intellectual disability [ID] and attention-deficit/hyperactivity disorder [ADHD] but not autism spectrum disorder [ASD] and individuals diagnosed with all 3 diagnoses) were not considered individually because of insufficient power in these groups. Numbers in panels B and C are cases per 10 000 in the study cohort.
aLess than 1% of mothers were diagnosed with anemia from 1984 to 1986, and we excluded people born before 1987 as a result.
bRecords in the medical birth register (MBR) for individuals born in 2011 were not included in the data linkage for this cohort, and thus we excluded these individuals.
cDiagnosed with a known congenital disorder or an inborn error of metabolism that has been associated with intellectual disability.
Selected Characteristics by Maternal Anemia Exposure Category in the Stockholm Youth Cohort (Born 1987-2010)
| Characteristic | No. (%) of Participants | |||
|---|---|---|---|---|
| Maternal Anemia | Diagnosis, wk | |||
| Yes (n = 31 018) | No (n = 501 214) | ≤30 (n = 1534) | >30 (n = 28 198) | |
| Sex | ||||
| Male | 16 122 (52.0) | 256 762 (51.2) | 788 (51.4) | 14 626 (51.9) |
| Female | 14 896 (48.0) | 244 452 (48.8) | 746 (48.6) | 13 572 (48.1) |
| Maternal BMI | ||||
| Normal (18.5-25) | 15 685 (50.6) | 252 748 (50.4) | 725 (47.3) | 14 319 (50.8) |
| Underweight (<18.5) | 800 (2.6) | 13 399 (2.7) | 52 (3.4) | 716 (2.5) |
| Overweight (25-30) | 5579 (18.0) | 71 039 (14.2) | 250 (16.3) | 5101 (18.1) |
| Obese (>30) | 2170 (7.0) | 23 675 (4.7) | 103 (6.7) | 1978 (7.0) |
| Missing | 6784 (21.9) | 140 353 (28.0) | 404 (26.3) | 6084 (21.6) |
| Maternal age, y | ||||
| <25 | 3933 (12.7) | 75 180 (15.0) | 251 (16.4) | 3503 (12.4) |
| 25-29 | 8245 (26.6) | 148 240 (29.6) | 403 (26.3) | 7485 (26.5) |
| 30-34 | 11 188 (36.1) | 173 187 (34.6) | 501 (32.7) | 10 262 (36.4) |
| 35-39 | 6135 (19.8) | 86 675 (17.3) | 304 (19.8) | 5584 (19.8) |
| ≥40 | 1517 (4.9) | 17 932 (3.6) | 75 (4.9) | 1364 (4.8) |
| Disposable income at IP’s birth | ||||
| First quintile | 4212 (13.6) | 71 856 (14.3) | 315 (20.5) | 3697 (13.1) |
| Second quintile | 6606 (21.3) | 105 514 (21.0) | 429 (28.0) | 5889 (20.9) |
| Third quintile | 6553 (21.1) | 109 096 (21.8) | 324 (21.1) | 5963 (21.2) |
| Fourth quintile | 6734 (21.7) | 107 993 (21.6) | 247 (16.1) | 6228 (22.1) |
| Fifth quintile | 6913 (22.3) | 106 755 (21.3) | 219 (14.3) | 6421 (22.8) |
| Highest parental education level, y | ||||
| ≤9 | 1599 (5.2) | 29 014 (5.8) | 129 (8.4) | 1381 (4.9) |
| 10-12 | 10 999 (35.5) | 191 079 (38.1) | 643 (41.9) | 9903 (35.1) |
| >12 | 17 760 (57.3) | 272 670 (54.4) | 727 (47.4) | 16 325 (57.9) |
| Missing | 660 (2.1) | 8451 (1.7) | 35 (2.3) | 589 (2.1) |
| Maternal psychiatric history before IP’s birth (any diagnosis) | ||||
| Not present | 20 544 (66.2) | 355 244 (67.8) | 908 (59.2) | 18 817 (66.7) |
