Genetic and environmental exposures constrain epigenetic drift over the human life course.
Shah S, McRae AF, Marioni RE, Harris SE, Gibson J, Henders AK, Redmond P, Cox SR, Pattie A, Corley J, Murphy L, Martin NG, Montgomery GW, Starr JM, Wray NR, Deary IJ, Visscher PM.
Genome Res
24 :
2014
1725-1733
98
The epigenetic clock is correlated with physical and cognitive fitness in the Lothian Birth Cohort 1936.
Marioni RE, Shah S, McRae AF, Ritchie SJ, Muniz-Terrera G, Harris SE, Gibson J, Redmond P, Cox SR, Pattie A, Corley J, Taylor A, Murphy L, Starr JM, Horvath S, Visscher PM, Wray NR, Deary IJ.
Int J Epidemiol
44 :
2015
1388-1396
329
DNA methylation age of blood predicts all-cause mortality in later life.
Marioni RE, Shah S, McRae AF, Chen BH, Colicino E, Harris SE, Gibson J, Henders AK, Redmond P, Cox SR, Pattie A, Corley J, Murphy L, Martin NG, Montgomery GW, Feinberg AP, Fallin MD, Multhaup ML, Jaffe AE, Joehanes R, Schwartz J, Just AC, Lunetta KL, Murabito JM, Starr JM, Horvath S, Baccarelli AA, Levy D, Visscher PM, Wray NR, Deary IJ.
Genome Biol
16 :
2015
25
635
Improving Phenotypic Prediction by Combining Genetic and Epigenetic Associations.
Shah S, Bonder MJ, Marioni RE, Zhu Z, McRae AF, Zhernakova A, Harris SE, Liewald D, Henders AK, Mendelson MM, Liu C, Joehanes R, Liang L, BIOS Consortium, Levy D, Martin NG, Starr JM, Wijmenga C, Wray NR, Yang J, Montgomery GW, Franke L, Deary IJ, Visscher PM.
Am J Hum Genet
97 :
2015
75-85
72
DNA methylation levels at individual age-associated CpG sites can be indicative for life expectancy.
Lin Q, Weidner CI, Costa IG, Marioni RE, Ferreira MR, Deary IJ, Wagner W.
Aging (Albany NY)
8 :
2016
394-401
104
DNA methylation signatures of chronic low-grade inflammation are associated with complex diseases.
Ligthart S, Marzi C, Aslibekyan S, Mendelson MM, Conneely KN, Tanaka T, Colicino E, Waite LL, Joehanes R, Guan W, Brody JA, Elks C, Marioni R, Jhun MA, Agha G, Bressler J, Ward-Caviness CK, Chen BH, Huan T, Bakulski K, Salfati EL, WHI-EMPC Investigators, Fiorito G, CHARGE epigenetics of Coronary Heart Disease, Wahl S, Schramm K, Sha J, Hernandez DG, Just AC, Smith JA, Sotoodehnia N, Pilling LC, Pankow JS, Tsao PS, Liu C, Zhao W, Guarrera S, Michopoulos VJ, Smith AK, Peters MJ, Melzer D, Vokonas P, Fornage M, Prokisch H, Bis JC, Chu AY, Herder C, Grallert H, Yao C, Shah S, McRae AF, Lin H, Horvath S, Fallin D, Hofman A, Wareham NJ, Wiggins KL, Feinberg AP, Starr JM, Visscher PM, Murabito JM, Kardia SL, Absher DM, Binder EB, Singleton AB, Bandinelli S, Peters A, Waldenberger M, Matullo G, Schwartz JD, Demerath EW, Uitterlinden AG, van Meurs JB, Franco OH, Chen YI, Levy D, Turner ST, Deary IJ, Ressler KJ, Dupuis J, Ferrucci L, Ong KK, Assimes TL, Boerwinkle E, Koenig W, Arnett DK, Baccarelli AA, Benjamin EJ, Dehghan A.
