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1. DNA Methylation at C-Reactive Protein-Associated CpG Sites May Mediate the Pathway Between Educational Attainment and Cognition.

Author

Stoldt M, Ammous F, Lin L, Ratliff SM, Ware EB, Faul JD, Zhao W, Kardia SLR, and Smith JA

Subjects
Humans, Male, Female, Aged, Cross-Sectional Studies, Biomarkers blood, Cognitive Dysfunction genetics, Middle Aged, DNA Methylation, C-Reactive Protein metabolism, C-Reactive Protein genetics, Educational Status, Cognition physiology, CpG Islands genetics
Abstract

Growing evidence has linked inflammatory processes to cognitive decline and dementia. This work examines whether an epigenetic marker of C-reactive protein (CRP), a common clinical inflammatory biomarker, may mediate the relationship between educational attainment and cognition. We first evaluated whether 53 previously reported CRP-associated DNA methylation sites (CpGs) are associated with CRP, both individually and aggregated into a methylation risk score (MRSCRP), in 3 298 participants from the Health and Retirement Study (HRS, mean age = 69.7 years). Forty-nine CpGs (92%) were associated with the natural logarithm of CRP in HRS after adjusting for age, sex, smoking, BMI, genetic ancestry, and white blood cell counts (p < .05), and each standard deviation increase in MRSCRP was associated with a 0.38 unit increase in lnCRP (p = 4.02E-99). In cross-sectional analysis, for each standard deviation increase in MRSCRP, total memory score and total cognitive score decreased, on average, by 0.28 words and 0.43 items, respectively (p < .001). Further, MRSCRP mediated 6.9% of the relationship between high school education and total memory score in a model adjusting for age, sex, and genetic ancestry (p < .05); this was attenuated to 2.4% with additional adjustment for marital status, APOE ε4 status, health behaviors, and comorbidities (p < .05). Thus, CRP-associated methylation may partially mediate the relationship between education and cognition at older ages. Further research is warranted to determine whether DNA methylation at these sites may improve current prediction models for cognitive impairment in older adults., (© The Author(s) 2024. Published by Oxford University Press on behalf of The Gerontological Society of America. All rights reserved. For commercial re-use, please contact reprints@oup.com for reprints and translation rights for reprints. All other permissions can be obtained through our RightsLink service via the Permissions link on the article page on our site—for further information please contact journals.permissions@oup.com.)

Published
2024
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2. Trans-Ethnic Meta-Analysis of Interactions Between Genetics and Early-Life Socioeconomic Context on Memory Performance and Decline in Older Americans.

Author

Faul JD, Kho M, Zhao W, Rumfelt KE, Yu M, Mitchell C, and Smith JA

Subjects
Child, Preschool, Humans, Aged, Educational Status, Social Class, Parents, Socioeconomic Factors, Genome-Wide Association Study, Cognition
Abstract

Background: Later-life cognitive function is influenced by genetics as well as early- and later-life socioeconomic context. However, few studies have examined the interaction between genetics and early childhood factors., Methods: Using gene-based tests (interaction sequence kernel association test [iSKAT]/iSKAT optimal unified test), we examined whether common and/or rare exonic variants in 39 gene regions previously associated with cognitive performance, dementia, and related traits had an interaction with childhood socioeconomic context (parental education and financial strain) on memory performance or decline in European ancestry (EA, N = 10 468) and African ancestry (AA, N = 2 252) participants from the Health and Retirement Study., Results: Of the 39 genes, 22 in EA and 19 in AA had nominally significant interactions with at least one childhood socioeconomic measure on memory performance and/or decline; however, all but one (father's education by solute carrier family 24 member 4 [SLC24A4] in AA) were not significant after multiple testing correction (false discovery rate [FDR] < .05). In trans-ethnic meta-analysis, 2 genes interacted with childhood socioeconomic context (FDR < .05): mother's education by membrane-spanning 4-domains A4A (MS4A4A) on memory performance, and father's education by SLC24A4 on memory decline. Both interactions remained significant (p < .05) after adjusting for respondent's own educational attainment, apolipoprotein-ε4 allele (APOE ε4) status, lifestyle factors, body mass index, and comorbidities. For both interactions in EA and AA, the genetic effect was stronger in participants with low parental education., Conclusions: Examination of common and rare variants in genes discovered through genome-wide association studies shows that childhood context may interact with key gene regions to jointly impact later-life memory function and decline. Genetic effects may be more salient for those with lower childhood socioeconomic status., (© The Author(s) 2021. Published by Oxford University Press on behalf of The Gerontological Society of America. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.)

Published
2022
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3. The Effect of Childhood Socioeconomic Position and Social Mobility on Cognitive Function and Change Among Older Adults: A Comparison Between the United States and England.

Author

Faul JD, Ware EB, Kabeto MU, Fisher J, and Langa KM

Subjects
Cross-Cultural Comparison, England, Female, Humans, Longitudinal Studies, Male, Middle Aged, Neuropsychological Tests, Prospective Studies, Socioeconomic Factors, United States, Adverse Childhood Experiences economics, Adverse Childhood Experiences psychology, Adverse Childhood Experiences statistics & numerical data, Cognition, Cognitive Aging, Social Mobility statistics & numerical data
Abstract

Objectives: This study aims to examine the relationship between childhood socioeconomic position (SEP) and cognitive function in later life within nationally representative samples of older adults in the United States and England, investigate whether these effects are mediated by later-life SEP, and determine whether social mobility from childhood to adulthood affects cognitive function and decline., Method: Using data from the Health and Retirement Study (HRS) and the English Longitudinal Survey of Ageing (ELSA), we examined the relationships between measures of SEP, cognitive performance and decline using individual growth curve models., Results: High childhood SEP was associated with higher cognitive performance at baseline in both cohorts and did not affect the rate of decline. This benefit dissipated after adjusting for education and adult wealth in the United States. Respondents with low childhood SEP, above median education, and high adult SEP had better cognitive performance at baseline than respondents with a similar childhood background and less upward mobility in both countries., Discussion: These findings emphasize the impact of childhood SEP on cognitive trajectories among older adults. Upward mobility may partially compensate for disadvantage early in life but does not protect against cognitive decline., (© The Author(s) 2021. Published by Oxford University Press on behalf of The Gerontological Society of America. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.)

Published
2021
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4. Associations of autozygosity with a broad range of human phenotypes.

Author

Clark DW, Okada Y, Moore KHS, Mason D, Pirastu N, Gandin I, Mattsson H, Barnes CLK, Lin K, Zhao JH, Deelen P, Rohde R, Schurmann C, Guo X, Giulianini F, Zhang W, Medina-Gomez C, Karlsson R, Bao Y, Bartz TM, Baumbach C, Biino G, Bixley MJ, Brumat M, Chai JF, Corre T, Cousminer DL, Dekker AM, Eccles DA, van Eijk KR, Fuchsberger C, Gao H, Germain M, Gordon SD, de Haan HG, Harris SE, Hofer E, Huerta-Chagoya A, Igartua C, Jansen IE, Jia Y, Kacprowski T, Karlsson T, Kleber ME, Li SA, Li-Gao R, Mahajan A, Matsuda K, Meidtner K, Meng W, Montasser ME, van der Most PJ, Munz M, Nutile T, Palviainen T, Prasad G, Prasad RB, Priyanka TDS, Rizzi F, Salvi E, Sapkota BR, Shriner D, Skotte L, Smart MC, Smith AV, van der Spek A, Spracklen CN, Strawbridge RJ, Tajuddin SM, Trompet S, Turman C, Verweij N, Viberti C, Wang L, Warren HR, Wootton RE, Yanek LR, Yao J, Yousri NA, Zhao W, Adeyemo AA, Afaq S, Aguilar-Salinas CA, Akiyama M, Albert ML, Allison MA, Alver M, Aung T, Azizi F, Bentley AR, Boeing H, Boerwinkle E, Borja JB, de Borst GJ, Bottinger EP, Broer L, Campbell H, Chanock S, Chee ML, Chen G, Chen YI, Chen Z, Chiu YF, Cocca M, Collins FS, Concas MP, Corley J, Cugliari G, van Dam RM, Damulina A, Daneshpour MS, Day FR, Delgado GE, Dhana K, Doney ASF, Dörr M, Doumatey AP, Dzimiri N, Ebenesersdóttir SS, Elliott J, Elliott P, Ewert R, Felix JF, Fischer K, Freedman BI, Girotto G, Goel A, Gögele M, Goodarzi MO, Graff M, Granot-Hershkovitz E, Grodstein F, Guarrera S, Gudbjartsson DF, Guity K, Gunnarsson B, Guo Y, Hagenaars SP, Haiman CA, Halevy A, Harris TB, Hedayati M, van Heel DA, Hirata M, Höfer I, Hsiung CA, Huang J, Hung YJ, Ikram MA, Jagadeesan A, Jousilahti P, Kamatani Y, Kanai M, Kerrison ND, Kessler T, Khaw KT, Khor CC, de Kleijn DPV, Koh WP, Kolcic I, Kraft P, Krämer BK, Kutalik Z, Kuusisto J, Langenberg C, Launer LJ, Lawlor DA, Lee IT, Lee WJ, Lerch MM, Li L, Liu J, Loh M, London SJ, Loomis S, Lu Y, Luan J, Mägi R, Manichaikul AW, Manunta P, Másson G, Matoba N, Mei XW, Meisinger C, Meitinger T, Mezzavilla M, Milani L, Millwood IY, Momozawa Y, Moore A, Morange PE, Moreno-Macías H, Mori TA, Morrison AC, Muka T, Murakami Y, Murray AD, de Mutsert R, Mychaleckyj JC, Nalls MA, Nauck M, Neville MJ, Nolte IM, Ong KK, Orozco L, Padmanabhan S, Pálsson G, Pankow JS, Pattaro C, Pattie A, Polasek O, Poulter N, Pramstaller PP, Quintana-Murci L, Räikkönen K, Ralhan S, Rao DC, van Rheenen W, Rich SS, Ridker PM, Rietveld CA, Robino A, van Rooij FJA, Ruggiero D, Saba Y, Sabanayagam C, Sabater-Lleal M, Sala CF, Salomaa V, Sandow K, Schmidt H, Scott LJ, Scott WR, Sedaghati-Khayat B, Sennblad B, van Setten J, Sever PJ, Sheu WH, Shi Y, Shrestha S, Shukla SR, Sigurdsson JK, Sikka TT, Singh JR, Smith BH, Stančáková A, Stanton A, Starr JM, Stefansdottir L, Straker L, Sulem P, Sveinbjornsson G, Swertz MA, Taylor AM, Taylor KD, Terzikhan N, Tham YC, Thorleifsson G, Thorsteinsdottir U, Tillander A, Tracy RP, Tusié-Luna T, Tzoulaki I, Vaccargiu S, Vangipurapu J, Veldink JH, Vitart V, Völker U, Vuoksimaa E, Wakil SM, Waldenberger M, Wander GS, Wang YX, Wareham NJ, Wild S, Yajnik CS, Yuan JM, Zeng L, Zhang L, Zhou J, Amin N, Asselbergs FW, Bakker SJL, Becker DM, Lehne B, Bennett DA, van den Berg LH, Berndt SI, Bharadwaj D, Bielak LF, Bochud M, Boehnke M, Bouchard C, Bradfield JP, Brody JA, Campbell A, Carmi S, Caulfield MJ, Cesarini D, Chambers JC, Chandak GR, Cheng CY, Ciullo M, Cornelis M, Cusi D, Smith GD, Deary IJ, Dorajoo R, van Duijn CM, Ellinghaus D, Erdmann J, Eriksson JG, Evangelou E, Evans MK, Faul JD, Feenstra B, Feitosa M, Foisy S, Franke A, Friedlander Y, Gasparini P, Gieger C, Gonzalez C, Goyette P, Grant SFA, Griffiths LR, Groop L, Gudnason V, Gyllensten U, Hakonarson H, Hamsten A, van der Harst P, Heng CK, Hicks AA, Hochner H, Huikuri H, Hunt SC, Jaddoe VWV, De Jager PL, Johannesson M, Johansson Å, Jonas JB, Jukema JW, Junttila J, Kaprio J, Kardia SLR, Karpe F, Kumari M, Laakso M, van der Laan SW, Lahti J, Laudes M, Lea RA, Lieb W, Lumley T, Martin NG, März W, Matullo G, McCarthy MI, Medland SE, Merriman TR, Metspalu A, Meyer BF, Mohlke KL, Montgomery GW, Mook-Kanamori D, Munroe PB, North KE, Nyholt DR, O'connell JR, Ober C, Oldehinkel AJ, Palmas W, Palmer C, Pasterkamp GG, Patin E, Pennell CE, Perusse L, Peyser PA, Pirastu M, Polderman TJC, Porteous DJ, Posthuma D, Psaty BM, Rioux JD, Rivadeneira F, Rotimi C, Rotter JI, Rudan I, Den Ruijter HM, Sanghera DK, Sattar N, Schmidt R, Schulze MB, Schunkert H, Scott RA, Shuldiner AR, Sim X, Small N, Smith JA, Sotoodehnia N, Tai ES, Teumer A, Timpson NJ, Toniolo D, Tregouet DA, Tuomi T, Vollenweider P, Wang CA, Weir DR, Whitfield JB, Wijmenga C, Wong TY, Wright J, Yang J, Yu L, Zemel BS, Zonderman AB, Perola M, Magnusson PKE, Uitterlinden AG, Kooner JS, Chasman DI, Loos RJF, Franceschini N, Franke L, Haley CS, Hayward C, Walters RG, Perry JRB, Esko T, Helgason A, Stefansson K, Joshi PK, Kubo M, and Wilson JF

