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DNA methylation age calculators reveal association with diabetic neuropathy in type 1 diabetes

Authors :
Thomas Donner
P. Rezaeian
John I. Malone
Sharon B. Schwartz
Xiaoyu Gao
Szilard Kiss
Matthew J. Budoff
David R. Sell
A. Dwoskin
Ronald J. Prineas
C. Pittman
M. Reid
C. McDonald
S. Caulder
M. Szpiech
Oscar B. Crofford
Rachel G. Miller
Louis A. Lobes
M. Patronas
C. Canny
M. E. Lackaye
Sandra R. Montezuma
Richard M. Bergenstal
Patricia Gatcomb
Julie A. Stoner
H. Pan
James L. Kinyoun
J. Mortenson
Osama Hamdy
Connie Fountain
David D. Moore
Kusiel Perlman
R. Trail
David A. Lee
J. Sheindlin
Samuel Dagogo-Jack
Jeffrey L. Mahon
Jill P. Crandall
L. Gill
T. Thompson
Lee M. Jampol
K. Koushan
David S. Schade
J. Brown-Friday
M. Basco
S. Dunnigan
J. Bylsma
R. Birk
L. H. Ketai
J. Hotaling
Stephen W. Scherer
W. Mestrezat
Stephan Villavicencio
R. Lyon
M. Carney
John Kramer
Sunder Mudaliar
David M. Nathan
M. Moran
F. Leandre
James W. Albers
L. Survant
Joseph F. Polak
Manjot K. Gill
Anton Orlin
M. Prince
Pamela A. Silver
Amy K. Saenger
John D. Brunzell
Kathleen E. Bainbridge
L. Babbione
Amisha Wallia
J. Vaccaro-Kish
Bradley D. Jones
M. Hebdon
L. McKenzie
Richard M. Hoffman
S. Chang
C. Siebert
George S. Sharuk
D. Counts
A. Lucas
P. Ramos
N. Burkhart
N. Bakshi
N. Flaherty
D. Kenny
M. Driscoll
Harjit Chahal
Ronald K. Mayfield
S. Hensley
E. Weimann
M. Franz
Martin J. Stevens
N. S. Gregory
Christopher J. O'Donnell
J. Laechelt
Pamela Ossorio
Jerry P. Palmer
Rama Natarajan
G. Ziegler
K. Martin
R. Beaser
C. Beck
L. Zhang
T. J. Declue
David M. Kendall
H. Solc
A. Vella
H. Martinez
Cormac T. Taylor
S. Neill
Douglas A. Greene
P. Lee
D. Norman
Andrew J. Barkmeier
Dean P. Hainsworth
Alka Jain
Sapna Gangaputra
N. Thangthaeng
Lorraine Thomas
Michael H. Brent
M. Bracey
Philip Raskin
Q. Clemens
Barbara H. Braffett
Mark S. Mandelcorn
Lloyd Paul Aiello
John E. Godine
T. Speigelberg
R. Chan
R. Hanna
Shelley B. Bull
William I. Sivitz
R. Sussman
C. Kwong
S. Cercone
P. Hollander
N. Leloudes
Joseph M. Terry
J. Wesche
E. A. Tanaka
D. Rosenberg
Wanjie Sun
L. Sun
Tom Clark
Deborah K. Schlossman
Louis M. Luttrell
R. Dunn
A. Farr
K. McVary
Gayle M. Lorenzi
A. Joseph
Catherine C. Cowie
M. Barr
D. Zimbler
S. Mendley
S. Schussler
N. Grove
Matthew D. Davis
Jong Mu Sun
Sophie Rogers
John P. Bantle
Brandy N. Rutledge
Senda Ajroud-Driss
Vincent M. Monnier
Cladd E. Stevens
Y. G. He
M. Phillips
C. Williams
J. MacIndoe
Kaleigh Farrell
Helen Lambeth
Ayad A. Jaffa
J. Quin
Morey W. Haymond
R. Kirby
D. Steinberg
William H. Herman
M. Mech
Arup Das
Robert Detrano
J. Brown
D. McMillan
Linda Snetselaar
Mark W. Johnson
R. Zeitler
T. Taylor
Peter R. Pavan
Michael H. Goldbaum
Bruce A. Perkins
R. G. Campbell
David A. Nicolle
R. J. van der Geest
Irene Hramiak
D. Freking
Lucy A. Levandoski
S. Colson
Charles Campbell
Victoria R. Trapani
Lawrence J. Singerman
D. Meyer
W. Tang
J. Soule
Anita Harrington
Julie A. Nelson
John A. Colwell
Naji Younes
P. Salemi
K. Hansen
Trevor J. Orchard
S. Huddleston
L. Steranchak
C. Sommer
G. Castle
J. Ginsberg
Paula McGee
V. Gama
John Dupre
Z. Strugula
M. Swenson
N. Wong
David A. Bluemke
M. Nutaitis
Anita Agarwal
M. Lin
K. Nickander
Elsayed Z. Soliman
Joao A. Lima
M. L. Schluter
Fred W. Whitehouse
Lisa Diminick
C. Cornish
M. Spencer
Daniel T. Lackland
Ionut Bebu
Hunter Wessells
S. Yacoub-Wasef
A. Determan
L. Van Ottingham
Howard Wolpert
R. Ehrlich
A. Blevins
L. Jovanovic
D. Finegold
Davida F. Kruger
Jye-Yu C. Backlund
K. Chan
Timothy J. Murtha
R. K. Mayfield
Robert W. Cavicchi
Maria F. Lopes-Virella
Thomas A. Weingeist
K. Lee
Mary E. Larkin
B. Blodi
J. Gott
Timothy J. Lyons
J. Selby
Chris Ryan
J. Harth
P. Pugsley
L. Keasler
John D. Maynard
Paul G. Arrigg
