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GWAS Study

A saturated map of common genetic variants associated with human height.

Yengo L, Vedantam S, Marouli E et al.

36224396 PubMed ID
GWAS Study Type
4129847 Participants
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Chapter I

Publication Details

Comprehensive information about this research publication

Authors

YL
Yengo L
VS
Vedantam S
ME
Marouli E
SJ
Sidorenko J
BE
Bartell E
SS
Sakaue S
GM
Graff M
EA
Eliasen AU
JY
Jiang Y
RS
Raghavan S
MJ
Miao J
AJ
Arias JD
GS
Graham SE
MR
Mukamel RE
SC
Spracklen CN
YX
Yin X
CS
Chen SH
FT
Ferreira T
HH
Highland HH
JY
Ji Y
KT
Karaderi T
LK
Lin K
LK
Lüll K
MD
Malden DE
MC
Medina-Gomez C
MM
Machado M
MA
Moore A
RS
Rüeger S
SX
Sim X
VS
Vrieze S
AT
Ahluwalia TS
AM
Akiyama M
AM
Allison MA
AM
Alvarez M
AM
Andersen MK
AA
Ani A
AV
Appadurai V
AL
Arbeeva L
BS
Bhaskar S
BL
Bielak LF
BS
Bollepalli S
BL
Bonnycastle LL
BJ
Bork-Jensen J
BJ
Bradfield JP
BY
Bradford Y
BP
Braund PS
BJ
Brody JA
BK
Burgdorf KS
CB
Cade BE
CH
Cai H
CQ
Cai Q
CA
Campbell A
CM
Cañadas-Garre M
CE
Catamo E
CJ
Chai JF
CX
Chai X
CL
Chang LC
CY
Chang YC
CC
Chen CH
CA
Chesi A
CS
Choi SH
CR
Chung RH
CM
Cocca M
CM
Concas MP
CC
Couture C
CG
Cuellar-Partida G
DR
Danning R
DE
Daw EW
DF
Degenhard F
DG
Delgado GE
DA
Delitala A
DA
Demirkan A
DX
Deng X
DP
Devineni P
DA
Dietl A
DM
Dimitriou M
DL
Dimitrov L
DR
Dorajoo R
EA
Ekici AB
EJ
Engmann JE
FZ
Fairhurst-Hunter Z
FA
Farmaki AE
FJ
Faul JD
FJ
Fernandez-Lopez JC
FL
Forer L
FM
Francescatto M
FS
Freitag-Wolf S
FC
Fuchsberger C
GT
Galesloot TE
GY
Gao Y
GZ
Gao Z
GF
Geller F
GO
Giannakopoulou O
GF
Giulianini F
GA
Gjesing AP
GA
Goel A
GS
Gordon SD
GM
Gorski M
GJ
Grove J
GX
Guo X
GS
Gustafsson S
HJ
Haessler J
HT
Hansen TF
HA
Havulinna AS
HS
Haworth SJ
HJ
He J
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Heard-Costa N
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Hebbar P
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Hindy G
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Ho YA
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Hofer E
HE
Holliday E
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Horn K
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Hornsby WE
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Hottenga JJ
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Huang H
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Huang J
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Huerta-Chagoya A
HJ
Huffman JE
HY
Hung YJ
HS
Huo S
HM
Hwang MY
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Iha H
ID
Ikeda DD
IM
Isono M
JA
Jackson AU
JS
Jäger S
JI
Jansen IE
JI
Johansson I
JJ
Jonas JB
JA
Jonsson A
JT
Jørgensen T
KI
Kalafati IP
KM
Kanai M
KS
Kanoni S
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Kårhus LL
KA
Kasturiratne A
KT
Katsuya T
KT
Kawaguchi T
KR
Kember RL
KK
Kentistou KA
KH
Kim HN
KY
Kim YJ
KM
Kleber ME
KM
Knol MJ
KA
Kurbasic A
LM
Lauzon M
LP
Le P
LR
Lea R
LJ
Lee JY
LH
Leonard HL
LS
Li SA
LX
Li X
LX
Li X
LJ
Liang J
LH
Lin H
LS
Lin SY
LJ
Liu J
LX
Liu X
LK
Lo KS
LJ
Long J
LL
Lores-Motta L
LJ
Luan J
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Lyssenko V
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Lyytikäinen LP
MA
Mahajan A
MV
Mamakou V
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Mangino M
MA
Manichaikul A
MJ
Marten J
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Mattheisen M
ML
Mavarani L
MA
McDaid AF
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Meidtner K
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Melendez TL
MJ
Mercader JM
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Milaneschi Y
MJ
Miller JE
MI
Millwood IY
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Mishra PP
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Mitchell RE
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Møllehave LT
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Morgan A
MS
Mucha S
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Munz M
NM
Nakatochi M
NC
Nelson CP
NM
Nethander M
NC
Nho CW
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Nielsen AA
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Nolte IM
NS
Nongmaithem SS
NR
Noordam R
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Ntalla I
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Nutile T
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Pandit A
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Christofidou P
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Pärna K
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Pauper M
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Petersen ERB
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Petersen LV
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Pitkänen N