Subjects
Alleles, Haplotypes, Homozygote, Humans, Body Size genetics, Cognition, Consanguinity, Fertility genetics, Health Status, Inbreeding Depression genetics, Risk-Taking
Abstract

In many species, the offspring of related parents suffer reduced reproductive success, a phenomenon known as inbreeding depression. In humans, the importance of this effect has remained unclear, partly because reproduction between close relatives is both rare and frequently associated with confounding social factors. Here, using genomic inbreeding coefficients (F ROH ) for >1.4 million individuals, we show that F ROH is significantly associated (p < 0.0005) with apparently deleterious changes in 32 out of 100 traits analysed. These changes are associated with runs of homozygosity (ROH), but not with common variant homozygosity, suggesting that genetic variants associated with inbreeding depression are predominantly rare. The effect on fertility is striking: F ROH equivalent to the offspring of first cousins is associated with a 55% decrease [95% CI 44-66%] in the odds of having children. Finally, the effects of F ROH are confirmed within full-sibling pairs, where the variation in F ROH is independent of all environmental confounding.

Published
2019
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5. Study of 300,486 individuals identifies 148 independent genetic loci influencing general cognitive function.

Author

Davies G, Lam M, Harris SE, Trampush JW, Luciano M, Hill WD, Hagenaars SP, Ritchie SJ, Marioni RE, Fawns-Ritchie C, Liewald DCM, Okely JA, Ahola-Olli AV, Barnes CLK, Bertram L, Bis JC, Burdick KE, Christoforou A, DeRosse P, Djurovic S, Espeseth T, Giakoumaki S, Giddaluru S, Gustavson DE, Hayward C, Hofer E, Ikram MA, Karlsson R, Knowles E, Lahti J, Leber M, Li S, Mather KA, Melle I, Morris D, Oldmeadow C, Palviainen T, Payton A, Pazoki R, Petrovic K, Reynolds CA, Sargurupremraj M, Scholz M, Smith JA, Smith AV, Terzikhan N, Thalamuthu A, Trompet S, van der Lee SJ, Ware EB, Windham BG, Wright MJ, Yang J, Yu J, Ames D, Amin N, Amouyel P, Andreassen OA, Armstrong NJ, Assareh AA, Attia JR, Attix D, Avramopoulos D, Bennett DA, Böhmer AC, Boyle PA, Brodaty H, Campbell H, Cannon TD, Cirulli ET, Congdon E, Conley ED, Corley J, Cox SR, Dale AM, Dehghan A, Dick D, Dickinson D, Eriksson JG, Evangelou E, Faul JD, Ford I, Freimer NA, Gao H, Giegling I, Gillespie NA, Gordon SD, Gottesman RF, Griswold ME, Gudnason V, Harris TB, Hartmann AM, Hatzimanolis A, Heiss G, Holliday EG, Joshi PK, Kähönen M, Kardia SLR, Karlsson I, Kleineidam L, Knopman DS, Kochan NA, Konte B, Kwok JB, Le Hellard S, Lee T, Lehtimäki T, Li SC, Lill CM, Liu T, Koini M, London E, Longstreth WT Jr, Lopez OL, Loukola A, Luck T, Lundervold AJ, Lundquist A, Lyytikäinen LP, Martin NG, Montgomery GW, Murray AD, Need AC, Noordam R, Nyberg L, Ollier W, Papenberg G, Pattie A, Polasek O, Poldrack RA, Psaty BM, Reppermund S, Riedel-Heller SG, Rose RJ, Rotter JI, Roussos P, Rovio SP, Saba Y, Sabb FW, Sachdev PS, Satizabal CL, Schmid M, Scott RJ, Scult MA, Simino J, Slagboom PE, Smyrnis N, Soumaré A, Stefanis NC, Stott DJ, Straub RE, Sundet K, Taylor AM, Taylor KD, Tzoulaki I, Tzourio C, Uitterlinden A, Vitart V, Voineskos AN, Kaprio J, Wagner M, Wagner H, Weinhold L, Wen KH, Widen E, Yang Q, Zhao W, Adams HHH, Arking DE, Bilder RM, Bitsios P, Boerwinkle E, Chiba-Falek O, Corvin A, De Jager PL, Debette S, Donohoe G, Elliott P, Fitzpatrick AL, Gill M, Glahn DC, Hägg S, Hansell NK, Hariri AR, Ikram MK, Jukema JW, Vuoksimaa E, Keller MC, Kremen WS, Launer L, Lindenberger U, Palotie A, Pedersen NL, Pendleton N, Porteous DJ, Räikkönen K, Raitakari OT, Ramirez A, Reinvang I, Rudan I, Dan Rujescu, Schmidt R, Schmidt H, Schofield PW, Schofield PR, Starr JM, Steen VM, Trollor JN, Turner ST, Van Duijn CM, Villringer A, Weinberger DR, Weir DR, Wilson JF, Malhotra A, McIntosh AM, Gale CR, Seshadri S, Mosley TH Jr, Bressler J, Lencz T, and Deary IJ

Subjects
Adolescent, Adult, Aged, Aged, 80 and over, Genetic Loci genetics, Genetic Predisposition to Disease, Humans, Middle Aged, Polymorphism, Single Nucleotide genetics, Reaction Time genetics, Young Adult, Cognition physiology, Mental Disorders genetics, Multifactorial Inheritance genetics, Neurodegenerative Diseases genetics, Neurodevelopmental Disorders genetics
Abstract

General cognitive function is a prominent and relatively stable human trait that is associated with many important life outcomes. We combine cognitive and genetic data from the CHARGE and COGENT consortia, and UK Biobank (total N = 300,486; age 16-102) and find 148 genome-wide significant independent loci (P < 5 × 10 -8 ) associated with general cognitive function. Within the novel genetic loci are variants associated with neurodegenerative and neurodevelopmental disorders, physical and psychiatric illnesses, and brain structure. Gene-based analyses find 709 genes associated with general cognitive function. Expression levels across the cortex are associated with general cognitive function. Using polygenic scores, up to 4.3% of variance in general cognitive function is predicted in independent samples. We detect significant genetic overlap between general cognitive function, reaction time, and many health variables including eyesight, hypertension, and longevity. In conclusion we identify novel genetic loci and pathways contributing to the heritability of general cognitive function.

Published
2018
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6. Directional dominance on stature and cognition in diverse human populations.

