Maternal BMI at the start of pregnancy and offspring epigenome-wide DNA methylation: findings from the pregnancy and childhood epigenetics (PACE) consortium
Maternal BMI at the start of pregnancy and offspring epigenome-wide DNA methylation: findings from the pregnancy and childhood epigenetics (PACE) consortium
Pre-pregnancy maternal obesity is associated with adverse offspring outcomes at birth and later in life. Individual studies have shown that epigenetic modifications such as DNA methylation could contribute. Within the Pregnancy and Childhood Epigenetics (PACE) Consortium, we meta-analysed the association between pre-pregnancy maternal BMI and methylation at over 450,000 sites in newborn blood DNA, across 19 cohorts (9,340 mother-newborn pairs). We attempted to infer causality by comparing the effects of maternal versus paternal BMI and incorporating genetic variation. In four additional cohorts (1,817 mother-child pairs), we meta-analysed the association between maternal BMI at the start of pregnancy and blood methylation in adolescents. In newborns, maternal BMI was associated with small (<0.2% per BMI unit (1 kg/m2), P < 1.06 × 10−7) methylation variation at 9,044 sites throughout the genome. Adjustment for estimated cell proportions greatly attenuated the number of significant CpGs to 104, including 86 sites common to the unadjusted model. At 72/86 sites, the direction of the association was the same in newborns and adolescents, suggesting persistence of signals. However, we found evidence for acausal intrauterine effect of maternal BMI on newborn methylation at just 8/86 sites. In conclusion, this well-powered analysis identified robust associations between maternal adiposity and variations in newborn blood DNA methylation, but these small effects may be better explained by genetic or lifestyle factors than a causal intrauterine mechanism. This highlights the need for large-scale collaborative approaches and the application of causal inference techniques in epigenetic epidemiology
4067-4085
Sharp, Gemma C.
1ca7cdb0-ff2c-4679-b625-d00e347fd140
Salas, Lucas A.
27547fe3-d10e-4720-8079-d8cc48040326
Monnereau, Claire
2cdfd719-8197-475e-adcb-2f00a13da387
Allard, Catherine
87d68743-1b47-464c-83c6-0cf3dc7269fa
Yousefi, Paul
fabf4c33-d6dc-46e9-8e66-6af27b5e0bdd
Everson, Todd M.
0639cdab-214c-4fd3-8181-bfca14ad58ef
Bohlin, Jon
86a79524-b0f2-4bd3-9fa0-2e47d9cc52db
Xu, Zongli
cfe16668-ac3e-4f73-a0f1-91c01a39bf7f
Huang, Rae-Chi
d39aca4d-8017-48c3-8f40-0aa2e52dbf66
Reese, Sarah E.
fed1b1a6-6d68-4069-b086-017f0f94a002
Xu, Cheng-Jian
1c4d76ae-4c68-4688-8ef6-88ef2529a436
Baïz, Nour
29c94ea0-77b3-4e8b-9a15-2b663acccf74
Hoyo, Cathrine
2b25673d-5f67-47f8-9961-222a4f0bb516
Agha, Golareh
5920938c-baba-4c9f-a143-1afb3366c134
Roy, Ritu
e3065128-4eb1-44f3-9d1a-51d9dd8d89c2
Holloway, John W.
4bbd77e6-c095-445d-a36b-a50a72f6fe1a
Ghantous, Akram
c078d3dc-5baa-4ec3-b157-f200f843a0d1
Merid, Simon K.
c7eb7686-d1e1-45ed-93e3-e9f3e85ce197
Bakulski, Kelly M.
4643d0da-a3dd-47a5-825d-920d42a6dbd7
Küpers, Leanne K.
733e94ec-9e37-450c-a8ca-e1adf2eec323
Zhang, Hongmei
9f774048-54d6-4321-a252-3887b2c76db0
Richmond, Rebecca C.
d5b662f4-180c-4adb-9080-51a793a1bfcc
Page, Christian M.
e257bad2-6515-4014-83ff-540c571b9c47
Duijts, Liesbeth
9af3d956-5a40-4cd7-badd-542639c84460
Lie, Rolv T.
2a34448f-4308-4906-bdd1-918bbc2b0c5f
Melton, Phillip E.
0d57b167-a10c-4b22-83da-b983f378966f
Vonk, Judith M.
8a2cadb9-0c50-4976-a718-6ccaa83a6b82
Nohr, Ellen A.
f2f79644-d9d9-4ef7-b9da-16997b5cd4a0
Williams-Devane, Clarlynda
e8b1fa5a-7550-49b0-9026-9194762cddd8
Huen, Karen
b8da207b-6b9d-4ca1-9909-859081965eba
Rifas-Shiman, Sheryl L.
