arrow
Back
M

Markus Perola

finnish institute for health and welfare

138H-index
848Paper Count
9.4WCitation Count
Published Papers 291
Publication Date
Federated Analysis of Cross-European Health Data: Improving CVD prediction with Machine Learning
err2025-10-01
err0
PREAI
errVuorinen, A.; Zucco, A.; Forster, R.; Rawat, A.; Varga, T.; Perola, M.; Rod, N.; Diallo, G.; Ganna, A.
errShare
errSave
Alzheimer and cardiovascular genetic scores and cognition: the FINGER randomized controlled trial
errBrain
IF11.7
err2025-08-06
err0
errOAAI
errGazi Saadmaan; Maria Carolina Dalmasso; Maleeha Maria; Jenni Lehtisalo; Mikko Hiltunen; Minna U Kaikkonen; Esko Levälahti; Francesca Mangialasche; Markus Perola; Alfredo Ramirez; Ruth Stephen; Tiia Ngandu; Miia Kivipelto; Alina Solomon; null
errShare
errSave
Effects of parental autoimmune diseases on type 1 diabetes in offspring can be partially explained by HLA and non-HLA polymorphisms
err2025-04-25
err0
errOAAI
errFeiyi Wang; Aoxing Liu; Zhiyu Yang; Pekka Vartiainen; Sakari Jukarainen; Satu Koskela; Richard Oram; Lowri Allen; Jarmo Ritari; Jukka Partanen; Markus Perola; Tiinamaija Tuomi; Andrea Ganna
errShare
errSave
Low prevalence of CWH43 variants among Finnish and Norwegian idiopathic normal pressure hydrocephalus patients: a cohort-based observational study
err2025-02-13
err0
errOAAI
errRasanen, Joel; Helisalmi, Seppo; Heikkinen, Sami; Raivo, Joose; Korhonen, Ville E.; Martiskainen, Henna; Junkkari, Antti; Grenier-Boley, Benjamin; Bellenguez, Celine; Oinas, Minna; Avellan, Cecilia; Frantzen, Janek; Kotkansalo, Anna; Rinne, Jaakko; Ronkainen, Antti; Kauppinen, Mikko; von Und zu Fraunberg, Mikael; Lonnrot, Kimmo; Satopaa, Jarno; Perola, Markus; Koivisto, Anne M.; Julkunen, Valtteri; Portaankorva, Anne M.; Mannermaa, Arto; Soininen, Hilkka; Jaaskelainen, Juha E.; Lambert, Jean-Charles; Eide, Per K.; FinnGen, Aarno; Palotie, Aarno; Kurki, Mitja I.; Hiltunen, Mikko; Leinonen, Ville; Lipponen, Anssi
errShare
errSave
Divergent trends in the incidence and mortality of acute myocardial ischaemic syndrome, especially in women. Evidence from Finland in 1996-2021
err2024-11-26
err0
errOAAI
errKallstrom, Atte; Holopainen, Ida; Kambur, Oleg; Perola, Markus; Salomaa, Veikko; Havulinna, Aki S.; Ramste, Markus; Sinisalo, Juha
errShare
errSave
Health Impact Assessment in Personalized Prevention: three applications on pharmacogenomic testing
err2024-10-28
err0
errOAAI
errGris, A. Valz; Kannan, P.; Costa, A.; Lopes, M. de Fatima Silva; Cardoso, M. L.; Pezzullo, A.; Tona, D.; Perola, M.; Vicente, A. M.; Boccia, S.