Author

Joshi PK, Esko T, Mattsson H, Eklund N, Gandin I, Nutile T, Jackson AU, Schurmann C, Smith AV, Zhang W, Okada Y, Stančáková A, Faul JD, Zhao W, Bartz TM, Concas MP, Franceschini N, Enroth S, Vitart V, Trompet S, Guo X, Chasman DI, O'Connel JR, Corre T, Nongmaithem SS, Chen Y, Mangino M, Ruggiero D, Traglia M, Farmaki AE, Kacprowski T, Bjonnes A, van der Spek A, Wu Y, Giri AK, Yanek LR, Wang L, Hofer E, Rietveld CA, McLeod O, Cornelis MC, Pattaro C, Verweij N, Baumbach C, Abdellaoui A, Warren HR, Vuckovic D, Mei H, Bouchard C, Perry JRB, Cappellani S, Mirza SS, Benton MC, Broeckel U, Medland SE, Lind PA, Malerba G, Drong A, Yengo L, Bielak LF, Zhi D, van der Most PJ, Shriner D, Mägi R, Hemani G, Karaderi T, Wang Z, Liu T, Demuth I, Zhao JH, Meng W, Lataniotis L, van der Laan SW, Bradfield JP, Wood AR, Bonnefond A, Ahluwalia TS, Hall LM, Salvi E, Yazar S, Carstensen L, de Haan HG, Abney M, Afzal U, Allison MA, Amin N, Asselbergs FW, Bakker SJL, Barr RG, Baumeister SE, Benjamin DJ, Bergmann S, Boerwinkle E, Bottinger EP, Campbell A, Chakravarti A, Chan Y, Chanock SJ, Chen C, Chen YI, Collins FS, Connell J, Correa A, Cupples LA, Smith GD, Davies G, Dörr M, Ehret G, Ellis SB, Feenstra B, Feitosa MF, Ford I, Fox CS, Frayling TM, Friedrich N, Geller F, Scotland G, Gillham-Nasenya I, Gottesman O, Graff M, Grodstein F, Gu C, Haley C, Hammond CJ, Harris SE, Harris TB, Hastie ND, Heard-Costa NL, Heikkilä K, Hocking LJ, Homuth G, Hottenga JJ, Huang J, Huffman JE, Hysi PG, Ikram MA, Ingelsson E, Joensuu A, Johansson Å, Jousilahti P, Jukema JW, Kähönen M, Kamatani Y, Kanoni S, Kerr SM, Khan NM, Koellinger P, Koistinen HA, Kooner MK, Kubo M, Kuusisto J, Lahti J, Launer LJ, Lea RA, Lehne B, Lehtimäki T, Liewald DCM, Lind L, Loh M, Lokki ML, London SJ, Loomis SJ, Loukola A, Lu Y, Lumley T, Lundqvist A, Männistö S, Marques-Vidal P, Masciullo C, Matchan A, Mathias RA, Matsuda K, Meigs JB, Meisinger C, Meitinger T, Menni C, Mentch FD, Mihailov E, Milani L, Montasser ME, Montgomery GW, Morrison A, Myers RH, Nadukuru R, Navarro P, Nelis M, Nieminen MS, Nolte IM, O'Connor GT, Ogunniyi A, Padmanabhan S, Palmas WR, Pankow JS, Patarcic I, Pavani F, Peyser PA, Pietilainen K, Poulter N, Prokopenko I, Ralhan S, Redmond P, Rich SS, Rissanen H, Robino A, Rose LM, Rose R, Sala C, Salako B, Salomaa V, Sarin AP, Saxena R, Schmidt H, Scott LJ, Scott WR, Sennblad B, Seshadri S, Sever P, Shrestha S, Smith BH, Smith JA, Soranzo N, Sotoodehnia N, Southam L, Stanton AV, Stathopoulou MG, Strauch K, Strawbridge RJ, Suderman MJ, Tandon N, Tang ST, Taylor KD, Tayo BO, Töglhofer AM, Tomaszewski M, Tšernikova N, Tuomilehto J, Uitterlinden AG, Vaidya D, van Hylckama Vlieg A, van Setten J, Vasankari T, Vedantam S, Vlachopoulou E, Vozzi D, Vuoksimaa E, Waldenberger M, Ware EB, Wentworth-Shields W, Whitfield JB, Wild S, Willemsen G, Yajnik CS, Yao J, Zaza G, Zhu X, Project TBJ, Salem RM, Melbye M, Bisgaard H, Samani NJ, Cusi D, Mackey DA, Cooper RS, Froguel P, Pasterkamp G, Grant SFA, Hakonarson H, Ferrucci L, Scott RA, Morris AD, Palmer CNA, Dedoussis G, Deloukas P, Bertram L, Lindenberger U, Berndt SI, Lindgren CM, Timpson NJ, Tönjes A, Munroe PB, Sørensen TIA, Rotimi CN, Arnett DK, Oldehinkel AJ, Kardia SLR, Balkau B, Gambaro G, Morris AP, Eriksson JG, Wright MJ, Martin NG, Hunt SC, Starr JM, Deary IJ, Griffiths LR, Tiemeier H, Pirastu N, Kaprio J, Wareham NJ, Pérusse L, Wilson JG, Girotto G, Caulfield MJ, Raitakari O, Boomsma DI, Gieger C, van der Harst P, Hicks AA, Kraft P, Sinisalo J, Knekt P, Johannesson M, Magnusson PKE, Hamsten A, Schmidt R, Borecki IB, Vartiainen E, Becker DM, Bharadwaj D, Mohlke KL, Boehnke M, van Duijn CM, Sanghera DK, Teumer A, Zeggini E, Metspalu A, Gasparini P, Ulivi S, Ober C, Toniolo D, Rudan I, Porteous DJ, Ciullo M, Spector TD, Hayward C, Dupuis J, Loos RJF, Wright AF, Chandak GR, Vollenweider P, Shuldiner A, Ridker PM, Rotter JI, Sattar N, Gyllensten U, North KE, Pirastu M, Psaty BM, Weir DR, Laakso M, Gudnason V, Takahashi A, Chambers JC, Kooner JS, Strachan DP, Campbell H, Hirschhorn JN, Perola M, Polašek O, and Wilson JF

Subjects
Biological Evolution, Blood Pressure genetics, Cholesterol, LDL genetics, Cohort Studies, Educational Status, Female, Forced Expiratory Volume genetics, Genome, Human genetics, Humans, Lung Volume Measurements, Male, Phenotype, Body Height genetics, Cognition, Homozygote
Abstract

Homozygosity has long been associated with rare, often devastating, Mendelian disorders, and Darwin was one of the first to recognize that inbreeding reduces evolutionary fitness. However, the effect of the more distant parental relatedness that is common in modern human populations is less well understood. Genomic data now allow us to investigate the effects of homozygosity on traits of public health importance by observing contiguous homozygous segments (runs of homozygosity), which are inferred to be homozygous along their complete length. Given the low levels of genome-wide homozygosity prevalent in most human populations, information is required on very large numbers of people to provide sufficient power. Here we use runs of homozygosity to study 16 health-related quantitative traits in 354,224 individuals from 102 cohorts, and find statistically significant associations between summed runs of homozygosity and four complex traits: height, forced expiratory lung volume in one second, general cognitive ability and educational attainment (P < 1 × 10(-300), 2.1 × 10(-6), 2.5 × 10(-10) and 1.8 × 10(-10), respectively). In each case, increased homozygosity was associated with decreased trait value, equivalent to the offspring of first cousins being 1.2 cm shorter and having 10 months' less education. Similar effect sizes were found across four continental groups and populations with different degrees of genome-wide homozygosity, providing evidence that homozygosity, rather than confounding, directly contributes to phenotypic variance. Contrary to earlier reports in substantially smaller samples, no evidence was seen of an influence of genome-wide homozygosity on blood pressure and low density lipoprotein cholesterol, or ten other cardio-metabolic traits. Since directional dominance is predicted for traits under directional evolutionary selection, this study provides evidence that increased stature and cognitive function have been positively selected in human evolution, whereas many important risk factors for late-onset complex diseases may not have been.

Published
2015
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7. Mental work demands, retirement, and longitudinal trajectories of cognitive functioning.

Author

Fisher GG, Stachowski A, Infurna FJ, Faul JD, Grosch J, and Tetrick LE

Subjects
Female, Humans, Longitudinal Studies, Male, Middle Aged, Cognition, Employment psychology, Retirement psychology, Stress, Psychological
Abstract

Age-related changes in cognitive abilities are well-documented, and a very important indicator of health, functioning, and decline in later life. However, less is known about the course of cognitive functioning before and after retirement and specifically whether job characteristics during one's time of employment (i.e., higher vs. lower levels of mental work demands) moderate how cognition changes both before and after the transition to retirement. We used data from n = 4,182 (50% women) individuals in the Health and Retirement Study, a nationally representative panel study in the United States, across an 18 year time span (1992-2010). Data were linked to the O*NET occupation codes to gather information about mental job demands to examine whether job characteristics during one's time of employment moderates level and rate of change in cognitive functioning (episodic memory and mental status) both before and after retirement. Results indicated that working in an occupation characterized by higher levels of mental demands was associated with higher levels of cognitive functioning before retirement, and a slower rate of cognitive decline after retirement. We controlled for a number of important covariates, including socioeconomic (education and income), demographic, and health variables. Our discussion focuses on pathways through which job characteristics may be associated with the course of cognitive functioning in relation to the important transition of retirement. Implications for job design as well as retirement are offered.

Published
2014
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8. Genome-wide association study of cognitive function in diverse Hispanics/Latinos: results from the Hispanic Community Health Study/Study of Latinos.

