The University of Southampton
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Meta-analysis of epigenome-wide association studies in newborns and children show widespread sex differences in blood DNA methylation

Meta-analysis of epigenome-wide association studies in newborns and children show widespread sex differences in blood DNA methylation
Meta-analysis of epigenome-wide association studies in newborns and children show widespread sex differences in blood DNA methylation

Background: Among children, sex-specific differences in disease prevalence, age of onset, and susceptibility have been observed in health conditions including asthma, immune response, metabolic health, some pediatric and adult cancers, and psychiatric disorders. Epigenetic modifications such as DNA methylation may play a role in the sexual differences observed in diseases and other physiological traits. Methods: We performed a meta-analysis of the association of sex and cord blood DNA methylation at over 450,000 CpG sites in 8438 newborns from 17 cohorts participating in the Pregnancy And Childhood Epigenetics (PACE) Consortium. We also examined associations of child sex with DNA methylation in older children ages 5.5–10 years from 8 cohorts (n = 4268). Results: In newborn blood, sex was associated at Bonferroni level significance with differences in DNA methylation at 46,979 autosomal CpG sites (p < 1.3 × 10 −7) after adjusting for white blood cell proportions and batch. Most of those sites had lower methylation levels in males than in females. Of the differentially methylated CpG sites identified in newborn blood, 68% (31,727) met look-up level significance (p < 1.1 × 10 −6) in older children and had methylation differences in the same direction. Conclusions: This is a large-scale meta-analysis examining sex differences in DNA methylation in newborns and older children. Expanding upon previous studies, we replicated previous findings and identified additional autosomal sites with sex-specific differences in DNA methylation. Differentially methylated sites were enriched in genes involved in cancer, psychiatric disorders, and cardiovascular phenotypes.