errShare
errSave
Value of Pharmacogenetic Testing Assessed with Real-World Drug Utilization and Genotype Data
err2024-10-04
err1
errOAAI
errLitonius, Kaisa; Kulla, Noora; Falkenbach, Petra; Kristiansson, Kati; Tarkiainen, E. Katriina; Ukkola-Vuoti, Liisa; Cajanus, Kristiina; Korhonen, Mari; Khan, Sofia; Sistonen, Johanna; Orpana, Arto; Lindstedt, Mats; Nyronen, Tommi; Perola, Markus; Turpeinen, Miia; Kyto, Ville; Tornio, Aleksi; Niemi, Mikko
errShare
errSave
ALT levels, alcohol use, and metabolic risk factors have prognostic relevance for liver-related outcomes in the general population
err2024-10-01
err1
errOAAI
errMannisto, Ville; Salomaa, Veikko; Jula, Antti; Lundqvist, Annamari; Mannisto, Satu; Perola, Markus; Aberg, Fredrik
errShare
errSave
Risk Variants Associated With Normal Pressure Hydrocephalus Genome-Wide Association Study in the FinnGen Cohort
err2024-09-10
err2
errOAAI
errRasanen, Joel; Heikkinen, Sami; Maklin, Kiira; Lipponen, Anssi; Kuulasmaa, Teemu; Mehtonen, Juha; Korhonen, Ville E.; Junkkari, Antti; Grenier-Boley, Benjamin; Bellenguez, Celine; Oinas, Minna; Avellan, Cecilia; Frantzen, Janek; Kotkansalo, Anna; Rinne, Jaakko; Ronkainen, Antti; Kauppinen, Mikko; zu Fraunberg, Mikael von Und; Lonnrot, Kimmo; Satopaa, Jarno; Perola, Markus; Koivisto, Anne M.; Julkunen, Valtteri; Portaankorva, Anne M.; Mannermaa, Arto; Soininen, Hilkka; Helisalmi, Seppo; Jaaskelainen, Juha E.; Lambert, Jean-Charles; Eide, Per K.; Palotie, Aarno; Kurki, Mitja I.; Hiltunen, Mikko; Leinonen, Ville
errShare
errSave
Deep learning-based prediction of one-year mortality in Finland is an accurate but unfair aging marker
err2024-06-24
err2
errOAAI
errVabalas, Andrius; Hartonen, Tuomo; Vartiainen, Pekka; Jukarainen, Sakari; Viippola, Essi; Rodosthenous, Rodosthenis S.; Liu, Aoxing; Hagg, Sara; Perola, Markus; Ganna, Andrea
errShare
errSave
Genome-wide meta-analyses of restless legs syndrome yield insights into genetic architecture, disease biology and risk prediction
err2024-06-05
err3
errOAAI
errSchormair, Barbara; Zhao, Chen; Bell, Steven; Didriksen, Maria; Nawaz, Muhammad S.; Schandra, Nathalie; Stefani, Ambra; Hoegl, Birgit; Dauvilliers, Yves; Bachmann, Cornelius G.; Kemlink, David; Sonka, Karel; Paulus, Walter; Trenkwalder, Claudia; Oertel, Wolfgang H.; Hornyak, Magdolna; Teder-Laving, Maris; Metspalu, Andres; Hadjigeorgiou, Georgios M.; Polo, Olli; Fietze, Ingo; Ross, Owen A.; Wszolek, Zbigniew K.; Ibrahim, Abubaker; Bergmann, Melanie; Kittke, Volker; Harrer, Philip; Dowsett, Joseph; Chenini, Sofiene; Ostrowski, Sisse Rye; Sorensen, Erik; Erikstrup, Christian; Pedersen, Ole B.; Bruun, Mie Topholm; Nielsen, Kaspar R.; Butterworth, Adam S.; Soranzo, Nicole; Ouwehand, Willem H.; Roberts, David J.; Danesh, John; Burchell, Brendan; Furlotte, Nicholas A.; Nandakumar, Priyanka; Earley, Christopher J.; Ondo, William G.; Xiong, Lan; Desautels, Alex; Perola, Markus; Vodicka, Pavel; Dina, Christian; Stoll, Monika; Franke, Andre; Lieb, Wolfgang; Stewart, Alexandre F. R.; Shah, Svati H.; Gieger, Christian; Peters, Annette; Rye, David B.; Rouleau, Guy A.; Berger, Klaus; Stefansson, Hreinn; Ullum, Henrik; Stefansson, Kari; Hinds, David A.; Di Angelantonio, Emanuele; Oexle, Konrad; Winkelmann, Juliane