| Present | 10 474 (33.8) | 161 733 (32.3) | 626 (40.8) | 9381 (33.3) |
| Single or multiple birth | ||||
| Single | 28 699 (92.5) | 488 961 (97.6) | 1 360 (88.7) | 26 237 (93.0) |
| Multiple | 2 319 (7.45) | 12 253 (2.4) | 174 (11.3) | 1961 (7.0) |
| Birth order (parity) | ||||
| First child | 17 320 (55.8) | 224 443 (44.8) | 575 (37.5) | 15 982 (56.7) |
| Second child | 8 934 (28.8) | 183 821 (36.7) | 540 (35.2) | 8074 (28.6) |
| Third or later child | 4 764 (15.4) | 92 950 (18.5) | 419 (27.3) | 4142 (14.7) |
| Mother hospitalized for infection during pregnancy | ||||
| No | 28 619 (92.3) | 483 099 (96.6) | 1 336 (87.1) | 26 139 (92.7) |
| Yes | 2373 (7.7) | 17 229 (3.4) | 198 (12.9) | 2059 (7.3) |
| Mother born outside Sweden | ||||
| No | 22 141 (71.34) | 377 498 (75.3) | 862 (56.2) | 20 397 (72.3) |
| Yes | 8877 (28.6) | 123 716 (24.7) | 672 (43.8) | 7801 (27.7) |
| Interpregnancy interval, y | ||||
| First born | 17 320 (55.8) | 224 443 (44.8) | 575 (37.5) | 15 982 (56.7) |
| <1 | 1941 (6.23) | 42 557(8.5) | 157 (10.2) | 1709 (6.1) |
| 1-2 | 3579 (11.5) | 81 891 (16.3) | 194 (12.6) | 3246 (11.5) |
| 2-5 | 4500 (14.5) | 91 657 (18.3) | 307 (20.0) | 4037 (14.3) |
| 5-10 | 1871 (6.0) | 33 499 (6.7) | 141 (9.2) | 1652 (5.9) |
| >10 | 539 (1.7) | 8465 (1.7) | 40 (2.6) | 472 (1.7) |
| Missing | 1268 (4.1) | 18 702 (3.7) | 120 (7.8) | 1100 (3.9) |
| Size for gestational age | ||||
| Small for gestational age | 684 (2.2) | 11 761 (2.4) | 92 (6.0) | 556 (2.0) |
| Normal | 26 320 (84.8) | 460 425 (91.9) | 1212 (79.0) | 24 121 (85.5) |
| Large for gestational age | 1 547 (5.0) | 14 317 (2.9) | 47 (3.1) | 1447 (5.1) |
| Missing size for gestational age | 148 (0.5) | 2458 (0.5) | 9 (0.6) | 113 (0.4) |
| Missing because of multiple birth | 2319 (7.5) | 12 253 (2.4) | 174 (11.3) | 1961 (7.0) |
| Low Apgar score (<7) | ||||
| No | 30 228 (98.2) | 492 997 (99.1) | 1453 (95.7) | 27 543 (98.4) |
| Yes | 547 (1.8) | 4363 (0.9) | 65 (4.3) | 442 (1.6) |
| Missing | 243 (1.8) | 3854 (0.8) | 16 (1.0) | 213 (0.8) |
| Cesarean delivery | ||||
| No | 20 585 (66.4) | 422 980 (84.4) | 956 (62.3) | 18 782 (66.6) |
| Yes | 10 433 (33.6) | 78 225 (15.6) | 578 (37.7) | 9416 (33.4) |
| Missing | 0 | 9 (<0.1) | 0 | 0 |
| Gestational age at birth | ||||
| Preterm (induced) | 1879 (6.1) | 11 948 (2.4) | 355 (23.1) | 1397 (5.0) |
| Preterm (spontaneous) | 852 (2.8) | 14 898 (3.0) | 140 (9.1) | 678 (2.4) |
| Term | 25 186 (81.3) | 437 864 (87.5) | 973 (63.4) | 23 281 (82.6) |
| Post term | 3075 (9.9) | 35 618 (7.1) | 66 (4.3) | 2842 (10.1) |
| Missing | 26 (0.1) | 886 (0.2) | 0 | 0 |
| Preeclampsia | ||||
| Yes | 2 541 (8.2) | 15 459 (3.1) | 109 (7.1) | 2284 (8.1) |
| No | 28 477 (91.8) | 485 755 (96.9) | 1425 (92.9) | 25 914 (91.9) |
Abbreviations: BMI, body mass index (calculated as weight in kilograms divided by height in meters squared); IP, index person.