3b275623-dc9d-411c-adbe-c780400f14fe
Ruiz-Arenas, Carlos
e3ce90a5-40b4-48ab-be96-e4823f2798fc
Gonseth, Semira
664f2920-e5ca-405b-b9b8-c1c4108e21a4
Rezwan, Faisal I.
203f8f38-1f5d-485b-ab11-c546b4276338
Herceg, Zdenko
489f5d2b-bf53-4ddd-89fc-68ec41b5d528
Ekström, Sandra
91bfbd47-114b-4f32-a8fa-131323c66ddb
Croen, Lisa
f5c74289-52c2-4095-a340-517b3c339b30
Falahi, Fahimeh
236fb7a4-8606-4fff-94a3-32daca5fa47d
Perron, Patrice
5029a035-7b23-4059-9f3b-3cc3c8ace1c9
Karagas, Margaret R.
73c7b413-a874-4534-b426-07363526f8d8
Quraishi, Bilal M.
238dabb3-8a8a-430e-994d-782d487a315c
Suderman, Matthew
404b6081-e1ce-4419-af87-3e19bad2322e
Magnus, Maria C.
88cf8d2b-fe9d-49ad-b5c9-105f6bb36cec
Jaddoe, Vincent W.V.
839dd407-127e-49dc-aeba-bdc78be1eccb
Taylor, Jack A.
89dee019-6330-432f-881a-724c3d409e93
Anderson, Denise
7af6b389-1e50-4e5c-9497-679e8e55eb37
Zhao, Shanshan
48bce096-1c01-4f43-8009-ad6f7e81d8be
Smit, Henriette A.
5a43b1bb-0759-4af2-9f3a-057d8806a558
Josey, Michele J.
d2886087-658b-4213-9445-5567d699c9e8
Bradman, Asa
e99663d9-66ff-48e1-974f-b207ee7e591a
Baccarelli, Andrea A.
3f52b53f-a38b-458a-9d1b-242cf6644a3d
Bustamante, Mariona
fd901679-fcff-437d-acff-3bebcfc87be6
Håberg, Siri E.
63fa0e56-75ee-4fd3-9e3c-a5baa9d9e1ce
Pershagen, Göran
5680dad3-cd15-4752-a61a-49f3502953ef
Hertz-Picciotto, Irva
d7c03d34-83d6-4c0a-8e75-2c79142e698d
Newschaffer, Craig
62d11a5e-9cf0-4cbe-91ec-f71b90943011
Corpeleijn, Eva
05909036-7f7f-4296-89f2-7a005feb5460
Bouchard, Luigi
3dd607b6-bb30-4823-9aee-73286a425a83
Lawlor, Debbie A.
220a802a-1560-4433-b4fa-fadbc336b1f4
Maguire, Rachel L.
7646cd55-7e04-4e70-af77-9601c9113c31
Barcellos, Lisa F.
eb554b3e-2861-45e2-a20b-b4f94a1b7c27
Davey Smith, George
a7a39f65-e054-40e4-b613-baa28873b4c2
Eskenazi, Brenda
fcd9d0e5-f06e-43b1-8481-f021799150ec
Karmaus, Wilfried
281d0e53-6b5d-4d38-9732-3981b07cd853
Marsit, Carmen J.
9ba11d91-7e1f-46b9-968e-792503a0782d
Hivert, Marie-France
327fffed-19d0-4394-bb0e-574a46b5c69d
Snieder, Harold
3ffb9ec7-cf11-4fff-8b45-02ba4d83a32e
Fallin, M. Daniele
01b22b82-bb05-46c5-9ea3-5449d336fec9
Melén, Erik
c7ee5423-aed5-4905-80b3-65bc07192e0c
Munthe-Kaas, Monica C.
dc765427-1964-41be-825f-67399120d8e1
Arshad, Hasan
917e246d-2e60-472f-8d30-94b01ef28958
Wiemels, Joseph L.
894da244-7cf2-46bf-aebd-a2c7254d4ddb
Annesi-Maesano, Isabella
5cc6ea3c-5202-430d-8d5f-12eaebf251c0
Vrijheid, Martine
74022e9a-2b23-418f-b66d-8165926feef0
Oken, Emily
b1938408-745f-4bf8-82a1-96b4a892b4f6
Holland, Nina
1e673ec1-58b4-4ae5-ad01-ed03907b3015
Murphy, Susan K.
