Search

Your search keyword '"Redline, S."' showing total 1,472 results
Start Over Author "Redline, S."
1,472 results on '"Redline, S."'

3. Sleep duration and bone health measures in older men.

Author

Swanson, CM, Blatchford, PJ, Stone, KL, Cauley, JA, Lane, NE, Rogers-Soeder, TS, Redline, S, Bauer, DC, Wright, KP, Wierman, ME, Kohrt, WM, Orwoll, ES, and Osteoporotic Fractures in Men (MrOS) Study

Subjects
Osteoporotic Fractures in Men (MrOS) Study, Femur Neck, Humans, Vitamin D, Cross-Sectional Studies, Sleep, Bone Density, Aged, Female, Male, Actigraphy, Bone mineral density, Bone turnover markers, Older men, Sleep duration, Osteoporosis, Prevention, Aging, Clinical Research, Sleep Research, Musculoskeletal, Biomedical Engineering, Clinical Sciences, Public Health and Health Services, Endocrinology & Metabolism
Abstract

The associations between objective measures of sleep duration and bone outcomes in older men are unknown. No consistent, significant association was identified between sleep duration and bone mineral density (BMD) in the current analysis. However, future research should determine if vitamin D status modifies this relationship.IntroductionPrior studies, predominantly in women, reported that long and short self-reported sleep duration are associated with lower BMD. Associations between actigraphy-determined sleep duration and BMD or bone turnover markers (BTMs) in older men are unknown.MethodsMen in The Osteoporotic Fractures in Men (MrOS) Study with wrist actigraphy and concurrent BMD assessment but without comorbidities affecting bone health were included. Sleep duration was considered as a continuous (N = 1926) and dichotomized variable where men were classified as getting the recommended (7-8 h/night; N = 478) or short (< 6 h/night; N = 577) sleep. The cross-sectional association between BMD, BTMs, and sleep duration was examined using a t test or linear regression, where appropriate, in unadjusted and adjusted models.ResultsThere were no clinically or statistically significant differences in BMD at the L-spine, total hip, or femoral neck between men getting the recommended vs. short sleep duration, using actigraphy or self-reported sleep duration (all p ≥ 0.07). When sleep duration was considered as a continuous variable, femoral neck BMD was higher in men with longer self-reported sleep duration (β = 0.006 ±0.003, p = 0.02), but this was not significant after further adjustment. In men with low 25OHD (< 20 ng/mL), longer actigraphy-determined sleep duration was associated with higher total hip BMD (β = 0.016 ± 0.008; p = 0.04). Sleep duration and BTMs were not associated.ConclusionSleep duration was not associated with hip or L-spine BMD or BTMs in older men. Future research should determine if vitamin D status or other factors modify this relationship.

Published
2021

5. Correction: Single-trait and multi-trait genome-wide association analyses identify novel loci for blood pressure in African-ancestry populations.

Author

Liang, J, Le, TH, Velez Edwards, DR, Tayo, BO, Gaulton, KJ, Smith, JA, Lu, Y, Jensen, RA, Chen, G, Yanek, LR, Schwander, K, Tajuddin, SM, Sofer, T, Kim, W, Kayima, J, McKenzie, CA, Fox, E, Nalls, MA, Young, JH, Sun, YV, Lane, JM, Cechova, S, Zhou, J, Tang, H, Fornage, M, Musani, SK, Wang, H, Lee, J, Adeyemo, A, Dreisbach, AW, Forrester, T, Chu, P-L, Cappola, A, Evans, MK, Morrison, AC, Martin, LW, Wiggins, KL, Hui, Q, Zhao, W, Jackson, RD, Ware, EB, Faul, JD, Reiner, AP, Bray, M, Denny, JC, Mosley, TH, Palmas, W, Guo, X, Papanicolaou, GJ, Penman, AD, Polak, JF, Rice, K, Taylor, KD, Boerwinkle, E, Bottinger, EP, Liu, K, Risch, N, Hunt, SC, Kooperberg, C, Zonderman, AB, Laurie, CC, Becker, DM, Cai, J, Loos, RJF, Psaty, BM, Weir, DR, Kardia, SLR, Arnett, DK, Won, S, Edwards, TL, Redline, S, Cooper, RS, Rao, DC, Rotter, JI, Rotimi, C, Levy, D, Chakravarti, A, Zhu, X, and Franceschini, N

Abstract

[This corrects the article DOI: 10.1371/journal.pgen.1006728.].

Published
2018

15. Obstructive sleep apnea and long sleep are associated with increased genetic risk of incident Diabetes Mellitus: the Hispanic Community Health Study/Study of Latinos

Author

Hrytsenko, Y., primary, Spitzer, B., additional, Cassidy, M., additional, Wang, H., additional, Bertisch, S.M., additional, Taylor, K.D., additional, Isasi, C.R., additional, Cai, J., additional, Kaplan, R., additional, Qi, Q., additional, Alcantara, C., additional, Redline, S., additional, and Sofer, T., additional

Published
2024
Full Text
View/download PDF

17. Genetic Studies of Physiological Traits with Their Application to Sleep Apnea

Author

Lee, D. Y., Hanis, C., Bell, G. I., Aguilar, D. A., Redline, S., Below, J., and Xiong, M. M.

Subjects
Quantitative Biology - Genomics, Statistics - Applications
Abstract

Advances of modern sensing and sequencing technologies generate a deluge of high dimensional space-temporal physiological and next-generation sequencing (NGS) data. Physiological traits are observed either as continuous random functions, or on a dense grid and referred to as function-valued traits. Both physiological and NGS data are highly correlated data with their inherent order, spacing, and functional nature which are ignored by traditional summary-based univariate and multivariate regression methods designed for quantitative genetic analysis of scalar trait and common variants. To capture morphological and dynamic features of the data and utilize their dependent structure, we propose a functional linear model (FLM) in which a trait curve is modeled as a response function, the genetic variation in a genomic region or gene is modeled as a functional predictor, and the genetic effects are modeled as a function of both time and genomic position (FLMF) for genetic analysis of function-valued trait with both GWAS and NGS data. By extensive simulations, we demonstrate that the FLMF has the correct type 1 error rates and much higher power to detect association than the existing methods. The FLMF is applied to sleep data from Starr County health studies where oxygen saturation were measured in 22,670 seconds on average for 833 individuals. We found 65 genes that were significantly associated with oxygen saturation functional trait with P-values ranging from 2.40E-06 to 2.53E-21. The results clearly demonstrate that the FLMF substantially outperforms the traditional genetic models with scalar trait.

Published
2014

19. Novel loci associated with usual sleep duration: the CHARGE Consortium Genome-Wide Association Study

Author

Gottlieb, DJ, Hek, K, Chen, T-H, Watson, NF, Eiriksdottir, G, Byrne, EM, Cornelis, M, Warby, SC, Bandinelli, S, Cherkas, L, Evans, DS, Grabe, HJ, Lahti, J, Li, M, Lehtimäki, T, Lumley, T, Marciante, KD, Pérusse, L, Psaty, BM, Robbins, J, Tranah, GJ, Vink, JM, Wilk, JB, Stafford, JM, Bellis, C, Biffar, R, Bouchard, C, Cade, B, Curhan, GC, Eriksson, JG, Ewert, R, Ferrucci, L, Fülöp, T, Gehrman, PR, Goodloe, R, Harris, TB, Heath, AC, Hernandez, D, Hofman, A, Hottenga, J-J, Hunter, DJ, Jensen, MK, Johnson, AD, Kähönen, M, Kao, L, Kraft, P, Larkin, EK, Lauderdale, DS, Luik, AI, Medici, M, Montgomery, GW, Palotie, A, Patel, SR, Pistis, G, Porcu, E, Quaye, L, Raitakari, O, Redline, S, Rimm, EB, Rotter, JI, Smith, AV, Spector, TD, Teumer, A, Uitterlinden, AG, Vohl, M-C, Widen, E, Willemsen, G, Young, T, Zhang, X, Liu, Y, Blangero, J, Boomsma, DI, Gudnason, V, Hu, F, Mangino, M, Martin, NG, O'Connor, GT, Stone, KL, Tanaka, T, Viikari, J, Gharib, SA, Punjabi, NM, Räikkönen, K, Völzke, H, Mignot, E, and Tiemeier, H

Subjects
Biomedical and Clinical Sciences, Clinical Sciences, Mental Health, Sleep Research, Clinical Research, Brain Disorders, Genetics, Human Genome, 2.1 Biological and endogenous factors, Aetiology, Good Health and Well Being, Adult, Black or African American, Aged, Dyssomnias, Female, Genetic Association Studies, Genome-Wide Association Study, Humans, Male, Middle Aged, Polymorphism, Single Nucleotide, Self Report, Sleep, White People, Biological Sciences, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry, Clinical sciences, Biological psychology, Clinical and health psychology
Abstract

Usual sleep duration is a heritable trait correlated with psychiatric morbidity, cardiometabolic disease and mortality, although little is known about the genetic variants influencing this trait. A genome-wide association study (GWAS) of usual sleep duration was conducted using 18 population-based cohorts totaling 47 180 individuals of European ancestry. Genome-wide significant association was identified at two loci. The strongest is located on chromosome 2, in an intergenic region 35- to 80-kb upstream from the thyroid-specific transcription factor PAX8 (lowest P=1.1 × 10(-9)). This finding was replicated in an African-American sample of 4771 individuals (lowest P=9.3 × 10(-4)). The strongest combined association was at rs1823125 (P=1.5 × 10(-10), minor allele frequency 0.26 in the discovery sample, 0.12 in the replication sample), with each copy of the minor allele associated with a sleep duration 3.1 min longer per night. The alleles associated with longer sleep duration were associated in previous GWAS with a more favorable metabolic profile and a lower risk of attention deficit hyperactivity disorder. Understanding the mechanisms underlying these associations may help elucidate biological mechanisms influencing sleep duration and its association with psychiatric, metabolic and cardiovascular disease.

Published
2015

20. Genome-wide association analysis identifies six new loci associated with forced vital capacity

Author

Loth, DW, Artigas, MS, Gharib, SA, Wain, LV, Franceschini, N, Koch, B, Pottinger, TD, Smith, AV, Duan, Q, Oldmeadow, C, Lee, MK, Strachan, DP, James, AL, Huffman, JE, Vitart, V, Ramasamy, A, Wareham, NJ, Kaprio, J, Wang, XQ, Trochet, H, Kähönen, M, Flexeder, C, Albrecht, E, Lopez, LM, De Jong, K, Thyagarajan, B, Alves, AC, Enroth, S, Omenaas, E, Joshi, PK, Fall, T, Viñuela, A, Launer, LJ, Loehr, LR, Fornage, M, Li, G, Wilk, JB, Tang, W, Manichaikul, A, Lahousse, L, Harris, TB, North, KE, Rudnicka, AR, Hui, J, Gu, X, Lumley, T, Wright, AF, Hastie, ND, Campbell, S, Kumar, R, Pin, I, Scott, RA, Pietiläinen, KH, Surakka, I, Liu, Y, Holliday, EG, Schulz, H, Heinrich, J, Davies, G, Vonk, JM, Wojczynski, M, Pouta, A, Johansson, A, Wild, SH, Ingelsson, E, Rivadeneira, F, Völzke, H, Hysi, PG, Eiriksdottir, G, Morrison, AC, Rotter, JI, Gao, W, Postma, DS, White, WB, Rich, SS, Hofman, A, Aspelund, T, Couper, D, Smith, LJ, Psaty, BM, Lohman, K, Burchard, EG, Uitterlinden, AG, Garcia, M, Joubert, BR, McArdle, WL, Musk, AB, Hansel, N, Heckbert, SR, Zgaga, L, Van Meurs, JBJ, Navarro, P, Rudan, I, Oh, YM, Redline, S, Jarvis, DL, Zhao, JH, Rantanen, T, O'Connor, GT, and Ripatti, S

Subjects
Developmental Biology, Medical and Health Sciences, Biological Sciences
Abstract

Forced vital capacity (FVC), a spirometric measure of pulmonary function, reflects lung volume and is used to diagnose and monitor lung diseases. We performed genome-wide association study meta-analysis of FVC in 52,253 individuals from 26 studies and followed up the top associations in 32,917 additional individuals of European ancestry. We found six new regions associated at genome-wide significance (P < 5 × 10-8) with FVC in or near EFEMP1, BMP6, MIR129-2-HSD17B12, PRDM11, WWOX and KCNJ2. Two loci previously associated with spirometric measures (GSTCD and PTCH1) were related to FVC. Newly implicated regions were followed up in samples from African-American, Korean, Chinese and Hispanic individuals. We detected transcripts for all six newly implicated genes in human lung tissue. The new loci may inform mechanisms involved in lung development and the pathogenesis of restrictive lung disease.© 2014 Nature America, Inc. All rights reserved.