Prevalence of and ORs for ASD, ADHD, and ID in Offspring of Mothers Diagnosed With Anemia During Pregnancy, With Consideration of the Timing of Diagnosis
| Outcome | Cases, No. (%) [95% CI] | OR (95% CI) | No .of Siblings (Discordant Pairs, %) | Model 3, OR (95%CI) | ||
|---|---|---|---|---|---|---|
| No Maternal Anemia | Maternal Anemia | Model 1 | Model 2 | |||
| Any ASD | 16 523 (3.30) [3.25-3.35] | 1147 (3.70) [3.49-3.91] | 1.11 (1.04-1.18) | 1.05 (0.99-1.12) | 21 949 (4.92/4.34) | 1.00 (0.87-1.14) |
| Any ADHD | 34 890 (6.96) [6.89-7.03] | 2252 (7.26) [6.97-7.55] | 1.06 (1.01-1.11) | 1.04 (0.99-1.09) | 44 563 (4.64/4.18) | 1.01 (0.91-1.11) |
| Any ID | 5904 (1.18) [1.15-1.21] | 361 (1.16) [1.05-1.29] | 1.12 (1.00-1.24) | 1.05 (0.94-1.17) | 8 512 (4.18/3.59) | 1.10 (0.87-1.38) |
| ASD | 6732 (1.34) [1.31-1.38] | 481 (1.56) [1.42-1.69] | 1.14 (1.04-1.25) | 1.08 (0.98-1.19) | NA | NA |
| ADHD | 26 958 (5.38) [5.32-5.44] | 1681 (5.42) [5.17-5.68] | 1.05 (1.00-1.11) | 1.04 (0.99-1.10) | NA | NA |
| ID without ASD | 3083 (0.62) [0.59-0.64] | 180 (0.58) [0.50-0.67] | 1.14 (0.98-1.32) | 1.06 (0.91-1.24) | NA | NA |
| ASD with ID | 2821 (0.56) [0.54-0.58] | 181 (0.58) [0.50-0.67] | 1.10 (0.95-1.28) | 1.03 (0.88-1.20) | NA | NA |
| ASD with ADHD | 6970 (1.39) [1.36-1.42] | 485 (1.56) [1.43-1.71] | 1.08 (0.99-1.19) | 1.04 (0.94-1.14) | NA | NA |
| Any ASD | 16 523 (3.30) [3.25-3.35] | 69 (4.49) [3.52-5.66] | 1.54 (1.21-1.96) | 1.44 (1.13-1.84) | 21 835 (0.29/0.06) | 2.25 (1.24-4.11) |
| Any ADHD | 34 890 (6.96) [6.89-7.03] | 138 (9.00) [7.61–10.54] | 1.48 (1.24-1.77) | 1.37 (1.14-1.64) | 44 352 (0.20/0.19) | 1.18 (0.79-1.76) |
| Any ID | 5904 (1.18) [1.15-1.21] | 43 (2.80) [2.04-3.76] | 2.85 (2.09-3.89) | 2.20 (1.61-3.01) | 8 479 (0.22/0.13) | 2.59 (1.08-6.22) |
| ASD | 6732 (1.34) [1.31-1.38] | 26 (1.69) [1.11-2.47] | 1.38 (0.94-2.03) | 1.35 (0.92-2.00) | NA | NA |
| ADHD | 26 958 (5.38) [5.32-5.44] | 91 (5.93) [4.80-7.23] | 1.34 (1.08-1.66) | 1.23 (0.99-1.53) | NA | NA |
| ID without ASD | 3083 (0.62) [0.59-0.64] | 27 (1.76) [1.16-2.55] | 3.57 (2.41-5.27) | 2.72 (1.84-4.01) | NA | NA |
| ASD with ID | 2821 (0.56) [0.54-0.58] | 16 (1.04) [0.60-1.69] | 2.23 (1.36-3.64) | 1.74 (1.06-2.86) | NA | NA |
| ASD with ADHD | 6970 (1.39) [1.36-1.42] | 27 (1.76) [1.16-2.55] | 1.44 (0.99-2.11) | 1.38 (0.94-2.03) | NA | NA |