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Polašek O
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Poveda A
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Preuss MH
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Pyarajan S
RL
Raffield LM
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Rakugi H
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Ramirez J
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Rasheed A
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Raven D
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Rayner NW
RC
Riveros C
RR
Rohde R
RD
Ruggiero D
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Ruotsalainen SE
RK
Ryan KA
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Sabater-Lleal M
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Saxena R
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Scholz M
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Sendamarai A
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Shen B
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Shi J
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Shin JH
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Sidore C
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Sitlani CM
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Slieker RC
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Smit RAJ
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Smith AV
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Smith JA
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Smyth LJ
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Southam L
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Steinthorsdottir V
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Sun L
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Takeuchi F
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Taylor KD
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Tayo BO
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Teumer A
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Theusch E
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Thompson DJ
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Thorleifsson G
TP
Timmers PRHJ
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Trompet S
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Turman C
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Vaccargiu S
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van der Laan SW
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van der Most PJ
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van Klinken JB
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van Setten J
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Verma SS
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Verweij N
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Veturi Y
WC
Wang CA
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Wang C
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Wang L
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Wang Z
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Warren HR
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Bin Wei W
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Wickremasinghe AR
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Wielscher M
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Wiggins KL
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Winsvold BS
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Wong A
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Wu Y
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Wuttke M
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Xia R
XT
Xie T
YK
Yamamoto K
YJ
Yang J
YJ
Yao J
YH
Young H
YN
Yousri NA
YL
Yu L
ZL
Zeng L
ZW
Zhang W
ZX
Zhang X
ZJ
Zhao JH
ZW
Zhao W
ZW
Zhou W
ZM
Zimmermann ME
ZM
Zoledziewska M
AL
Adair LS
AH
Adams HHH
AC
Aguilar-Salinas CA
AF
Al-Mulla F
AD
Arnett DK
AF
Asselbergs FW
ÅB
Åsvold BO
AJ
Attia J
BB
Banas B
BS
Bandinelli S
BD
Bennett DA
BT
Bergler T
BD
Bharadwaj D
BG
Biino G
BH
Bisgaard H
BE
Boerwinkle E
BC
Böger CA
BK
Bønnelykke K
BD
Boomsma DI
BA
Børglum AD
BJ
Borja JB
BC
Bouchard C
BD
Bowden DW
BI
Brandslund I
BB
Brumpton B
BJ
Buring JE
CM
Caulfield MJ
CJ
Chambers JC
CG
Chandak GR
CS
Chanock SJ
CN
Chaturvedi N
CY
Chen YI
CZ
Chen Z
CC
Cheng CY
CI
Christophersen IE
CM
Ciullo M
CJ
Cole JW
CF
Collins FS
CR
Cooper RS
CM
Cruz M
CF
Cucca F
CL
Cupples LA
CM
Cutler MJ
DS
Damrauer SM
DT
Dantoft TM
DB
de Borst GJ
DG
de Groot LCPGM
DJ
De Jager PL
DK
de Kleijn DPV
JD
Janaka de Silva H
DG
Dedoussis GV
DH
den Hollander AI
DS
Du S
ED
Easton DF
EP
Elders PJM
EA
Eliassen AH
EP
Ellinor PT
ES
Elmståhl S
EJ
Erdmann J
EM
Evans MK
FD
Fatkin D
FB
Feenstra B
FM
Feitosa MF
FL
Ferrucci L
FI
Ford I
FM
Fornage M
FA
Franke A
FP
Franks PW