Author

Jian, Xueqiu, Sofer, Tamar, Tarraf, Wassim, Bressler, Jan, Faul, Jessica D, Zhao, Wei, Ratliff, Scott M, Lamar, Melissa, Launer, Lenore J, Laurie, Cathy C, Schneiderman, Neil, Weir, David R, Wright, Clinton B, Yaffe, Kristine, Zeng, Donglin, DeCarli, Charles, Mosley, Thomas H, Smith, Jennifer A, González, Hector M, and Fornage, Myriam

Subjects
Humans, Ubiquitin-Conjugating Enzymes, Cognition, Neuropsychological Tests, Public Health, Aged, Middle Aged, Hispanic Americans, Genome-Wide Association Study, Clinical Sciences, Public Health and Health Services, Psychology
Abstract

Cognitive function such as reasoning, attention, memory, and language is strongly correlated with brain aging. Compared to non-Hispanic whites, Hispanics/Latinos have a higher risk of cognitive impairment and dementia. The genetic determinants of cognitive function have not been widely explored in this diverse and admixed population. We conducted a genome-wide association analysis of cognitive function in up to 7600 middle aged and older Hispanics/Latinos (mean = 55 years) from the Hispanic Community Health Study / Study of Latinos (HCHS/SOL). Four cognitive measures were examined: the Brief Spanish English Verbal Learning Test (B-SEVLT), the Word Fluency Test (WFT), the Digit Symbol Substitution Test (DSST), the Six-Item Screener (SIS). Four novel loci were identified: one for B-SEVLT at 4p14, two for WFT at 3p14.1 and 6p21.32, and one for DSST at 10p13. These loci implicate genes highly expressed in brain and previously connected to neurological diseases (UBE2K, FRMD4B, the HLA gene complex). By applying tissue-specific gene expression prediction models to our genotype data, additional genes highly expressed in brain showed suggestive associations with cognitive measures possibly indicating novel biological mechanisms, including IFT122 in the hippocampus for SIS, SNX31 in the basal ganglia for B-SEVLT, RPS6KB2 in the frontal cortex for WFT, and CSPG5 in the hypothalamus for DSST. These findings provide new information about the genetic determinants of cognitive function in this unique population. In addition, we derived a measure of general cognitive function based on these cognitive tests and generated genome-wide association summary results, providing a resource to the research community for comparison, replication, and meta-analysis in future genetic studies in Hispanics/Latinos.

Published
2020

9. Genome-wide association study identifies 74 loci associated with educational attainment

Author

Okbay, Aysu, Beauchamp, Jonathan P, Fontana, Mark Alan, Lee, James J, Pers, Tune H, Rietveld, Cornelius A, Turley, Patrick, Chen, Guo-Bo, Emilsson, Valur, Meddens, S Fleur W, Oskarsson, Sven, Pickrell, Joseph K, Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Abdellaoui, Abdel, Ahluwalia, Tarunveer S, Bacelis, Jonas, Baumbach, Clemens, Bjornsdottir, Gyda, Brandsma, Johannes H, Pina Concas, Maria, Derringer, Jaime, Furlotte, Nicholas A, Galesloot, Tessel E, Girotto, Giorgia, Gupta, Richa, Hall, Leanne M, Harris, Sarah E, Hofer, Edith, Horikoshi, Momoko, Huffman, Jennifer E, Kaasik, Kadri, Kalafati, Ioanna P, Karlsson, Robert, Kong, Augustine, Lahti, Jari, Lee, Sven J van der, deLeeuw, Christiaan, Lind, Penelope A, Lindgren, Karl-Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B, van der Most, Peter J, Oldmeadow, Christopher, Payton, Antony, Pervjakova, Natalia, Peyrot, Wouter J, Qian, Yong, Raitakari, Olli, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E, Shi, Jianxin, Smith, Albert V, Poot, Raymond A, St Pourcain, Beate, Teumer, Alexander, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Westra, Harm-Jan, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z, Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E, Biino, Ginevra, Bønnelykke, Klaus, Boyle, Patricia A, Campbell, Harry, Cappuccio, Francesco P, Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Panos, Demuth, Ilja, Ding, Jun, Eibich, Peter, Eisele, Lewin, Eklund, Niina, Evans, David M, Faul, Jessica D, Feitosa, Mary F, Forstner, Andreas J, Gandin, Ilaria, Gunnarsson, Bjarni, Halldórsson, Bjarni V, Harris, Tamara B, Heath, Andrew C, Hocking, Lynne J, Holliday, Elizabeth G, Homuth, Georg, and Horan, Michael A

Subjects
Biological Sciences, Genetics, Epidemiology, Health Sciences, Statistics, Mathematical Sciences, Human Genome, Clinical Research, Alzheimer Disease, Bipolar Disorder, Brain, Cognition, Computational Biology, Educational Status, Fetus, Gene Expression Regulation, Gene-Environment Interaction, Genome-Wide Association Study, Humans, Molecular Sequence Annotation, Polymorphism, Single Nucleotide, Schizophrenia, United Kingdom, LifeLines Cohort Study, General Science & Technology
Abstract

Educational attainment is strongly influenced by social and other environmental factors, but genetic factors are estimated to account for at least 20% of the variation across individuals. Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample of 101,069 individuals to 293,723 individuals, and a replication study in an independent sample of 111,349 individuals from the UK Biobank. We identify 74 genome-wide significant loci associated with the number of years of schooling completed. Single-nucleotide polymorphisms associated with educational attainment are disproportionately found in genomic regions regulating gene expression in the fetal brain. Candidate genes are preferentially expressed in neural tissue, especially during the prenatal period, and enriched for biological pathways involved in neural development. Our findings demonstrate that, even for a behavioural phenotype that is mostly environmentally determined, a well-powered GWAS identifies replicable associated genetic variants that suggest biologically relevant pathways. Because educational attainment is measured in large numbers of individuals, it will continue to be useful as a proxy phenotype in efforts to characterize the genetic influences of related phenotypes, including cognition and neuropsychiatric diseases.

Published
2016

10. The Mode Effect of Web-Based Surveying on the 2018 U.S. Health and Retirement Study Measure of Cognitive Functioning.

Author

Domingue, Benjamin W, McCammon, Ryan J, West, Brady T, Langa, Kenneth M, Weir, David R, and Faul, Jessica

Subjects
PSYCHOLOGY of movement, DESCRIPTIVE statistics, RESEARCH funding, AGING, COGNITIVE testing, RESEARCH bias, RETIREMENT, WORLD Wide Web, SECONDARY analysis, OLD age
Abstract

Objectives Measuring cognition in an aging populabtion is a public health priority. A move towards survey measurement via the web (as opposed to phone or in-person) is cost-effective but challenging as it may induce bias in cognitive measures. We examine this possibility using an experiment embedded in the 2018 wave of data collection for the U.S. Health and Retirement Study (HRS). Methods We utilize techniques from multiple group item response theory to assess the effect of survey mode on performance on the HRS cognitive measure. We also study the problem of attrition by attempting to predict dropout and via approaches meant to minimize bias in subsequent inferences due to attrition. Results We find evidence of an increase in scores for HRS respondents who are randomly assigned to the web-based mode of data collection in 2018. Web-based respondents score higher in 2018 than experimentally matched phone-based respondents, and they show much larger gains relative to 2016 performance and subsequently larger declines in 2020. The differential in favor of web-based responding is observed across all items, but is most pronounced for the Serial 7 task and numeracy items. Due to the relative ease of the web-based mode, we suggest a cutscore of 12 being used to indicate CIND (cognitively impaired but not demented) status when using the web-based version rather than 11. Discussion The difference in mode may be nonignorable for many uses of the HRS cognitive measure. In particular, it may require reconsideration of some cutscore-based approaches to identify impairment. [ABSTRACT FROM AUTHOR]

Published
2023
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11. Study of 300,486 individuals identifies 148 independent genetic loci influencing general cognitive function

Author

Davies, Gail, Lam, Max, Harris, Sarah E, Trampush, Joey W, Luciano, Michelle, Hill, W David, Hagenaars, Saskia P, Ritchie, Stuart J, Marioni, Riccardo E, Fawns-Ritchie, Chloe, Liewald, David CM, Okely, Judith A, Ahola-Olli, Ari V, Barnes, Catriona LK, Bertram, Lars, Bis, Joshua C, Burdick, Katherine E, Christoforou, Andrea, DeRosse, Pamela, Djurovic, Srdjan, Espeseth, Thomas, Giakoumaki, Stella, Giddaluru, Sudheer, Gustavson, Daniel E, Hayward, Caroline, Hofer, Edith, Ikram, M Arfan, Karlsson, Robert, Knowles, Emma, Lahti, Jari, Leber, Markus, Li, Shuo, Mather, Karen A, Melle, Ingrid, Morris, Derek, Oldmeadow, Christopher, Palviainen, Teemu, Payton, Antony, Pazoki, Raha, Petrovic, Katja, Reynolds, Chandra A, Sargurupremraj, Muralidharan, Scholz, Markus, Smith, Jennifer A, Smith, Albert V, Terzikhan, Natalie, Thalamuthu, Anbupalam, Trompet, Stella, van der Lee, Sven J, Ware, Erin B, Windham, B Gwen, Wright, Margaret J, Yang, Jingyun, Yu, Jin, Ames, David, Amin, Najaf, Amouyel, Philippe, Andreassen, Ole A, Armstrong, Nicola J, Assareh, Amelia A, Attia, John R, Attix, Deborah, Avramopoulos, Dimitrios, Bennett, David A, Böhmer, Anne C, Boyle, Patricia A, Brodaty, Henry, Campbell, Harry, Cannon, Tyrone D, Cirulli, Elizabeth T, Congdon, Eliza, Conley, Emily Drabant, Corley, Janie, Cox, Simon R, Dale, Anders M, Dehghan, Abbas, Dick, Danielle, Dickinson, Dwight, Eriksson, Johan G, Evangelou, Evangelos, Faul, Jessica D, Ford, Ian, Freimer, Nelson A, Gao, He, Giegling, Ina, Gillespie, Nathan A, Gordon, Scott D, Gottesman, Rebecca F, Griswold, Michael E, Gudnason, Vilmundur, Harris, Tamara B, Hartmann, Annette M, Hatzimanolis, Alex, Heiss, Gerardo, Holliday, Elizabeth G, Joshi, Peter K, Kähönen, Mika, Kardia, Sharon LR, Karlsson, Ida, and Kleineidam, Luca

Subjects
Adult, Multifactorial Inheritance, Adolescent, Basic Behavioral and Social Science, Young Adult, Cognition, Behavioral and Social Science, Reaction Time, 80 and over, Genetics, Humans, Genetic Predisposition to Disease, Polymorphism, Aged, Prevention, Mental Disorders, Human Genome, Neurosciences, Neurodegenerative Diseases, Single Nucleotide, Middle Aged, Mental Health, Genetic Loci, Neurodevelopmental Disorders, Neurological, Biotechnology
Abstract

General cognitive function is a prominent and relatively stable human trait that is associated with many important life outcomes. We combine cognitive and genetic data from the CHARGE and COGENT consortia, and UK Biobank (total N = 300,486; age 16-102) and find 148 genome-wide significant independent loci (P

Published
2018

12. Racial and Ethnic Differences in Knowledge About One's Dementia Status.

Author

Lin, Pei‐Jung, Emerson, Joanna, Faul, Jessica D., Cohen, Joshua T., Neumann, Peter J., Fillit, Howard M., Daly, Allan T., Margaretos, Nikoletta, and Freund, Karen M.