| Any ASD | 16 523 (3.30) [3.25-3.35] | 1014 (3.60) [3.38-3.82] | 1.07 (1.00-1.14) | 1.02 (0.95-1.09) | 21 835 (4.44/4.15) | 0.93 (0.81-1.08) |
| Any ADHD | 34 890 (6.96) [6.89-7.03] | 1997 (7.08) [6.79-7.39] | 1.03 (0.98-1.08) | 1.01 (0.96-1.06) | 44 352 (4.19/3.83) | 0.97 (0.88-1.08) |
| Any ID | 5904 (1.18) [1.15-1.21] | 296 (1.05) [0.93-1.18] | 1.01 (0.90-1.14) | 0.96 (0.85-1.09) | 8 479 (4.44/4.15) | 1.01 (0.79-1.29) |
| ASD | 6732 (1.34) [1.31-1.38] | 435 (1.54) [1.40-1.69] | 1.13 (1.02-1.25) | 1.07 (0.97-1.18) | NA | NA |
| ADHD | 26 958 (5.38) [5.32-5.44] | 1478 (5.24) [4.98-5.51] | 1.04 (0.98-1.09) | 1.03 (0.97-1.09) | NA | NA |
| ID without ASD | 3083 (0.62) [0.59-0.64] | 142 (0.50) [0.42-0.59] | 0.99 (0.84-1.18) | 0.95 (0.80-1.12) | NA | NA |
| ASD with ID | 2821 (0.56) [0.54-0.58] | 154 (0.55) [0.46-0.64] | 1.03 (0.87-1.21) | 0.98 (0.83-1.15) | NA | NA |
| ASD with ADHD | 6970 (1.39) [1.36-1.42] | 425 (1.51) [1.37-1.66] | 1.04 (0.94-1.15) | 0.99 (0.90-1.10) | NA | NA |
Abbreviations: ADHD, attention-deficit/hyperactivity disorder; ASD, autism spectrum disorder; GEE, generalized estimating equation; ID, intellectual disability; NA, not applicable; OR, odds ratio.
The frequency of each diagnostic outcome, followed by the prevalence (proportion) and 95% confidence interval for the prevalence.
Model 1: GEE model, clustered on maternal identifier, adjusted only for birth year and sex.
Model 2: GEE model, clustered on maternal identifier, adjusted for: birth year, sex, educational level, disposable income, mother born outside Sweden, body mass index, maternal age, maternal psychiatric history, multiple birth, interpregnancy interval, and maternal infection during pregnancy.
Proportion of discordant sibling pairs: the proportion of sibling pairs with the affected sibling exposed and the unaffected sibling unexposed is reported followed by the proportion of sibling pairs with the unaffected sibling exposed and the affected sibling unexposed.
Model 3: conditional logistic regression model.
Potentially overlapping diagnostic groups. Individuals included in one diagnostic group are potentially included in another diagnostic group (Figure 1B).
Mutually exclusive diagnostic groups. Individuals are included in only a single diagnostic group (Figure 1C).
Pregnancies affected by anemia but with unknown gestational week of diagnosis were excluded from this analysis.
