Genetic data from nearly 63,000 women of European descent predicts DNA methylation biomarkers and epithelial ovarian cancer risk
Genetic data from nearly 63,000 women of European descent predicts DNA methylation biomarkers and epithelial ovarian cancer risk
DNA methylation is instrumental for gene regulation. Global changes in the epigenetic landscape have been recognized as a hallmark of cancer. However, the role of DNA methylation in epithelial ovarian cancer (EOC) remains unclear. In this study, high density genetic and DNA methylation data in white blood cells from the Framingham Heart Study (N=1,595) were used to build genetic models to predict DNA methylation levels. These prediction models were then applied to the summary statistics of a genome-wide association study (GWAS) of ovarian cancer including 22,406 EOC cases and 40,941 controls to investigate genetically predicted DNA methylation levels in association with EOC risk. Among 62,938 CpG sites investigated, genetically predicted methylation levels at 89 CpG were significantly associated with EOC risk at a Bonferroni-corrected threshold of P<7.94×10-7. Of them, 87 were located at GWAS-identified EOC susceptibility regions and two resided in a genomic region not previously reported to be associated with EOC risk. Integrative analyses of genetic, methylation, and gene expression data identified consistent directions of associations across 12 CpG, five genes, and EOC risk, suggesting that methylation at these 12 CpG may influence EOC risk by regulating expression of these five genes, namely MAPT, HOXB3, ABHD8, ARHGAP27 and SKAP1. We identified novel DNA methylation markers associated with EOC risk and propose that methylation at multiple CpG may affect EOC risk via regulation of gene expression.
505-517
Yang, Yaohua
8b9df980-d27f-49f7-b3d0-bd008f3dd6ea
Wu, Lang
303d032b-124c-4c84-aa08-782bf819f85c
Shu, Xiang
ef0efa39-3c6d-48e9-9084-e84e5ede41b7
Lu, Yingchang
58bede2f-02f6-42c9-9eb1-cd1d030144aa
Shu, Xiao-ou
77f6b7c1-6f68-4030-8f69-f6003269d5da
Cai, Qiuyin
f719397d-9196-4c1b-98ea-8eaa99b6a2bc
Beeghly-fadiel, Alicia
d0355d79-a847-41fd-90b5-ddf0879f4b72
Li, Bingshan
978344e2-92a2-40d2-b43e-c8c1fa6dd7c2
Ye, Fei
3db8f83c-0a47-42d6-821c-b4caaf7f3a12
Berchuck, Andrew
1e234fbd-4421-49d8-9fbf-b19098d71434
Anton-culver, Hoda
6d8396d5-8d76-4207-a8f1-5729d5f2d0de
Banerjee, Susana
977eaccf-2029-4f7b-8577-4264c04c0550
Benitez, Javier
aaf768e0-3166-4656-a787-89512ca1828c
Bjørge, Line
364e18b4-86f6-4de7-b491-90b75eab5e0c
Brenton, James D.
834c3a0f-a453-4de5-908d-c5c21f1533af
Butzow, Ralf
77e849a3-7e63-423f-bc1a-7bf95b2028d1
Campbell, Ian G.
3004e6a2-2e93-4b11-8b97-aee16e9c799d
Chang-claude, Jenny
cf472d49-8420-41ff-8a38-b0148f0a7cae
Chen, Kexin
529016b0-4609-4377-809f-cb78d214b9b6
Cook, Linda S.
57372664-7ec6-483f-835b-e6b3cd7db704
Cramer, Daniel W.
9c40e027-08c3-4bf1-8c6e-39de9f11a620
Defazio, Anna
3a9c3643-0572-4a28-a233-600ad5867d74
Dennis, Joe
bd305c84-d968-4946-b154-a5bedb469210
Doherty, Jennifer A.
a31196c0-a68d-4078-ba15-03fb907f81a1
Dork, Thilo
83d24239-fdde-4472-8644-6d9023c802f1
Eccles, Diana M.
5b59bc73-11c9-4cf0-a9d5-7a8e523eee23
Velez Edwards, Digna
023724a0-1f6a-457f-a082-58912eb8f9bb
Fasching, Peter A.
