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FTO genotype is associated with phenotypic variability of body mass index.

Yang J, Loos RJ, Powell JE et al.

22982992 PubMed ID
GWAS Study Type
192479 Participants
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Chapter I

Publication Details

Comprehensive information about this research publication

Authors

YJ
Yang J
LR
Loos RJ
PJ
Powell JE
MS
Medland SE
SE
Speliotes EK
CD
Chasman DI
RL
Rose LM
TG
Thorleifsson G
SV
Steinthorsdottir V
MR
Mägi R
WL
Waite L
SA
Smith AV
YL
Yerges-Armstrong LM
MK
Monda KL
HD
Hadley D
MA
Mahajan A
LG
Li G
KK
Kapur K
VV
Vitart V
HJ
Huffman JE
WS
Wang SR
PC
Palmer C
ET
Esko T
FK
Fischer K
ZJ
Zhao JH
DA
Demirkan A
IA
Isaacs A
FM
Feitosa MF
LJ
Luan J
HN
Heard-Costa NL
WC
White C
JA
Jackson AU
PM
Preuss M
ZA
Ziegler A
EJ
Eriksson J
KZ
Kutalik Z
FF
Frau F
NI
Nolte IM
VV
Van Vliet-Ostaptchouk JV
HJ
Hottenga JJ
JK
Jacobs KB
VN
Verweij N
GA
Goel A
MC
Medina-Gomez C
EK
Estrada K
BJ
Bragg-Gresham JL
SS
Sanna S
SC
Sidore C
TJ
Tyrer J
TA
Teumer A
PI
Prokopenko I
MM
Mangino M
LC
Lindgren CM
AT
Assimes TL
SA
Shuldiner AR
HJ
Hui J
BJ
Beilby JP
MW
McArdle WL
HP
Hall P
HT
Haritunians T
ZL
Zgaga L
KI
Kolcic I
PO
Polasek O
ZT
Zemunik T
OB
Oostra BA
JM
Junttila MJ
GH
Grönberg H
SS
Schreiber S
PA
Peters A
HA
Hicks AA
SJ
Stephens J
FN
Foad NS
LJ
Laitinen J
PA
Pouta A
KM
Kaakinen M
WG
Willemsen G
VJ
Vink JM
WS
Wild SH
NG
Navis G
AF
Asselbergs FW
HG
Homuth G
JU
John U
IC
Iribarren C
HT
Harris T
LL
Launer L
GV
Gudnason V
OJ
O'Connell JR
BE
Boerwinkle E
CG
Cadby G
PL
Palmer LJ
JA
James AL
MA
Musk AW
IE
Ingelsson E
PB
Psaty BM
BJ
Beckmann JS
WG
Waeber G
VP
Vollenweider P
HC
Hayward C
WA
Wright AF
RI
Rudan I
GL
Groop LC
MA
Metspalu A
KK
Khaw KT
VD
van Duijn CM
BI
Borecki IB
PM
Province MA
WN
Wareham NJ
TJ
Tardif JC
HH
Huikuri HV
CL
Cupples LA
AL
Atwood LD
FC
Fox CS
BM
Boehnke M
CF
Collins FS
MK
Mohlke KL
EJ
Erdmann J
SH
Schunkert H
HC
Hengstenberg C
SK
Stark K
LM
Lorentzon M
OC
Ohlsson C
CD
Cusi D
SJ
Staessen JA
VD
Van der Klauw MM
PP
Pramstaller PP
KS
Kathiresan S
JJ
Jolley JD
RS
Ripatti S
JM
Jarvelin MR
DG
de Geus EJ
BD
Boomsma DI
PB
Penninx B
WJ
Wilson JF
CH
Campbell H
CS
Chanock SJ
VD
van der Harst P
HA
Hamsten A
WH
Watkins H
HA
Hofman A
WJ
Witteman JC
ZM
Zillikens MC
UA
Uitterlinden AG
RF
Rivadeneira F
ZM
Zillikens MC
KL
Kiemeney LA
VS
Vermeulen SH
AG
Abecasis GR
SD
Schlessinger D
SS
Schipf S
SM
Stumvoll M
TA
Tönjes A
ST
Spector TD
NK
North KE
LG
Lettre G
MM
McCarthy MI
BS
Berndt SI
HA
Heath AC
MP
Madden PA
ND
Nyholt DR
MG
Montgomery GW
MN
Martin NG
MB
McKnight B
SD
Strachan DP
HW
Hill WG
SH
Snieder H
RP
Ridker PM
TU
Thorsteinsdottir U
SK
Stefansson K
FT
Frayling TM
HJ
Hirschhorn JN
GM
Goddard ME
VP
Visscher PM
Chapter II

Abstract

Summary of the research findings

There is evidence across several species for genetic control of phenotypic variation of complex traits, such that the variance among phenotypes is genotype dependent. Understanding genetic control of variability is important in evolutionary biology, agricultural selection programmes and human medicine, yet for complex traits, no individual genetic variants associated with variance, as opposed to the mean, have been identified. Here we perform a meta-analysis of genome-wide association studies of phenotypic variation using ∼170,000 samples on height and body mass index (BMI) in human populations. We report evidence that the single nucleotide polymorphism (SNP) rs7202116 at the FTO gene locus, which is known to be associated with obesity (as measured by mean BMI for each rs7202116 genotype), is also associated with phenotypic variability. We show that the results are not due to scale effects or other artefacts, and find no other experiment-wise significant evidence for effects on variability, either at loci other than FTO for BMI or at any locus for height. The difference in variance for BMI among individuals with opposite homozygous genotypes at the FTO locus is approximately 7%, corresponding to a difference of ∼0.5 kilograms in the standard deviation of weight. Our results indicate that genetic variants can be discovered that are associated with variability, and that between-person variability in obesity can partly be explained by the genotype at the FTO locus. The results are consistent with reported FTO by environment interactions for BMI, possibly mediated by DNA methylation. Our BMI results for other SNPs and our height results for all SNPs suggest that most genetic variants, including those that influence mean height or mean BMI, are not associated with phenotypic variance, or that their effects on variability are too small to detect even with samples sizes greater than 100,000.

133,154 European ancestry individuals

Chapter III

Study Statistics

Key metrics and study information

192479
Total Participants
GWAS
Study Type
Yes
Replicated
59,325 European ancestry individuals
Replication Participants
European
Ancestry
Chapter IV

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