Subjects
DEMENTIA, RACIAL differences, ETHNIC differences, DEFICIT awareness, OLDER Black people, HEALTH equity, OLDER Hispanic Americans, OLDER white people, COGNITION, CONFIDENCE intervals, ETHNIC groups, HEALTH services accessibility, HEALTH status indicators, INTELLECT, LONGITUDINAL method, RACE, PATIENTS' attitudes, DESCRIPTIVE statistics, ODDS ratio, ATTITUDES toward illness
Abstract

OBJECTIVES To examine racial and ethnic differences in knowledge about oneʼs dementia status. DESIGN Prospective cohort study. SETTING The 2000 to 2014 Health and Retirement Study. PARTICIPANTS Our sample included 8,686 person‐wave observations representing 4,065 unique survey participants, aged 70 years or older, with dementia, as identified by a well‐validated statistical prediction model based on individual demographic and clinical characteristics. MEASUREMENTS Primary outcome measure was knowledge of oneʼs dementia status, as reported in the survey. Patient characteristics included race/ethnicity, age, sex, survey year, cognition, function, comorbidity, and whether living in a nursing home. RESULTS: Among subjects identified as having dementia by the prediction model, 43.5% to 50.2%, depending on the survey year, reported that they were informed of the dementia status by their physician. This proportion was lower among Hispanics (25.9%‐42.2%) and non‐Hispanic blacks (31.4%‐50.5%) than among non‐Hispanic whites (47.7%‐52.9%). Our fully adjusted regression model indicated lower dementia awareness among non‐Hispanic blacks (odds ratio [OR] = 0.74; 95% confidence interval [CI] = 0.58‐0.94) and Hispanics (OR = 0.60; 95% CI = 0.43‐0.85), compared to non‐Hispanic whites. Having more instrumental activity of daily living limitations (OR = 1.65; 95% CI = 1.56‐1.75) and living in a nursing home (OR = 2.78; 95% CI = 2.32‐3.32) were associated with increased odds of subjects reporting being told about dementia by a physician. CONCLUSION: Less than half of individuals with dementia reported being told by a physician about the condition. A higher proportion of non‐Hispanic blacks and Hispanics with dementia may be unaware of their condition, despite higher dementia prevalence in these groups, compared to non‐Hispanic whites. Dementia outreach programs should target diverse communities with disproportionately high disease prevalence and low awareness. J Am Geriatr Soc 68:1763‐1770, 2020. [ABSTRACT FROM AUTHOR]

Published
2020
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13. Directional dominance on stature and cognition in diverse human populations

Author

Joshi, Peter K, Esko, Tonu, Mattsson, Hannele, Eklund, Niina, Gandin, Ilaria, Nutile, Teresa, Jackson, Anne U, Schurmann, Claudia, Smith, Albert V, Zhang, Weihua, Okada, Yukinori, Stančáková, Alena, Faul, Jessica D, Zhao, Wei, Bartz, Traci M, Concas, Maria Pina, Franceschini, Nora, Enroth, Stefan, Vitart, Veronique, Trompet, Stella, Guo, Xiuqing, Chasman, Daniel I, O'Connel, Jeffery R, Corre, Tanguy, Nongmaithem, Suraj S, Chen, Yuning, Mangino, Massimo, Ruggiero, Daniela, Traglia, Michela, Farmaki, Aliki-Eleni, Kacprowski, Tim, Bjonnes, Andrew, van der Spek, Ashley, Wu, Ying, Giri, Anil K, Yanek, Lisa R, Wang, Lihua, Hofer, Edith, Rietveld, Cornelius A, McLeod, Olga, Cornelis, Marilyn C, Pattaro, Cristian, Verweij, Niek, Baumbach, Clemens, Abdellaoui, Abdel, Warren, Helen R, Vuckovic, Dragana, Mei, Hao, Bouchard, Claude, Perry, John RB, Cappellani, Stefania, Mirza, Saira S, Benton, Miles C, Broeckel, Ulrich, Medland, Sarah E, Lind, Penelope A, Malerba, Giovanni, Drong, Alexander, Yengo, Loic, Bielak, Lawrence F, Zhi, Degui, van der Most, Peter J, Shriner, Daniel, Mägi, Reedik, Hemani, Gibran, Karaderi, Tugce, Wang, Zhaoming, Liu, Tian, Demuth, Ilja, Zhao, Jing Hua, Meng, Weihua, Lataniotis, Lazaros, van der Laan, Sander W, Bradfield, Jonathan P, Wood, Andrew R, Bonnefond, Amelie, Ahluwalia, Tarunveer S, Hall, Leanne M, Salvi, Erika, Yazar, Seyhan, Carstensen, Lisbeth, de Haan, Hugoline G, Abney, Mark, Afzal, Uzma, Allison, Matthew A, Amin, Najaf, Asselbergs, Folkert W, Bakker, Stephan JL, Barr, R Graham, Baumeister, Sebastian E, Benjamin, Daniel J, Bergmann, Sven, Boerwinkle, Eric, Bottinger, Erwin P, Campbell, Archie, Chakravarti, Aravinda, Chan, Yingleong, Chanock, Stephen J, Chen, Constance, and Chen, Y-D Ida

Subjects
Male, Genome, General Science & Technology, Homozygote, Human Genome, Blood Pressure, BioBank Japan Project, Biological Evolution, Body Height, LDL, Brain Disorders, Cohort Studies, Cognition, Phenotype, Cholesterol, Clinical Research, Forced Expiratory Volume, Genetics, Humans, Educational Status, Female, Lung Volume Measurements, Human
Abstract

Homozygosity has long been associated with rare, often devastating, Mendelian disorders, and Darwin was one of the first to recognize that inbreeding reduces evolutionary fitness. However, the effect of the more distant parental relatedness that is common in modern human populations is less well understood. Genomic data now allow us to investigate the effects of homozygosity on traits of public health importance by observing contiguous homozygous segments (runs of homozygosity), which are inferred to be homozygous along their complete length. Given the low levels of genome-wide homozygosity prevalent in most human populations, information is required on very large numbers of people to provide sufficient power. Here we use runs of homozygosity to study 16 health-related quantitative traits in 354,224 individuals from 102 cohorts, and find statistically significant associations between summed runsof homozygosity and four complex traits: height, forced expiratory lung volume in one second, general cognitive ability and educational attainment (P < 1 × 10(-300), 2.1 × 10(-6), 2.5 × 10(-10) and 1.8 × 10(-10), respectively). In each case, increased homozygosity was associated with decreased trait value, equivalent to the offspring of first cousins being 1.2 cm shorter and having 10 months' less education. Similar effect sizes were found across four continental groups and populations with different degrees of genome-wide homozygosity, providing evidence that homozygosity, rather than confounding, directly contributes to phenotypic variance. Contrary to earlier reports in substantially smaller samples, no evidence was seen of an influence of genome-wide homozygosity on blood pressure and low density lipoprotein cholesterol, or ten other cardio-metabolic traits. Since directional dominance is predicted for traits under directional evolutionary selection, this study provides evidence that increased stature and cognitive function have been positively selected in human evolution, whereas many important risk factors for late-onset complex diseases may not have been.