28905b56-c431-479b-8687-98d5858e04e9
Fortner, Renée T
1e154edb-230e-4fd5-b0c7-e6bef9724704
Gayther, Simon A.
5333cc14-fc1e-4517-9808-be39b0fb009c
Giles, Graham G.
e0cc73eb-c8eb-450b-b566-fc05e0d2dee3
Glasspool, Rosalind M
e97b17d5-05ad-4e13-a2ac-8cff6bfd992d
Goode, Ellen L.
e57c9220-6e9e-42d4-bc4c-6f4571505a64
Goodman, Marc T.
fc194370-ee36-4bdf-91af-13a5a9cc0cfa
Gronwald, Jacek
4a0117ac-84f8-4351-a97d-637a60db25f6
Harris, Holly R.
fb6d1660-a3fd-4717-94ab-31d2e179e2b2
Heitz, Florian
18b5c90e-015e-4444-9069-5a1f4cdc223c
Hildebrandt, Michelle A.T.
6f596824-8f45-40d1-922d-889cc938a5f5
Høgdall, Estrid
d8cfe122-fd87-477f-8c02-9215e7b7e0b0
Høgdall, Claus K.
b44e3a82-88dd-4f7d-84c8-07f45eec2702
Huntsman, David G.
c6c80374-9f3f-41d4-8363-288660bf7cc8
Kar, Siddhartha P.
763de6ae-485a-4bdb-abfe-bed7ee6b700a
Karlan, Beth Y.
0a74d552-f43d-4670-bc0c-0f860d55b15e
Kelemen, Linda E.
20d9f9ac-ec73-4832-8f28-61257497af0b
Kiemeney, Lambertus A
a6af871e-f8d5-4a1f-a114-842b0f2a88e2
Kjaer, Susanne K.
cbc4dca5-85cf-4f57-a19d-3e47af44e8fc
Koushik, Anita
23aa89a6-d493-450c-9319-54180b6c8496
Lambrechts, Diether
5248cbcf-eb45-4a52-a9fd-fcc5305f3b39
Le, Nhu D.
a1cf60be-f2a2-409c-bd22-4a3e0b22e847
Levine, Douglas A.
ddb85640-ee51-41bf-98d5-13fcb3f13e09
Massuger, Leon F.A.G.
1de59f98-bf86-4922-ade9-c7a738ee3ad6
Matsuo, Keitaro
3b0e7957-f27c-4c9e-acad-18992a61b5fa
May, Taymaa
928bd830-83b8-4489-a59c-e9fc38a74af8
Mcneish, Iain A.
3d4abc4b-4b74-45ed-8c71-80dcc7bc2ee8
Menon, Usha
f0dd65de-11d4-489a-a468-9589bbe43969
Modugno, Francesmary
a234d152-a897-42f8-8ea5-c04081310c3b
Monteiro, Alvaro N.
a12776ac-6fa6-40fe-ab2a-7b1cb66f2f77
Moorman, Patricia G.
1ecbb617-6418-402a-ba45-e40dbeae2d54
Moysich, Kirsten B.
ffae45be-b72e-41d7-996a-fb5274800133
Ness, Roberta B.
259c7a43-1e15-463c-8986-cea037093745
Nevanlinna, Heli
69be7a44-2abf-4504-a47b-a50b6723701b
Olsson, Håkan
6bbb10a2-f909-4bf9-82ad-409fb23d455e
Onland-moret, N. Charlotte
cd994fab-684e-457f-9492-d8f10d4c92a4
Park, Sue K.
d49e7c29-0a06-4a44-8230-7920ec31a934
Paul, James
ee232dc7-1e98-483a-8d3d-1a44cb469087
Pearce, Celeste L.
7ce7bd8d-4558-4e0a-bb05-f0cc0b8d914e
Pejovic, Tanja
74afdf27-a8d3-4f63-877e-053cbac1d3d4
Phelan, Catherine M.
0692189d-5402-41da-a627-acc6ba0c6505
Pike, Malcolm C.