Published
2014

21. Association between Sleep Duration and 24-Hour Urine Free Cortisol in the MrOS Sleep Study

Author

Neylan, Thomas, Rao, MN, Blackwell, T, Redline, S, Punjabi, NM, Barrett-Connor, E, Neylan, TC, and Stone, KL

Abstract

Context:Short sleep duration is associated with adverse health outcomes, but the mechanisms involved are unknown. It has been postulated that short sleep duration may elevate cortisol levels, but studies have had conflicting results. It is unclear whether

Published
2013

22. Genome-wide meta-analyses of smoking behaviors in African Americans.

Author

David, SP, Hamidovic, A, Chen, GK, Bergen, AW, Wessel, J, Kasberger, JL, Brown, WM, Petruzella, S, Thacker, EL, Kim, Y, Nalls, MA, Tranah, GJ, Sung, YJ, Ambrosone, CB, Arnett, D, Bandera, EV, Becker, DM, Becker, L, Berndt, SI, Bernstein, L, Blot, WJ, Broeckel, U, Buxbaum, SG, Caporaso, N, Casey, G, Chanock, SJ, Deming, SL, Diver, WR, Eaton, CB, Evans, DS, Evans, MK, Fornage, M, Franceschini, N, Harris, TB, Henderson, BE, Hernandez, DG, Hitsman, B, Hu, JJ, Hunt, SC, Ingles, SA, John, EM, Kittles, R, Kolb, S, Kolonel, LN, Le Marchand, L, Liu, Y, Lohman, KK, McKnight, B, Millikan, RC, Murphy, A, Neslund-Dudas, C, Nyante, S, Press, M, Psaty, BM, Rao, DC, Redline, S, Rodriguez-Gil, JL, Rybicki, BA, Signorello, LB, Singleton, AB, Smoller, J, Snively, B, Spring, B, Stanford, JL, Strom, SS, Swan, GE, Taylor, KD, Thun, MJ, Wilson, AF, Witte, JS, Yamamura, Y, Yanek, LR, Yu, K, Zheng, W, Ziegler, RG, Zonderman, AB, Jorgenson, E, Haiman, CA, and Furberg, H

Subjects
Chromosomes, Human, Pair 10, Chromosomes, Human, Pair 15, Humans, Genetic Predisposition to Disease, Proteoglycans, Receptors, Nicotinic, Nerve Tissue Proteins, Smoking, Genotype, Phenotype, Polymorphism, Single Nucleotide, Adult, Aged, Middle Aged, African Americans, Female, Male, Statistics as Topic, Genetic Variation, Genome-Wide Association Study, Genetic Loci, African American, genome-wide association, health disparities, nicotine, smoking, tobacco, Chromosomes, Human, Pair 10, Pair 15, Polymorphism, Single Nucleotide, Receptors, Nicotinic, Clinical Sciences, Public Health and Health Services, Psychology
Abstract

The identification and exploration of genetic loci that influence smoking behaviors have been conducted primarily in populations of the European ancestry. Here we report results of the first genome-wide association study meta-analysis of smoking behavior in African Americans in the Study of Tobacco in Minority Populations Genetics Consortium (n = 32,389). We identified one non-coding single-nucleotide polymorphism (SNP; rs2036527[A]) on chromosome 15q25.1 associated with smoking quantity (cigarettes per day), which exceeded genome-wide significance (β = 0.040, s.e. = 0.007, P = 1.84 × 10(-8)). This variant is present in the 5'-distal enhancer region of the CHRNA5 gene and defines the primary index signal reported in studies of the European ancestry. No other SNP reached genome-wide significance for smoking initiation (SI, ever vs never smoking), age of SI, or smoking cessation (SC, former vs current smoking). Informative associations that approached genome-wide significance included three modestly correlated variants, at 15q25.1 within PSMA4, CHRNA5 and CHRNA3 for smoking quantity, which are associated with a second signal previously reported in studies in European ancestry populations, and a signal represented by three SNPs in the SPOCK2 gene on chr10q22.1. The association at 15q25.1 confirms this region as an important susceptibility locus for smoking quantity in men and women of African ancestry. Larger studies will be needed to validate the suggestive loci that did not reach genome-wide significance and further elucidate the contribution of genetic variation to disparities in cigarette consumption, SC and smoking-attributable disease between African Americans and European Americans.

Published
2012

23. Use of blood biomarkers to screen for obstructive sleep apnea

Author

Fleming WE, Holty JEC, Bogan RK, Hwang D, Ferouz-Colborn AS, Budhiraja R, Redline S, Mensah-Osman E, Osman NI, Li Q, Azad A, Podolak S, Samoszuk MK, Cruz AB, Bai Y, Lu J, Riley JS, and Southwick PC

Subjects
Obstructive Sleep Apnea, OSA, Screening, Diagnosis, Biomarkers, CRP, HbA1c, erythropoietin, EPO, uric acid, IL-6, Psychiatry, RC435-571, Neurophysiology and neuropsychology, QP351-495
Abstract

Wesley Elon Fleming,1 Jon-Erik C Holty,2 Richard K Bogan,3 Dennis Hwang,4 Aliya S Ferouz-Colborn,4 Rohit Budhiraja,5 Susan Redline,5 Edith Mensah-Osman,6 Nadir Ishag Osman,6 Qing Li,7 Armaghan Azad,1 Susann Podolak,1 Michael K Samoszuk,8 Amabelle B Cruz,8 Yang Bai,8 Jiuliu Lu,8 John S Riley,8 Paula C Southwick8 1Sleep Center Orange County, Irvine, CA, USA; 2Stanford Medical School, VA Palo Alto Health Care System, Pulmonary, Critical Care and Sleep Medicine Section, Palo Alto, CA, USA; 3SleepMed Inc., Bogan Sleep Consultants, LLC, Columbia, SC, USA; 4Sleep Medicine Department, Southern California Permanente Medical Group, Kaiser Permanente, Fontana Medical Center, Fontana, CA, USA; 5Division of Sleep Medicine, Harvard Medical School, Brigham and Women’s Hospital, Boston, MA, USA; 6EENA Comprehensive Neurology and Sleep Center, Boynton Beach, FL, USA; 7South Bend Medical Foundation, New Technology and Test Development, South Bend, IN, USA; 8Clinical Research Department, Beckman Coulter, Inc., Brea, CA, USAPurpose: Obstructive sleep apnea (OSA) is a highly prevalent disorder associated with increased risk for cardiovascular disease, diabetes, and other chronic conditions. Unfortunately, up to 90% of individuals with OSA remain without a diagnosis or therapy. We assess the relationship between OSA and blood biomarkers, and test the hypothesis that combinations of markers provide a characteristic OSA signature with diagnostic screening value. This validation study was conducted in an independent cohort in order to replicate findings from a prior feasibility study.Patients and methods: This multicenter prospective study consecutively enrolled adult male subjects with clinically suspected OSA. All subjects underwent overnight sleep studies. An asymptomatic control group was also obtained. Five biomarkers were tested: glycated hemoglobin (HbA1c), C-reactive protein (CRP), uric acid, erythropoietin (EPO), and interleukin-6 (IL-6).Results: The study enrolled 264 subjects. The combination of HbA1c+CRP+EPO (area under the curve 0.78) was superior to the Epworth Sleepiness Scale (ESS; 0.53) and STOP-Bang (0.70) questionnaires. In non-obese subjects, the combination of biomarkers (0.75) was superior to body mass index (BMI; 0.61). Sensitivity and specificity results, respectively, were: HbA1c+CRP+EPO (81% and 60%), ESS (78% and 19%), STOP-Bang (75% and 52%), BMI (81% and 56%), and BMI in non-obese patients (81% and 38%).Conclusion: We verify our hypothesis and replicate our prior feasibility findings that OSA is associated with a characteristic signature cluster of biomarker changes in men. Concurrent elevations of HbA1c, CRP, and EPO levels should generate a high suspicion of OSA and may have utility as an OSA screening tool. Biomarker combinations correlate with OSA severity and, therefore, may assist sleep centers in identifying and triaging higher risk patients for sleep study diagnosis and treatment.Keywords: obstructive sleep apnea, OSA, screening, diagnosis, biomarkers, CRP, HbA1c, erythropoietin, EPO, uric acid, IL-6

Published
2018

24. Actigraphy-based sleep estimation in adolescents and adults: a comparison with polysomnography using two scoring algorithms

Author

Quante M, Kaplan ER, Cailler M, Rueschman M, Wang R, Weng J, Taveras EM, and Redline S

Subjects
validation, actigraphy, polysomnography, Psychiatry, RC435-571, Neurophysiology and neuropsychology, QP351-495
Abstract

Mirja Quante,1–3 Emily R Kaplan,2 Michael Cailler,2 Michael Rueschman,2 Rui Wang,2–5 Jia Weng,2 Elsie M Taveras,3,5,6 Susan Redline2,3,7 1Department of Neonatology, University of Tuebingen, Tuebingen, Germany; 2Division of Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women’s Hospital, Boston, MA, USA; 3Harvard Medical School, Boston, MA, USA; 4Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, USA; 5Department of Population Medicine, Harvard Medical School and The Harvard Pilgrim Health Care Institute, Boston, MA, USA; 6Division of General Academic Pediatrics, Department of Pediatrics, MassGeneral Hospital for Children, Boston, MA, USA; 7Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA Objectives: Actigraphy is widely used to estimate sleep–wake time, despite limited information regarding the comparability of different devices and algorithms. We compared estimates of sleep–wake times determined by two wrist actigraphs (GT3X+ versus Actiwatch Spectrum [AWS]) to in-home polysomnography (PSG), using two algorithms (Sadeh and Cole–Kripke) for the GT3X+ recordings.Subjects and methods: Participants included a sample of 35 healthy volunteers (13 school children and 22 adults, 46% male) from Boston, MA, USA. Twenty-two adults wore the GT3X+ and AWS simultaneously for at least five consecutive days and nights. In addition, actigraphy and PSG were concurrently measured in 12 of these adults and another 13 children over a single night. We used intraclass correlation coefficients (ICCs), epoch-by-epoch comparisons, paired t-tests, and Bland–Altman plots to determine the level of agreement between actigraphy and PSG, and differences between devices and algorithms.Results: Each actigraph showed comparable accuracy (0.81–0.86) for sleep–wake estimation compared to PSG. When analyzing data from the GT3X+, the Cole–Kripke algorithm was more sensitive (0.88–0.96) to detect sleep, but less specific (0.35–0.64) to detect wake than the Sadeh algorithm (sensitivity: 0.82–0.91, specificity: 0.47–0.68). Total sleep time measured using the GT3X+ with both algorithms was similar to that obtained by PSG (ICC=0.64–0.88). In contrast, agreement between the GT3X+ and PSG wake after sleep onset was poor (ICC=0.00–0.10). In adults, the GT3X+ using the Cole–Kripke algorithm provided data comparable to the AWS (mean bias=3.7±19.7 minutes for total sleep time and 8.0±14.2 minutes for wake after sleep onset).Conclusion: The two actigraphs provided comparable and accurate data compared to PSG, although both poorly identified wake episodes (i.e., had low specificity). Use of actigraphy scoring algorithm influenced the mean bias and level of agreement in sleep–wake times estimates. The GT3X+, when analyzed by the Cole–Kripke, but not the Sadeh algorithm, provided comparable data to the AWS. Keywords: validation, actigraphy, polysomnography, scoring algorithm

Published
2018

28. Multivariate prediction of cognitive performance from the sleep electroencephalogram.

Author

Ujma, P.P., Bódizs, R., Dresler, M., Simor, P., Purcell, S., Stone, K.L., Yaffe, K., Redline, S., Ujma, P.P., Bódizs, R., Dresler, M., Simor, P., Purcell, S., Stone, K.L., Yaffe, K., and Redline, S.

Abstract

Contains fulltext : 296183.pdf (Publisher’s version ) (Open Access), Human cognitive performance is a key function whose biological foundations have been partially revealed by genetic and brain imaging studies. The sleep electroencephalogram (EEG) is tightly linked to structural and functional features of the central nervous system and serves as another promising biomarker. We used data from MrOS, a large cohort of older men and cross-validated regularized regression to link sleep EEG features to cognitive performance in cross-sectional analyses. In independent validation samples 2.5-10% of variance in cognitive performance can be accounted for by sleep EEG features, depending on the covariates used. Demographic characteristics account for more covariance between sleep EEG and cognition than health variables, and consequently reduce this association by a greater degree, but even with the strictest covariate sets a statistically significant association is present. Sigma power in NREM and beta power in REM sleep were associated with better cognitive performance, while theta power in REM sleep was associated with worse performance, with no substantial effect of coherence and other sleep EEG metrics. Our findings show that cognitive performance is associated with the sleep EEG (r = 0.283), with the strongest effect ascribed to spindle-frequency activity. This association becomes weaker after adjusting for demographic (r = 0.186) and health variables (r = 0.155), but its resilience to covariate inclusion suggest that it also partially reflects trait-like differences in cognitive ability.

Published
2023

29. Impact of Continuous Positive Airway Pressure on Serum Angiopoietin-2 Following Coronary Revascularization in Patients With Obstructive Sleep Apnea : The RICCADSA Study

Author

Celik, Y., Behboudi, Afrouz, Peker, Yüksel, Redline, S. S., Jelic, S., Gottlieb, D. J., Celik, Y., Behboudi, Afrouz, Peker, Yüksel, Redline, S. S., Jelic, S., and Gottlieb, D. J.