Published
2015

14. Associations of autozygosity with a broad range of human phenotypes

Author

Clark, David W, Okada, Yukinori, Moore, Kristjan HS, Mason, Dan, Pirastu, Nicola, Gandin, Ilaria, Mattsson, Hannele, Barnes, Catriona LK, Lin, Kuang, Zhao, Jing Hua, Deelen, Patrick, Rohde, Rebecca, Schurmann, Claudia, Guo, Xiuqing, Giulianini, Franco, Zhang, Weihua, Medina-Gomez, Carolina, Karlsson, Robert, Bao, Yanchun, Bartz, Traci M, Baumbach, Clemens, Biino, Ginevra, Bixley, Matthew J, Brumat, Marco, Chai, Jin-Fang, Corre, Tanguy, Cousminer, Diana L, Dekker, Annelot M, Eccles, David A, Van Eijk, Kristel R, Fuchsberger, Christian, Gao, He, Germain, Marine, Gordon, Scott D, De Haan, Hugoline G, Harris, Sarah E, Hofer, Edith, Huerta-Chagoya, Alicia, Igartua, Catherine, Jansen, Iris E, Jia, Yucheng, Kacprowski, Tim, Karlsson, Torgny, Kleber, Marcus E, Li, Shengchao Alfred, Li-Gao, Ruifang, Mahajan, Anubha, Matsuda, Koichi, Meidtner, Karina, Meng, Weihua, Montasser, May E, Van Der Most, Peter J, Munz, Matthias, Nutile, Teresa, Palviainen, Teemu, Prasad, Gauri, Prasad, Rashmi B, Priyanka, Tallapragada Divya Sri, Rizzi, Federica, Salvi, Erika, Sapkota, Bishwa R, Shriner, Daniel, Skotte, Line, Smart, Melissa C, Smith, Albert Vernon, Van Der Spek, Ashley, Spracklen, Cassandra N, Strawbridge, Rona J, Tajuddin, Salman M, Trompet, Stella, Turman, Constance, Verweij, Niek, Viberti, Clara, Wang, Lihua, Warren, Helen R, Wootton, Robyn E, Yanek, Lisa R, Yao, Jie, Yousri, Noha A, Zhao, Wei, Adeyemo, Adebowale A, Afaq, Saima, Aguilar-Salinas, Carlos Alberto, Akiyama, Masato, Albert, Matthew L, Allison, Matthew A, Alver, Maris, Aung, Tin, Azizi, Fereidoun, Bentley, Amy R, Boeing, Heiner, Boerwinkle, Eric, Borja, Judith B, De Borst, Gert J, Bottinger, Erwin P, Broer, Linda, Campbell, Harry, Chanock, Stephen, Chee, Miao-Li, Chen, Guanjie, Chen, Yii-Der I, Chen, Zhengming, Chiu, Yen-Feng, Cocca, Massimiliano, Collins, Francis S, Concas, Maria Pina, Corley, Janie, Cugliari, Giovanni, Van Dam, Rob M, Damulina, Anna, Daneshpour, Maryam S, Day, Felix R, Delgado, Graciela E, Dhana, Klodian, Doney, Alexander SF, Dörr, Marcus, Doumatey, Ayo P, Dzimiri, Nduna, Ebenesersdóttir, S Sunna, Elliott, Joshua, Elliott, Paul, Ewert, Ralf, Felix, Janine F, Fischer, Krista, Freedman, Barry I, Girotto, Giorgia, Goel, Anuj, Gögele, Martin, Goodarzi, Mark O, Graff, Mariaelisa, Granot-Hershkovitz, Einat, Grodstein, Francine, Guarrera, Simonetta, Gudbjartsson, Daniel F, Guity, Kamran, Gunnarsson, Bjarni, Guo, Yu, Hagenaars, Saskia P, Haiman, Christopher A, Halevy, Avner, Harris, Tamara B, Hedayati, Mehdi, Van Heel, David A, Hirata, Makoto, Höfer, Imo, Hsiung, Chao Agnes, Huang, Jinyan, Hung, Yi-Jen, Ikram, M Arfan, Jagadeesan, Anuradha, Jousilahti, Pekka, Kamatani, Yoichiro, Kanai, Masahiro, Kerrison, Nicola D, Kessler, Thorsten, Khaw, Kay-Tee, Khor, Chiea Chuen, De Kleijn, Dominique PV, Koh, Woon-Puay, Kolcic, Ivana, Kraft, Peter, Krämer, Bernhard K, Kutalik, Zoltán, Kuusisto, Johanna, Langenberg, Claudia, Launer, Lenore J, Lawlor, Deborah A, Lee, I-Te, Lee, Wen-Jane, Lerch, Markus M, Li, Liming, Liu, Jianjun, Loh, Marie, London, Stephanie J, Loomis, Stephanie, Lu, Yingchang, Luan, Jian'an, Mägi, Reedik, Manichaikul, Ani W, Manunta, Paolo, Másson, Gísli, Matoba, Nana, Mei, Xue W, Meisinger, Christa, Meitinger, Thomas, Mezzavilla, Massimo, Milani, Lili, Millwood, Iona Y, Momozawa, Yukihide, Moore, Amy, Morange, Pierre-Emmanuel, Moreno-Macías, Hortensia, Mori, Trevor A, Morrison, Alanna C, Muka, Taulant, Murakami, Yoshinori, Murray, Alison D, De Mutsert, Renée, Mychaleckyj, Josyf C, Nalls, Mike A, Nauck, Matthias, Neville, Matt J, Nolte, Ilja M, Ong, Ken K, Orozco, Lorena, Padmanabhan, Sandosh, Pálsson, Gunnar, Pankow, James S, Pattaro, Cristian, Pattie, Alison, Polasek, Ozren, Poulter, Neil, Pramstaller, Peter P, Quintana-Murci, Lluis, Räikkönen, Katri, Ralhan, Sarju, Rao, Dabeeru C, Van Rheenen, Wouter, Rich, Stephen S, Ridker, Paul M, Rietveld, Cornelius A, Robino, Antonietta, Van Rooij, Frank JA, Ruggiero, Daniela, Saba, Yasaman, Sabanayagam, Charumathi, Sabater-Lleal, Maria, Sala, Cinzia Felicita, Salomaa, Veikko, Sandow, Kevin, Schmidt, Helena, Scott, Laura J, Scott, William R, Sedaghati-Khayat, Bahareh, Sennblad, Bengt, Van Setten, Jessica, Sever, Peter J, Sheu, Wayne H-H, Shi, Yuan, Shrestha, Smeeta, Shukla, Sharvari Rahul, Sigurdsson, Jon K, Sikka, Timo Tonis, Singh, Jai Rup, Smith, Blair H, Stančáková, Alena, Stanton, Alice, Starr, John M, Stefansdottir, Lilja, Straker, Leon, Sulem, Patrick, Sveinbjornsson, Gardar, Swertz, Morris A, Taylor, Adele M, Taylor, Kent D, Terzikhan, Natalie, Tham, Yih-Chung, Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Tillander, Annika, Tracy, Russell P, Tusié-Luna, Teresa, Tzoulaki, Ioanna, Vaccargiu, Simona, Vangipurapu, Jagadish, Veldink, Jan H, Vitart, Veronique, Völker, Uwe, Vuoksimaa, Eero, Wakil, Salma M, Waldenberger, Melanie, Wander, Gurpreet S, Wang, Ya Xing, Wareham, Nicholas J, Wild, Sarah, Yajnik, Chittaranjan S, Yuan, Jian-Min, Zeng, Lingyao, Zhang, Liang, Zhou, Jie, Amin, Najaf, Asselbergs, Folkert W, Bakker, Stephan JL, Becker, Diane M, Lehne, Benjamin, Bennett, David A, Van Den Berg, Leonard H, Berndt, Sonja I, Bharadwaj, Dwaipayan, Bielak, Lawrence F, Bochud, Murielle, Boehnke, Mike, Bouchard, Claude, Bradfield, Jonathan P, Brody, Jennifer A, Campbell, Archie, Carmi, Shai, Caulfield, Mark J, Cesarini, David, Chambers, John C, Chandak, Giriraj Ratan, Cheng, Ching-Yu, Ciullo, Marina, Cornelis, Marilyn, Cusi, Daniele, Smith, George Davey, Deary, Ian J, Dorajoo, Rajkumar, Van Duijn, Cornelia M, Ellinghaus, David, Erdmann, Jeanette, Eriksson, Johan G, Evangelou, Evangelos, Evans, Michele K, Faul, Jessica D, Feenstra, Bjarke, Feitosa, Mary, Foisy, Sylvain, Franke, Andre, Friedlander, Yechiel, Gasparini, Paolo, Gieger, Christian, Gonzalez, Clicerio, Goyette, Philippe, Grant, Struan FA, Griffiths, Lyn R, Groop, Leif, Gudnason, Vilmundur, Gyllensten, Ulf, Hakonarson, Hakon, Hamsten, Anders, Van Der Harst, Pim, Heng, Chew-Kiat, Hicks, Andrew A, Hochner, Hagit, Huikuri, Heikki, Hunt, Steven C, Jaddoe, Vincent WV, De Jager, Philip L, Johannesson, Magnus, Johansson, Åsa, Jonas, Jost B, Jukema, J Wouter, Junttila, Juhani, Kaprio, Jaakko, Kardia, Sharon LR, Karpe, Fredrik, Kumari, Meena, Laakso, Markku, Van Der Laan, Sander W, Lahti, Jari, Laudes, Matthias, Lea, Rodney A, Lieb, Wolfgang, Lumley, Thomas, Martin, Nicholas G, März, Winfried, Matullo, Giuseppe, McCarthy, Mark I, Medland, Sarah E, Merriman, Tony R, Metspalu, Andres, Meyer, Brian F, Mohlke, Karen L, Montgomery, Grant W, Mook-Kanamori, Dennis, Munroe, Patricia B, North, Kari E, Nyholt, Dale R, O'connell, Jeffery R, Ober, Carole, Oldehinkel, Albertine J, Palmas, Walter, Palmer, Colin, Pasterkamp, Gerard G, Patin, Etienne, Pennell, Craig E, Perusse, Louis, Peyser, Patricia A, Pirastu, Mario, Polderman, Tinca JC, Porteous, David J, Posthuma, Danielle, Psaty, Bruce M, Rioux, John D, Rivadeneira, Fernando, Rotimi, Charles, Rotter, Jerome I, Rudan, Igor, Den Ruijter, Hester M, Sanghera, Dharambir K, Sattar, Naveed, Schmidt, Reinhold, Schulze, Matthias B, Schunkert, Heribert, Scott, Robert A, Shuldiner, Alan R, Sim, Xueling, Small, Neil, Smith, Jennifer A, Sotoodehnia, Nona, Tai, E-Shyong, Teumer, Alexander, Timpson, Nicholas J, Toniolo, Daniela, Tregouet, David-Alexandre, Tuomi, Tiinamaija, Vollenweider, Peter, Wang, Carol A, Weir, David R, Whitfield, John B, Wijmenga, Cisca, Wong, Tien-Yin, Wright, John, Yang, Jingyun, Yu, Lei, Zemel, Babette S, Zonderman, Alan B, Perola, Markus, Magnusson, Patrik KE, Uitterlinden, André G, Kooner, Jaspal S, Chasman, Daniel I, Loos, Ruth JF, Franceschini, Nora, Franke, Lude, Haley, Chris S, Hayward, Caroline, Walters, Robin G, Perry, John RB, Esko, Tōnu, Helgason, Agnar, Stefansson, Kari, Joshi, Peter K, Kubo, Michiaki, and Wilson, James F

Subjects
Consanguinity, Cognition, Fertility, Inbreeding Depression, Risk-Taking, Haplotypes, Health Status, Homozygote, Body Size, Humans, Alleles, 3. Good health
Abstract

In many species, the offspring of related parents suffer reduced reproductive success, a phenomenon known as inbreeding depression. In humans, the importance of this effect has remained unclear, partly because reproduction between close relatives is both rare and frequently associated with confounding social factors. Here, using genomic inbreeding coefficients (FROH) for >1.4 million individuals, we show that FROH is significantly associated (p < 0.0005) with apparently deleterious changes in 32 out of 100 traits analysed. These changes are associated with runs of homozygosity (ROH), but not with common variant homozygosity, suggesting that genetic variants associated with inbreeding depression are predominantly rare. The effect on fertility is striking: FROH equivalent to the offspring of first cousins is associated with a 55% decrease [95% CI 44-66%] in the odds of having children. Finally, the effects of FROH are confirmed within full-sibling pairs, where the variation in FROH is independent of all environmental confounding.

15. Genetic effects and gene-by-education interactions on episodic memory performance and decline in an aging population.

Author

Smith, Jennifer A., Kho, Minjung, Zhao, Wei, Yu, Miao, Mitchell, Colter, and Faul, Jessica D.

