Cited by 50Autism Spectrum Disorder ResearchInfant Development and Preterm CareMaternal Mental Health During Pregnancy and Postpartum

Population attributable fractions for three perinatal risk factors for autism spectrum disorders, 2002 and 2008 autism and developmental disabilities monitoring network

Open access
Schieve, Laura A., Tian, Lin H., Baio, Jon, Rankin, Kristin, Rosenberg, Deborah, Wiggins, Lisa, Maenner, Matthew J., Yeargin-Allsopp, Marshalyn +6 more·2014·Annals of Epidemiology

Abstract

Purpose Numerous studies establish associations between adverse perinatal outcomes/complications and autism spectrum disorder (ASD). There has been little assessment of population attributable fractions (PAFs).Methods We estimated average ASD PAFs for preterm birth (PTB), small for gestational age (SGA), and Cesarean delivery (CD) in a U.S. population. Average PAF methodology accounts for risk factor co-occurrence. ASD cases were singleton non-Hispanic white, non-Hispanic black, and Hispanic children born in 1994 (n = 703) or 2000 (n = 1339) who resided in 48 U.S. counties included within eight Autism and Developmental Disabilities Monitoring Network sites. Cases were matched on birth year, sex, and maternal county of residence, race-ethnicity, age, and education to 20 controls from U.S. natality files.Results For the 1994 cohort, average PAFs were 4.2%, 0.9%, and 7.9% for PTB, SGA, and CD, respectively. The summary PAF was 13.0% (1.7%-19.5%). For the 2000 cohort, average PAFs were 2.0%, 3.1%, and 6.7% for PTB, SGA, and CD, respectively, with a summary PAF of 11.8% (7.5%-15.9%).Conclusions Three perinatal risk factors notably contribute to ASD risk in a U.S. population. Because each factor represents multiple etiologic pathways, PAF estimates are best interpreted as the proportion of ASD attributable to having a suboptimal perinatal environment resulting in PTB, SGA, and/or CD.

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Crossref · 10.1016/j.annepidem.2013.12.014

Cites

Statistics

Nothing to recompute.

Claims the paper makes

0 of 4 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    In both cohorts, 44% of ASD cases had at least one of the three factors.

    “The proportion of cases with any of the three was 44% for both cohorts.”
    Quote in the paperNot a substantial claim
  • Findingown data

    The summary PAF for the 2000 birth cohort was 11.8% (7.5%-15.9%).

    “For the 2000 cohort, average PAFs for PTB, SGA, and CD were 2.0%, 3.1%, and 6.7%, respectively, with a summary PAF of 11.8% (7.5%–15.9%).”
    Quote in the paperSubstantial claim
  • Findingown data

    After excluding questionable controls, the re-estimated PAFs differed from the original estimates by less than 0.1 percentage point.

    “All re-estimates matched our original findings within one-tenth of a percent.”
    Quote in the paperNot a substantial claim
  • Findingown data

    The summary PAF for the 1994 birth cohort was 13.0% (7.7%-19.5%).

    “For the 1994 cohort, average PAFs for PTB, SGA, and CD were 4.2%, 0.9%, and 7.9% respectively, with a summary PAF of 13.0% (7.7%–19.5%) (Table 4 and Fig. 1).”
    Quote in the paperNot a substantial claim
  • Findingown data

    The difference in summary PAFs between the 1994 and 2000 cohorts was not statistically significant.

    “The slight difference in summary PAFs between cohorts was not statistically significant.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. 6
  • May combine two claims. 18
  • The quote only partly states this claim. 1
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Conditional and unconditional logistic regression produced very similar results.

    “The findings from conditional and unconditional logistic regression were very similar; thus, we only present the former.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    For the 1994 birth cohort, the estimated average PAFs were 4.2% for PTB, 0.9% for SGA, and 7.9% for CD.

