TY - JOUR
T1 - A methylome-wide association study of major depression with out-of-sample case–control classification and trans-ancestry comparison
AU - PGC MDD Working Group
AU - Shen, Xueyi
AU - Barbu, Miruna
AU - Caramaschi, Doretta
AU - Arathimos, Ryan
AU - Czamara, Darina
AU - David, Friederike S.
AU - Dearman, Anna
AU - Dilkes, Evelyn
AU - Herrera-Rivero, Marisol
AU - Huider, Floris
AU - Kühn, Luise
AU - Lu, Kuan Chen
AU - Palviainen, Teemu
AU - Schowe, Alicia M.
AU - Shireby, Gemma
AU - Weihs, Antoine
AU - Wong, Chloe C.Y.
AU - Davyson, Eleanor
AU - Casey, Hannah
AU - Adams, Mark J.
AU - Allgaier, Antje Kathrin
AU - Barber, Michael
AU - Burrage, Joe
AU - Caspi, Avshalom
AU - Costeira, Ricardo
AU - Dunn, Erin C.
AU - Feldmann, Lisa
AU - Frank, Josef
AU - Freisleder, Franz J.
AU - Gadd, Danni A.
AU - Greimel, Ellen
AU - Hannon, Eilis
AU - Harris, Sarah E.
AU - Homuth, Georg
AU - Howard, David M.
AU - Iurato, Stella
AU - Korhonen, Tellervo
AU - Lu, Tzu Pin
AU - Martin, Nicholas G.
AU - Martins, Jade
AU - McDermott, Edel
AU - Meinert, Susanne
AU - Navarro, Pau
AU - Ollikainen, Miina
AU - Pehl, Verena
AU - Piechaczek, Charlotte
AU - Scherff, Aline D.
AU - Stein, Frederike
AU - Streit, Fabian
AU - Murphy, Therese M.
N1 - Publisher Copyright:
© The Author(s) 2025.
PY - 2025
Y1 - 2025
N2 - Major depression (MD) is a leading cause of global disease burden, and both experimental and population-based studies suggest that differences in DNA methylation may be associated with the condition. However, previous DNA methylation studies have, so far, not been widely replicated, suggesting a need for larger meta-analysis studies. Here we conducted a meta-analysis of methylome-wide association analysis for lifetime MD across 18 studies of 24,754 European-ancestry participants (5,443 MD cases) and an East Asian sample (243 cases, 1,846 controls). We identified 15 CpG sites associated with lifetime MD with methylome-wide significance. The methylation score created using the methylome-wide association analysis summary statistics was significantly associated with MD status in an out-of-sample classification analysis (area under the curve 0.53). Methylation score was also associated with five inflammatory markers, with the strongest association found with tumor necrosis factor beta. Mendelian randomization analysis revealed 23 CpG sites potentially causally linked to MD, with 7 replicated in an independent dataset. Our study provides evidence that variations in DNA methylation are associated with MD, and further evidence supporting involvement of the immune system.
AB - Major depression (MD) is a leading cause of global disease burden, and both experimental and population-based studies suggest that differences in DNA methylation may be associated with the condition. However, previous DNA methylation studies have, so far, not been widely replicated, suggesting a need for larger meta-analysis studies. Here we conducted a meta-analysis of methylome-wide association analysis for lifetime MD across 18 studies of 24,754 European-ancestry participants (5,443 MD cases) and an East Asian sample (243 cases, 1,846 controls). We identified 15 CpG sites associated with lifetime MD with methylome-wide significance. The methylation score created using the methylome-wide association analysis summary statistics was significantly associated with MD status in an out-of-sample classification analysis (area under the curve 0.53). Methylation score was also associated with five inflammatory markers, with the strongest association found with tumor necrosis factor beta. Mendelian randomization analysis revealed 23 CpG sites potentially causally linked to MD, with 7 replicated in an independent dataset. Our study provides evidence that variations in DNA methylation are associated with MD, and further evidence supporting involvement of the immune system.
UR - https://www.scopus.com/pages/publications/105016793899
U2 - 10.1038/s44220-025-00486-4
DO - 10.1038/s44220-025-00486-4
M3 - Article
AN - SCOPUS:105016793899
SN - 2731-6076
JO - Nature Mental Health
JF - Nature Mental Health
ER -