Subjects
*PSYCHOLOGICAL aspects of aging, *APOLIPOPROTEINS, *BLACK people, *COGNITIVE testing, *EDUCATION, *ETHNIC groups, *GENES, *GENETIC polymorphisms, *GENETICS, *MEMBRANE proteins, *WHITE people, *GENOMICS, *DESCRIPTIVE statistics, *SEQUENCE analysis, *EPISODIC memory, *GENOTYPES
Abstract

Both social and genetic factors contribute to cognitive impairment and decline, yet genetic factors identified through genome-wide association studies (GWAS) explain only a small portion of trait variability. This "missing heritability" may be due to rare, potentially functional, genetic variants not assessed by GWAS, as well as gene-by-social factor interactions not explicitly modeled. Gene-by-social factor interactions may also operate differently across race/ethnic groups. We selected 39 genes that had significant, replicated associations with cognition, dementia, and related traits in published GWAS. Using gene-based analysis (SKAT/iSKAT), we tested whether common and/or rare variants were associated with episodic memory performance and decline either alone or through interaction with education in >10,000 European ancestry (EA) and >2200 African ancestry (AA) respondents from the Health and Retirement Study (HRS). Nine genes in EA and five genes in AA were associated with memory performance or decline (p < 0.05), and these effects did not attenuate after adjusting for education. Interaction between education and CLPTM1 on memory performance was significant in AA (p = 0.003; FDR-adjusted p = 0.038) and nominally significant in EA (p = 0.026). In both ethnicities, low memory performance was associated with CLPTM1 genotype (rs10416261) only for those with less than high school education, and effects persisted after adjusting for APOE ε4. For over 70% of gene-by-education interactions across the genome that were at least nominally significant in either ethnic group (p < 0.05), genetic effects were only observed for those with less than high school education. These results suggest that genetic effects on memory identified in this study are not mediated by education, but there may be important gene-by-education interactions across the genome, including in the broader APOE genomic region, which operate independently of APOE ε4. This work illustrates the importance of developing theoretical frameworks and methodological approaches for integrating social and genomic data to study cognition across ethnic groups. • Investigates genetic effects on longitudinal trajectories of memory performance. • Evaluates whether education modifies genetic effects on memory trajectories. • Genetic effects on memory were not mediated by educational attainment. • Education may offset genetic influences on memory performance and decline. [ABSTRACT FROM AUTHOR]

Published
2021
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16. Genome-wide association study identifies 74 loci associated with educational attainment

Author

K. Petrovic, Massimo Mangino, Daniele Cusi, Ozren Polasek, Rodney J. Scott, Yong Qian, Aysu Okbay, Jari Lahti, Bjarni Gunnarsson, George McMahon, Elizabeth G. Holliday, Thomas Meitinger, Frank J. A. van Rooij, Mika Kähönen, Martin Kroh, Ian J. Deary, Neil Pendleton, Pamela A. F. Madden, David J. Porteous, Lambertus A. Kiemeney, Sven Oskarsson, Edith Hofer, Robert F. Krueger, Olga Rostapshova, Georg Homuth, Paolo Gasparini, Aldo Rustichini, Sarah E. Medland, Christian Gieger, Veronique Vitart, Nicholas J. Timpson, George Dedoussis, Joseph K. Pickrell, Christopher Oldmeadow, Aldi T. Kraja, Johan G. Eriksson, Lydia Quaye, William G. Iacono, Danielle Posthuma, George Davey Smith, Karl-Oskar Lindgren, David C. Liewald, Pim van der Harst, Börge Schmidt, Christine Power, Francesco P. Cappuccio, Francesco Cucca, Simona Vaccargiu, Joyce Y. Tung, Aarno Palotie, Natalia Pervjakova, Jonas Bacelis, Jouke-Jan Hottenga, Helena Schmidt, Kari Stefansson, Tamara B. Harris, Momoko Horikoshi, Lude Franke, Wolfgang Hoffmann, Ingrid B. Borecki, William E R Ollier, Johannes Waage, Andreas J. Forstner, Caroline Hayward, Penelope A. Lind, Patricia A. Boyle, Kadri Kaasik, Jian Yang, Gerardus A. Meddens, Antti Latvala, John Attia, Pascal Timshel, Vilmundur Gudnason, Maël Lebreton, Valur Emilsson, James F. Wilson, Jonathan Marten, Ute Bültmann, Erika Salvi, Olli T. Raitakari, Peter M. Visscher, Niek Verweij, Elisabeth Steinhagen-Thiessen, Cristina Venturini, Lili Milani, Tessel E. Galesloot, Kevin Thom, Klaus Berger, Paul Lichtenstein, Tian Liu, Philipp Koellinger, Riccardo E. Marioni, Marjo-Riitta Järvelin, Clemens Baumbach, Unnur Thorsteinsdottir, Magnus Johannesson, Susan M. Ring, David A. Bennett, Anu Loukola, Hans-Jörgen Grabe, Jan A. Staessen, Igor Rudan, Ginevra Biino, Nicholas G. Martin, Jingyun Yang, Anna A. E. Vinkhuyzen, Katri Räikkönen, Zhihong Zhu, Gudmar Thorleifsson, Mary F. Feitosa, Ivana Kolcic, Alexander Teumer, Jaakko Kaprio, David Schlessinger, Katharina E. Schraut, Konstantin Strauch, Ilja Demuth, Albert V. Smith, Juergen Wellmann, Jennifer E. Huffman, Panos Deloukas, Mario Pirastu, Reedik Mägi, Maria Pina Concas, Jaime Derringer, Patrick J. F. Groenen, Henry Völzke, Wei Zhao, Abdel Abdellaoui, Andres Metspalu, Nicholas A. Furlotte, Christopher P. Nelson, Barbara Franke, Steven F. Lehrer, Patrick Turley, Tõnu Esko, Jun Ding, Pedro Marques-Vidal, S. Fleur W. Meddens, Zoltán Kutalik, Gonneke Willemsen, Andrew C. Heath, Michelle N. Meyer, James J. Lee, Roy Thurik, Antonietta Robino, Henning Tiemeier, Grant W. Montgomery, C. deLeeuw, Astanand Jugessur, Antti-Pekka Sarin, Veikko Salomaa, Dalton Conley, Tim D. Spector, Sebastian E. Baumeister, Gyda Bjornsdottir, Lavinia Paternoster, Tune H. Pers, Jacob Gratten, Martin D. Tobin, Daniel J. Benjamin, Douglas F. Levinson, Stavroula Kanoni, Elina Hyppönen, David R. Weir, Peter J. van der Most, Terho Lehtimäki, David A. Hinds, Pablo V. Gejman, Uwe Völker, Cornelia M. van Duijn, Karl-Heinz Jöckel, Bjarni V. Halldorsson, Markus Perola, Nicola Pirastu, Klaus Bønnelykke, Robert Karlsson, David Cesarini, Michael A. Province, Jianxin Shi, Najaf Amin, Dale R. Nyholt, Lenore J. Launer, Nilesh J. Samani, Sven J. van der Lee, Dorret I. Boomsma, Harry Campbell, Peter Vollenweider, Liisa Keltigangas-Jarvinen, David Laibson, Ronald de Vlaming, Lynne J. Hocking, Christopher F. Chabris, Blair H. Smith, Gail Davies, Niina Eklund, Ioanna P. Kalafati, Bo Jacobsson, Sheila Ulivi, Alan F. Wright, Sarah E. Harris, Mark Alan Fontana, Diego Vozzi, Tomi Mäki-Opas, Albert Hofman, Hans Bisgaard, Andrew Bakshi, Marika Kaakinen, Johannes H. Brandsma, Christa Meisinger, Ilaria Gandin, Tarunveer S. Ahluwalia, Jennifer A. Smith, Beate St Pourcain, Rico Rueedi, Lewin Eisele, Michael B. Miller, Brenda W.J.H. Penninx, Alan R. Sanders, Thorkild I. A. Sørensen, André G. Uitterlinden, Cornelius A. Rietveld, Peter Lichtner, Dragana Vuckovic, Giorgia Girotto, Behrooz Z. Alizadeh, Reinhold Schmidt, Raymond A. Poot, Judith M. Vonk, Antony Payton, Wouter J. Peyrot, Augustine Kong, Y. Milaneschi, Jessica D. Faul, Patrik K. E. Magnusson, Antonio Terracciano, David M. Evans, Sharon L.R. Kardia, Peter K. Joshi, Michael A. Horan, Matt McGue, Richa Gupta, Jonathan P. Beauchamp, Peter Eibich, Erin B. Ware, Lars Bertram, Philip L. De Jager, Nancy L. Pedersen, Ronny Myhre, Guo-Bo Chen, Harm-Jan Westra, Jan-Emmanuel De Neve, Evelin Mihailov, Leanne M. Hall, Seppo Koskinen, Rush University Medical Center [Chicago], Department of Epidemiology [Rotterdam], Erasmus University Medical Center [Rotterdam] (Erasmus MC), Helmholtz-Zentrum München (HZM), University of Queensland [Brisbane], Erasmus University Rotterdam, Universidad de Navarra [Pamplona] (UNAV), National Institute for Health and Welfare [Helsinki], Institute for Molecular Medicine Finland [Helsinki] (FIMM), Helsinki Institute of Life Science (HiLIFE), Helsingin yliopisto = Helsingfors universitet = University of Helsinki-Helsingin yliopisto = Helsingfors universitet = University of Helsinki, Consiglio Nazionale delle Ricerche (CNR), Montpellier Research in Management (MRM), Université Paul-Valéry - Montpellier 3 (UPVM)-Université de Perpignan Via Domitia (UPVD)-Groupe Sup de Co Montpellier (GSCM) - Montpellier Business School-Université de Montpellier (UM), University of Bristol [Bristol], Queensland Institute of Medical Research, Massachusetts General Hospital [Boston], Medical University Graz, Institut des Sciences Moléculaires (ISM), Université Montesquieu - Bordeaux 4-Université Sciences et Technologies - Bordeaux 1-École Nationale Supérieure de Chimie et de Physique de Bordeaux (ENSCPB)-Institut de Chimie du CNRS (INC)-Centre National de la Recherche Scientifique (CNRS), King‘s College London, Tampere University Hospital, University of Turku, AP-HP Hôpital universitaire Robert-Debré [Paris], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP), University of Edinburgh, Charité - UniversitätsMedizin = Charité - University Hospital [Berlin], Imperial College London, Reykjavík University, Donders Institute for Brain, Cognition and Behaviour, Radboud university [Nijmegen], Karolinska Institutet [Stockholm], Department of Health Sciences [Leicester], University of Leicester, Broad Institute of MIT and Harvard (BROAD INSTITUTE), Harvard Medical School [Boston] (HMS)-Massachusetts Institute of Technology (MIT)-Massachusetts General Hospital [Boston], Department of Medical Epidemiology and Biostatistics (MEB), Dpt of Pharmacology and Personalised Medicine [Maastricht], Maastricht University [Maastricht], Florida State University [Tallahassee] (FSU), IT University of Copenhagen, University of Helsinki-University of Helsinki, Université Montpellier 1 (UM1)-Groupe Sup de Co Montpellier (GSCM) - Montpellier Business School-Université Paul-Valéry - Montpellier 3 (UPVM)-Université de Montpellier (UM)-Université Montpellier 2 - Sciences et Techniques (UM2)-Université de Perpignan Via Domitia (UPVD), Centre National de la Recherche Scientifique (CNRS)-École Nationale Supérieure de Chimie et de Physique de Bordeaux (ENSCPB)-Université Sciences et Technologies - Bordeaux 1-Université Montesquieu - Bordeaux 4-Institut de Chimie du CNRS (INC), Faculteit Economie en Bedrijfskunde, Microeconomics (ASE, FEB), LifeLines Cohort Study, Alizadeh, BZ., de Boer, RA., Boezen, HM., Bruinenberg, M., Franke, L., van der Harst, P., Hillege, HL., van der Klauw, MM., Navis, G., Ormel, J., Postma, DS., Rosmalen, JG., Slaets, JP., Snieder, H., Stolk, RP., Wolffenbuttel, BH., Wijmenga, C., Applied Economics, Cell biology, Epidemiology, Erasmus MC other, Econometrics, Child and Adolescent Psychiatry / Psychology, Psychiatry, Internal Medicine, EMGO+ - Mental Health, Complex Trait Genetics, Biological Psychology, Functional Genomics, Economics, Amsterdam Neuroscience - Complex Trait Genetics, Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Groningen Research Institute for Asthma and COPD (GRIAC), Public Health Research (PHR), Cardiovascular Centre (CVC), Life Course Epidemiology (LCE), Stem Cell Aging Leukemia and Lymphoma (SALL), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Okbay, Aysu, Beauchamp, Jonathan P., Fontana, Mark Alan, Lee, James J., Pers, Tune H., Rietveld, Cornelius A., Turley, Patrick, Chen, Guo Bo, Emilsson, Valur, Meddens, S. Fleur W., Oskarsson, Sven, Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, De Vlaming, Ronald, Abdellaoui, Abdel, Ahluwalia, Tarunveer S., Bacelis, Jona, Baumbach, Clemen, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, MARIA PINA, Derringer, Jaime, Furlotte, Nicholas A., Galesloot, Tessel E., Girotto, Giorgia, Gupta, Richa, Hall, Leanne M., Harris, Sarah E., Hofer, Edith, Horikoshi, Momoko, Huffman, Jennifer E., Kaasik, Kadri, Kalafati, Ioanna P., Karlsson, Robert, Kong, Augustine, Lahti, Jari, Van Der Lee, Sven J., Deleeuw, Christiaan, Lind, Penelope A., Lindgren, Karl Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B., Van Der Most, Peter J., Oldmeadow, Christopher, Payton, Antony, Pervjakova, Natalia, Peyrot, Wouter J., Qian, Yong, Raitakari, Olli, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., St Pourcain, Beate, Teumer, Alexander, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Westra, Harm Jan, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z., Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E., Biino, Ginevra, Bønnelykke, Klau, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan Emmanuel, Deloukas, Pano, Demuth, Ilja, Ding, Jun, Eibich, Peter, Eisele, Lewin, Eklund, Niina, Evans, David M., Faul, Jessica D., Feitosa, Mary F., Forstner, Andreas J., Gandin, Ilaria, Gunnarsson, Bjarni, Halldórsson, Bjarni V., Harris, Tamara B., Holliday, Elizabeth G., Heath, Andrew C., Hocking, Lynne J., Homuth, Georg, Horan, Michael A., Hottenga, Jouke Jan, De Jager, Philip L., Joshi, Peter K., Jugessur, Astanand, Kaakinen, Marika A., Kähönen, Mika, Kanoni, Stavroula, Keltigangas Järvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, Kutalik, Zoltan, Latvala, Antti, Launer, Lenore J., Lebreton, Maël P., Levinson, Douglas F., Lichtenstein, Paul, Lichtner, Peter, Liewald, David C. M., Loukola, Anu, Madden, Pamela A., Mägi, Reedik, Mäki Opas, Tomi, Marioni, Riccardo E., Marques Vidal, Pedro, Meddens, Gerardus A., Mcmahon, George, Meisinger, Christa, Meitinger, Thoma, Milaneschi, Yusplitri, Milani, Lili, Montgomery, Grant W., Myhre, Ronny, Nelson, Christopher P., Nyholt, Dale R., Ollier, William E. R., Palotie, Aarno, Paternoster, Lavinia, Pedersen, Nancy L., Petrovic, Katja E., Porteous, David J., Raïkkönen, Katri, Ring, Susan M., Robino, Antonietta, Rostapshova, Olga, Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sanders, Alan R., Sarin, Antti Pekka, Schmidt, Helena, Scott, Rodney J., Smith, Blair H., Smith, Jennifer A., Staessen, Jan A., Steinhagen Thiessen, Elisabeth, Strauch, Konstantin, Terracciano, Antonio, Tobin, Martin D., Ulivi, Sheila, Vaccargiu, Simona, Quaye, Lydia, Van Rooij, Frank J. A., Venturini, Cristina, Vinkhuyzen, Anna A. E., Völker, Uwe, Völzke, Henry, Vonk, Judith M., Vozzi, Diego, Waage, Johanne, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klau, Bertram, Lar, Bisgaard, Han, Boomsma, Dorret I., Borecki, Ingrid B., Bültmann, Ute, Chabris, Christopher F., Cucca, Francesco, Cusi, Daniele, Deary, Ian J., Dedoussis, George V., Van Duijn, Cornelia M., Eriksson, Johan G., Franke, Barbara, Franke, Lude, Gasparini, Paolo, Gejman, Pablo V., Gieger, Christian, Grabe, Hans Jörgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, Van Der Harst, Pim, Hayward, Caroline, Hinds, David A., Hoffmann, Wolfgang, Hyppönen, Elina, Iacono, William G., Jacobsson, Bo, Järvelin, Marjo Riitta, Jöckel, Karl Heinz, Kaprio, Jaakko, Kardia, Sharon L. R., Lehtimäki, Terho, Lehrer, Steven F., Magnusson, Patrik K. E., Martin, Nicholas G., Mcgue, Matt, Metspalu, Andre, Pendleton, Neil, Penninx, Brenda W. J. H., Perola, Marku, Pirastu, Nicola, Pirastu, Mario, Polasek, Ozren, Posthuma, Danielle, Power, Christine, Province, Michael A., Samani, Nilesh J., Schlessinger, David, Schmidt, Reinhold, Sørensen, Thorkild I. A., Spector, Tim D., Stefansson, Kari, Thorsteinsdottir, Unnur, Thurik, A. Roy, Timpson, Nicholas J., Tiemeier, Henning, Tung, Joyce Y., Uitterlinden, André G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Davey Smith, George, Hofman, Albert, Laibson, David I., Medland, Sarah E., Meyer, Michelle N., Yang, Jian, Johannesson, Magnu, Visscher, Peter M., Esko, Toñu, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., EMGO - Mental health, IOO, Human genetics, Beauchamp, Jonathan P, Lee, James JJ, Hypponen, Elina, and Benjamin, Daniel J