4ace3b3a-923b-46c8-9ff3-79bb5297265f
Ramus, Susan J.
f2a91d0b-8aab-4e57-b49f-7637767b4f57
Riboli, Elio
9ce9f844-8876-407d-915d-de841581e02b
Rodríguez-Antona, Cristina
58160312-66eb-4cf6-a0f6-c49e2a963d72
Romieu, Isabelle
26369587-98ff-4280-abb5-140e7d462116
Sandler, Dale P.
24d170de-ad5a-4f8a-a312-069a4a24f235
Schildkraut, Joellen M.
d52d66b9-4a15-48fd-97df-1bdc0696ea1a
Setiawan, Veronica W.
57910336-5d91-4812-bf33-fbb888c9ff53
Shan, Kang
f8aefb96-3ccd-4815-9c52-79e3fc9111c5
Siddiqui, Nadeem
96d263e8-0f61-46e9-86a8-a13e622dc450
Sieh, Weiva
9d5bdd00-daee-4ad2-a93c-cabf9010a00d
Stampfer, Meir J.
fc4c74bf-0d1c-4aad-8a60-68f88b1f896c
Sutphen, Rebecca
67234e96-6ed8-4535-9abe-2ed7b8a73da9
Swerdlow, Anthony J.
5f6c764b-1374-49d1-bcee-1bdae5f47b9d
Szafron, Lukasz Michal
57ff4d82-9e02-4623-8c23-cd589da7f5c3
Teo, Soo Hwang
f48023c5-9e80-487b-83c7-f09563a9579d
Tworoger, Shelley S.
7016b048-06b3-43dd-a660-2bf19b34c3c1
Tyrer, Jonathan P.
ce04fc42-c1de-4769-841d-f0758f4c973c
Webb, Penelope M.
5b700002-183d-4eea-87f9-71b77fe6f41d
Wentzensen, Nicolas
43ddba47-f169-466d-b6aa-c2f5a20e9753
White, Emily
5f99bc6d-4c8c-46fd-9bda-53e4d205710b
Willett, Walter C.
d3161568-cc12-49f4-95da-201fcbcdaf43
Wolk, Alicja
b49ba21f-ee91-4459-b309-38dbf2daefb3
Woo, Yin Ling
bac5f6a9-eb2f-4305-a497-c5693b4f9ff6
Wu, Anna H.
a657c0a4-2887-4b9c-a018-a795197920e3
Yan, Li
91e87b58-89b0-4b84-a66f-2dc456d46964
Yannoukakos, Drakoulis
b3f8728f-9538-4b45-84b1-dfe08bb0d3b8
Chenevix-Trench, Georgia
7d222914-c6e5-47b8-9022-5874b7c82a3e
Sellers, Thomas A.
af3ae8a7-365a-4b5c-a057-474380f575ab
Pharoah, Paul D. P.
ca299de1-a3c4-4812-bc2f-00d1c3684e99
Zheng, Wei
e8338ae7-b60e-46dd-bf1b-7648891c6fe4
Long, Jirong
67a02641-1b7d-4019-938d-c2b27a5c7ae8
February 2019
Yang, Yaohua
8b9df980-d27f-49f7-b3d0-bd008f3dd6ea
Wu, Lang
303d032b-124c-4c84-aa08-782bf819f85c
Shu, Xiang
ef0efa39-3c6d-48e9-9084-e84e5ede41b7
Lu, Yingchang
58bede2f-02f6-42c9-9eb1-cd1d030144aa
Shu, Xiao-ou
77f6b7c1-6f68-4030-8f69-f6003269d5da
Cai, Qiuyin
f719397d-9196-4c1b-98ea-8eaa99b6a2bc
Beeghly-fadiel, Alicia
d0355d79-a847-41fd-90b5-ddf0879f4b72
Li, Bingshan
978344e2-92a2-40d2-b43e-c8c1fa6dd7c2
Ye, Fei
3db8f83c-0a47-42d6-821c-b4caaf7f3a12
Berchuck, Andrew
1e234fbd-4421-49d8-9fbf-b19098d71434
Anton-culver, Hoda
6d8396d5-8d76-4207-a8f1-5729d5f2d0de
Banerjee, Susana
977eaccf-2029-4f7b-8577-4264c04c0550
Benitez, Javier
aaf768e0-3166-4656-a787-89512ca1828c
Bjørge, Line
364e18b4-86f6-4de7-b491-90b75eab5e0c
Brenton, James D.