FB
Freedman BI
GP
Gasparini P
GC
Gieger C
GG
Girotto G
GM
Goddard ME
GY
Golightly YM
GC
Gonzalez-Villalpando C
GP
Gordon-Larsen P
GH
Grallert H
GS
Grant SFA
GN
Grarup N
GL
Griffiths L
GV
Gudnason V
HC
Haiman C
HH
Hakonarson H
HT
Hansen T
HC
Hartman CA
HA
Hattersley AT
HC
Hayward C
HS
Heckbert SR
HC
Heng CK
HC
Hengstenberg C
HA
Hewitt AW
HH
Hishigaki H
HC
Hoyng CB
HP
Huang PL
HW
Huang W
HS
Hunt SC
HK
Hveem K
HE
Hyppönen E
IW
Iacono WG
IS
Ichihara S
IM
Ikram MA
IC
Isasi CR
JR
Jackson RD
JM
Jarvelin MR
JZ
Jin ZB
JK
Jöckel KH
JP
Joshi PK
JP
Jousilahti P
JJ
Jukema JW
KM
Kähönen M
KY
Kamatani Y
KK
Kang KD
KJ
Kaprio J
KS
Kardia SLR
KF
Karpe F
KN
Kato N
KF
Kee F
KT
Kessler T
KA
Khera AV
KC
Khor CC
KL
Kiemeney LALM
KB
Kim BJ
KE
Kim EK
KH
Kim HL
KP
Kirchhof P
KM
Kivimaki M
KW
Koh WP
KH
Koistinen HA
KG
Kolovou GD
KJ
Kooner JS
KC
Kooperberg C
KA
Köttgen A
KP
Kovacs P
KA
Kraaijeveld A
KP
Kraft P
KR
Krauss RM
KM
Kumari M
KZ
Kutalik Z
LM
Laakso M
LL
Lange LA
LC
Langenberg C
LL
Launer LJ
LM
Le Marchand L
LH
Lee H
LN
Lee NR
LT
Lehtimäki T
LH
Li H
LL
Li L
LW
Lieb W
LX
Lin X
LL
Lind L
LA
Linneberg A
LC
Liu CT
LJ
Liu J
LM
Loeffler M
LB
London B
LS
Lubitz SA
LS
Lye SJ
MD
Mackey DA
MR
Mägi R
MP
Magnusson PKE
MG
Marcus GM
VP
Vidal PM
MN
Martin NG
MW
März W
MF
Matsuda F
MR
McGarrah RW
MM
McGue M
MA
McKnight AJ
MS
Medland SE
MD
Mellström D
MA
Metspalu A
MB
Mitchell BD
MP
Mitchell P
MD
Mook-Kanamori DO
MA
Morris AD
ML
Mucci LA
MP
Munroe PB
NM
Nalls MA
NS
Nazarian S
NA
Nelson AE
NM
Neville MJ
NC
Newton-Cheh C
NC
Nielsen CS
NM
Nöthen MM
OC
Ohlsson C
OA
Oldehinkel AJ
OL
Orozco L
PK
Pahkala K
PP
Pajukanta P
PC
Palmer CNA
PE
Parra EJ
PC
Pattaro C
PO
Pedersen O
PC
Pennell CE
PB
Penninx BWJH
PL
Perusse L
PA
Peters A
PP
Peyser PA
PD
Porteous DJ
PD
Posthuma D
PC
Power C
PP
Pramstaller PP
PM
Province MA
QQ
Qi Q
QJ
Qu J
RD
Rader DJ
RO
Raitakari OT
RS
Ralhan S
RL
Rallidis LS
RD
Rao DC
RS
Redline S
RD
Reilly DF
RA
Reiner AP
RS
Rhee SY
RP
Ridker PM
RM
Rienstra M
RS
Ripatti S
RM
Ritchie MD
RD
Roden DM
RF
Rosendaal FR
RJ
Rotter JI
RI
Rudan I
RF
Rutters F
SC
Sabanayagam C
SD
Saleheen D
SV
Salomaa V
SN
Samani NJ
SD
Sanghera DK
SN
Sattar N
SB
Schmidt B
SH
Schmidt H
SR
Schmidt R
SM
Schulze MB
SH
Schunkert H
SL
Scott LJ
SR
Scott RJ
SP
Sever P
SE
Shiroma EJ
SM
Shoemaker MB
SX
Shu XO
SE
Simonsick EM
SM
Sims M
SJ
Singh JR
SA
Singleton AB
SM
Sinner MF
SJ
Smith JG
SH
Snieder H
ST
Spector TD
SM
Stampfer MJ
SK
Stark KJ
SD
Strachan DP
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't Hart LM
TY
Tabara Y
TH
Tang H
TJ
Tardif JC
TT
Thanaraj TA
TN
Timpson NJ
TA
Tönjes A
TA
Tremblay A
TT
Tuomi T
TJ
Tuomilehto J
TM
Tusié-Luna MT
UA
Uitterlinden AG
VD
van Dam RM
VD
van der Harst P
VD
Van der Velde N
VD
van Duijn CM
VS
van Schoor NM
VV
Vitart V
VU
Völker U
VP
Vollenweider P
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Völzke H
WN
Wacher-Rodarte NH
WM
Walker M
WY
Wang YX
WN
Wareham NJ
WR
Watanabe RM
WH
Watkins H
WD
Weir DR
WT
Werge TM
WE
Widen E
WL
Wilkens LR
WG
Willemsen G
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Willett WC
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Wilson JF
WT
Wong TY
WJ
Woo JT
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Wright AF
WJ
Wu JY
XH
Xu H
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Yajnik CS
YM
Yokota M
YJ
Yuan JM
ZE
Zeggini E
ZB
Zemel BS
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Zheng W
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Zhu X
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Zmuda JM
ZA
Zonderman AB
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Zwart JA
CD
Chasman DI
CY
Cho YS
HI
Heid IM
MM
McCarthy MI
NM
Ng MCY
OC
O'Donnell CJ
RF
Rivadeneira F
TU
Thorsteinsdottir U
SY
Sun YV
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Tai ES
BM
Boehnke M
DP
Deloukas P
JA
Justice AE
LC
Lindgren CM
LR
Loos RJF
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Mohlke KL
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North KE
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Stefansson K
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Walters RG
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Winkler TW
YK
Young KL
LP
Loh PR
YJ
Yang J
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Esko T
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Assimes TL
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Auton A
AG
Abecasis GR
WC
Willer CJ
LA
Locke AE
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Berndt SI
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Lettre G
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Frayling TM
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Okada Y
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Wood AR
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Visscher PM
HJ
Hirschhorn JN
Chapter II