5e25a27a-da84-4e47-b720-b51847971715
Sørensen, Thorkild I.A.
d68d1153-a89b-492e-80a3-45224e74a7d3
Koppelman, Gerard H.
db8a0204-1f42-4273-a8a7-8575a43cd21f
Newnham, John P.
76ae48af-97e5-497c-a099-f11ec9b0a196
Wilcox, Allen J.
87f2cd9b-b29a-4aa4-bd4b-bc84167fae58
Nystad, Wenche
d23bedd0-f153-45a4-8160-9420c0129d52
London, Stephanie J.
320afdd8-d870-49a0-9f68-b409fb522e85
Felix, Janine F.
fcd2dff7-ebdf-40b3-8714-eeba5fa4818a
Relton, Caroline L.
7a9fe7f7-d14b-4bb7-be71-a3afa6ff8538
15 October 2017
Sharp, Gemma C.
1ca7cdb0-ff2c-4679-b625-d00e347fd140
Salas, Lucas A.
27547fe3-d10e-4720-8079-d8cc48040326
Monnereau, Claire
2cdfd719-8197-475e-adcb-2f00a13da387
Allard, Catherine
87d68743-1b47-464c-83c6-0cf3dc7269fa
Yousefi, Paul
fabf4c33-d6dc-46e9-8e66-6af27b5e0bdd
Everson, Todd M.
0639cdab-214c-4fd3-8181-bfca14ad58ef
Bohlin, Jon
86a79524-b0f2-4bd3-9fa0-2e47d9cc52db
Xu, Zongli
cfe16668-ac3e-4f73-a0f1-91c01a39bf7f
Huang, Rae-Chi
d39aca4d-8017-48c3-8f40-0aa2e52dbf66
Reese, Sarah E.
fed1b1a6-6d68-4069-b086-017f0f94a002
Xu, Cheng-Jian
1c4d76ae-4c68-4688-8ef6-88ef2529a436
Baïz, Nour
29c94ea0-77b3-4e8b-9a15-2b663acccf74
Hoyo, Cathrine
2b25673d-5f67-47f8-9961-222a4f0bb516
Agha, Golareh
5920938c-baba-4c9f-a143-1afb3366c134
Roy, Ritu
e3065128-4eb1-44f3-9d1a-51d9dd8d89c2
Holloway, John W.
4bbd77e6-c095-445d-a36b-a50a72f6fe1a
Ghantous, Akram
c078d3dc-5baa-4ec3-b157-f200f843a0d1
Merid, Simon K.
c7eb7686-d1e1-45ed-93e3-e9f3e85ce197
Bakulski, Kelly M.
4643d0da-a3dd-47a5-825d-920d42a6dbd7
Küpers, Leanne K.
733e94ec-9e37-450c-a8ca-e1adf2eec323
Zhang, Hongmei
9f774048-54d6-4321-a252-3887b2c76db0
Richmond, Rebecca C.
d5b662f4-180c-4adb-9080-51a793a1bfcc
Page, Christian M.
e257bad2-6515-4014-83ff-540c571b9c47
Duijts, Liesbeth
9af3d956-5a40-4cd7-badd-542639c84460
Lie, Rolv T.
2a34448f-4308-4906-bdd1-918bbc2b0c5f
Melton, Phillip E.
0d57b167-a10c-4b22-83da-b983f378966f
Vonk, Judith M.
8a2cadb9-0c50-4976-a718-6ccaa83a6b82
Nohr, Ellen A.
f2f79644-d9d9-4ef7-b9da-16997b5cd4a0
Williams-Devane, Clarlynda
e8b1fa5a-7550-49b0-9026-9194762cddd8
Huen, Karen
b8da207b-6b9d-4ca1-9909-859081965eba
Rifas-Shiman, Sheryl L.
3b275623-dc9d-411c-adbe-c780400f14fe
Ruiz-Arenas, Carlos
e3ce90a5-40b4-48ab-be96-e4823f2798fc
Gonseth, Semira
664f2920-e5ca-405b-b9b8-c1c4108e21a4
Rezwan, Faisal I.
203f8f38-1f5d-485b-ab11-c546b4276338
Herceg, Zdenko
489f5d2b-bf53-4ddd-89fc-68ec41b5d528
Ekström, Sandra
91bfbd47-114b-4f32-a8fa-131323c66ddb
Croen, Lisa
f5c74289-52c2-4095-a340-517b3c339b30
Falahi, Fahimeh
236fb7a4-8606-4fff-94a3-32daca5fa47d
Perron, Patrice
5029a035-7b23-4059-9f3b-3cc3c8ace1c9
Karagas, Margaret R.