Abstract

D20. MECHANISTIC INSIGHTS IN SLEEP DISORDERED BREATHINGThe main RICCADSA trial was supported by the Swedish Research Council, the Swedish Heart and Lung Foundation, ResMed Foundation and ResMed Inc. The present study was supported by NIH grants R01HL137234 and R01 HL106041.

Published
2023
Full Text
View/download PDF

30. Predictors of Sleep-disordered Breathing in Pregnancy

Author

Louis, J.M., Koch, M.A., Reddy, U.M., Silver, R.M., Parker, C.B., Facco, F.L., Redline, S., Nhan-Chang, C.L., Chung, J.H., Pien, G.W., Basner, R.C., Grobman, W.A., Wing, D.A., Simhan, H.N., Haas, D.M., Mercer, B.M., Parry, S., Mobley, D., Carper, B., Saade, G.R., Schubert, F.P., and Zee, P.C.

Published
2019
Full Text
View/download PDF

41. International consensus statement on obstructive sleep apnea.

Author

Chang J.L., Goldberg A.N., Alt J.A., Ashbrook L., Auckley D., Ayappa I., Bakhtiar H., Barrera J.E., Bartley B.L., Billings M.E., Boon M.S., Bosschieter P., Braverman I., Brodie K., Cabrera-Muffly C., Caesar R., Cahali M.B., Cai Y., Cao M., Capasso R., Caples S.M., Chahine L.M., Chang C.P., Chang K.W., Chaudhary N., Cheong C.S.J., Chowdhuri S., Cistulli P.A., Claman D., Collen J., Coughlin K., Creamer J., Davis E.M., Dupuy-McCauley K.L., Durr M.L., Dutt M., Ali M.E., Elkassabany N.M., Epstein L.J., Fiala J.A., Freedman N., Gill K., Gillespie M.B., Golisch L., Gooneratne N., Gottlieb D.J., Green K.K., Gulati A., Gurubhagavatula I., Hayward N., Hoff P.T., Hoffmann O.M.G., Holfinger S.J., Hsia J., Huntley C., Huoh K.C., Huyett P., Inala S., Ishman S., Jella T.K., Jobanputra A.M., Johnson A.P., Junna M.R., Kado J.T., Kaffenberger T.M., Kapur V.K., Kezirian E.J., Khan M., Kirsch D.B., Kominsky A., Kryger M., Krystal A.D., Kushida C.A., Kuzniar T.J., Lam D.J., Lettieri C.J., Lim D.C., Lin H.-C., Liu S.Y.C., MacKay S.G., Magalang U.J., Malhotra A., Maurer J.T., May A.M., Mitchell R.B., Mokhlesi B., Mullins A.E., Nada E.M., Naik S., Nokes B., Olson M.D., Pack A.I., Pang E.B., Pang K.P., Patil S.P., de Perck E.V., Piccirillo J.F., Pien G.W., Piper A.J., Plawecki A., Quigg M., Ravesloot M.J.L., Redline S., Rotenberg B.W., Ryden A., Sarmiento K.F., Sbeih F., Schell A.E., Schmickl C.N., Schotland H.M., Schwab R.J., Seo J., Shah N., Shelgikar A.V., Shochat I., Soose R.J., Steele T.O., Stephens E., Stepnowsky C., Strohl K.P., Sutherland K., Suurna M.V., Thaler E., Thapa S., Vanderveken O.M., de Vries N., Weaver E.M., Weir I.D., Wolfe L.F., Woodson B.T., Won C.H.J., Xu J., Yalamanchi P., Yaremchuk K., Yeghiazarians Y., Yu J.L., Zeidler M., Rosen I.M., Chang J.L., Goldberg A.N., Alt J.A., Ashbrook L., Auckley D., Ayappa I., Bakhtiar H., Barrera J.E., Bartley B.L., Billings M.E., Boon M.S., Bosschieter P., Braverman I., Brodie K., Cabrera-Muffly C., Caesar R., Cahali M.B., Cai Y., Cao M., Capasso R., Caples S.M., Chahine L.M., Chang C.P., Chang K.W., Chaudhary N., Cheong C.S.J., Chowdhuri S., Cistulli P.A., Claman D., Collen J., Coughlin K., Creamer J., Davis E.M., Dupuy-McCauley K.L., Durr M.L., Dutt M., Ali M.E., Elkassabany N.M., Epstein L.J., Fiala J.A., Freedman N., Gill K., Gillespie M.B., Golisch L., Gooneratne N., Gottlieb D.J., Green K.K., Gulati A., Gurubhagavatula I., Hayward N., Hoff P.T., Hoffmann O.M.G., Holfinger S.J., Hsia J., Huntley C., Huoh K.C., Huyett P., Inala S., Ishman S., Jella T.K., Jobanputra A.M., Johnson A.P., Junna M.R., Kado J.T., Kaffenberger T.M., Kapur V.K., Kezirian E.J., Khan M., Kirsch D.B., Kominsky A., Kryger M., Krystal A.D., Kushida C.A., Kuzniar T.J., Lam D.J., Lettieri C.J., Lim D.C., Lin H.-C., Liu S.Y.C., MacKay S.G., Magalang U.J., Malhotra A., Maurer J.T., May A.M., Mitchell R.B., Mokhlesi B., Mullins A.E., Nada E.M., Naik S., Nokes B., Olson M.D., Pack A.I., Pang E.B., Pang K.P., Patil S.P., de Perck E.V., Piccirillo J.F., Pien G.W., Piper A.J., Plawecki A., Quigg M., Ravesloot M.J.L., Redline S., Rotenberg B.W., Ryden A., Sarmiento K.F., Sbeih F., Schell A.E., Schmickl C.N., Schotland H.M., Schwab R.J., Seo J., Shah N., Shelgikar A.V., Shochat I., Soose R.J., Steele T.O., Stephens E., Stepnowsky C., Strohl K.P., Sutherland K., Suurna M.V., Thaler E., Thapa S., Vanderveken O.M., de Vries N., Weaver E.M., Weir I.D., Wolfe L.F., Woodson B.T., Won C.H.J., Xu J., Yalamanchi P., Yaremchuk K., Yeghiazarians Y., Yu J.L., Zeidler M., and Rosen I.M.

Abstract

BACKGROUND: Evaluation and interpretation of the literature on obstructive sleep apnea is needed to consolidate and summarize key factors important for clinical management of the OSA adult patient. Toward this goal, an international collaborative of multidisciplinary experts in sleep apnea evaluation and treatment have produced the International Consensus statement on Obstructive Sleep Apnea (ICS:OSA). METHOD(S): Using previously defined methodology, focal topics in OSA were assigned as literature review (LR), evidence-based review (EBR), or evidence-based review with recommendations (EBR-R) formats. Each topic incorporated the available and relevant evidence which was summarized and graded on study quality. Each topic and section underwent iterative review and the ICS:OSA was created and reviewed by all authors for consensus. RESULT(S): The ICS:OSA addresses OSA syndrome definitions, pathophysiology, epidemiology, risk factors for disease, screening methods, diagnostic testing types, multiple treatment modalities, and effects of OSA and treatment on the multiple comorbidities. Specific focus on outcomes with positive airway pressure (PAP) and surgical treatments were evaluated. CONCLUSION(S): This review of the literature in OSA consolidates the available knowledge and identifies the limitations of the current evidence. This effort aims to highlight the basis of OSA evidence-based practice and identify future research needs. Knowledge gaps and opportunities for improvement include improving the metrics of OSA disease, determining the optimal OSA screening paradigms, developing strategies for PAP adherence and longitudinal care, enhancing selection of PAP alternatives and surgery, understanding health risk outcomes, and translating evidence into individualized approaches to therapy. This article is protected by copyright. All rights reserved.