Amy B. Karger
P. Colby
J. Farquhar
Mark H. Schutta
Murk-Hein Heinemann
Kathie L. Hermayer
B. Bosco
C. Lovell
A. Bhan
A. Galprin
M. Cayford
M. Schumer
John E. Chapin
D. Rubinstein
F. Miao
V. Asuquo
Catherine L. Martin
Rodney A. Lorenz
Samuel S. Engel
L. Funk
Cyndi F. Liu
Barbara J. Maschak-Carey
Stephen S. Feman
P. Lindsey
M. Giotta
Philip A. Low
S. Kwon
R. Fahlstrom
A. Iannacone
B. French
H. Remtema
L. Cimino
S. Barron
J. McConnell
Jane L. Lynch
L. Kim
T. Williams
A. Degillio
Blanche M. Chavers
M. Novak
Julio V. Santiago
Ronald P. Danis
P. Gaston
Tae Sup Lee
T. Woodfill
R. Cuddihy
Scott M. Steidl
Alanna C. Morrison
E. Ryan
D. Lawrence
D. Cros
T. Adkins
D. Adelman
L. Dews
Patricia A. Cleary
J. Parker
L. Olmos De Koo
C. Kim
Mark R. Palmert
P. Astelford
Stefan Fritz
B. Olson
Kelvin C. Fong
Alan M. Jacobson
Stanley L. Hazen
D. Hornbeck
K. Folino
M. L. Bernal
Gabriel Virella
William V. Tamborlane
Neil H. White
Daniel L. McGee
Denis Daneman
H. Shamoon
William Dahms
S. Elsing
S. Brink
J. Ahern
Delnaz Roshandel
John M. Pach
N. W. Rodger
E. Cupelli
Dara D. Koozekanani
Abbas E. Kitabchi
K. Stoessel
B. Petty
Jamie R. Wood
J. Seegmiller
T. Strand
Y. Li
Eva L. Feldman
Larry Rand
Robert C. Colligan
T. Smith
A. Carlson
David J. Brillon
Margaret L. Bayless
M. Ong
S. Darabian
W. Hsu
Janet E. Olson
B. Rogness
N. Silvers
M. Pfiefer
B. Schaefer
E. Mendelson
S. Braunstein
Maren Nowicki
R. Reed
James S. Floyd
Z. M. Zhang
T. Sandford
R. B. Avery
A. Pratt
Paolo S. Silva
H. Bode
Alexander J. Brucker
Nikhil D. Patel
Alexander R. Lyon
M. Jenner
N. Wimmergren
L. Tuason
J. Rosenzwieg
D. J. Becker
C. Gauthier-Kelly
M. Richardson
Richard S. Crow
Andrew D. Paterson
Mark E. Molitch
Suzanne M. Strowig
S. Pendegast
M. Burger
Ramzi K. Hemady
J. Dingledine
I. H. de Boer
L. Mayer
F. Perdikaris
Om P. Ganda
F. Thoma
Karen J. Cruickshanks
Abraham Thomas
K. Klumpp
Jerry D. Cavallerano
D. Zheng
Annette Barnie
J. L. Canady
C. Wigley
David G. Miller
Sheila Smith-Brewer
D. Ostrowski
P. Crawford
K. Kelly
Robert G. Devenyi
B. Zimmerman
Susan M. Hitt
C. Johnson
L. Gurry
R. Jarboe
E. Angus
David E. Goldstein
A. Killeen
H. Schrott
Orville G. Kolterman
Mark R. Burge
Michael Rubin
J. Lipps Hagan
Alicia J. Jenkins
Hugh D. Wabers
R. Warhol
Edward Chaum
Karen L. Jones
L. Spillers
C. Miao
J. K. Jones
Angelo J. Canty
Rickey E. Carter
Evrim B. Turkbey
B. Burzuk
R. Woodwick
Evica Simjanoski
Michael W. Steffes
S. Crowell
Suresh D. Shah
H. Ricks
J. D. Carey
Paul A. Edwards
S. Holt
W. F. Schwenk
Ronald J. Oudiz
E. Brown
J. Heier
R. L. Ufret-Vincenty
L. M. Aiello
Robert A. Rizza
Karen L. Anderson
Valerie L. Arends
J. Giangiacomo
R. Liss
Aruna V. Sarma
B. Levy
Ellen J. Anderson
S. Catton
P. Callahan
Rodica Pop-Busui
S. Debrabandere
S. Moser
Bernard H. Doft
A. Malayeri
C. Johannes
R. Ramker
J. Rich
M. Fox
Rukhsana G. Mirza
Katherine A. Morgan
Thomas J. Songer
C. Shah
H. Engel
Saul M. Genuth
S. Ferguson
Anushka Patel
C. Haggan
P. Lou
J. Gordon
M. B. Murphy
D. Sandstrom
Dawn M. Ryan
Daniel H. O'Leary
B. Gloeb
Lois E. Schmidt
H. Zegarra
D. Dalton
W. Brown
Tom G. Sheidow
Margaret E. Stockman
Shyam M. Thomas
Charles McKitrick
Jyotika K. Fernandes
P. A. Bourne
L. Baker
G. Friedenberg
Allan Gordon
Allan L. Drash
S. Yoser
D. Wood
S. Johnsonbaugh
A. De Manbey
L. Kaminski
M. May
L. Bestourous
A. Kowarski
M. Geckle
M. Hartmuller
Michael Bryer-Ash
S. List
F. Goetz
V. Reppucci
D. Etzwiler
Rose A. Gubitosi-Klug
M. Brabham
E. Golden
A. Nayate
J. Hu
M. McLellan
Ronald Klein
N. Rude
B. Vittetoe
John M. Lachin
M. Christofi
Zhuo Chen
Isaac Boniuk
C. Strauch
K. Gunyou
L. Delahanty
W. T. Garvey
Andrew P. Boright
Larry D. Hubbard
D. Weiss
Igor Grant
Jonathan Q. Purnell
Jean M. Bucksa
N. Olson
B. Zinman
Source :
Clinical Epigenetics
Publication Year :
2020