73c7b413-a874-4534-b426-07363526f8d8
Quraishi, Bilal M.
238dabb3-8a8a-430e-994d-782d487a315c
Suderman, Matthew
404b6081-e1ce-4419-af87-3e19bad2322e
Magnus, Maria C.
88cf8d2b-fe9d-49ad-b5c9-105f6bb36cec
Jaddoe, Vincent W.V.
839dd407-127e-49dc-aeba-bdc78be1eccb
Taylor, Jack A.
89dee019-6330-432f-881a-724c3d409e93
Anderson, Denise
7af6b389-1e50-4e5c-9497-679e8e55eb37
Zhao, Shanshan
48bce096-1c01-4f43-8009-ad6f7e81d8be
Smit, Henriette A.
5a43b1bb-0759-4af2-9f3a-057d8806a558
Josey, Michele J.
d2886087-658b-4213-9445-5567d699c9e8
Bradman, Asa
e99663d9-66ff-48e1-974f-b207ee7e591a
Baccarelli, Andrea A.
3f52b53f-a38b-458a-9d1b-242cf6644a3d
Bustamante, Mariona
fd901679-fcff-437d-acff-3bebcfc87be6
Håberg, Siri E.
63fa0e56-75ee-4fd3-9e3c-a5baa9d9e1ce
Pershagen, Göran
5680dad3-cd15-4752-a61a-49f3502953ef
Hertz-Picciotto, Irva
d7c03d34-83d6-4c0a-8e75-2c79142e698d
Newschaffer, Craig
62d11a5e-9cf0-4cbe-91ec-f71b90943011
Corpeleijn, Eva
05909036-7f7f-4296-89f2-7a005feb5460
Bouchard, Luigi
3dd607b6-bb30-4823-9aee-73286a425a83
Lawlor, Debbie A.
220a802a-1560-4433-b4fa-fadbc336b1f4
Maguire, Rachel L.
7646cd55-7e04-4e70-af77-9601c9113c31
Barcellos, Lisa F.
eb554b3e-2861-45e2-a20b-b4f94a1b7c27
Davey Smith, George
a7a39f65-e054-40e4-b613-baa28873b4c2
Eskenazi, Brenda
fcd9d0e5-f06e-43b1-8481-f021799150ec
Karmaus, Wilfried
281d0e53-6b5d-4d38-9732-3981b07cd853
Marsit, Carmen J.
9ba11d91-7e1f-46b9-968e-792503a0782d
Hivert, Marie-France
327fffed-19d0-4394-bb0e-574a46b5c69d
Snieder, Harold
3ffb9ec7-cf11-4fff-8b45-02ba4d83a32e
Fallin, M. Daniele
01b22b82-bb05-46c5-9ea3-5449d336fec9
Melén, Erik
c7ee5423-aed5-4905-80b3-65bc07192e0c
Munthe-Kaas, Monica C.
dc765427-1964-41be-825f-67399120d8e1
Arshad, Hasan
917e246d-2e60-472f-8d30-94b01ef28958
Wiemels, Joseph L.
894da244-7cf2-46bf-aebd-a2c7254d4ddb
Annesi-Maesano, Isabella
5cc6ea3c-5202-430d-8d5f-12eaebf251c0
Vrijheid, Martine
74022e9a-2b23-418f-b66d-8165926feef0
Oken, Emily
b1938408-745f-4bf8-82a1-96b4a892b4f6
Holland, Nina
1e673ec1-58b4-4ae5-ad01-ed03907b3015
Murphy, Susan K.
5e25a27a-da84-4e47-b720-b51847971715
Sørensen, Thorkild I.A.
d68d1153-a89b-492e-80a3-45224e74a7d3
Koppelman, Gerard H.
db8a0204-1f42-4273-a8a7-8575a43cd21f
Newnham, John P.
76ae48af-97e5-497c-a099-f11ec9b0a196
Wilcox, Allen J.
87f2cd9b-b29a-4aa4-bd4b-bc84167fae58
Nystad, Wenche
d23bedd0-f153-45a4-8160-9420c0129d52
London, Stephanie J.
320afdd8-d870-49a0-9f68-b409fb522e85
Felix, Janine F.
fcd2dff7-ebdf-40b3-8714-eeba5fa4818a
Relton, Caroline L.
7a9fe7f7-d14b-4bb7-be71-a3afa6ff8538