errShare
errSave
Markers of imminent myocardial infarction
err2024-02-12
err3
errOAAI
errGustafsson, Stefan; Lampa, Erik; Eriksson, Karin Jensevik; Butterworth, Adam S.; Elmstahl, Solve; Engstrom, Gunnar; Hveem, Kristian; Johansson, Mattias; Langhammer, Arnulf; Lind, Lars; Lall, Kristi; Masala, Giovanna; Metspalu, Andres; Moreno-Iribas, Conchi; Nilsson, Peter M.; Perola, Markus; Simell, Birgit; Sipsma, Hemmo; Asvold, Bjorn Olav; Ingelsson, Erik; Hammar, Ulf; Ganna, Andrea; Svennblad, Bodil; Fall, Tove; Sundstrom, Johan
errShare
errSave
X-chromosome and kidney function: evidence from a multi-trait genetic analysis of 908,697 individuals reveals sex-specific and sex-differential findings in genes regulated by androgen response elements
err2024-01-18
err4
errOAAI
errScholz, Markus; Horn, Katrin; Pott, Janne; Wuttke, Matthias; Kuehnapfel, Andreas; Nasr, M. Kamal; Kirsten, Holger; Li, Yong; Hoppmann, Anselm; Gorski, Mathias; Ghasemi, Sahar; Li, Man; Tin, Adrienne; Chai, Jin-Fang; Cocca, Massimiliano; Wang, Judy; Nutile, Teresa; Akiyama, Masato; Asvold, Bjorn Olav; Bansal, Nisha; Biggs, Mary L.; Boutin, Thibaud; Brenner, Hermann; Brumpton, Ben; Burkhardt, Ralph; Cai, Jianwen; Campbell, Archie; Campbell, Harry; Chalmers, John; Chasman, Daniel, I; Chee, Miao Ling; Li Chee, Miao; Chen, Xu; Cheng, Ching-Yu; Cifkova, Renata; Daviglus, Martha; Delgado, Graciela; Dittrich, Katalin; Edwards, Todd L.; Endlich, Karlhans; Gaziano, J. Michael; Giri, Ayush; Giulianini, Franco; Gordon, Scott D.; Gudbjartsson, Daniel F.; Hallan, Stein; Hamet, Pavel; Hartman, Catharina A.; Hayward, Caroline; Heid, Iris M.; Hellwege, Jacklyn N.; Holleczek, Bernd; Holm, Hilma; Hutri-Kahonen, Nina; Hveem, Kristian; Isermann, Berend; Jonas, Jost B.; Joshi, Peter K.; Kamatani, Yoichiro; Kanai, Masahiro; Kastarinen, Mika; Khor, Chiea Chuen; Kiess, Wieland; Kleber, Marcus E.; Koerner, Antje; Kovacs, Peter; Krajcoviechova, Alena; Kramer, Holly; Kraemer, Bernhard K.; Kuokkanen, Mikko; Kahonen, Mika; Lange, Leslie A.; Lash, James P.; Lehtimaki, Terho; Li, Hengtong; Lin, Bridget M.; Liu, Jianjun; Loeffler, Markus; Lyytikainen, Leo-Pekka; Magnusson, Patrik K. E.; Martin, Nicholas G.; Matsuda, Koichi; Milaneschi, Yuri; Mishra, Pashupati P.; Mononen, Nina; Montgomery, Grant W.; Mook-Kanamori, Dennis O.; Mychaleckyj, Josyf C.; Marz, Winfried; Nauck, Matthias; Nikus, Kjell; Nolte, Ilja M.; Noordam, Raymond; Okada, Yukinori; Olafsson, Isleifur; Oldehinkel, Albertine J.; Penninx, Brenda W. J. H.; Perola, Markus; Pirastu, Nicola; Polasek, Ozren; Porteous, David J.; Poulain, Tanja; Psaty, Bruce M.; Rabelink, Ton J.; Raffield, Laura M.; Raitakari, Olli T.; Rasheed, Humaira; Reilly, Dermot F.; Rice, Kenneth M.; Richmond, Anne; Ridker, Paul