Figure 2. Association Between Gestational Week of Maternal Anemia Diagnosis and Offspring Odds of Neurodevelopmental Outcomes Among the 29 732 Women With a Dated Anemia Diagnosis
The odds of each outcome according to gestational week at anemia diagnosis were flexibly fit using a restricted cubic spline model with 3 knots and gestational week 40 set as the referent. The solid line represents the odds ratio (OR) estimated from the fully adjusted generalized estimating equation model, clustered on maternal identifier, and adjusted for birth year, sex, educational level, disposable income, mother born outside Sweden, body mass index, maternal age, maternal psychiatric history, multiple birth, interpregnancy interval, and maternal infection during pregnancy. The dotted lines represent the 95% CI for the fully adjusted model. Results are shown for the potentially overlapping diagnostic outcomes (Figure 1B) in panels A to C and for the mutually exclusive diagnostic categories (Figure 1C) in panels D to H.
Mediation Analysis With Adverse Obstetric Outcomes as Potential Mediators Between Earlier Maternal Anemia (≤30 Weeks) and Offspring Risk of ASD, ADHD, and ID
| Variable | Offspring, Odds Ratio (95% CI) | ||
|---|---|---|---|
| Any ASD | Any ADHD | Any ID | |
| Cesarean delivery | |||
| Natural direct relationship | 1.35 (1.00-1.80) | 1.28 (1.02-1.55) | 1.95 (1.29-2.77) |
| Natural indirect relationship | 1.03 (0.95-1.14) | 1.04 (0.98-1.12) | 1.02 (0.91-1.16) |
| Total relationship | 1.39 (1.06-1.82) | 1.33 (1.07-1.58) | 1.98 (1.32-2.77) |
| Proportion, % | 9.52 | 12.78 | 2.21 |
| Low Apgar score | |||
| Natural direct relationship | 1.39 (1.05-1.82) | 1.33 (1.07-1.60) | 1.81 (1.22-2.55) |
| Natural indirect relationship | 1.00 (0.98-1.04) | 1.00 (0.98-1.04) | 1.11 (1.00-1.31) |
| Total relationship | 1.39 (1.05-1.81) | 1.34 (1.08-1.61) | 2.00 (1.31-2.82) |
| Proportion, % | NR | NR | 14.81 |
| Small for gestational age | |||
| Natural direct relationship | 1.45 (1.10-1.90) | 1.35 (1.09-1.62) | 1.92 (1.26-2.73) |
| Natural indirect relationship | 1.00 (0.97-1.05) | 1.01 (0.98-1.04) | 1.07 (1.00-1.21) |
| Total relationship | 1.45 (1.10-1.90) | 1.36 (1.08-1.61) | 2.05 (1.35-2.89) |
| Proportion, % | NR | 1.90 | 9.27 |
| Preterm (induced) | |||
| Natural direct relationship | 1.15 (0.75-1.53) | 1.18 (0.93-1.48) | 1.75 (1.08-2.58) |
| Natural indirect relationship | 1.11 (0.77-1.35) | 1.08 (0.99-1.21) | 1.09 (0.93-1.43) |
| Total relationship | 1.29 (0.94-1.67) | 1.27 (1.03-1.56) | 1.90 (1.22-2.75) |
| Proportion, % | 43.10 | 32.79 | 13.05 |
| Preterm (spontaneous) | |||
| Natural direct relationship | 1.17 (0.80-1.55) | 1.18 (0.93-1.47) | 1.78 (1.08-2.57) |
| Natural indirect relationship | 1.06 (0.98-1.21) | 1.02 (0.97-1.11) | 1.07 (0.97-1.27) |
| Total relationship | 1.24 (0.88-1.65) | 1.20 (0.95-1.50) | 1.90 (1.17-2.75) |
| Proportion, % | 28.13 | 11.10 | 10.21 |