Children, Cord blood, DNA methylation, EWAS, Sex
Solomon, Olivia
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Huen, Karen
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Yousefi, Paul
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Küpers, Leanne K.
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Gonzalez, Juan R.
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Suderman, Matthew
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Reese, Sarah E.
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Page, Christian M.
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Gruzieva, Olena
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Rzehak, Peter
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Gao, Lu
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Bakulski, Kelly M.
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Novoloaca, Alexei
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Allard, Catherine
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Pappa, Irene
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Llambrich, Maria
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Vives, Marta
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Jima, Dereje D.
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Kvist, Tuomas
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Baccarelli, Andrea A.
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White, Cory
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Rezwan, Faisal I
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Sharp, Gemma C.
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Tindula, Gwen
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Bergström, Anna
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Grote, Veit
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Dou, John F
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Isaevska, Elena
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Magnus, Maria C.
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Corpeleijn, Eva
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Perron, Patrice
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Jaddoe, Vincent W V
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Nohr, Ellen A.
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Maitre, Lea
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Foraster, Maria
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Hoyo, Cathrine
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Håberg, Siri E.
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Lahti, Jari
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DeMeo, Dawn L.
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Zhang, Hongmei
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Karmaus, Wilfried
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Kull, Inger
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Koletzko, Berthold
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Feinberg, Jason I
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Gagliardi, Luigi
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Bouchard, Luigi
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Ramlau-Hansen, Cecilia Host
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Tiemeier, Henning
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Santorelli, Gillian
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Maguire, Rachel L.
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Czamara, Darina
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Litonjua, Augusto A.
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Langhendries, Jean-Paul
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Plusquin, Michelle
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Lepeule, Johanna
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Binder, Elisabeth B.
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Verduci, Elvira
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Dwyer, Terence
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Carracedo, Angel
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Ferre, Natalia
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Eskenazi, Brenda
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Kogevinas, Manolis
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Nawrot, Tim S.
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Munthe-Kaas, Monica Cheng
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Herceg, Zdenko
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Relton, Caroline L.
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Melen, Erik
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Gruszfeld, Dariusz
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Breton, Carrie
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Fallin, M D
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Ghantous, Akram
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Nystad, Wenche
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Heude, Barbara
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Snieder, Harold
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Hivert, Marie-France
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Felix, Janine F.
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Sørensen, Thorkild I. A.
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Bustamante, Mariona
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Murphy, Susan K.
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Raikkonen, Katri
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Oken, Emily
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Holloway, John
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Arshad, Syed
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London, Stephanie
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Holland, Nina
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Solomon, Olivia
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Huen, Karen
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Yousefi, Paul
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Küpers, Leanne K.
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Gonzalez, Juan R.
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Suderman, Matthew
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Reese, Sarah E.
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Page, Christian M.
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Gruzieva, Olena
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Rzehak, Peter
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Gao, Lu
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Bakulski, Kelly M.
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Novoloaca, Alexei
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Allard, Catherine
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Pappa, Irene
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Llambrich, Maria
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Vives, Marta
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Jima, Dereje D.
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Kvist, Tuomas
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Baccarelli, Andrea A.
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White, Cory
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Rezwan, Faisal I
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Sharp, Gemma C.
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Tindula, Gwen
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Bergström, Anna
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Grote, Veit
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Dou, John F
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Isaevska, Elena
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Magnus, Maria C.
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Corpeleijn, Eva
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Perron, Patrice
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Jaddoe, Vincent W V
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Nohr, Ellen A.
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Maitre, Lea
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Foraster, Maria
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Hoyo, Cathrine
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Håberg, Siri E.
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Lahti, Jari
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DeMeo, Dawn L.
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Zhang, Hongmei
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Karmaus, Wilfried
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Kull, Inger
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Koletzko, Berthold
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Feinberg, Jason I
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Gagliardi, Luigi
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Bouchard, Luigi
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Ramlau-Hansen, Cecilia Host
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Tiemeier, Henning
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Santorelli, Gillian
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Maguire, Rachel L.
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Czamara, Darina
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Litonjua, Augusto A.
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Langhendries, Jean-Paul
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Plusquin, Michelle
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Lepeule, Johanna
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Binder, Elisabeth B.
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Verduci, Elvira
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Dwyer, Terence
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Carracedo, Angel
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Ferre, Natalia
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Eskenazi, Brenda
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Kogevinas, Manolis
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Nawrot, Tim S.
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Munthe-Kaas, Monica Cheng
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Herceg, Zdenko
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Relton, Caroline L.
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Melen, Erik
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Gruszfeld, Dariusz
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Breton, Carrie
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Fallin, M D
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Ghantous, Akram
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Nystad, Wenche
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Heude, Barbara
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Snieder, Harold
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Hivert, Marie-France
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Felix, Janine F.
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Sørensen, Thorkild I. A.
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Bustamante, Mariona
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Murphy, Susan K.
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Raikkonen, Katri
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Oken, Emily
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Holloway, John
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Arshad, Syed
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London, Stephanie
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Holland, Nina
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Solomon, Olivia, Huen, Karen, Yousefi, Paul, Küpers, Leanne K., Gonzalez, Juan R., Suderman, Matthew, Reese, Sarah E., Page, Christian M., Gruzieva, Olena, Rzehak, Peter, Gao, Lu, Bakulski, Kelly M., Novoloaca, Alexei, Allard, Catherine, Pappa, Irene, Llambrich, Maria, Vives, Marta, Jima, Dereje D., Kvist, Tuomas, Baccarelli, Andrea A., White, Cory, Rezwan, Faisal I, Sharp, Gemma C., Tindula, Gwen, Bergström, Anna, Grote, Veit, Dou, John F, Isaevska, Elena, Magnus, Maria C., Corpeleijn, Eva, Perron, Patrice, Jaddoe, Vincent W V, Nohr, Ellen A., Maitre, Lea, Foraster, Maria, Hoyo, Cathrine, Håberg, Siri E., Lahti, Jari, DeMeo, Dawn L., Zhang, Hongmei, Karmaus, Wilfried, Kull, Inger, Koletzko, Berthold, Feinberg, Jason I, Gagliardi, Luigi, Bouchard, Luigi, Ramlau-Hansen, Cecilia Host, Tiemeier, Henning, Santorelli, Gillian, Maguire, Rachel L., Czamara, Darina, Litonjua, Augusto A., Langhendries, Jean-Paul, Plusquin, Michelle, Lepeule, Johanna, Binder, Elisabeth B., Verduci, Elvira, Dwyer, Terence, Carracedo, Angel, Ferre, Natalia, Eskenazi, Brenda, Kogevinas, Manolis, Nawrot, Tim S., Munthe-Kaas, Monica Cheng, Herceg, Zdenko, Relton, Caroline L., Melen, Erik, Gruszfeld, Dariusz, Breton, Carrie, Fallin, M D, Ghantous, Akram, Nystad, Wenche, Heude, Barbara, Snieder, Harold, Hivert, Marie-France, Felix, Janine F., Sørensen, Thorkild I. A., Bustamante, Mariona, Murphy, Susan K., Raikkonen, Katri, Oken, Emily, Holloway, John, Arshad, Syed, London, Stephanie and Holland, Nina (2022) Meta-analysis of epigenome-wide association studies in newborns and children show widespread sex differences in blood DNA methylation. Mutation Research - Reviews in Mutation Research, 789, [108415]. (doi:10.1016/j.mrrev.2022.108415).