Genome Biol
17 :
2016
255
177
Association of Body Mass Index with DNA Methylation and Gene Expression in Blood Cells and Relations to Cardiometabolic Disease: A Mendelian Randomization Approach.
Mendelson MM, Marioni RE, Joehanes R, Liu C, Hedman ÅK, Aslibekyan S, Demerath EW, Guan W, Zhi D, Yao C, Huan T, Willinger C, Chen B, Courchesne P, Multhaup M, Irvin MR, Cohain A, Schadt EE, Grove ML, Bressler J, North K, Sundström J, Gustafsson S, Shah S, McRae AF, Harris SE, Gibson J, Redmond P, Corley J, Murphy L, Starr JM, Kleinbrink E, Lipovich L, Visscher PM, Wray NR, Krauss RM, Fallin D, Feinberg A, Absher DM, Fornage M, Pankow JS, Lind L, Fox C, Ingelsson E, Arnett DK, Boerwinkle E, Liang L, Levy D, Deary IJ.
PLoS Med
14 :
2017
e1002215
181
Identification, replication and characterization of epigenetic remodelling in the aging genome: a cross population analysis.
Li S, Christiansen L, Christensen K, Kruse TA, Redmond P, Marioni RE, Deary IJ, Tan Q.
Sci Rep
7 :
2017
8183
17
Genetically defined elevated homocysteine levels do not result in widespread changes of DNA methylation in leukocytes.
Mandaviya PR, Joehanes R, Aïssi D, Kühnel B, Marioni RE, Truong V, Stolk L, Beekman M, Bonder MJ, Franke L, Gieger C, Huan T, Ikram MA, Kunze S, Liang L, Lindemans J, Liu C, McRae AF, Mendelson MM, Müller-Nurasyid M, Peters A, Slagboom PE, Starr JM, Trégouët DA, Uitterlinden AG, van Greevenbroek MMJ, van Heemst D, van Iterson M, Wells PS, Yao C, Deary IJ, Gagnon F, Heijmans BT, Levy D, Morange PE, Waldenberger M, Heil SG, van Meurs JBJ, CHARGE Consortium Epigenetics group and BIOS Consortium.
PLoS One
12 :
2017
e0182472
6
GWAS of epigenetic aging rates in blood reveals a critical role for TERT.
Lu AT, Xue L, Salfati EL, Chen BH, Ferrucci L, Levy D, Joehanes R, Murabito JM, Kiel DP, Tsai PC, Yet I, Bell JT, Mangino M, Tanaka T, McRae AF, Marioni RE, Visscher PM, Wray NR, Deary IJ, Levine ME, Quach A, Assimes T, Tsao PS, Absher D, Stewart JD, Li Y, Reiner AP, Hou L, Baccarelli AA, Whitsel EA, Aviv A, Cardona A, Day FR, Wareham NJ, Perry JRB, Ong KK, Raj K, Lunetta KL, Horvath S.
Nat Commun
9 :
2018
387
107
Genotype effects contribute to variation in longitudinal methylome patterns in older people.
Zhang Q, Marioni RE, Robinson MR, Higham J, Sproul D, Wray NR, Deary IJ, McRae AF, Visscher PM.
Genome Med
10 :
2018
75
25
Identification of 55,000 Replicated DNA Methylation QTL.
McRae AF, Marioni RE, Shah S, Yang J, Powell JE, Harris SE, Gibson J, Henders AK, Bowdler L, Painter JN, Murphy L, Martin NG, Starr JM, Wray NR, Deary IJ, Visscher PM, Montgomery GW.
Sci Rep
8 :
2018
17605
128
DNA methylome profiling of all-cause mortality in comparison with age-associated methylation patterns.
Lund JB, Li S, Baumbach J, Svane AM, Hjelmborg J, Christiansen L, Christensen K, Redmond P, Marioni RE, Deary IJ, Tan Q.