Subjects
0301 basic medicine, Netherlands Twin Register (NTR), Candidate gene, Bipolar Disorder, Medizin, Genome-wide association study, Genome-wide association studies, 0302 clinical medicine, Cognition, Alzheimer Disease, Brain, Computational Biology, Fetus, Gene Expression Regulation, Gene-Environment Interaction, Great Britain, Humans, Molecular Sequence Annotation, Polymorphism, Single Nucleotide, Schizophrenia, Educational Status, Genome-Wide Association Study, Medicine (all), Multidisciplinary, Fetu, tau, Gene–environment interaction, Soziales und Gesundheit, Genetics, [QFIN]Quantitative Finance [q-fin], HERITABILITY, General Commentary, Alzheimer's disease, Biobank, Phenotype, Multidisciplinary Sciences, Urological cancers Radboud Institute for Health Sciences [Radboudumc 15], educational attainment, Behavioural genetics, Science & Technology - Other Topics, Bildungsniveau, TRAITS, Human, General Science & Technology, Kultursektor, SNP, ta3111, Polymorphism, Single Nucleotide, Learning and memory, Alzheimer Disease/genetics, Bipolar Disorder/genetics, Brain/metabolism, Fetus/metabolism, Gene Expression Regulation/genetics, Polymorphism, Single Nucleotide/genetics, Schizophrenia/genetics, 03 medical and health sciences, ACHIEVEMENT, MD Multidisciplinary, Non-Profit-Sektor, QH426, Science & Technology, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], tauopathies, Data Science, gene, education, school, Heritability, Educational Statu, Educational attainment, United Kingdom, 030104 developmental biology, IQ, Genetische Forschung, Psychiatric disorders, Bildung, 030217 neurology & neurosurgery, LifeLines Cohort Study, Neuroscience
Abstract

Contains fulltext : 167137.pdf (Publisher’s version ) (Closed access) Educational attainment is strongly influenced by social and other environmental factors, but genetic factors are estimated to account for at least 20% of the variation across individuals. Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample of 101,069 individuals to 293,723 individuals, and a replication study in an independent sample of 111,349 individuals from the UK Biobank. We identify 74 genome-wide significant loci associated with the number of years of schooling completed. Single-nucleotide polymorphisms associated with educational attainment are disproportionately found in genomic regions regulating gene expression in the fetal brain. Candidate genes are preferentially expressed in neural tissue, especially during the prenatal period, and enriched for biological pathways involved in neural development. Our findings demonstrate that, even for a behavioural phenotype that is mostly environmentally determined, a well-powered GWAS identifies replicable associated genetic variants that suggest biologically relevant pathways. Because educational attainment is measured in large numbers of individuals, it will continue to be useful as a proxy phenotype in efforts to characterize the genetic influences of related phenotypes, including cognition and neuropsychiatric diseases.

Published
2016
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