    “For the 1994 cohort, average PAFs were 4.2%, 0.9%, and 7.9% for PTB, SGA, and CD, respectively.”
    • Also stated in: § Results · plain
      “For the 1994 cohort, average PAFs for PTB, SGA, and CD were 4.2%, 0.9%, and 7.9% respectively, with a summary PAF of 13.0% (7.7%–19.5%) (Table 4 and Fig. 1).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For the 2000 birth cohort, the estimated average PAFs were 2.0% for PTB, 3.1% for SGA, and 6.7% for CD.

    “For the 2000 cohort, average PAFs were 2.0%, 3.1%, and 6.7% for PTB, SGA, and CD, respectively, with a summary PAF of 11.8% (7.5%–15.9%).”
    • Also stated in: § Results · plain
      “For the 2000 cohort, average PAFs for PTB, SGA, and CD were 2.0%, 3.1%, and 6.7%, respectively, with a summary PAF of 11.8% (7.5%–15.9%).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Among ASD cases, frequencies of PTB, SGA, and CD were 13-14%, 11-12%, and 27-28%, respectively, in both cohorts.

    “Overall, the frequencies of PTB, SGA, and CD among cases were 13%–14%, 11%–12%, and 27%–28%, respectively, for both cohorts (Table 2).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    All three factors were present in 0.7% of 1994-cohort cases and 1.0% of 2000-cohort cases.

    “The proportion of cases with all three factors was 0.7% and 1.0%, for the 1994 and 2000 cohorts, respectively.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Compared with the full ADDM populations, both study cohorts had somewhat lower PTB and SGA rates and somewhat higher CD rates.

    “For both cohorts, our study populations had slightly lower preterm and SGA rates and slightly higher CD rates than the total ADDM populations.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingnone given

    Results comparing males and females were imprecise and inconsistent.

    “The findings for males versus females were imprecise and inconsistent.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Nearly all 18 stratum-specific odds ratios were greater than 1.0, although some confidence limits included 1.0.

    “Moreover, within both cohorts, nearly all the 18 stratum-specific ORs were greater than 1.0 (although some CLs included 1.0), indicating that children with ASD were more likely to have each risk factor alone or together with other risk factors.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The 2000 birth cohort was comparable with the total ADDM population on race-ethnicity and maternal education, while the 1994 cohort had slightly lower proportions of Hispanics and advanced maternal education.

    “The 2000 birth cohort was also comparable on race-ethnicity and maternal education, although proportions of His-panics and advanced maternal education were slightly lower for the 1994 cohort study population.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In both cohorts, controls generally had lower percentages of each risk factor, overall and within strata of the other factors, except for SGA without PTB or CD in the 1994 cohort.

    “For both cohorts, the percentages of the risk factors, overall, and in various strata of the other factors was lower among the controls than cases, with only one exception (SGA without PTB or CD in the 1994 cohort).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Subgroup results hinted that the summary PAF might be somewhat larger for ASD cases who also had intellectual disability, but the confidence limits for the ID and non-ID groups overlapped and the difference was hard to interpret.

    “Subgroup analyses for both cohorts (Table 4) were suggestive of a slightly higher summary PAF for ASD cases with co-occurring ID; however, CLs for the two subgroups with and without ID overlapped and the large PAF difference for the subgroup with ID unknown is difficult to interpret.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Confidence limits at 95% for the average and summary PAFs were obtained by bootstrap with 1000 resamples.

    “We estimated 95% confidence limits (CLs) for average and summary PAFs using a bootstrap technique with 1000 replicates.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    Sensitivity analyses were conducted to assess the impact of inadvertently selecting a case as a control.

    “We conducted sensitivity analyses to assess the impact of this possible problem (see the following section).”
    • Also stated in: § Statistical methods · plain
      “We also performed sensitivity analyses to consider the potential problem that in some case-control sets, one selected control was actually the case.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductreasoning

    The selection criteria did not affect internal validity but narrowed generalizability.

