Personal profile
Fields of Science
- 3111 Biomedicine
Collaborations and top research areas from the last five years
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Cross-biobank generalizability and accuracy of electronic health record-based predictors compared to polygenic scores
Detrois, K. E., Hartonen, T., Teder-Laving, M., Jermy, B., Lall, K., Yang, Z., Magi, R., Ripatti, S. & Ganna, A., 27 Aug 2025, In: Nature Genetics. 57, p. 2136-2145 33 p.Research output: Contribution to journal › Article › Scientific › peer-review
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A unified framework for estimating country-specific cumulative incidence for 18 diseases stratified by polygenic risk
Jermy, B., Läll, K., Wolford, B. N., Wang, Y., Zguro, K., Cheng, Y., Kanai, M., Kanoni, S., Yang, Z., Hartonen, T., Monti, R., Wanner, J., Youssef, O., Lippert, C., van Heel, D., Okada, Y., McCartney, D. L., Hayward, C., Marioni, R. E. & Furini, S. & 10 others, , 2024, In: Nature Communications. 15, 1, 14 p., 5007.Research output: Contribution to journal › Article › Scientific › peer-review
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Comparison of disease prediction ability and transferability of polygenic scores vs. EHR-based score across three biobank studies, 1,034,311 individuals, and 18 diseases
Hartonen, T., Detrois, K., Teder-Laving, M., Lall, K., Yang, Z., Magi, R., Ripatti, S. & Ganna, A., Dec 2024, In: European Journal of Human Genetics. 32, p. 1716-1716 1 p.Research output: Contribution to journal › Meeting Abstract › peer-review
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Deep learning-based prediction of one-year mortality in Finland is an accurate but unfair aging marker
Vabalas, A., Hartonen, T., Vartiainen, P., Jukarainen, S., Viippola, E., Rodosthenous, R. S., Liu, A., Hägg, S., Perola, M. & Ganna, A., 2024, In: Nature Aging. 4, p. 1014–1027 22 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Evaluation of polygenic scoring methods in five biobanks shows larger variation between biobanks than methods and finds benefits of ensemble learning
Monti, R., Eick, L., Hudjashov, G., Läll, K., Kanoni, S., Wolford, B. N., Wingfield, B., Pain, O., Wharrie, S., Jermy, B., McMahon, A., Hartonen, T., Heyne, H., Mars, N., Lambert, S., Hveem, K., Inouye, M., van Heel, D. A., Mägi, R. & Marttinen, P. & 3 others, , 21 Jun 2024, In: American Journal of Human Genetics. 111, 7, p. 1431-1447 17 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile
Projects
- 2 Active
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Development of an AI-based population health foundation model utilizing health and register data from three European countries
Hartonen, T. (Project manager) & Terborg, H. (Participant)
01/09/2025 → 31/08/2029
Project: Research Council of Finland: Academy Research Fellow
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Development and prospective validation of a deep learning model to detect abnormal clinical laboratory measurements in the entire Finnish population
Ganna, A. (Project manager), Burian, J. (Participant), Cajuso Pons, T. (Participant), Hartonen, T. (Participant) & Zhu, M. (Participant)
Suomen Akatemia Projektilaskutus
01/09/2024 → 31/08/2028
Project: Research Council of Finland: Academy Project