Evidence map›Paper›PMID 31149786›Full record

ArticleAutism research : official journal of the International Society for Autism Research2019

Clustering of co-occurring conditions in autism spectrum disorder during early childhood: A retrospective analysis of medical claims data.

Troy Vargason, Richard E Frye, Deborah L McGuinness, Juergen Hahn

Abstract read
In one paragraph

Article in Autism research : official journal of the International Society for Autism Research, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
32citing papers in PubMed, 2 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

32 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Article
  4. Review
  5. Transdiagnostic Behavioral Phenotypes and Comorbid Gastrointestinal Symptoms in Neurodevelopmental Disorders: An Exploratory Study.Autism research : official journal of the International Society for Autism Research · 2026
    Article
  6. Diversity of words and words for diversity.Frontiers in psychiatry · 2026
    Article
  7. Review
  8. Genomic dissection of sleep archetypes in a large autism cohort.medRxiv : the preprint server for health sciences · 2025
    Article
  9. Article
  10. Article
  11. Article
  12. Clinical profile of children and adolescents with autism spectrum disorder in Durban, South Africa.The South African journal of psychiatry : SAJP : the journal of the Society of Psychiatrists of South Africa · 2024
    Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Maternal risk factors vary between subpopulations of children with autism spectrum disorder.Autism research : official journal of the International Society for Autism Research · 2022
    Article
  18. Review
  19. Article
  20. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Troy VargasonDepartment of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, New York.ORCID 0000-0003-3197-533X
Richard E FryeDepartment of Child Health, University of Arizona College of Medicine, Phoenix, Arizona.
Deborah L McGuinnessDepartment of Computer Science, Rensselaer Polytechnic Institute, Troy, New York.
Juergen HahnDepartment of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, New York.ORCID 0000-0002-1078-4203

Funding

Modeling and Analysis of the Role of Microbiota Metabolites in T-Cell DifferentiationR01AI110642 · NIAID · TEXAS ENGINEERING EXPERIMENT STATION · PI ALANIZ, ROBERT CHRISTOPHER, HAHN, JUERGEN · 2015 to 2019
$2.0M
NIAID NIH HHS R01 AI110642Rensselaer Institute for Data Exploration and Applications
6 · The paper itself

Abstract

Individuals with autism spectrum disorder (ASD) are frequently affected by co-occurring medical conditions (COCs), which vary in severity, age of onset, and pathophysiological characteristics. The presence of COCs contributes to significant heterogeneity in the clinical presentation of ASD between individuals and a better understanding of COCs may offer greater insight into the etiology of ASD in specific subgroups while also providing guidance for diagnostic and treatment protocols. This study retrospectively analyzed medical claims data from a private United States health plan between years 2000 and 2015 to investigate patterns of COC diagnoses in a cohort of 3,278 children with ASD throughout their first 5 years of enrollment compared to 279,693 children from the general population without ASD diagnoses (POP cohort). Three subgroups of children with ASD were identified by k-means clustering using these COC patterns. The first cluster was characterized by generally high rates of COC diagnosis and comprised 23.7% (n = 776) of the cohort. Diagnoses of developmental delays were dominant in the second cluster containing 26.5% (n = 870) of the cohort. Children in the third cluster, making up 49.8% (n = 1,632) of the cohort, had the lowest rates of COC diagnosis, which were slightly higher than rates observed in the POP cohort. A secondary analysis using these data found that gastrointestinal and immune disorders showed similar longitudinal patterns of prevalence, as did seizure and sleep disorders. These findings may help to better inform the development of diagnostic workup and treatment protocols for COCs in children with ASD. Autism Res 2019, 12: 1272-1285. © 2019 International Society for Autism Research, Wiley Periodicals, Inc. LAY SUMMARY: Medical conditions that co-occur with autism spectrum disorder (ASD) vary significantly from person to person. This study analyzed patterns in diagnosis of co-occurring conditions from medical claims data and observed three subtypes of children with ASD. These results may aid with screening for co-occurring conditions in children with ASD and with understanding ASD subtypes.

Indexed as

Autism Spectrum DisorderChildChild, PreschoolCluster AnalysisCohort StudiesEpilepsyFemaleGastrointestinal DiseasesHumansImmune System DiseasesInsurance Claim ReviewMaleRetrospective StudiesSleep Wake Disordersautism spectrum disordercomorbidityco-occurring conditionk-means clusteringmedical claimsretrospective analysis

Identifiers

PMID31149786
PMCPMC6688922

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.