Published
2022

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

Author

Yengo, L, Vedantam, S, Marouli, E, Sidorenko, J, Bartell, E, Sakaue, S, Graff, M, Eliasen, AU, Jiang, Y, Raghavan, S, Miao, J, Arias, JD, Graham, SE, Mukamel, RE, Spracklen, CN, Yin, X, Chen, S-H, Ferreira, T, Highland, HH, Ji, Y, Karaderi, T, Lin, K, Lull, K, Malden, DE, Medina-Gomez, C, Machado, M, Moore, A, Rueger, S, Sim, X, Vrieze, S, Ahluwalia, TS, Akiyama, M, Allison, MA, Alvarez, M, Andersen, MK, Ani, A, Appadurai, V, Arbeeva, L, Bhaskar, S, Bielak, LF, Bollepalli, S, Bonnycastle, LL, Bork-Jensen, J, Bradfield, JP, Bradford, Y, Braund, PS, Brody, JA, Burgdorf, KS, Cade, BE, Cai, H, Cai, Q, Campbell, A, Canadas-Garre, M, Catamo, E, Chai, J-F, Chai, X, Chang, L-C, Chang, Y-C, Chen, C-H, Chesi, A, Choi, SH, Chung, R-H, Cocca, M, Concas, MP, Couture, C, Cuellar-Partida, G, Danning, R, Daw, EW, Degenhard, F, Delgado, GE, Delitala, A, Demirkan, A, Deng, X, Devineni, P, Dietl, A, Dimitriou, M, Dimitrov, L, Dorajoo, R, Ekici, AB, Engmann, JE, Fairhurst-Hunter, Z, Farmaki, A-E, Faul, JD, Fernandez-Lopez, J-C, Forer, L, Francescatto, M, Freitag-Wolf, S, Fuchsberger, C, Galesloot, TE, Gao, Y, Gao, Z, Geller, F, Giannakopoulou, O, Giulianini, F, Gjesing, AP, Goel, A, Gordon, SD, Gorski, M, Grove, J, Guo, X, Gustafsson, S, Haessler, J, Hansen, TF, Havulinna, AS, Haworth, SJ, He, J, Heard-Costa, N, Hebbar, P, Hindy, G, Ho, Y-LA, Hofer, E, Holliday, E, Horn, K, Hornsby, WE, Hottenga, J-J, Huang, H, Huang, J, Huerta-Chagoya, A, Huffman, JE, Hung, Y-J, Huo, S, Hwang, MY, Iha, H, Ikeda, DD, Isono, M, Jackson, AU, Jager, S, Jansen, IE, Johansson, I, Jonas, JB, Jonsson, A, Jorgensen, T, Kalafati, I-P, Kanai, M, Kanoni, S, Karhus, LL, Kasturiratne, A, Katsuya, T, Kawaguchi, T, Kember, RL, Kentistou, KA, Kim, H-N, Kim, YJ, Kleber, ME, Knol, MJ, Kurbasic, A, Lauzon, M, Le, P, Lea, R, Lee, J-Y, Leonard, HL, Li, SA, Li, X, Liang, J, Lin, H, Lin, S-Y, Liu, J, Liu, X, Lo, KS, Long, J, Lores-Motta, L, Luan, J, Lyssenko, V, Lyytikainen, L-P, Mahajan, A, Mamakou, V, Mangino, M, Manichaikul, A, Marten, J, Mattheisen, M, Mavarani, L, McDaid, AF, Meidtner, K, Melendez, TL, Mercader, JM, Milaneschi, Y, Miller, JE, Millwood, IY, Mishra, PP, Mitchell, RE, Mollehave, LT, Morgan, A, Mucha, S, Munz, M, Nakatochi, M, Nelson, CP, Nethander, M, Nho, CW, Nielsen, AA, Nolte, IM, Nongmaithem, SS, Noordam, R, Ntalla, I, Nutile, T, Pandit, A, Christofidou, P, Parna, K, Pauper, M, Petersen, ERB, Petersen, L, Pitkanen, N, Polasek, O, Poveda, A, Preuss, MH, Pyarajan, S, Raffield, LM, Rakugi, H, Ramirez, J, Rasheed, A, Raven, D, Rayner, NW, Riveros, C, Rohde, R, Ruggiero, D, Ruotsalainen, SE, Ryan, KA, Sabater-Lleal, M, Saxena, R, Scholz, M, Sendamarai, A, Shen, B, Shi, J, Shin, JH, Sidore, C, Sitlani, CM, Slieker, RKC, Smit, RAJ, Smith, A, Smith, JA, Smyth, LJ, Southam, LE, Steinthorsdottir, V, Sun, L, Takeuchi, F, Tallapragada, D, Taylor, KD, Tayo, BO, Tcheandjieu, C, Terzikhan, N, Tesolin, P, Teumer, A, Theusch, E, Thompson, DJ, Thorleifsson, G, Timmers, PRHJ, Trompet, S, Turman, C, Vaccargiu, S, van der Laan, SW, van der Most, PJ, van Klinken, JB, van Setten, J, Verma, SS, Verweij, N, Veturi, Y, Wang, CA, Wang, C, Wang, L, Wang, Z, Warren, HR, Wei, WB, Wickremasinghe, AR, Wielscher, M, Wiggins, KL, Winsvold, BS, Wong, A, Wu, Y, Wuttke, M, Xia, R, Xie, T, Yamamoto, K, Yang, J, Yao, J, Young, H, Yousri, NA, Yu, L, Zeng, L, Zhang, W, Zhang, X, Zhao, J-H, Zhao, W, Zhou, W, Zimmermann, ME, Zoledziewska, M, Adair, LS, Adams, HHH, Aguilar-Salinas, CA, Al-Mulla, F, Arnett, DK, Asselbergs, FW, Asvold, BO, Attia, J, Banas, B, Bandinelli, S, Bennett, DA, Bergler, T, Bharadwaj, D, Biino, G, Bisgaard, H, Boerwinkle, E, Boger, CA, Bonnelykke, K, Boomsma, D, Borglum, AD, Borja, JB, Bouchard, C, Bowden, DW, Brandslund, I, Brumpton, B, Buring, JE, Caulfield, MJ, Chambers, JC, Chandak, GR, Chanock, SJ, Chaturvedi, N, Chen, Y-DI, Chen, Z, Cheng, C-Y, Christophersen, IE, Ciullo, M, Cole, JW, Collins, FS, Cooper, RS, Cruz, M, Cucca, F, Cupples, LA, Cutler, MJ, Damrauer, SM, Dantoft, TM, de Borst, GJ, de Groot, LCPGM, De Jager, PL, de Kleijn, DP, de Silva, HJ, Dedoussis, G, den Hollander, A, Du, S, Easton, DF, Elders, PJM, Eliassen, AH, Ellinor, PT, Elmstahl, S, Erdmann, J, Evans, MK, Fatkin, D, Feenstra, B, Feitosa, MF, Ferrucci, L, Ford, I, Fornage, M, Franke, A, Franks, PW, Freedman, B, Gasparini, P, Gieger, C, Girotto, G, Goddard, ME, Golightly, YM, Gonzalez-Villalpando, C, Gordon-Larsen, P, Grallert, H, Grant, SFA, Grarup, N, Griffiths, L, Gudnason, V, Haiman, C, Hakonarson, H, Hansen, T, Hartman, CA, Hattersley, AT, Hayward, C, Heckbert, SR, Heng, C-K, Hengstenberg, C, Hewitt, AW, Hishigaki, H, Hoyng, CB, Huang, PL, Huang, W, Hunt, SC, Hveem, K, Hypponen, E, Iacono, WG, Ichihara, S, Ikram, MA, Isasi, CR, Jackson, RD, Jarvelin, M-R, Jin, Z-B, Jockel, K-H, Joshi, PK, Jousilahti, P, Jukema, JW, Kahonen, M, Kamatani, Y, Kang, KD, Kaprio, J, Kardia, SLR, Karpe, F, Kato, N, Kee, F, Kessler, T, Khera, A, Khor, CC, Kiemeney, LALM, Kim, B-J, Kim, EK, Kim, H-L, Kirchhof, P, Kivimaki, M, Koh, W-P, Koistinen, HA, Kolovou, GD, Kooner, JS, Kooperberg, C, Kottgen, A, Kovacs, P, Kraaijeveld, A, Kraft, P, Krauss, RM, Kumari, M, Kutalik, Z, Laakso, M, Lange, LA, Langenberg, C, Launer, LJ, Le Marchand, L, Lee, H, Lee, NR, Lehtimaki, T, Li, H, Li, L, Lieb, W, Lin, X, Lind, L, Linneberg, A, Liu, C-T, Loeffler, M, London, B, Lubitz, SA, Lye, SJ, Mackey, DA, Magi, R, Magnusson, PKE, Marcus, GM, Vidal, PM, Martin, NG, Marz, W, Matsuda, F, McGarrah, RW, McGue, M, McKnight, AJ, Medland, SE, Mellstrom, D, Metspalu, A, Mitchell, BD, Mitchell, P, Mook-Kanamori, DO, Morris, AD, Mucci, LA, Munroe, PB, Nalls, MA, Nazarian, S, Nelson, AE, Neville, MJ, Newton-Cheh, C, Nielsen, CS, Nothen, MM, Ohlsson, C, Oldehinkel, AJ, Orozco, L, Pahkala, K, Pajukanta, P, Palmer, CNA, Parra, EJ, Pattaro, C, Pedersen, O, Pennell, CE, Penninx, BWJH, Perusse, L, Peters, A, Peyser, PA, Porteous, DJ, Posthuma, D, Power, C, Pramstaller, PP, Province, MA, Qi, Q, Qu, J, Rader, DJ, Raitakari, OT, Ralhan, S, Rallidis, LS, Rao, DC, Redline, S, Reilly, DF, Reiner, AP, Rhee, SY, Ridker, PM, Rienstra, M, Ripatti, S, Ritchie, MD, Roden, DM, Rosendaal, FR, Rotter, J, Rudan, I, Rutters, F, Sabanayagam, C, Saleheen, D, Salomaa, V, Samani, NJ, Sanghera, DK, Sattar, N, Schmidt, B, Schmidt, H, Schmidt, R, Schulze, MB, Schunkert, H, Scott, LJ, Scott, RJ, Sever, P, Shiroma, EJ, Shoemaker, MB, Shu, X-O, Simonsick, EM, Sims, M, Singh, JR, Singleton, AB, Sinner, MF, Smith, JG, Snieder, H, Spector, TD, Stampfer, MJ, Stark, KJ, Strachan, DP, t' Hart, LM, Tabara, Y, Tang, H, Tardif, J-C, Thanaraj, TA, Timpson, NJ, Tonjes, A, Tremblay, A, Tuomi, T, Tuomilehto, J, Tusie-Luna, M-T, Uitterlinden, AG, van Dam, RM, van der Harst, P, Van der Velde, N, van Duijn, CM, van