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Does the Inclusion of a Genome-Wide Polygenic Score Improve Early Risk Prediction for Later Language and Literacy
Philip S Dale1, Sophie von Stumm2, Saskia Selzam3
1Department of Speech & Hearing Sciences, University of New Mexico, Albuquerque.
Insights
Early identification of children at risk for language and literacy difficulties is crucial. However, even with genetic risk scores, clinically useful prediction from toddlerhood remains challenging.
Area of Science:
- Developmental Psychology
- Genetics
- Educational Psychology
Background:
- Early identification of children at risk for language/literacy difficulties offers significant benefits.
- Traditional risk factors (late talking, family history, SES) have limited predictive power.
- Genetic predisposition may offer additional predictive value.
Purpose of the Study:
- To investigate if a genome-wide polygenic score for educational attainment (EA3) improves early prediction of language/literacy difficulties.
- To assess the clinical utility of combining genetic scores with traditional risk factors.
Main Methods:
- Longitudinal study of 1,420 children from the Twins Early Development Study.
- Assessment at ages 2-3 years (language, nonverbal ability) and 12 years (oral language, decoding, reading comprehension).
- Examined five risk factors: vocabulary, nonverbal ability, family history, maternal education, and EA3.
Main Results:
- Risk factors modestly predicted 12-year language and literacy abilities.
- EA3 provided a small but significant additional predictive contribution.
- Diagnostic validity indices (sensitivity, AUC) for poor outcomes were poor across all models.
Conclusions:
- Current methods, including polygenic scores, do not yield clinically useful prediction of language/literacy difficulties from toddlerhood.
- Further research is needed to develop accurate early identification tools.
- Early identification of at-risk children remains an ongoing challenge.
Abstract:
Purpose The ability to identify children early in development who are at substantial risk for language/literacy difficulties would have great benefit both for the children and for the educational and therapeutic institutions that serve them. Information that is relatively easily available prior to the age of 3 years, such as late talking, family history of language/literacy difficulties, and socioeconomic status, have some but very limited predictive power. Here, we examine whether the inclusion of a DNA-based genome-wide polygenic score that has been shown to capture children's genetic propensity for educational attainment (EA3) adds enough prediction to yield a clinically useful score. Method Data are longitudinal scores of 1,420 children from the Twins Early Development Study, who were assessed at ages 2 and 3 years on language and nonverbal ability and at 12 years of age on oral language, word decoding, and reading comprehension. Five risk factors were examined: expressive vocabulary, nonverbal ability (these two from parent report), family history, mothers' education, and EA3. Analyses were conducted both for continuous and categorically defined measures of risk and outcome. Results Language and literacy abilities at 12 years of age were significantly but modestly predicted by the risk factors, with a small but significant added prediction from EA3. Indices of diagnostic validity for poor outcomes, such as sensitivity and area under the curve statistics, were poor in all cases. Conclusions We conclude that, at present, clinically useful prediction from toddlerhood remains an unattained goal. Supplemental Material https://doi.org/10.23641/asha.12170331.
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