M.; Rotter, Jerome, I; Rudan, Igor; Sabanayagam, Charumathi; Salomaa, Veikko; Schneiderman, Neil; Schottker, Ben; Sims, Mario; Snieder, Harold; Stark, Klaus J.; Stefansson, Kari; Stocker, Hannah; Stumvoll, Michael; Sulem, Patrick; Sveinbjornsson, Gardar; Svensson, Per O.; Tai, E-Shyong; Taylor, Kent D.; Tayo, Bamidele O.; Teren, Andrej; Tham, Yih-Chung; Thiery, Joachim; Thio, Chris H. L.; Thomas, Laurent F.; Tremblay, Johanne; Toenjes, Anke; van der Most, Peter J.; Vitart, Veronique; Voelker, Uwe; Wang, Ya Xing; Wang, Chaolong; Wei, Wen Bin; Whitfield, John B.; Wild, Sarah H.; Wilson, James F.; Winkler, Thomas W.; Wong, Tien-Yin; Woodward, Mark; Sim, Xueling; Chu, Audrey Y.; Feitosa, Mary F.; Thorsteinsdottir, Unnur; Hung, Adriana M.; Teumer, Alexander; Franceschini, Nora; Parsa, Afshin; Kottgen, Anna; Schlosser, Pascal; Pattaro, Cristian
errShare
errSave
Effects of fat loss and low energy availability on the serum cardiometabolic profile of physique athletes
err2024-01-04
err3
errOAAI
errJouhki, I.; Sarin, H. V.; Jauhiainen, M.; O'Connell, T. M.; Isola, V.; Ahtiainen, J. P.; Hulmi, J. J.; Perola, M.
errShare
errSave
A Nation-Wide Study on Incidence, Mortality and Case Fatality of Acute Coronary Syndrome Reveals Levelling Off of the Incidence Decrease Among Young Women Aged 35-54 Years in 1996-2021 in Finland
err2023-11-07
err0
PREAI
errKallstroem, Atte; Holopainen, Ida; Kambur, Oleg; Perola, Markus; Salomaa, Veikko V.; Havulinna, Aki S.; Rasanen, Markus; Sinisalo, Juha
errShare
errSave
Risk factors for severe respiratory syncytial virus infection during the first year of life: development and validation of a clinical prediction model
err2023-11-01
err11
errOAAI
errVartiainen, Pekka; Jukarainen, Sakari; Rhedin, Samuel Arthur; Prinz, Alexandra; Hartonen, Tuomo; Vabalas, Andrius; Viippola, Essi; Rodosthenous, Rodosthenis S.; Koskelainen, Sara; Liu, Aoxing; Lundholm, Cecilia; Smew, Awad, I; Osvald, Emma Caffrey; Helle, Emmi; Perola, Markus; Almqvist, Catarina; Heinonen, Santtu; Ganna, Andrea
errShare
errSave
Phenotype of ASDs Associated With 4p16 Risk Locus and Novel Genome-Wide Associations of ASD Patients in the Finnish Population
err2023-10-01
err0
errOAAI
errMuroke, Valtteri; Jalanko, Mikko; Ruotsalainen, Sanni; Perola, Markus; Helle, Emmi; Sinisalo, Juha
errShare
errSave
Waist-hip ratio is superior to BMI in predicting liver-related outcomes and synergizes with harmful alcohol use
err2023-09-06
err6
errOAAI
errAberg, Fredrik; Farkkila, Martti; Salomaa, Veikko; Jula, Antti; Mannisto, Satu; Perola, Markus; Lundqvist, Annamari; Mannisto, Ville
errShare
errSave
A FinnGen pilot clinical recall study for Alzheimer's disease
err2023-08-03
err1
errOAAI
errJulkunen, Valtteri; Schwarz, Claudia; Kalapudas, Juho; Hallikainen, Merja; Piironen, Aino-Kaisa; Mannermaa, Arto; Kujala, Hanna; Laitinen, Timo; Kosma, Veli-Matti; Paajanen, Teemu; Kalviainen, Reetta; Hiltunen, Mikko; Herukka, Sanna-Kaisa; Karkkainen, Sari; Kokkola, Tarja; Urjansson, Mia; FinnGen; Perola, Markus; Palotie, Aarno; Vuoksimaa, Eero; Runz, Heiko
errShare
errSave