    “These selection criteria, although not impacting internal validity, did narrow the generalizability.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The average PAF method accounts for co-occurrence among risk factors and adjusts for confounders, avoiding overestimation from separate crude or adjusted PAFs.

    “Average PAF methodology accounts for risk factor co-occurrence.”
    • Also stated in: § Statistical methods · hedged
      “Average PAFs account for co-occurrence among the three factors while adjusting for other potential confounders; thus, in general, average PAFs address the inherent over-estimation that occurs when computing separate crude or adjusted PAFs [21].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [21] Rockhill, 1998, Use and misuse of population attributable fractions, Am J Public Health source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductreasoning

    Each case was matched with 20 controls using birth year, sex, maternal race-ethnicity, county of residence, maternal age, and maternal education as matching variables, to control confounding.

    “To carefully and efficiently consider confounders, we used a matched design. We matched each case to 20 controls from the same birth year on sex, maternal race-ethnicity (NHW, NHB, Hispanic), county of residence, age (<20, 20–29, 30–34, 35+ years), and education (high school or less, greater than high school) at birth.”
    Quote in the paperSubstantial claim
  • The quote only partly states this claim.

    Interpretationown data

    PTB, SGA, and CD together make a notable contribution to ASD risk in the U.S. population studied.

    “Three perinatal risk factors notably contribute to ASD risk in a U.S. population.”
    • Also stated in: § Discussion · boosted
      “This study establishes that perinatal risk factors (or suboptimal perinatal environment) make a notable contribution to ASD risk in a U.S. population.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    Odds ratios were adjusted for matching factors using conditional logistic regression.

    “Given the matched design, we used conditional logistic regression to calculate ORs adjusted for the matching factors.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationcitation

    The matched odds ratios for each perinatal factor (1.1-1.5 overall) agree with earlier studies and fall near the lower end of estimates from a systematic review.

    “The risk factor-ASD matched ORs reported here (1.1–1.5, for each perinatal factor overall) are in line with previous studies, albeit toward the more conservative end of the range of estimates we recently reported from a systematic literature review [12].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [12] Schieve, 2011, Have secular changes in perinatal risk factors contributed to the recent autism prevalence increase? Development and application of a mathematical assessment model, Ann Epidemiol source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    The findings suggest general risk from a suboptimal perinatal environment but lack the detail needed to recommend specific clinical practices.

    “This is perhaps particularly important with regard to CD, as these study findings point to risk contributions from a suboptimal perinatal environment generally but are not sufficiently detailed to make recommendations about any specific clinical practices.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The PAF for CD represents a composite of all reasons for having a CD along with any direct effects.
  • May combine two claims.

    Study design and conductreasoning

    The study used a well-defined consistent population at two time points, a matched design to consider confounders, and a rigorous PAF estimation methodology that addressed inherent biases in most PAF studies.

    “This study has several strengths including use of data from a well-defined consistent population at two time points, use of a matched design to efficiently consider potential confounders, and use of a rigorous PAF estimation methodology that addressed inherent biases present in most PAF studies.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The results are useful at the population level but cannot identify which etiologic subtypes of PTB, SGA, or CD contribute most to ASD.

    “Thus, although the findings are informative on a population level, they do not indicate which etiologic subgroups of PTB, SGA, and CD most contribute to ASD.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Each of PTB, SGA, and CD represents multiple potential underlying etiologic mechanisms or pathways.
  • May combine two claims.

    Interpretationreasoning

    A rise in the SGA PAF counterbalanced decreases in the CD and PTB PAFs, leaving the summary PAF stable.

    “The increase in the PAF for SGA offset the declines in PAFs for CD and PTB. Thus, the summary PAF, which more globally represents suboptimal perinatal environment, remained stable.”
    Quote in the paperSubstantial claim
23 of 23
  • The paper relies on this without support.

    For most ASD risk factors, population attributable fractions had not been assessed.

