Publications

Pre-prints

Large language models improve transferability of electronic health record-based predictions across countries and coding systems
Kirchler, Matteo Ferro, Veronica Lorenzini, FinnGen, Christoph Lippert, Andrea Ganna
https://doi.org/10.1101/2025.02.03.25321597

2025

2024

Socio-demographic and genetic risk factors for drug adherence and persistence across 5 common medication classes
Mattia Cordioli, Andrea Corbetta, Hanna Maria Kariis, Sakari Jukarainen, Pekka Vartiainen, Tuomo Kiiskinen, Matteo Ferro, FinnGen, Estonian Biobank Research Team, Markus Perola, Mikko Niemi, Samuli Ripatti, Kelli Lehto, Lili Milani & Andrea Ganna
Nat Commun 15, 9156 (2024). https://doi.org/10.1038/s41467-024-53556-z

2023

Data Resource Profile: Nationwide registry data for high-throughput epidemiology and machine learning (FinRegistry).
Viippola E, Kuitunen S, Rodosthenous RS, Vabalas A, Hartonen T, Vartiainen P, Demmler J, Vuorinen AL, Liu A, Havulinna AS, Llorens V, Detrois KE, Wang F, Ferro M, Karvanen A, German J, Jukarainen S, Gracia-Tabuenca J, Hiekkalinna T, Koskelainen S, Kiiskinen T, Lahtela E, Lemmelä S, Paajanen T, Siirtola H, Reeve MP, Kristiansson K, Brunfeldt M, Aavikko M, Gen F, Perola M, Ganna A; FinnGen.
Int J Epidemiol. 2023 Aug 2;52(4):e195-e200. doi: https://10.1093/ije/dyad091. PMID: 37365732; PMCID: PMC10396416.