834c3a0f-a453-4de5-908d-c5c21f1533af
Butzow, Ralf
77e849a3-7e63-423f-bc1a-7bf95b2028d1
Campbell, Ian G.
3004e6a2-2e93-4b11-8b97-aee16e9c799d
Chang-claude, Jenny
cf472d49-8420-41ff-8a38-b0148f0a7cae
Chen, Kexin
529016b0-4609-4377-809f-cb78d214b9b6
Cook, Linda S.
57372664-7ec6-483f-835b-e6b3cd7db704
Cramer, Daniel W.
9c40e027-08c3-4bf1-8c6e-39de9f11a620
Defazio, Anna
3a9c3643-0572-4a28-a233-600ad5867d74
Dennis, Joe
bd305c84-d968-4946-b154-a5bedb469210
Doherty, Jennifer A.
a31196c0-a68d-4078-ba15-03fb907f81a1
Dork, Thilo
83d24239-fdde-4472-8644-6d9023c802f1
Eccles, Diana M.
5b59bc73-11c9-4cf0-a9d5-7a8e523eee23
Velez Edwards, Digna
023724a0-1f6a-457f-a082-58912eb8f9bb
Fasching, Peter A.
28905b56-c431-479b-8687-98d5858e04e9
Fortner, Renée T
1e154edb-230e-4fd5-b0c7-e6bef9724704
Gayther, Simon A.
5333cc14-fc1e-4517-9808-be39b0fb009c
Giles, Graham G.
e0cc73eb-c8eb-450b-b566-fc05e0d2dee3
Glasspool, Rosalind M
e97b17d5-05ad-4e13-a2ac-8cff6bfd992d
Goode, Ellen L.
e57c9220-6e9e-42d4-bc4c-6f4571505a64
Goodman, Marc T.
fc194370-ee36-4bdf-91af-13a5a9cc0cfa
Gronwald, Jacek
4a0117ac-84f8-4351-a97d-637a60db25f6
Harris, Holly R.
fb6d1660-a3fd-4717-94ab-31d2e179e2b2
Heitz, Florian
18b5c90e-015e-4444-9069-5a1f4cdc223c
Hildebrandt, Michelle A.T.
6f596824-8f45-40d1-922d-889cc938a5f5
Høgdall, Estrid
d8cfe122-fd87-477f-8c02-9215e7b7e0b0
Høgdall, Claus K.
b44e3a82-88dd-4f7d-84c8-07f45eec2702
Huntsman, David G.
c6c80374-9f3f-41d4-8363-288660bf7cc8
Kar, Siddhartha P.
763de6ae-485a-4bdb-abfe-bed7ee6b700a
Karlan, Beth Y.
0a74d552-f43d-4670-bc0c-0f860d55b15e
Kelemen, Linda E.
20d9f9ac-ec73-4832-8f28-61257497af0b
Kiemeney, Lambertus A
a6af871e-f8d5-4a1f-a114-842b0f2a88e2
Kjaer, Susanne K.
cbc4dca5-85cf-4f57-a19d-3e47af44e8fc
Koushik, Anita
23aa89a6-d493-450c-9319-54180b6c8496
Lambrechts, Diether
5248cbcf-eb45-4a52-a9fd-fcc5305f3b39
Le, Nhu D.
a1cf60be-f2a2-409c-bd22-4a3e0b22e847
Levine, Douglas A.
ddb85640-ee51-41bf-98d5-13fcb3f13e09
Massuger, Leon F.A.G.
1de59f98-bf86-4922-ade9-c7a738ee3ad6
Matsuo, Keitaro
3b0e7957-f27c-4c9e-acad-18992a61b5fa
May, Taymaa
928bd830-83b8-4489-a59c-e9fc38a74af8
Mcneish, Iain A.
3d4abc4b-4b74-45ed-8c71-80dcc7bc2ee8
Menon, Usha
f0dd65de-11d4-489a-a468-9589bbe43969
Modugno, Francesmary
a234d152-a897-42f8-8ea5-c04081310c3b
Monteiro, Alvaro N.
a12776ac-6fa6-40fe-ab2a-7b1cb66f2f77
Moorman, Patricia G.