Schoor, NM, Vitart, V, Volker, U, Vollenweider, P, Volzke, H, Wacher-Rodarte, NH, Walker, M, Wang, YX, Wareham, NJ, Watanabe, RM, Watkins, H, Weir, DR, Werge, TM, Widen, E, Wilkens, LR, Willemsen, G, Willett, WC, Wilson, JF, Wong, T-Y, Woo, J-T, Wright, AF, Wu, J-Y, Xu, H, Yajnik, CS, Yokota, M, Yuan, J-M, Zeggini, E, Zemel, BS, Zheng, W, Zhu, X, Zmuda, JM, Zonderman, AB, Zwart, J-A, Chasman, D, Cho, YS, Heid, IM, McCarthy, M, Ng, MCY, O'Donnell, CJ, Rivadeneira, F, Thorsteinsdottir, U, Sun, Y, Tai, ES, Boehnke, M, Deloukas, P, Justice, AE, Lindgren, CM, Loos, RJF, Mohlke, KL, North, KE, Stefansson, K, Walters, RG, Winkler, TW, Young, KL, Loh, P-R, Esko, T, Assimes, TL, Auton, A, Abecasis, GR, Willer, CJ, Locke, AE, Berndt, S, Lettre, G, Frayling, TM, Okada, Y, Wood, AR, Visscher, PM, Hirschhorn, JN, Yengo, L, Vedantam, S, Marouli, E, Sidorenko, J, Bartell, E, Sakaue, S, Graff, M, Eliasen, AU, Jiang, Y, Raghavan, S, Miao, J, Arias, JD, Graham, SE, Mukamel, RE, Spracklen, CN, Yin, X, Chen, S-H, Ferreira, T, Highland, HH, Ji, Y, Karaderi, T, Lin, K, Lull, K, Malden, DE, Medina-Gomez, C, Machado, M, Moore, A, Rueger, S, Sim, X, Vrieze, S, Ahluwalia, TS, Akiyama, M, Allison, MA, Alvarez, M, Andersen, MK, Ani, A, Appadurai, V, Arbeeva, L, Bhaskar, S, Bielak, LF, Bollepalli, S, Bonnycastle, LL, Bork-Jensen, J, Bradfield, JP, Bradford, Y, Braund, PS, Brody, JA, Burgdorf, KS, Cade, BE, Cai, H, Cai, Q, Campbell, A, Canadas-Garre, M, Catamo, E, Chai, J-F, Chai, X, Chang, L-C, Chang, Y-C, Chen, C-H, Chesi, A, Choi, SH, Chung, R-H, Cocca, M, Concas, MP, Couture, C, Cuellar-Partida, G, Danning, R, Daw, EW, Degenhard, F, Delgado, GE, Delitala, A, Demirkan, A, Deng, X, Devineni, P, Dietl, A, Dimitriou, M, Dimitrov, L, Dorajoo, R, Ekici, AB, Engmann, JE, Fairhurst-Hunter, Z, Farmaki, A-E, Faul, JD, Fernandez-Lopez, J-C, Forer, L, Francescatto, M, Freitag-Wolf, S, Fuchsberger, C, Galesloot, TE, Gao, Y, Gao, Z, Geller, F, Giannakopoulou, O, Giulianini, F, Gjesing, AP, Goel, A, Gordon, SD, Gorski, M, Grove, J, Guo, X, Gustafsson, S, Haessler, J, Hansen, TF, Havulinna, AS, Haworth, SJ, He, J, Heard-Costa, N, Hebbar, P, Hindy, G, Ho, Y-LA, Hofer, E, Holliday, E, Horn, K, Hornsby, WE, Hottenga, J-J, Huang, H, Huang, J, Huerta-Chagoya, A, Huffman, JE, Hung, Y-J, Huo, S, Hwang, MY, Iha, H, Ikeda, DD, Isono, M, Jackson, AU, Jager, S, Jansen, IE, Johansson, I, Jonas, JB, Jonsson, A, Jorgensen, T, Kalafati, I-P, Kanai, M, Kanoni, S, Karhus, LL, Kasturiratne, A, Katsuya, T, Kawaguchi, T, Kember, RL, Kentistou, KA, Kim, H-N, Kim, YJ, Kleber, ME, Knol, MJ, Kurbasic, A, Lauzon, M, Le, P, Lea, R, Lee, J-Y, Leonard, HL, Li, SA, Li, X, Liang, J, Lin, H, Lin, S-Y, Liu, J, Liu, X, Lo, KS, Long, J, Lores-Motta, L, Luan, J, Lyssenko, V, Lyytikainen, L-P, Mahajan, A, Mamakou, V, Mangino, M, Manichaikul, A, Marten, J, Mattheisen, M, Mavarani, L, McDaid, AF, Meidtner, K, Melendez, TL, Mercader, JM, Milaneschi, Y, Miller, JE, Millwood, IY, Mishra, PP, Mitchell, RE, Mollehave, LT, Morgan, A, Mucha, S, Munz, M, Nakatochi, M, Nelson, CP, Nethander, M, Nho, CW, Nielsen, AA, Nolte, IM, Nongmaithem, SS, Noordam, R, Ntalla, I, Nutile, T, Pandit, A, Christofidou, P, Parna, K, Pauper, M, Petersen, ERB, Petersen, L, Pitkanen, N, Polasek, O, Poveda, A, Preuss, MH, Pyarajan, S, Raffield, LM, Rakugi, H, Ramirez, J, Rasheed, A, Raven, D, Rayner, NW, Riveros, C, Rohde, R, Ruggiero, D, Ruotsalainen, SE, Ryan, KA, Sabater-Lleal, M, Saxena, R, Scholz, M, Sendamarai, A, Shen, B, Shi, J, Shin, JH, Sidore, C, Sitlani, CM, Slieker, RKC, Smit, RAJ, Smith, A, Smith, JA, Smyth, LJ, Southam, LE, Steinthorsdottir, V, Sun, L, Takeuchi, F, Tallapragada, D, Taylor, KD, Tayo, BO, Tcheandjieu, C, Terzikhan, N, Tesolin, P, Teumer, A, Theusch, E, Thompson, DJ, Thorleifsson, G, Timmers, PRHJ, Trompet, S, Turman, C, Vaccargiu, S, van der Laan, SW, van der Most, PJ, van Klinken, JB, van Setten, J, Verma, SS, Verweij, N, Veturi, Y, Wang, CA, Wang, C, Wang, L, Wang, Z, Warren, HR, Wei, WB, Wickremasinghe, AR, Wielscher, M, Wiggins, KL, Winsvold, BS, Wong, A, Wu, Y, Wuttke, M, Xia, R, Xie, T, Yamamoto, K, Yang, J, Yao, J, Young, H, Yousri, NA, Yu, L, Zeng, L, Zhang, W, Zhang, X, Zhao, J-H, Zhao, W, Zhou, W, Zimmermann, ME, Zoledziewska, M, Adair, LS, Adams, HHH, Aguilar-Salinas, CA, Al-Mulla, F, Arnett, DK, Asselbergs, FW, Asvold, BO, Attia, J, Banas, B, Bandinelli, S, Bennett, DA, Bergler, T, Bharadwaj, D, Biino, G, Bisgaard, H, Boerwinkle, E, Boger, CA, Bonnelykke, K, Boomsma, D, Borglum, AD, Borja, JB, Bouchard, C, Bowden, DW, Brandslund, I, Brumpton, B, Buring, JE, Caulfield, MJ, Chambers, JC, Chandak, GR, Chanock, SJ, Chaturvedi, N, Chen, Y-DI, Chen, Z, Cheng, C-Y, Christophersen, IE, Ciullo, M, Cole, JW, Collins, FS, Cooper, RS, Cruz, M, Cucca, F, Cupples, LA, Cutler, MJ, Damrauer, SM, Dantoft, TM, de Borst, GJ, de Groot, LCPGM, De Jager, PL, de Kleijn, DP, de Silva, HJ, Dedoussis, G, den Hollander, A, Du, S, Easton, DF, Elders, PJM, Eliassen, AH, Ellinor, PT, Elmstahl, S, Erdmann, J, Evans, MK, Fatkin, D, Feenstra, B, Feitosa, MF, Ferrucci, L, Ford, I, Fornage, M, Franke, A, Franks, PW, Freedman, B, Gasparini, P, Gieger, C, Girotto, G, Goddard, ME, Golightly, YM, Gonzalez-Villalpando, C, Gordon-Larsen, P, Grallert, H, Grant, SFA, Grarup, N, Griffiths, L, Gudnason, V, Haiman, C, Hakonarson, H, Hansen, T, Hartman, CA, Hattersley, AT, Hayward, C, Heckbert, SR, Heng, C-K, Hengstenberg, C, Hewitt, AW, Hishigaki, H, Hoyng, CB, Huang, PL, Huang, W, Hunt, SC, Hveem, K, Hypponen, E, Iacono, WG, Ichihara, S, Ikram, MA, Isasi, CR, Jackson, RD, Jarvelin, M-R, Jin, Z-B, Jockel, K-H, Joshi, PK, Jousilahti, P, Jukema, JW, Kahonen, M, Kamatani, Y, Kang, KD, Kaprio, J, Kardia, SLR, Karpe, F, Kato, N, Kee, F, Kessler, T, Khera, A, Khor, CC, Kiemeney, LALM, Kim, B-J, Kim, EK, Kim, H-L, Kirchhof, P, Kivimaki, M, Koh, W-P, Koistinen, HA, Kolovou, GD, Kooner, JS, Kooperberg, C, Kottgen, A, Kovacs, P, Kraaijeveld, A, Kraft, P, Krauss, RM, Kumari, M, Kutalik, Z, Laakso, M, Lange, LA, Langenberg, C, Launer, LJ, Le Marchand, L, Lee, H, Lee, NR, Lehtimaki, T, Li, H, Li, L, Lieb, W, Lin, X, Lind, L, Linneberg, A, Liu, C-T, Loeffler, M, London, B, Lubitz, SA, Lye, SJ, Mackey, DA, Magi, R, Magnusson, PKE, Marcus, GM, Vidal, PM, Martin, NG, Marz, W, Matsuda, F, McGarrah, RW, McGue, M, McKnight, AJ, Medland, SE, Mellstrom, D, Metspalu, A, Mitchell, BD, Mitchell, P, Mook-Kanamori, DO, Morris, AD, Mucci, LA, Munroe, PB, Nalls, MA, Nazarian, S, Nelson, AE, Neville, MJ, Newton-Cheh, C, Nielsen, CS, Nothen, MM, Ohlsson, C, Oldehinkel, AJ, Orozco, L, Pahkala, K, Pajukanta, P, Palmer, CNA, Parra, EJ, Pattaro, C, Pedersen, O, Pennell, CE, Penninx, BWJH, Perusse, L, Peters, A, Peyser, PA, Porteous, DJ, Posthuma, D, Power, C, Pramstaller, PP, Province, MA, Qi, Q, Qu, J, Rader, DJ, Raitakari, OT, Ralhan, S, Rallidis, LS, Rao, DC, Redline, S, Reilly, DF, Reiner, AP, Rhee, SY, Ridker, PM, Rienstra, M, Ripatti, S, Ritchie, MD, Roden, DM, Rosendaal, FR, Rotter, J, Rudan, I, Rutters, F, Sabanayagam, C, Saleheen, D, Salomaa, V, Samani, NJ, Sanghera, DK, Sattar, N, Schmidt, B, Schmidt, H, Schmidt, R, Schulze, MB, Schunkert, H, Scott, LJ, Scott, RJ, Sever, P, Shiroma, EJ, Shoemaker, MB, Shu, X-O, Simonsick, EM, Sims, M, Singh, JR, Singleton, AB, Sinner, MF, Smith, JG, Snieder, H, Spector, TD, Stampfer, MJ, Stark, KJ, Strachan, DP, t' Hart, LM, Tabara, Y, Tang, H, Tardif, J-C, Thanaraj, TA, Timpson, NJ, Tonjes, A, Tremblay, A, Tuomi, T, Tuomilehto, J, Tusie-Luna, M-T, Uitterlinden, AG, van Dam, RM, van der Harst, P, Van der Velde, N, van Duijn, CM, van Schoor, NM, Vitart, V, Volker, U, Vollenweider, P, Volzke, H, Wacher-Rodarte, NH, Walker, M, Wang, YX, Wareham, NJ, Watanabe, RM, Watkins, H, Weir, DR, Werge, TM, Widen, E, Wilkens, LR, Willemsen, G, Willett, WC, Wilson, JF, Wong, T-Y, Woo, J-T, Wright, AF, Wu, J-Y, Xu, H, Yajnik, CS, Yokota, M, Yuan, J-M, Zeggini, E, Zemel, BS, Zheng, W, Zhu, X, Zmuda, JM, Zonderman, AB, Zwart, J-A, Chasman, D, Cho, YS, Heid, IM, McCarthy, M, Ng, MCY, O'Donnell, CJ, Rivadeneira, F, Thorsteinsdottir, U, Sun, Y, Tai, ES, Boehnke, M, Deloukas, P, Justice, AE, Lindgren, CM, Loos, RJF, Mohlke, KL, North, KE, Stefansson, K, Walters, RG, Winkler, TW, Young, KL, Loh, P-R, Esko, T, Assimes, TL, Auton, A, Abecasis, GR, Willer, CJ, Locke, AE, Berndt, S, Lettre, G, Frayling, TM, Okada, Y, Wood, AR, Visscher, PM, and Hirschhorn, JN