| Preeclampsia | |||
| Natural direct relationship | 1.30 (0.95 -1.64) | 1.27 (1.06-1.54) | 1.86 (1.27-2.62) |
| Natural indirect relationship | 1.04 (0.99-1.12) | 1.01 (0.98-1.05) | 1.07 (0.99-1.23) |
| Total relationship | 1.35 (1.02-1.72) | 1.27 (1.06-1.52) | 1.99 (1.32-2.80) |
| Proportion, % | 13.1 | 2.45 | 9.39 |
| Cesarean delivery | |||
| Natural direct relationship | 1.55 (1.06-2.09) | 1.32 (0.99-1.66) | 2.05 (1.15-3.01) |
| Natural indirect relationship | 1.08 (0.96-1.28) | 1.09 (0.98-1.21) | 1.07 (0.92-1.32) |
| Total relationship | 1.68 (1.22-2.22) | 1.44 (1.09-1.77) | 2.21 (1.31-3.19) |
| Proportion, % | 15.56 | 22.86 | 9.11 |
| Low Apgar score | |||
| Natural direct relationship | 1.64 (1.14-2.18) | 1.43 (1.07-1.77) | 1.89 (1.07-2.83) |
| Natural indirect relationship | 1.00 (0.97-1.04) | 1.01 (0.98-1.07) | 1.19 (1.02-1.53) |
| Total relationship | 1.63 (1.17-2.15) | 1.44 (1.07-1.76) | 2.24 (1.29-3.23) |
| Proportion, % | NR | 3.43 | 21.20 |
| Small for gestational age | |||
| Natural direct relationship | 1.70 (1.23-2.28) | 1.39 (1.05-1.72) | 2.04 (1.18-3.01) |
| Natural indirect relationship | 0.99 (0.97-1.04) | 1.02 (0.98-1.08) | 1.08 (1.00-1.27) |
| Total relationship | 1.69 (1.22-2.23) | 1.42 (1.06-1.74) | 2.21 (1.31-3.18) |
| Proportion, % | NR | 5.55 | 10.12 |
| Preterm (induced) | |||
| Natural direct relationship | 1.43 (0.95-2.02) | 1.27 (0.92-1.65) | 1.65 (0.80-2.70) |
| Natural indirect relationship | 1.15 (0.98-1.45) | 1.13 (0.99-1.34) | 1.27 (0.96-1.87) |
| Total relationship | 1.64 (1.17-2.24) | 1.43 (1.09-1.79) | 2.10 (1.22-3.23) |
| Proportion, % | 28.21 | 32.93 | 32.03 |
| Preterm (spontaneous) | |||
| Natural direct relationship | 1.45 (0.98-2.05) | 1.28 (0.93-1.66) | 1.74 (0.90-2.81) |
| Natural indirect relationship | 1.07 (0.98-1.26) | 1.05 (0.98-1.17) | 1.20 (1.00-1.70) |
| Total relationship | 1.55 (1.07-2.16) | 1.34 (0.98-1.73) | 2.09 (1.19-3.39) |
| Proportion, % | 15.90 | 15.22 | 24.53 |
| Preeclampsia | |||
| Natural direct relationship | 1.63 (1.16-2.17) | 1.46 (1.12-1.83) | 2.05 (1.28.3.09) |
| Natural indirect relationship | 1.03 (0.97-1.12) | 1.01 (0.97-1.08) | 1.12 (0.99-1.36) |
| Total relationship | 1.68 (1.21-2.22) | 1.47 (1.13-1.81) | 2.39 (1.48-3.43) |
| Proportion, % | 6.30 | 2.00 | 13.68 |
Abbreviations: ADHD, attention-deficit/hyperactivity disorder; ASD, autism spectrum disorder; ID, intellectual disability; NR, not reported.
Adjusted for sex, birth year, educational level, disposable income, mother born outside Sweden, body mass index, maternal age, maternal psychiatric history, interpregnancy interval, and maternal infection during pregnancy.
Proportion mediated was calculated as log(natural indirect relationship)/log(total relationship).
The natural direct and natural indirect relationship were not in the same direction; therefore, the proportion mediated is not a logical value.