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

作者: Rebecca N. S. Harrison , Fiona Gaughran , Robin M. Murray , Sang Hyuck Lee , Jose Paya Cano

DOI: 10.1038/S41598-017-15137-7

关键词:

摘要: 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 clinicians make informed treatment decisions target intervention measures. We examined clinical, genetic expression data for 284 with psychosis derived from a previously published randomised controlled trial (IMPACT). These were used develop regression classification predicting change in Body Mass Index (BMI) over one year. Clinical predictors included demographics, anthropometrics, cardiac blood measures, diet exercise, physical mental health, medication BMI outcome polygenic scores (PRS) schizophrenia, bipolar disorder, BMI, waist-hip-ratio, insulin resistance height, as well gene co-expression modules generated by Weighted Gene Co-expression Network Analysis (WGCNA). The best performing predictive gain after year clinical only, suggests do not improve prediction this cohort.

参考文章(70)
Rahul Malhotra, Truls Østbye, Crystal M. Riley, Eric A. Finkelstein, Young adult weight trajectories through midlife by body mass category Obesity. ,vol. 21, pp. n/a- n/a ,(2013) , 10.1002/OBY.20318
Jonathan RI Coleman, Jack Euesden, Hamel Patel, Amos A Folarin, Stephen Newhouse, Gerome Breen, None, Quality control, imputation and analysis of genome-wide genotyping data from the Illumina HumanCoreExome microarray Briefings in Functional Genomics. ,vol. 15, pp. 298- 304 ,(2016) , 10.1093/BFGP/ELV037
Max Kuhn, Building Predictive Models in R Using the caret Package Journal of Statistical Software. ,vol. 28, pp. 1- 26 ,(2008) , 10.18637/JSS.V028.I05
Lai Fong Chan, Clement Zai, Marcellino Monda, Steven Potkin, James L Kennedy, Gary Remington, Jeffrey Lieberman, Herbert Y Meltzer, Vincenzo De Luca, Role of ethnicity in antipsychotic-induced weight gain and tardive dyskinesia: genes or environment? Pharmacogenomics. ,vol. 14, pp. 1273- 1281 ,(2013) , 10.2217/PGS.13.127
James B. Kirkbride, Antonia Errazuriz, Tim J. Croudace, Craig Morgan, Daniel Jackson, Jane Boydell, Robin M. Murray, Peter B. Jones, Incidence of Schizophrenia and Other Psychoses in England, 1950–2009: A Systematic Review and Meta-Analyses PLOS ONE. ,vol. 7, pp. 1- 1 ,(2012) , 10.1371/JOURNAL.PONE.0031660
Peter Langfelder, Steve Horvath, WGCNA: an R package for weighted correlation network analysis. BMC Bioinformatics. ,vol. 9, pp. 559- 559 ,(2008) , 10.1186/1471-2105-9-559
Jonna Perälä, Jaana Suvisaari, Samuli I. Saarni, Kimmo Kuoppasalmi, Erkki Isometsä, Sami Pirkola, Timo Partonen, Annamari Tuulio-Henriksson, Jukka Hintikka, Tuula Kieseppä, Tommi Härkänen, Seppo Koskinen, Jouko Lönnqvist, Lifetime Prevalence of Psychotic and Bipolar I Disorders in a General Population Archives of General Psychiatry. ,vol. 64, pp. 19- 28 ,(2007) , 10.1001/ARCHPSYC.64.1.19
Anne Hall, Phillipa J. Hay, Eating disorder patient referrals from a population region 1977–1986 Psychological Medicine. ,vol. 21, pp. 697- 701 ,(1991) , 10.1017/S0033291700022339