Abstract

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

Published
2022

48. Chromosome Xq23 is associated with lower atherogenic lipid concentrations and favorable cardiometabolic indices

Author

Natarajan, P. (Pradeep), Pampana, A. (Akhil), Graham, S. E. (Sarah E.), Ruotsalainen, S. E. (Sanni E.), Perry, J. A. (James A.), de Vries, P. S. (Paul S.), Broome, J. G. (Jai G.), Pirruccello, J. P. (James P.), Honigbere, M. C. (Michael C.), Aragam, K. (Krishna), Wolford, B. (Brooke), Brody, J. A. (Jennifer A.), Antonacci-Fulton, L. (Lucinda), Arden, M. (Moscati), Aslibekyan, S. (Stella), Assimes, T. L. (Themistocles L.), Ballantyne, C. M. (Christie M.), Bielak, L. F. (Lawrence F.), Bisl, J. C. (Joshua C.), Cade, B. E. (Brian E.), Do, R. (Ron), Doddapaneni, H. (Harsha), Emery, L. S. (Leslie S.), Hung, Y.-J. (Yi-Jen), Irvin, M. R. (Marguerite R.), Khan, A. T. (Alyna T.), Lange, L. (Leslie), Lee, J. (Jiwon), Lemaitre, R. N. (Rozenn N.), Martin, L. W. (Lisa W.), Metcalf, G. (Ginger), Montasser, M. E. (May E.), Moon, J.-Y. (Jee-Young), Muzny, D. (Donna), Connell, J. R. (Jeffrey R. O.), Palmer, N. D. (Nicholette D.), Peralta, J. M. (Juan M.), Peyser, P. A. (Patricia A.), Stilp, A. M. (Adrienne M.), Tsai, M. (Michael), Wang, F. F. (Fei Fei), Weeks, D. E. (Daniel E.), Yanek, L. R. (Lisa R.), Wilson, J. G. (James G.), Abecasis, G. (Goncalo), Arnett, D. K. (Donna K.), Becker, L. C. (Lewis C.), Blangercy, J. (John), Boerwinkle, E. (Eric), Bowden, D. W. (Donald W.), Chang, Y.-C. (Yi-Cheng), Chen, Y. I. (Yii-Der, I), Choi, W. J. (Won Jung), Correa, A. (Adolfo), Curran, J. E. (Joanne E.), Daly, M. J. (Mark J.), DutcherE, S. K. (Susan K.), Ellinor, P. T. (Patrick T.), Fornage, M. (Myriam), Freedman, B. I. (Barry, I), Gabriel, S. (Stacey), Germer, S. (Soren), Gibbs, R. A. (Richard A.), He, J. (Jiang), Hveem, K. (Kristian), Jarvik, G. P. (Gail P.), Kaplan, R. C. (Robert C.), Kardia, S. L. (Sharon L. R.), Kennyn, E. (Eimear), Kim, R. W. (Ryan W.), Kooperberg, C. (Charles), Laurie, C. C. (Cathy C.), Lee, S. (Seonwook), Lloyd-Jones, D. M. (Don M.), Loos, R. J. (Ruth J. F.), Lubitz, S. A. (Steven A.), Mathias, R. A. (Rasika A.), Martinez, K. A. (Karine A. Viaud), McGarvey, S. T. (Stephen T.), Mitche, B. D. (Braxton D.), Nickerson, D. A. (Deborah A.), North, K. E. (Kari E.), Palotie, A. (Aarno), Park, C. J. (Cheol Joo), Psat, B. M. (Bruce M. Y.), Rao, D. C. (D. C.), Redline, S. (Susan), Reiner, A. P. (Alexander P.), Seo, D. (Daekwan), Seo, J.-S. (Jeong-Sun), Smith, A. V. (Albert, V), Tracy, R. P. (Russell P.), Kathiresan, S. (Sekar), Cupples, L. A. (L. Adrienne), Rotten, J. I. (Jerome, I), Morrison, A. C. (Alanna C.), Rich, S. S. (Stephen S.), Ripatti, S. (Samuli), Wilier, C. (Cristen), Peloso, G. M. (Gina M.), Vasan, R. S. (Ramachandran S.), Abe, N. (Namiko), Albert, C. (Christine), Almasy, L. (Laura), Alonso, A. (Alvaro), Ament, S. (Seth), Anderson, P. (Peter), Applebaum-Bowden, D. (Deborah), Arking, D. (Dan), Ashley-Koch, A. (Allison), Auer, P. (Paul), Avramopoulos, D. (Dimitrios), Barnard, J. (John), Barnes, K. (Kathleen), Barr, R. G. (R. Graham), Barron-Casella, E. (Emily), Beaty, T. (Terri), Becker, D. (Diane), Beer, R. (Rebecca), Begum, F. (Ferdouse), Beitelshees, A. (Amber), Benjamin, E. (Emelia), Bezerra, M. (Marcos), Bielak, L. (Larry), Blackwel, T. (Thomas), Bowler, R. (Russell), Broecke, U. (Ulrich), Bunting, K. (Karen), Burchard, E. (Esteban), Buth, E. (Erin), Cardwel, J. (Jonathan), Carty, C. (Cara), Casaburi, R. (Richard), Casella, J. (James), Chaffin, M. (Mark), Chang, C. (Christy), Chasman, D. (Daniel), Chavan, S. (Sameer), Chen, B.-J. (Bo-Juen), Chen, W.-M. (Wei-Min), Chol, M. (Michael), Choi, S. H. (Seung Hoan), Chuang, L.-M. (Lee-Ming), Chung, M. (Mina), Conomos, M. P. (Matthew P.), Cornell, E. (Elaine), Crapo, J. (James), Curtis, J. (Jeffrey), Custer, B. (Brian), Damcott, C. (Coleen), Darbar, D. (Dawood), Das, S. (Sayantan), David, S. (Sean), Davis, C. (Colleen), Daya, M. (Michelle), de Andrade, M. (Mariza), DeBaunuo, M. (Michael), Duan, Q. (Qing), Devine, R. D. (Ranjan Deka Dawn DeMeo Scott), Duggirala, Q. R. (Qing Ravi), Durda, J. P. (Jon Peter), Dutcher, S. (Susan), Eaton, C. (Charles), Ekunwe, L. (Lynette), Farber, C. (Charles), Farnaml, L. (Leanna), Fingerlin, T. (Tasha), Flickinger, M. (Matthew), Franceschini, N. (Nora), Fu, M. (Mao), Fullerton, S. M. (Stephanie M.), Fulton, L. (Lucinda), Gan, W. (Weiniu), Gao, Y. (Yan), Gass, M. (Margery), Ge, B. (Bruce), Geng, X. P. (Xiaoqi Priscilla), Gignoux, C. (Chris), Gladwin, M. (Mark), Glahn, D. (David), Gogarten, S. (Stephanie), Gong, D.-W. (Da-Wei), Goring, H. (Harald), Gu, C. C. (C. Charles), Guan, Y. (Yue), Guo, X. (Xiuqing), Haessler, J. (Jeff), Hall, M. (Michael), Harris, D. (Daniel), Hawle, N. Y. (Nicola Y.), Heavner, B. (Ben), Heckbert, S. (Susan), Hernandez, R. (Ryan), Herrington, D. (David), Hersh, C. (Craig), Hidalgo, B. (Bertha), Hixson, J. (James), Hokanson, J. (John), Hong, E. (Elliott), Hoth, K. (Karin), Hsiung, C. A. (Chao Agnes), Huston, H. (Haley), Hwu, C. M. (Chii Min), Jackson, R. (Rebecca), Jain, D. (Deepti), Jaquish, C. (Cashell), Jhun, M. A. (Min A.), Johnsen, J. (Jill), Johnson, A. (Andrew), Johnson, C. (Craig), Johnston, R. (Rich), Jones, K. (Kimberly), Kang, H. M. (Hyun Min), Kaufman, L. (Laura), Kell, S. Y. (Shannon Y.), Kessler, M. (Michael), Kinney, G. (Greg), Konkle, B. (Barbara), Kramer, H. (Holly), Krauter, S. (Stephanie), Lange, C. (Christoph), Lange, E. (Ethan), Laurie, C. (Cecelia), LeBoff, M. (Meryl), Lee, S. S. (Seunggeun Shawn), Lee, W.-J. (Wen-Jane), LeFaive, J. (Jonathon), Levine, D. (David), Levy, D. (Dan), Lewis, J. (Joshua), Li, Y. (Yun), Lin, H. (Honghuang), Lin, K. H. (Keng Han), Lin, X. (Xihong), Liu, S. (Simin), Liu, Y. (Yongmei), Lunetta, K. (Kathryn), Luo, J. (James), Mahaney, M. (Michael), Make, B. (Barry), Manichaikul, A. (Ani), Mansonl, J. (JoAnn), Margolin, L. (Lauren), Mathai, S. (Susan), McArdle, P. (Patrick), Mcdonald, M.-L. (Merry-Lynn), McFarland, S. (Sean), McHugh, C. (Caitlin), Mei, H. (Hao), Meyers, D. A. (Deborah A.), Mikulla, J. (Julie), Min, N. (Nancy), Minear, M. (Mollie), Minster, R. L. (Ryan L.), Musani, S. (Solomon), Mwasongwe, S. (Stanford), Mychaleckyj, J. C. (Josyf C.), Nadkarni, G. (Girish), Naik, R. (Rakhi), Naseri, T. (Take), Nekhai, S. (Sergei), Nelson, S. C. (Sarah C.), Nickerson, D. (Deborah), Connell, J. O. (Jeff O.), Connor, T. O. (Tim O.), Ochs-Balcom, H. (Heather), Pankow, J. (James), Papanicolaou, G. (George), Parkerl, M. (Margaret), Parsa, A. (Afshin), Penchey, S. (Sara), Perez, M. (Marco), Peters, U. (Ulrike), Phillips, L. S. (Lawrence S.), Phillips, S. (Sam), Pollin, T. (Toni), Post, W. (Wendy), Becker, J. P. (Julia Powers), Boorgula, M. P. (Meher Preethi), Preuss, M. (Michael), Prokopenko, D. (Dmitry), Qasba, P. (Pankaj), Qiao, D. (Dandi), Rafaels, N. (Nicholas), Raffield, L. (Laura), Rasmussen-Torvik, L. (Laura), Ratan, A. (Aakrosh), Reed, R. (Robert), Reganl, E. (Elizabeth), Reupena, M. S. (Muagututi Sefuiva), Rice, K. (Ken), Roden, D. (Dan), Roselli, C. (Carolina), Ruczinski, I. (Ingo), Russel, P. (Pamela), Ruuska, S. (Sarah), Ryan, K. (Kathleen), Sabino, E. C. (Ester Cerdeira), Sakornsakolpatl, P. (Phuwanat), Salzberg, S. (Steven), Sandow, K. (Kevin), Sankaran, V. G. (Vijay G.), Scheller, C. (Christopher), Schmidt, E. (Ellen), Schwander, K. (Karen), Schwartz, D. (David), Sciurba, F. (Frank), Seidman, C. (Christine), Seidman, J. (Jonathan), Sheehan, V. (Vivien), Shetty, A. (Amol), Shetty, A. (Aniket), Sheu, W. H. (Wayne Hui-Heng), Shoemaker, M. B. (M. Benjamin), Silver, B. (Brian), Silvermanl, E. (Edwin), Smith, J. (Jennifer), Smith, J. (Josh), Smith, N. (Nicholas), Smith, T. (Tanja), Smoller, S. (Sylvia), Snively, B. (Beverly), Soferlm, T. (Tamar), Streeten, E. (Elizabeth), Su, J. L. (Jessica Lasky), Sung, Y. J. (Yun Ju), Sylvia, J. (Jody), Sztalryd, C. (Carole), Taliun, D. (Daniel), Tang, H. (Hua), Taub, M. (Margaret), Taylor, K. D. (Kent D.), Taylor, S. (Simeon), Telen, M. (Marilyn), Thornton, T. A. (Timothy A.), Tinker, L. (Lesley), Tirschwel, D. (David), Tiwari, H. (Hemant), Vaidya, D. (Dhananjay), VandeHaar, P. (Peter), Vrieze, S. (Scott), Walker, T. (Tarik), Wallace, R. (Robert), Waits, A. (Avram), Wan, E. (Emily), Wang, H. (Heming), Watson, K. (Karol), Weir, B. (Bruce), Weiss, S. (Scott), Weng, L.-C. (Lu-Chen), Williams, K. (Kayleen), Williams, L. K. (L. Keoki), Wilson, C. (Carla), Wong, Q. (Quenna), Xu, H. (Huichun), Yang, I. (Ivana), Yang, R. (Rongze), Zaghlou, N. (Norann), Zekavat, M. (Maryam), Zhang, Y. (Yingze), Zhao, S. X. (Snow Xueyan), Zhao, W. (Wei), Zni, D. (Degui), Zhou, X. (Xiang), Zhu, X. (Xiaofeng), Zody, M. (Michael), Zoellner, S. (Sebastian), Daly, M. (Mark), Jacob, H. (Howard), Matakidou, A. (Athena), Runz, H. (Heiko), John, S. (Sally), Plenge, R. (Robert), McCarthy, M. (Mark), Hunkapiller, J. (Julie), Ehm, M. (Meg), Waterworth, D. (Dawn), Fox, C. (Caroline), Malarstig, A. (Anders), Klinger, K. (Kathy), Call, K. (Kathy), Mkel, T. (Tomi), Kaprio, J. (Jaakko), Virolainen, P. (Petri), Pulkki, K. (Kari), Kilpi, T. (Terhi), Perola, M. (Markus), Partanen, J. (Jukka), Pitkranta, A. (Anne), Kaarteenaho, R. (Riitta), Vainio, S. (Seppo), Savinainen, K. (Kimmo), Kosma, V.-M. (Veli-Matti), Kujala, U. (Urho), Tuovila, O. (Outi), Hendolin, M. (Minna), Pakkanen, R. (Raimo), Waring, J. (Jeff), Riley-Gillis, B. (Bridget), Liu, J. (Jimmy), Biswas, S. (Shameek), Diogo, D. (Dorothee), Marshall, C. (Catherine), Hu, X. (Xinli), Gossel, M. (Matthias), Schleutker, J. (Johanna), Arvas, M. (Mikko), Hinttala, R. (Reetta), Kettunen, J. (Johannes), Laaksonen, R. (Reijo), Mannermaa, A. (Arto), Paloneva, J. (Juha), Soininen, H. (Hilkka), Julkunen, V. (Valtteri), Remes, A. (Anne), Klviinen, R. (Reetta), Hiltunen, M. (Mikko), Peltola, J. (Jukka), Tienari, P. (Pentti), Rinne, J. (Juha), Ziemann, A. (Adam), Waring, J. (Jeffrey), Esmaeeli, S. (Sahar), Smaoui, N. (Nizar), Lehtonen, A. (Anne), Eaton, S. (Susan), Landenper, S. (Sanni), Michon, J. (John), Kerchner, G. (Geoff), Bowers, N. (Natalie), Teng, E. (Edmond), Eicher, J. (John), Mehta, V. (Vinay), Gormle, P. Y. (Padhraig Y.), Linden, K. (Kari), Whelan, C. (Christopher), Xu, F. (Fanli), Pulford, D. (David), Frkkil, M. (Martti), Pikkarainen, S. (Sampsa), Jussila, A. (Airi), Blomster, T. (Timo), Kiviniemi, M. (Mikko), Voutilainen, M. (Markku), Georgantas, B. (Bob), Heap, G. (Graham), Rahimov, F. (Fedik), Usiskin, K. (Keith), Maranville, J. (Joseph), Lu, T. (Tim), Oh, D. (Danny), Kalpala, K. (Kirsi), Miller, M. (Melissa), McCarthy, L. (Linda), Eklund, K. (Kari), Palomki, A. (Antti), Isomki, P. (Pia), Piri, L. (Laura), Kaipiainen-Seppnen, O. (Oili), Lertratanaku, A. (Apinya), Bing, D. C. (David Close Marla Hochfeld Nan), Gordillo, J. E. (Jorge Esparza), Mars, N. (Nina), Laitinen, T. (Tarja), Pelkonen, M. (Margit), Kauppi, P. (Paula), Kankaanranta, H. (Hannu), Harju, T. (Terttu), Greenberg, S. (Steven), Chen, H. (Hubert), Betts, J. (Jo), Ghosh, S. (Soumitra), Salomaa, V. (Veikko), Niiranen, T. (Teemu), Juonala, M. (Markus), Metsrinne, K. (Kaj), Khnen, M. (Mika), Junttila, J. (Juhani), Laakso, M. (Markku), Pihlajamki, J. (Jussi), Sinisalo, J. (Juha), Taskinen, M.-R. (Marja-Riitta), Tuomi, T. (Tiinamaija), Laukkanen, J. (Jari), Challis, B. (Ben), Peterson, A. (Andrew), Chu, A. (Audrey), Parkkinen, J. (Jaakko), Muslin, A. (Anthony), Joensuu, H. (Heikki), Meretoja, T. (Tuomo), Aaltonen, L. (Lauri), Auranen, A. (Annika), Karihtala, P. (Peeter), Kauppila, S. (Saila), Auvinen, P. (Pivi), Elenius, K. (Klaus), Popovic, R. (Relja), Schutzman, J. (Jennifer), Loboda, A. (Andrey), Chhibber, A. (Aparna), Lehtonen, H. (Heli), McDonough, S. (Stefan), Crohns, M. (Marika), Kulkarni, D. (Diptee), Kaarniranta, K. (Kai), Turunen, J. (Joni), Ollila, T. (Terhi), Seitsonen, S. (Sanna), Uusitalo, H. (Hannu), Aaltonen, V. (Vesa), Uusitalo-Jrvinen, H. (Hannele), Luodonp, M. (Marja), Hautala, N. (Nina), Strauss, E. (Erich), Chen, H. (Hao), Podgornaia, A. (Anna), Hoffman, J. (Joshua), Tasanen, K. (Kaisa), Huilaja, L. (Laura), Hannula-Jouppi, K. (Katariina), Salmi, T. (Teea), Peltonen, S. (Sirkku), Koulu, L. (Leena), Harvima, I. (Ilkka), Wu, Y. (Ying), Choy, D. (David), Jalanko, A. (Anu), Kajanne, R. (Risto), Lyhs, U. (Ulrike), Kaunisto, M. (Mari), Davis, J. W. (Justin Wade), Quarless, D. (Danjuma), Petrovski, S. (Slav), Chen, C.-Y. (Chia-Yen), Bronson, P. (Paola), Yang, R. (Robert), Chang, D. (Diana), Bhangale, T. (Tushar), Holzinger, E. (Emily), Wang, X. (Xulong), Chen, X. (Xing), Auro, K. (Kirsi), Wang, C. (Clarence), Xu, E. (Ethan), Auge, F. (Franck), Chatelain, C. (Clement), Kurki, M. (Mitja), Karjalainen, J. (Juha), Havulinna, A. (Aki), Palin, K. (Kimmo), Palta, P. (Priit), Parolo, P. D. (Pietro Della Briotta), Zhou, W. (Wei), Lemmel, S. (Susanna), Rivas, M. (Manuel), Harju, J. (Jarmo), Lehisto, A. (Arto), Ganna, A. (Andrea), Llorens, V. (Vincent), Karlsson, A. (Antti), Kristiansson, K. (Kati), Hyvrinen, K. (Kati), Ritari, J. (Jarmo), Wahlfors, T. (Tiina), Koskinen, M. (Miika), Pylkäs, K. (Katri), Kalaoja, M. (Marita), Karjalainen, M. (Minna), Mantere, T. (Tuomo), Kangasniemi, E. (Eeva), Heikkinen, S. (Sami), Laakkonen, E. (Eija), Kononen, J. (Juha), Loukola, A. (Anu), Laiho, P. (Pivi), Sistonen, T. (Tuuli), Kaiharju, E. (Essi), Laukkanen, M. (Markku), Jrvensivu, E. (Elina), Lhteenmki, S. (Sini), Mnnikk, L. (Lotta), Wong, R. (Regis), Mattsson, H. (Hannele), Hiekkalinna, T. (Tero), Jimnez, M. G. (Manuel Gonzlez), Donner, K. (Kati), Prn, K. (KaIle), Nunez-Fontarnau, J. (Javier), Kilpelinen, E. (Elina), Sipi, T. P. (Timo P.), Brein, G. (Georg), Dada, A. (Alexander), Awaisa, G. (Ghazal), Shcherban, A. (Anastasia), Sipil, T. (Tuomas), Laivuori, H. (Hannele), Kiiskinen, T. (Tuomo), Siirtola, H. (Harri), Tabuenca, J. G. (Javier Gracia), Kallio, L. (Lila), Soini, S. (Sirpa), Pitknen, K. (Kimmo), and Kuopio, T. (Teijo)

Subjects
Cardiovascular genetics, Genome-wide association studies
Abstract

Autosomal genetic analyses of blood lipids have yielded key insights for coronary heart disease (CHD). However, X chromosome genetic variation is understudied for blood lipids in large sample sizes. We now analyze genetic and blood lipid data in a high-coverage whole X chromosome sequencing study of 65,322 multi-ancestry participants and perform replication among 456,893 European participants. Common alleles on chromosome Xq23 are strongly associated with reduced total cholesterol, LDL cholesterol, and triglycerides (min P = 8.5 × 10−72), with similar effects for males and females. Chromosome Xq23 lipid-lowering alleles are associated with reduced odds for CHD among 42,545 cases and 591,247 controls (P = 1.7 × 10−4), and reduced odds for diabetes mellitus type 2 among 54,095 cases and 573,885 controls (P = 1.4 × 10−5). Although we observe an association with increased BMI, waist-to-hip ratio adjusted for BMI is reduced, bioimpedance analyses indicate increased gluteofemoral fat, and abdominal MRI analyses indicate reduced visceral adiposity. Co-localization analyses strongly correlate increased CHRDL1 gene expression, particularly in adipose tissue, with reduced concentrations of blood lipids.

