Publications

Efthimiou O, Seo M, Chalkou K, Debray T, Egger M, Salanti G (2024). Developing clinical prediction models: a step-by-step guide. BMJ, 386. R code

Seo M, Furukawa TA, Karyotaki E, Efthimiou O (2023). Developing prediction models when there are systematically missing predictors in individual patient data meta-analysis. Research Synthesis Methods, 14, 455-467. R code

Efthimiou O, Hoogland J, Debray TPA, Seo M, Furukawa TA, Egger M, White IR (2023). Measuring the performance of prediction models to personalize treatment choice. Statistics in Medicine, 42, 1188-1206.

Yoshida K, Seo M, Luo Y, Sahker E, Cipriani A, Leucht S, Iwatsubo T, Efthimiou O, Furukawa TA (2022). Personalized prediction of Alzheimer’s disease and its treatment effects by donepezil: an individual participant data meta-analysis of eight randomized controlled trials. Journal of Alzheimer’s disease, 89, 1143-1157. R code

Seo M, Debray TPA, Ruffieux Y, Gsteiger S, Bujkiewicz S, Finckh A, Egger M, Efthimiou O (2022). Combining individual patient data from randomized and non-randomized studies to predict real-world effectiveness of interventions. Statistical Methods in Medical Research, 31, 1355-1373. R code

Efthimiou O, Seo M, Karyotaki E, Cuijpers P, Furukawa T, Schwarzer G, Rücker G, Mavridis D (2022). Bayesian models for aggregate and individual patient data component network meta-analysis. Statistics in Medicine, 41, 2586-2601. R code

Seo M, White IR, Furukawa TA, Imai H, Valgimigli M, Egger M, Zwahlen M, Efthimiou O (2021). Comparing methods for estimating patient-specific treatment effects in individual patient data meta-analysis. Statistics in Medicine, 40, 1553-1573. R code

Seo M, Furukawa TA, Veroniki AA, Pillinger T, Tomlinson A, Salanti G, Cipriani A, Efthimiou O (2021). The Kilim plot: A tool for visualizing network meta-analysis results for multiple outcomes. Research Synthesis Methods, 12, 86-95. R code

Furukawa TA, Debray T, Akechi T, Yamada M, Kato T, Seo M, Efthimiou O (2020). Can personalized treatment prediction improve the outcomes, compared with the group average approach, in a randomized trial? Developing and validating a multivariable prediction model in a pragmatic megatrial of acute treatment for major depression. Journal of Affective Disorders, 274, 690-697. R code

Khan MS, Khan AR, Khan AI, Seo M, Yasmin F, Usman MS, Moustafa A, Schmid CH, Kalra A, Ikram S (2020). Comparison of revascularization strategies in patients with acute coronary syndrome and multivessel coronary disease: A systematic review and network meta-analysis. Catheterization and cardiovascular interventions, 96, E447-E454. R code