Clin Epigenetics
11 :
2019
23
7
Examining the Impact of Imputation Errors on Fine-Mapping Using DNA Methylation QTL as a Model Trait.
Chundru VK, Marioni RE, Prendergast JGD, Vallerga CL, Lin T, Beveridge AJ, SGPD Consortium, Gratten J, Hume DA, Deary IJ, Wray NR, Visscher PM, McRae AF.
Genetics
212 :
2019
577-586
1
OSCA: a tool for omic-data-based complex trait analysis.
Zhang F, Chen W, Zhu Z, Zhang Q, Nabais MF, Qi T, Deary IJ, Wray NR, Visscher PM, McRae AF, Yang J.
Genome Biol
20 :
2019
107
74
Exploratory analysis of age and sex dependent DNA methylation patterns on the X-chromosome in whole blood samples.
Li S, Lund JB, Christensen K, Baumbach J, Mengel-From J, Kruse T, Li W, Mohammadnejad A, Pattie A, Marioni RE, Deary IJ, Tan Q.
Genome Med
12 :
2020
39
16
Whole Blood DNA Methylation Signatures of Diet Are Associated With Cardiovascular Disease Risk Factors and All-Cause Mortality.
Ma J, Rebholz CM, Braun KVE, Reynolds LM, Aslibekyan S, Xia R, Biligowda NG, Huan T, Liu C, Mendelson MM, Joehanes R, Hu EA, Vitolins MZ, Wood AC, Lohman K, Ochoa-Rosales C, van Meurs J, Uitterlinden A, Liu Y, Elhadad MA, Heier M, Waldenberger M, Peters A, Colicino E, Whitsel EA, Baldassari A, Gharib SA, Sotoodehnia N, Brody JA, Sitlani CM, Tanaka T, Hill WD, Corley J, Deary IJ, Zhang Y, Schöttker B, Brenner H, Walker ME, Ye S, Nguyen S, Pankow J, Demerath EW, Zheng Y, Hou L, Liang L, Lichtenstein AH, Hu FB, Fornage M, Voortman T, Levy D.
Circ Genom Precis Med
13 :
2020
e002766
34
Integrative analysis of clinical and epigenetic biomarkers of mortality.
Huan T, Nguyen S, Colicino E, Ochoa-Rosales C, Hill WD, Brody JA, Soerensen M, Zhang Y, Baldassari A, Elhadad MA, Toshiko T, Zheng Y, Domingo-Relloso A, Lee DH, Ma J, Yao C, Liu C, Hwang SJ, Joehanes R, Fornage M, Bressler J, van Meurs JBJ, Debrabant B, Mengel-From J, Hjelmborg J, Christensen K, Vokonas P, Schwartz J, Gahrib SA, Sotoodehnia N, Sitlani CM, Kunze S, Gieger C, Peters A, Waldenberger M, Deary IJ, Ferrucci L, Qu Y, Greenland P, Lloyd-Jones DM, Hou L, Bandinelli S, Voortman T, Hermann B, Baccarelli A, Whitsel E, Pankow JS, Levy D.
Aging Cell
21 :
2022
e13608
8
Rare genetic variants underlie outlying levels of DNA methylation and gene-expression.
Chundru VK, Marioni RE, Prendergast JGD, Lin T, Beveridge AJ, Martin NG, Montgomery GW, Hume DA, Deary IJ, Visscher PM, Wray NR, McRae AF.
Hum Mol Genet
32 :
2023
1912-1921
1
Genetic control of DNA methylation is largely shared across European and East Asian populations.
Hatton AA, Cheng FF, Lin T, Shen RJ, Chen J, Zheng Z, Qu J, Lyu F, Harris SE, Cox SR, Jin ZB, Martin NG, Fan D, Montgomery GW, Yang J, Wray NR, Marioni RE, Visscher PM, McRae AF.
Nat Commun
15 :
2024
2713
2