Record type: Review

Abstract

Background: Among children, sex-specific differences in disease prevalence, age of onset, and susceptibility have been observed in health conditions including asthma, immune response, metabolic health, some pediatric and adult cancers, and psychiatric disorders. Epigenetic modifications such as DNA methylation may play a role in the sexual differences observed in diseases and other physiological traits. Methods: We performed a meta-analysis of the association of sex and cord blood DNA methylation at over 450,000 CpG sites in 8438 newborns from 17 cohorts participating in the Pregnancy And Childhood Epigenetics (PACE) Consortium. We also examined associations of child sex with DNA methylation in older children ages 5.5–10 years from 8 cohorts (n = 4268). Results: In newborn blood, sex was associated at Bonferroni level significance with differences in DNA methylation at 46,979 autosomal CpG sites (p < 1.3 × 10 −7) after adjusting for white blood cell proportions and batch. Most of those sites had lower methylation levels in males than in females. Of the differentially methylated CpG sites identified in newborn blood, 68% (31,727) met look-up level significance (p < 1.1 × 10 −6) in older children and had methylation differences in the same direction. Conclusions: This is a large-scale meta-analysis examining sex differences in DNA methylation in newborns and older children. Expanding upon previous studies, we replicated previous findings and identified additional autosomal sites with sex-specific differences in DNA methylation. Differentially methylated sites were enriched in genes involved in cancer, psychiatric disorders, and cardiovascular phenotypes.

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MUTREV-D-21-00030_R2[83] - Accepted Manuscript
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Accepted/In Press date: 8 March 2022
Published date: 22 March 2022
Additional Information: Funding Information: For all studies, acknowledgments can be found in the Supplementary Material (Supplementary Methods). Publisher Copyright: © 2022 The Authors
Keywords: Children, Cord blood, DNA methylation, EWAS, Sex

Identifiers

Local EPrints ID: 456012
URI: http://eprints.soton.ac.uk/id/eprint/456012
PURE UUID: 9fe1a80e-c862-4fa2-afec-7c42edfc3ee3
ORCID for Faisal I Rezwan: ORCID iD orcid.org/0000-0001-9921-222X
ORCID for John Holloway: ORCID iD orcid.org/0000-0001-9998-0464

Catalogue record

Date deposited: 12 Apr 2022 16:37
Last modified: 17 Mar 2024 03:31

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Contributors

Author: Olivia Solomon
Author: Karen Huen
Author: Paul Yousefi
Author: Leanne K. Küpers
Author: Juan R. Gonzalez
Author: Matthew Suderman
Author: Sarah E. Reese
Author: Christian M. Page
Author: Olena Gruzieva
Author: Peter Rzehak
Author: Lu Gao
Author: Kelly M. Bakulski
Author: Alexei Novoloaca
Author: Catherine Allard
Author: Irene Pappa
Author: Maria Llambrich
Author: Marta Vives
Author: Dereje D. Jima
Author: Tuomas Kvist
Author: Andrea A. Baccarelli
Author: Cory White
Author: Faisal I Rezwan ORCID iD
Author: Gemma C. Sharp
Author: Gwen Tindula
Author: Anna Bergström
Author: Veit Grote
Author: John F Dou
Author: Elena Isaevska
Author: Maria C. Magnus
Author: Eva Corpeleijn
Author: Patrice Perron
Author: Vincent W V Jaddoe
Author: Ellen A. Nohr
Author: Lea Maitre
Author: Maria Foraster
Author: Cathrine Hoyo
Author: Siri E. Håberg
Author: Jari Lahti
Author: Dawn L. DeMeo
Author: Hongmei Zhang
Author: Wilfried Karmaus
Author: Inger Kull
Author: Berthold Koletzko
Author: Jason I Feinberg
Author: Luigi Gagliardi
Author: Luigi Bouchard
Author: Cecilia Host Ramlau-Hansen
Author: Henning Tiemeier
Author: Gillian Santorelli
Author: Rachel L. Maguire
Author: Darina Czamara
Author: Augusto A. Litonjua
Author: Jean-Paul Langhendries
Author: Michelle Plusquin
Author: Johanna Lepeule
Author: Elisabeth B. Binder
Author: Elvira Verduci
Author: Terence Dwyer
Author: Angel Carracedo
Author: Natalia Ferre
Author: Brenda Eskenazi
Author: Manolis Kogevinas
Author: Tim S. Nawrot
Author: Monica Cheng Munthe-Kaas
Author: Zdenko Herceg
Author: Caroline L. Relton
Author: Erik Melen
Author: Dariusz Gruszfeld
Author: Carrie Breton
Author: M D Fallin
Author: Akram Ghantous
Author: Wenche Nystad
Author: Barbara Heude
Author: Harold Snieder
Author: Marie-France Hivert
Author: Janine F. Felix
Author: Thorkild I. A. Sørensen
Author: Mariona Bustamante
Author: Susan K. Murphy
Author: Katri Raikkonen
Author: Emily Oken
Author: John Holloway ORCID iD
Author: Syed Arshad
Author: Stephanie London
Author: Nina Holland

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