Abstract

Summary of the research findings

Common single-nucleotide polymorphisms (SNPs) are predicted to collectively explain 40-50% of phenotypic variation in human height, but identifying the specific variants and associated regions requires huge sample sizes1. Here, using data from a genome-wide association study of 5.4 million individuals of diverse ancestries, we show that 12,111 independent SNPs that are significantly associated with height account for nearly all of the common SNP-based heritability. These SNPs are clustered within 7,209 non-overlapping genomic segments with a mean size of around 90 kb, covering about 21% of the genome. The density of independent associations varies across the genome and the regions of increased density are enriched for biologically relevant genes. In out-of-sample estimation and prediction, the 12,111 SNPs (or all SNPs in the HapMap 3 panel2) account for 40% (45%) of phenotypic variance in populations of European ancestry but only around 10-20% (14-24%) in populations of other ancestries. Effect sizes, associated regions and gene prioritization are similar across ancestries, indicating that reduced prediction accuracy is likely to be explained by linkage disequilibrium and differences in allele frequency within associated regions. Finally, we show that the relevant biological pathways are detectable with smaller sample sizes than are needed to implicate causal genes and variants. Overall, this study provides a comprehensive map of specific genomic regions that contain the vast majority of common height-associated variants. Although this map is saturated for populations of European ancestry, further research is needed to achieve equivalent saturation in other ancestries.

4,080,687 European ancestry individuals

Chapter III

Study Statistics

Key metrics and study information

4129847
Total Participants
GWAS
Study Type
Yes
Replicated
49,160 European ancestry individuals
Replication Participants
European, Hispanic or Latin American, East Asian, African unspecified, South Asian
Ancestry
U.K.
Recruitment Country
Chapter IV

Analysis

Comprehensive review of health and genetic findings

Important Disclaimer: This review has been performed semi-automatically and is provided for informational purposes only. While we strive for accuracy, this analysis may contain errors, omissions, or misinterpretations of the original research. DNA Genics disclaims all liability for any inaccuracies, errors, or consequences arising from the use of this information. Users should independently verify all information and consult original research publications before making any decisions based on this content. This analysis is not intended as a substitute for professional scientific review or medical advice.

Analysis In Progress

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