Development of multivariable models to predict change in Body Mass Index within a clinical trial population of psychotic individuals View Full Text


Ontology type: schema:ScholarlyArticle      Open Access: True


Article Info

DATE

2017-12

AUTHORS

Rebecca N. S. Harrison, Fiona Gaughran, Robin M. Murray, Sang Hyuck Lee, Jose Paya Cano, David Dempster, Charles J. Curtis, Danai Dima, Hamel Patel, Simone de Jong, Gerome Breen

ABSTRACT

Many antipsychotics promote weight gain, which can lead to non-compliance and relapse of psychosis. By developing models that accurately identify individuals at greater risk of weight gain, clinicians can make informed treatment decisions and target intervention measures. We examined clinical, genetic and expression data for 284 individuals with psychosis derived from a previously published randomised controlled trial (IMPACT). These data were used to develop regression and classification models predicting change in Body Mass Index (BMI) over one year. Clinical predictors included demographics, anthropometrics, cardiac and blood measures, diet and exercise, physical and mental health, medication and BMI outcome measures. We included genetic polygenic risk scores (PRS) for schizophrenia, bipolar disorder, BMI, waist-hip-ratio, insulin resistance and height, as well as gene co-expression modules generated by Weighted Gene Co-expression Network Analysis (WGCNA). The best performing predictive models for BMI and BMI gain after one year used clinical data only, which suggests expression and genetic data do not improve prediction in this cohort. More... »

PAGES

14738

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  • Identifiers

    URI

    http://scigraph.springernature.com/pub.10.1038/s41598-017-15137-7

    DOI

    http://dx.doi.org/10.1038/s41598-017-15137-7

    DIMENSIONS

    https://app.dimensions.ai/details/publication/pub.1092483319

    PUBMED

    https://www.ncbi.nlm.nih.gov/pubmed/29116126


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