Abstract

Background Many CpGs become hyper or hypo-methylated with age. Multiple methods have been developed by Horvath et al. to estimate DNA methylation (DNAm) age including Pan-tissue, Skin & Blood, PhenoAge, and GrimAge. Pan-tissue and Skin & Blood try to estimate chronological age in the normal population whereas PhenoAge and GrimAge use surrogate markers associated with mortality to estimate biological age and its departure from chronological age. Here, we applied Horvath’s four methods to calculate and compare DNAm age in 499 subjects with type 1 diabetes (T1D) from the Diabetes Control and Complications Trial/Epidemiology of Diabetes Interventions and Complications (DCCT/EDIC) study using DNAm data measured by Illumina EPIC array in the whole blood. Association of the four DNAm ages with development of diabetic complications including cardiovascular diseases (CVD), nephropathy, retinopathy, and neuropathy, and their risk factors were investigated. Results Pan-tissue and GrimAge were higher whereas Skin & Blood and PhenoAge were lower than chronological age (p < 0.0001). DNAm age was not associated with the risk of CVD or retinopathy over 18–20 years after DNAm measurement. However, higher PhenoAge (β = 0.023, p = 0.007) and GrimAge (β = 0.029, p = 0.002) were associated with higher albumin excretion rate (AER), an indicator of diabetic renal disease, measured over time. GrimAge was also associated with development of both diabetic peripheral neuropathy (OR = 1.07, p = 9.24E−3) and cardiovascular autonomic neuropathy (OR = 1.06, p = 0.011). Both HbA1c (β = 0.38, p = 0.026) and T1D duration (β = 0.01, p = 0.043) were associated with higher PhenoAge. Employment (β = − 1.99, p = 0.045) and leisure time (β = − 0.81, p = 0.022) physical activity were associated with lower Pan-tissue and Skin & Blood, respectively. BMI (β = 0.09, p = 0.048) and current smoking (β = 7.13, p = 9.03E−50) were positively associated with Skin & Blood and GrimAge, respectively. Blood pressure, lipid levels, pulse rate, and alcohol consumption were not associated with DNAm age regardless of the method used. Conclusions Various methods of measuring DNAm age are sub-optimal in detecting people at higher risk of developing diabetic complications although some work better than the others.

Details

ISSN :
18687083
Volume :
12
Issue :
1
Database :
OpenAIRE
Journal :
Clinical epigenetics
Accession number :
edsair.doi.dedup.....6dfec676b1d1a55a1d6fecaf2f248804