Published
2021

50. The power of genetic diversity in genome-wide association studies of lipids

Author

Graham, S. E. (Sarah E.), Clarke, S. L. (Shoa L.), Wu, K. H. (Kuan-Han H.), Kanoni, S. (Stavroula), Zajac, G. J. (Greg J. M.), Ramdas, S. (Shweta), Surakka, I. (Ida), Ntalla, I. (Ioanna), Vedantam, S. (Sailaja), Winkler, T. W. (Thomas W.), Locke, A. E. (Adam E.), Marouli, E. (Eirini), Hwang, M. Y. (Mi Yeong), Han, S. (Sohee), Narita, A. (Akira), Choudhury, A. (Ananyo), Bentley, A. R. (Amy R.), Ekoru, K. (Kenneth), Verma, A. (Anurag), Trivedi, B. (Bhavi), Martin, H. C. (Hilary C.), Hunt, K. A. (Karen A.), Hui, Q. (Qin), Klarin, D. (Derek), Zhu, X. (Xiang), Thorleifsson, G. (Gudmar), Helgadottir, A. (Anna), Gudbjartsson, D. F. (Daniel F.), Holm, H. (Hilma), Olafsson, I. (Isleifur), Akiyama, M. (Masato), Sakaue, S. (Saori), Terao, C. (Chikashi), Kanai, M. (Masahiro), Zhou, W. (Wei), Brumpton, B. M. (Ben M.), Rasheed, H. (Humaira), Ruotsalainen, S. E. (Sanni E.), Havulinna, A. S. (Aki S.), Veturi, Y. (Yogasudha), Feng, Q. (QiPing), Rosenthal, E. A. (Elisabeth A.), Lingren, T. (Todd), Pacheco, J. A. (Jennifer Allen), Pendergrass, S. A. (Sarah A.), Haessler, J. (Jeffrey), Giulianini, F. (Franco), Bradford, Y. (Yuki), Miller, J. E. (Jason E.), Campbell, A. (Archie), Lin, K. (Kuang), Millwood, I. Y. (Iona Y.), Hindy, G. (George), Rasheed, A. (Asif), Faul, J. D. (Jessica D.), Zhao, W. (Wei), Weir, D. R. (David R.), Turman, C. (Constance), Huang, H. (Hongyan), Graff, M. (Mariaelisa), Mahajan, A. (Anubha), Brown, M. R. (Michael R.), Zhang, W. (Weihua), Yu, K. (Ketian), Schmidt, E. M. (Ellen M.), Pandit, A. (Anita), Gustafsson, S. (Stefan), Yin, X. (Xianyong), Luan, J. (Jian'an), Zhao, J.-H. (Jing-Hua), Matsuda, F. (Fumihiko), Jang, H.-M. (Hye-Mi), Yoon, K. (Kyungheon), Medina-Gomez, C. (Carolina), Pitsillides, A. (Achilleas), Hottenga, J. J. (Jouke Jan), Willemsen, G. (Gonneke), Wood, A. R. (Andrew R.), Ji, Y. (Yingji), Gao, Z. (Zishan), Haworth, S. (Simon), Mitchell, R. E. (Ruth E.), Chai, J. F. (Jin Fang), Aadahl, M. (Mette), Yao, J. (Jie), Manichaikul, A. (Ani), Warren, H. R. (Helen R.), Ramirez, J. (Julia), Bork-Jensen, J. (Jette), Karhus, L. L. (Line L.), Goel, A. (Anuj), Sabater-Lleal, M. (Maria), Noordam, R. (Raymond), Sidore, C. (Carlo), Fiorillo, E. (Edoardo), McDaid, A. F. (Aaron F.), Marques-Vidal, P. (Pedro), Wielscher, M. (Matthias), Trompet, S. (Stella), Sattar, N. (Naveed), Mollehave, L. T. (Line T.), Thuesen, B. H. (Betina H.), Munz, M. (Matthias), Zeng, L. (Lingyao), Huang, J. (Jianfeng), Yang, B. (Bin), Poveda, A. (Alaitz), Kurbasic, A. (Azra), Lamina, C. (Claudia), Forer, L. (Lukas), Scholz, M. (Markus), Galesloot, T. E. (Tessel E.), Bradfield, J. P. (Jonathan P.), Daw, E. W. (E. Warwick), Zmuda, J. M. (Joseph M.), Mitchell, J. S. (Jonathan S.), Fuchsberger, C. (Christian), Christensen, H. (Henry), Brody, J. A. (Jennifer A.), Feitosa, M. F. (Mary F.), Wojczynski, M. K. (Mary K.), Preuss, M. (Michael), Mangino, M. (Massimo), Christofidou, P. (Paraskevi), Verweij, N. (Niek), Benjamins, J. W. (Jan W.), Engmann, J. (Jorgen), Kember, R. L. (Rachel L.), Slieker, R. C. (Roderick C.), Lo, K. S. (Ken Sin), Zilhao, N. R. (Nuno R.), Kleber, M. E. (Marcus E.), Delgado, G. E. (Graciela E.), Huo, S. (Shaofeng), Ikeda, D. D. (Daisuke D.), Iha, H. (Hiroyuki), Yang, J. (Jian), Liu, J. (Jun), Leonard, H. L. (Hampton L.), Marten, J. (Jonathan), Schmidt, B. (Borge), Arendt, M. (Marina), Smyth, L. J. (Laura J.), Canadas-Garre, M. (Marisa), Wang, C. (Chaolong), Nakatochi, M. (Masahiro), Wong, A. (Andrew), Hutri-Kahonen, N. (Nina), Sim, X. (Xueling), Xia, R. (Rui), Huerta-Chagoya, A. (Alicia), Fernandez-Lopez, J. C. (Juan Carlos), Lyssenko, V. (Valeriya), Ahmed, M. (Meraj), Jackson, A. U. (Anne U.), Irvin, M. R. (Marguerite R.), Oldmeadow, C. (Christopher), Kim, H.-N. (Han-Na), Ryu, S. (Seungho), Timmers, P. R. (Paul R. H. J.), Arbeeva, L. (Liubov), Dorajoo, R. (Rajkumar), Lange, L. A. (Leslie A.), Chai, X. (Xiaoran), Prasad, G. (Gauri), Lores-Motta, L. (Laura), Pauper, M. (Marc), Long, J. (Jirong), Li, X. (Xiaohui), Theusch, E. (Elizabeth), Takeuchi, F. (Fumihiko), Spracklen, C. N. (Cassandra N.), Loukola, A. (Anu), Bollepalli, S. (Sailalitha), Warner, S. C. (Sophie C.), Wang, Y. X. (Ya Xing), Wei, W. B. (Wen B.), Nutile, T. (Teresa), Ruggiero, D. (Daniela), Sung, Y. J. (Yun Ju), Hung, Y.-J. (Yi-Jen), Chen, S. (Shufeng), Liu, F. (Fangchao), Yang, J. (Jingyun), Kentistou, K. A. (Katherine A.), Gorski, M. (Mathias), Brumat, M. (Marco), Meidtner, K. (Karina), Bielak, L. F. (Lawrence F.), Smith, J. A. (Jennifer A.), Hebbar, P. (Prashantha), Farmaki, A.-E. (Aliki-Eleni), Hofer, E. (Edith), Lin, M. (Maoxuan), Xue, C. (Chao), Zhang, J. (Jifeng), Concas, M. P. (Maria Pina), Vaccargiu, S. (Simona), van der Most, P. J. (Peter J.), Pitkanen, N. (Niina), Cade, B. E. (Brian E.), Lee, J. (Jiwon), van Der Laan, S. W. (Sander W.), Chitrala, K. N. (Kumaraswamy Naidu), Weiss, S. (Stefan), Zimmermann, M. E. (Martina E.), Lee, J. Y. (Jong Young), Choi, H. S. (Hyeok Sun), Nethander, M. (Maria), Freitag-Wolf, S. (Sandra), Southam, L. (Lorraine), Rayner, N. W. (Nigel W.), Wang, C. A. (Carol A.), Lin, S.-Y. (Shih-Yi), Wang, J.-S. (Jun-Sing), Couture, C. (Christian), Lyytikainen, L.-P. (Leo-Pekka), Nikus, K. (Kjell), Cuellar-Partida, G. (Gabriel), Vestergaard, H. (Henrik), Hildalgo, B. (Bertha), Giannakopoulou, O. (Olga), Cai, Q. (Qiuyin), Obura, M. O. (Morgan O.), van Setten, J. (Jessica), Li, X. (Xiaoyin), Schwander, K. (Karen), Terzikhan, N. (Natalie), Shin, J. H. (Jae Hun), Jackson, R. D. (Rebecca D.), Reiner, A. P. (Alexander P.), Martin, L. W. (Lisa Warsinger), Chen, Z. (Zhengming), Li, L. (Liming), Highland, H. M. (Heather M.), Young, K. L. (Kristin L.), Kawaguchi, T. (Takahisa), Thiery, J. (Joachim), Bis, J. C. (Joshua C.), Nadkarni, G. N. (Girish N.), Launer, L. J. (Lenore J.), Li, H. (Huaixing), Nalls, M. A. (Mike A.), Raitakari, O. T. (Olli T.), Ichihara, S. (Sahoko), Wild, S. H. (Sarah H.), Nelson, C. P. (Christopher P.), Campbell, H. (Harry), Jager, S. (Susanne), Nabika, T. (Toru), Al-Mulla, F. (Fahd), Niinikoski, H. (Harri), Braund, P. S. (Peter S.), Kolcic, I. (Ivana), Kovacs, P. (Peter), Giardoglou, T. (Tota), Katsuya, T. (Tomohiro), Bhatti, F. (Fatima), de Kleijn, D. (Dominique), de Borst, G. J. (Gert J.), Kim, E. K. (Eung Kweon), Adams, H. H. (Hieab H. H.), Ikram, M. A. (M. Arfan), Zhu, X. (Xiaofeng), Asselbergs, F. W. (Folkert W.), Kraaijeveld, A. O. (Adriaan O.), Beulens, J. W. (Joline W. J.), Shu, X.-O. (Xiao-Ou), Rallidis, L. S. (Loukianos S.), Pedersen, O. (Oluf), Hansen, T. (Torben), Mitchell, P. (Paul), Hewitt, A. W. (Alex W.), Kahonen, M. (Mika), Perusse, L. (Louis), Bouchard, C. (Claude), Tonjes, A. (Anke), Chen, Y. I. (Yii-Der Ida), Pennell, C. E. (Craig E.), Mori, T. A. (Trevor A.), Lieb, W. (Wolfgang), Franke, A. (Andre), Ohlsson, C. (Claes), Mellstrom, D. (Dan), Cho, Y. S. (Yoon Shin), Lee, H. (Hyejin), Yuan, J.-M. (Jian-Min), Koh, W.-P. (Woon-Puay), Rhee, S. Y. (Sang Youl), Woo, J.-T. (Jeong-Taek), Heid, I. M. (Iris M.), Stark, K. J. (Klaus J.), Volzke, H. (Henry), Homuth, G. (Georg), Evans, M. K. (Michele K.), Zonderman, A. B. (Alan B.), Polasek, O. (Ozren), Pasterkamp, G. (Gerard), Hoefer, I. E. (Imo E.), Redline, S. (Susan), Pahkala, K. (Katja), Oldehinkel, A. J. (Albertine J.), Snieder, H. (Harold), Biino, G. (Ginevra), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Chen, Y. E. (Y. Eugene), Bandinelli, S. (Stefania), Dedoussis, G. (George), Thanaraj, T. A. (Thangavel Alphonse), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Schulze, M. B. (Matthias B.), Girotto, G. (Giorgia), Jung, B. (Bettina), Boger, C. A. (Carsten A.), Joshi, P. K. (Peter K.), Bennett, D. A. (David A.), De Jager, P. L. (Philip L.), Lu, X. (Xiangfeng), Mamakou, V. (Vasiliki), Brown, M. (Morris), Caulfield, M. J. (Mark J.), Munroe, P. B. (Patricia B.), Guo, X. (Xiuqing), Ciullo, M. (Marina), Jonas, J. B. (Jost B.), Samani, N. J. (Nilesh J.), Kaprio, J. (Jaakko), Pajukanta, P. (Paivi), Adair, L. S. (Linda S.), Bechayda, S. A. (Sonny Augustin), de Silva, H. J. (H. Janaka), Wickremasinghe, A. R. (Ananda R.), Krauss, R. M. (Ronald M.), Wu, J.