1ecbb617-6418-402a-ba45-e40dbeae2d54
Moysich, Kirsten B.
ffae45be-b72e-41d7-996a-fb5274800133
Ness, Roberta B.
259c7a43-1e15-463c-8986-cea037093745
Nevanlinna, Heli
69be7a44-2abf-4504-a47b-a50b6723701b
Olsson, Håkan
6bbb10a2-f909-4bf9-82ad-409fb23d455e
Onland-moret, N. Charlotte
cd994fab-684e-457f-9492-d8f10d4c92a4
Park, Sue K.
d49e7c29-0a06-4a44-8230-7920ec31a934
Paul, James
ee232dc7-1e98-483a-8d3d-1a44cb469087
Pearce, Celeste L.
7ce7bd8d-4558-4e0a-bb05-f0cc0b8d914e
Pejovic, Tanja
74afdf27-a8d3-4f63-877e-053cbac1d3d4
Phelan, Catherine M.
0692189d-5402-41da-a627-acc6ba0c6505
Pike, Malcolm C.
4ace3b3a-923b-46c8-9ff3-79bb5297265f
Ramus, Susan J.
f2a91d0b-8aab-4e57-b49f-7637767b4f57
Riboli, Elio
9ce9f844-8876-407d-915d-de841581e02b
Rodríguez-Antona, Cristina
58160312-66eb-4cf6-a0f6-c49e2a963d72
Romieu, Isabelle
26369587-98ff-4280-abb5-140e7d462116
Sandler, Dale P.
24d170de-ad5a-4f8a-a312-069a4a24f235
Schildkraut, Joellen M.
d52d66b9-4a15-48fd-97df-1bdc0696ea1a
Setiawan, Veronica W.
57910336-5d91-4812-bf33-fbb888c9ff53
Shan, Kang
f8aefb96-3ccd-4815-9c52-79e3fc9111c5
Siddiqui, Nadeem
96d263e8-0f61-46e9-86a8-a13e622dc450
Sieh, Weiva
9d5bdd00-daee-4ad2-a93c-cabf9010a00d
Stampfer, Meir J.
fc4c74bf-0d1c-4aad-8a60-68f88b1f896c
Sutphen, Rebecca
67234e96-6ed8-4535-9abe-2ed7b8a73da9
Swerdlow, Anthony J.
5f6c764b-1374-49d1-bcee-1bdae5f47b9d
Szafron, Lukasz Michal
57ff4d82-9e02-4623-8c23-cd589da7f5c3
Teo, Soo Hwang
f48023c5-9e80-487b-83c7-f09563a9579d
Tworoger, Shelley S.
7016b048-06b3-43dd-a660-2bf19b34c3c1
Tyrer, Jonathan P.
ce04fc42-c1de-4769-841d-f0758f4c973c
Webb, Penelope M.
5b700002-183d-4eea-87f9-71b77fe6f41d
Wentzensen, Nicolas
43ddba47-f169-466d-b6aa-c2f5a20e9753
White, Emily
5f99bc6d-4c8c-46fd-9bda-53e4d205710b
Willett, Walter C.
d3161568-cc12-49f4-95da-201fcbcdaf43
Wolk, Alicja
b49ba21f-ee91-4459-b309-38dbf2daefb3
Woo, Yin Ling
bac5f6a9-eb2f-4305-a497-c5693b4f9ff6
Wu, Anna H.
a657c0a4-2887-4b9c-a018-a795197920e3
Yan, Li
91e87b58-89b0-4b84-a66f-2dc456d46964
Yannoukakos, Drakoulis
b3f8728f-9538-4b45-84b1-dfe08bb0d3b8
Chenevix-Trench, Georgia
7d222914-c6e5-47b8-9022-5874b7c82a3e
Sellers, Thomas A.
af3ae8a7-365a-4b5c-a057-474380f575ab
Pharoah, Paul D. P.
ca299de1-a3c4-4812-bc2f-00d1c3684e99
Zheng, Wei
e8338ae7-b60e-46dd-bf1b-7648891c6fe4
Long, Jirong
67a02641-1b7d-4019-938d-c2b27a5c7ae8