    “There has been little assessment of population attributable fractions (PAFs).”
    “For most ASD risk factors, there has been no assessment of population attributable fractions (PAFs).”
  • The paper relies on this without support.

    Each of PTB, SGA, and CD represents multiple potential underlying etiologic mechanisms or pathways.

    “Nonetheless, each factor represents a composite of multiple potential underlying etiologic mechanisms.”
    “Because each factor represents multiple etiologic pathways, PAF estimates are best interpreted as the proportion of ASD attributable to having a suboptimal perinatal environment resulting in PTB, SGA, and/or CD.”
  • The authors state this as an assumption.

    The relative differences between bootstrap and naive variance estimates were similar for the 1994 and 2000 cohorts.

    “We assumed that relative differences between bootstrap and naive variance estimates were similar for the two cohorts and thus applied the 2000 cohort variance ratio (bootstrap/naive) to naive variance estimates for the 1994 cohort.”
  • The paper relies on this without support.

    PTB, SGA, and CD each have a population prevalence of at least 10%.

    “We chose factors that were both relatively common (≥10% population prevalence) and thus could substantively contribute to the population ASD burden and established as ASD risk factors through multiple studies in a range of populations [12].”
  • The paper relies on this without support.

    The PAF for CD represents a composite of all reasons for having a CD along with any direct effects.

    “Likewise, the PAF for CD represents a composite of all reasons for having a CD along with any direct effects.”
5 of 5

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • 1994 summary PAF confidence limit disagrees across sections

    Minor

    The abstract and one Results paragraph report different lower confidence limits for the 1994 summary PAF. One says 1.7%, while the other says 7.7%, so the same estimate is inconsistently reported within the paper.

  • Conflicting lower confidence limit for the 1994 summary PAF

    Minor

    The abstract gives the lower confidence limit as 1.7%, while the Results section gives 7.7% for the same 13.0% summary PAF.

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References 27 · Cited by 50

Authors
Schieve, L. A., Tian, L. H., Baio, J., Rankin, K., Rosenberg, D., Wiggins, L., Maenner, M. J., Yeargin-Allsopp, M., Durkin, M., Rice, C., King, L., Kirby, R. S., Wingate, M. S., & Devine, O.
Affiliations
  • Centers for Disease Control and Prevention (US)
  • University of Illinois Chicago (US)
  • University of Wisconsin–Madison (US)
  • Medical University of South Carolina (US)
  • University of South Florida (US)
  • University of Alabama (US)
Venue
Annals of Epidemiology
Publisher
Elsevier BV
Published
2014-04
Volume
24
Issue
4
Pages
260-266
ISSN
1047-2797 (ISSN-L)
OpenAlex
W2117451951
Cited by
50
References
27
Citations by year
2026: 2 · 2025: 1 · 2023: 2 · 2022: 2 · 2021: 5 · 2020: 4 · 2019: 7 · 2018: 7 · 2017: 4 · 2016: 7 · 2015: 7 · 2014: 2
FWCI
3.72
Type
journal article
Language
en
Open access
Locations
  • Annals of Epidemiology (publishedVersion)
  • PubMed (publishedVersion)
  • Europe PMC (PubMed Central) (acceptedVersion)
  • PubMed Central (acceptedVersion)
Funders
National Institutes of Health (CC999999)
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Autism Spectrum Disorder Research
  • Health Sciences › Medicine › Pediatrics, Perinatology and Child Health › Infant Development and Preterm Care
  • Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Maternal Mental Health During Pregnancy and Postpartum
Keywords
autism spectrum disorder, population attributable fraction, perinatal risk factors, preterm birth, small for gestational age, cesarean section, ASD etiology, birth cohort comparison
MeSH terms
Adult, Birth Weight, Cesarean Section, Child Development Disorders, Pervasive, Female, Gestational Age, Humans, Infant, Newborn, Male, Population Surveillance, Pregnancy, Pregnancy Outcome, Risk Factors, United States, Perinatal Care, Premature Birth, Young Adult

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