-Y. (Jer-Yuarn), Zheng, W. (Wei), den Hollander, A. I. (Anneke, I), Bharadwaj, D. (Dwaipayan), Correa, A. (Adolfo), Wilson, J. G. (James G.), Lind, L. (Lars), Heng, C.-K. (Chew-Kiat), Nelson, A. E. (Amanda E.), Golightly, Y. M. (Yvonne M.), Wilson, J. F. (James F.), Penninx, B. (Brenda), Kim, H.-L. (Hyung-Lae), Attia, J. (John), Scott, R. J. (Rodney J.), Rao, D. C. (D. C.), Arnett, D. K. (Donna K.), Walker, M. (Mark), Koistinen, H. A. (Heikki A.), Chandak, G. R. (Giriraj R.), Yajnik, C. S. (Chittaranjan S.), Mercader, J. M. (Josep M.), Tusie-Luna, T. (Teresa), Aguilar-Salinas, C. A. (Carlos A.), Villalpando, C. G. (Clicerio Gonzalez), Orozco, L. (Lorena), Fornage, M. (Myriam), Tai, E. S. (E. Shyong), van Dam, R. M. (Rob M.), Lehtimaki, T. (Terho), Chaturvedi, N. (Nish), Yokota, M. (Mitsuhiro), Liu, J. (Jianjun), Reilly, D. F. (Dermot F.), McKnight, A. J. (Amy Jayne), Kee, F. (Frank), Jockel, K.-H. (Karl-Heinz), McCarthy, M. I. (Mark, I), Palmer, C. N. (Colin N. A.), Vitart, V. (Veronique), Hayward, C. (Caroline), Simonsick, E. (Eleanor), van Duijn, C. M. (Cornelia M.), Lu, F. (Fan), Qu, J. (Jia), Hishigaki, H. (Haretsugu), Lin, X. (Xu), Marz, W. (Winfried), Parra, E. J. (Esteban J.), Cruz, M. (Miguel), Gudnason, V. (Vilmundur), Tardif, J.-C. (Jean-Claude), Lettre, G. (Guillaume), Elders, P. J. (Petra J. M.), Damrauer, S. M. (Scott M.), Kumari, M. (Meena), Kivimaki, M. (Mika), van der Harst, P. (Pim), Spector, T. D. (Tim D.), Loos, R. J. (Ruth J. F.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Brandslund, I. (Ivan), Pramstaller, P. P. (Peter P.), Christensen, K. (Kaare), Ripatti, S. (Samuli), Widen, E. (Elisabeth), Hakonarson, H. (Hakon), Grant, S. F. (Struan F. A.), Kiemeney, L. A. (Lambertus A. L. M.), de Graaf, J. (Jacqueline), Loeffler, M. (Markus), Kronenberg, F. (Florian), Gu, D. (Dongfeng), Erdmann, J. (Jeanette), Schunkert, H. (Heribert), Franks, P. W. (Paul W.), Linneberg, A. (Allan), Jukema, J. W. (J. Wouter), Khera, A. V. (Amit, V), Männikkö, M. (Minna), Järvelin, M.-R. (Marjo-Riitta), Kutalik, Z. (Zoltan), Cucca, F. (Francesco), Mook-Kanamori, D. O. (Dennis O.), van Dijk, K. W. (Ko Willems), Watkins, H. (Hugh), Strachan, D. P. (David P.), Grarup, N. (Niels), Sever, P. (Peter), Poulter, N. (Neil), Rotter, J. I. (Jerome, I), Dantoft, T. M. (Thomas M.), Karpe, F. (Fredrik), Neville, M. J. (Matt J.), Timpson, N. J. (Nicholas J.), Cheng, C.-Y. (Ching-Yu), Wong, T.-Y. (Tien-Yin), Khor, C. C. (Chiea Chuen), Sabanayagam, C. (Charumathi), Peters, A. (Annette), Gieger, C. (Christian), Hattersley, A. T. (Andrew T.), Pedersen, N. L. (Nancy L.), Magnusson, P. K. (Patrik K. E.), Boomsma, D. I. (Dorret, I), de Geus, E. J. (Eco J. C.), Cupples, L. A. (L. Adrienne), van Meurs, J. B. (Joyce B. J.), Ghanbari, M. (Mohsen), Rsen, P. G. (Penny Gordon-La), Huang, W. (Wei), Kim, Y. J. (Young Jin), Tabara, Y. (Yasuharu), Wareham, N. J. (Nicholas J.), Langenberg, C. (Claudia), Zeggini, E. (Eleftheria), Kuusisto, J. (Johanna), Laakso, M. (Markku), Ingelsson, E. (Erik), Abecasis, G. (Goncalo), Chambers, J. C. (John C.), Kooner, J. S. (Jaspal S.), de Vries, P. S. (Paul S.), Morrison, A. C. (Alanna C.), North, K. E. (Kari E.), Daviglus, M. (Martha), Kraft, P. (Peter), Martin, N. G. (Nicholas G.), Whitfield, J. B. (John B.), Abbas, S. (Shahid), Saleheen, D. (Danish), Walters, R. G. (Robin G.), Holmes, M. V. (Michael, V), Black, C. (Corri), Smith, B. H. (Blair H.), Justice, A. E. (Anne E.), Baras, A. (Aris), Buring, J. E. (Julie E.), Ridker, P. M. (Paul M.), Chasman, D. I. (Daniel, I), Kooperberg, C. (Charles), Wei, W.-Q. (Wei-Qi), Jarvik, G. P. (Gail P.), Namjou, B. (Bahram), Hayes, M. G. (M. Geoffrey), Ritchie, M. D. (Marylyn D.), Jousilahti, P. (Pekka), Salomaa, V. (Veikko), Hveem, K. (Kristian), Asvold, B. O. (Bjorn Olav), Kubo, M. (Michiaki), Kamatani, Y. (Yoichiro), Okada, Y. (Yukinori), Murakami, Y. (Yoshinori), Thorsteinsdottir, U. (Unnur), Stefansson, K. (Kari), Ho, Y.-L. (Yuk-Lam), Lynch, J. A. (Julie A.), Rader, D. J. (Daniel J.), Tsao, P. S. (Philip S.), Chang, K.-M. (Kyong-Mi), Cho, K. (Kelly), O'Donnell, C. J. (Christopher J.), Gaziano, J. M. (John M.), Wilson, P. (Peter), Rotimi, C. N. (Charles N.), Hazelhurst, S. (Scott), Ramsay, M. (Michele), Trembath, R. C. (Richard C.), van Heel, D. A. (David A.), Tamiya, G. (Gen), Yamamoto, M. (Masayuki), Kim, B.-J. (Bong-Jo), Mohlke, K. L. (Karen L.), Frayling, T. M. (Timothy M.), Hirschhorn, J. N. (Joel N.), Kathiresan, S. (Sekar), Boehnke, M. (Michael), Natarajan, P. (Pradeep), Peloso, G. M. (Gina M.), Brown, C. D. (Christopher D.), Morris, A. P. (Andrew P.), Assimes, T. L. (Themistocles L.), Deloukas, P. (Panos), Sun, Y. V. (Yan, V), Willer, C. J. (Cristen J.), Graham, S. E. (Sarah E.), Clarke, S. L. (Shoa L.), Wu, K. H. (Kuan-Han H.), Kanoni, S. (Stavroula), Zajac, G. J. (Greg J. M.), Ramdas, S. (Shweta), Surakka, I. (Ida), Ntalla, I. (Ioanna), Vedantam, S. (Sailaja), Winkler, T. W. (Thomas W.), Locke, A. E. (Adam E.), Marouli, E. (Eirini), Hwang, M. Y. (Mi Yeong), Han, S. (Sohee), Narita, A. (Akira), Choudhury, A. (Ananyo), Bentley, A. R. (Amy R.), Ekoru, K. (Kenneth), Verma, A. (Anurag), Trivedi, B. (Bhavi), Martin, H. C. (Hilary C.), Hunt, K. A. (Karen A.), Hui, Q. (Qin), Klarin, D. (Derek), Zhu, X. (Xiang), Thorleifsson, G. (Gudmar), Helgadottir, A. (Anna), Gudbjartsson, D. F. (Daniel F.), Holm, H. (Hilma), Olafsson, I. (Isleifur), Akiyama, M. (Masato), Sakaue, S. (Saori), Terao, C. (Chikashi), Kanai, M. (Masahiro), Zhou, W. (Wei), Brumpton, B. M. (Ben M.), Rasheed, H. (Humaira), Ruotsalainen, S. E. (Sanni E.), Havulinna, A. S. (Aki S.), Veturi, Y. (Yogasudha), Feng, Q. (QiPing), Rosenthal, E. A. (Elisabeth A.), Lingren, T. (Todd), Pacheco, J. A. (Jennifer Allen), Pendergrass, S. A. (Sarah A.), Haessler, J. (Jeffrey), Giulianini, F. (Franco), Bradford, Y. (Yuki), Miller, J. E. (Jason E.), Campbell, A. (Archie), Lin, K. (Kuang), Millwood, I. Y. (Iona Y.), Hindy, G. (George), Rasheed, A. (Asif), Faul, J. D. (Jessica D.), Zhao, W. (Wei), Weir, D. R. (David R.), Turman, C. (Constance), Huang, H. (Hongyan), Graff, M. (Mariaelisa), Mahajan, A. (Anubha), Brown, M. R. (Michael R.), Zhang, W. (Weihua), Yu, K. (Ketian), Schmidt, E. M. (Ellen M.), Pandit, A. (Anita), Gustafsson, S. (Stefan), Yin, X. (Xianyong), Luan, J. (Jian'an), Zhao, J.-H. (Jing-Hua), Matsuda, F. (Fumihiko), Jang, H.-M. (Hye-Mi), Yoon, K. (Kyungheon), Medina-Gomez, C. (Carolina), Pitsillides, A. (Achilleas), Hottenga, J. J. (Jouke Jan), Willemsen, G. (Gonneke), Wood, A. R. (Andrew R.), Ji, Y. (Yingji), Gao, Z. (Zishan), Haworth, S. (Simon), Mitchell, R. E. (Ruth E.), Chai, J. F. (Jin Fang), Aadahl, M. (Mette), Yao, J. (Jie), Manichaikul, A. (Ani), Warren, H. R. (Helen R.), Ramirez, J. (Julia), Bork-Jensen, J. (Jette), Karhus, L. L. (Line L.), Goel, A. (Anuj), Sabater-Lleal, M. (Maria), Noordam, R. (Raymond), Sidore, C. (Carlo), Fiorillo, E. (Edoardo), McDaid, A. F. (Aaron F.), Marques-Vidal, P. (Pedro), Wielscher, M. (Matthias), Trompet, S. (Stella), Sattar, N. (Naveed), Mollehave, L. T. (Line T.), Thuesen, B. H. (Betina H.), Munz, M. (Matthias), Zeng, L. (Lingyao), Huang, J. (Jianfeng), Yang, B. (Bin), Poveda, A. (Alaitz), Kurbasic, A. (Azra), Lamina, C. (Claudia), Forer, L. (Lukas), Scholz, M. (Markus), Galesloot, T. E. (Tessel E.), Bradfield, J. P. (Jonathan P.), Daw, E. W. (E. Warwick), Zmuda, J. M. (Joseph M.), Mitchell, J. S. (Jonathan S.), Fuchsberger, C. (Christian), Christensen, H. (Henry), Brody, J. A. (Jennifer A.), Feitosa, M. F. (Mary F.), Wojczynski, M. K. (Mary K.), Preuss, M. (Michael), Mangino, M. (Massimo), Christofidou, P. (Paraskevi), Verweij, N. (Niek), Benjamins, J. W. (Jan W.), Engmann, J. (Jorgen), Kember, R. L. (Rachel L.), Slieker, R. C. (Roderick C.), Lo, K. S. (Ken Sin), Zilhao, N. R. (Nuno R.), Kleber, M. E. (Marcus E.), Delgado, G. E. (Graciela E.), Huo, S. (Shaofeng), Ikeda, D. D. (Daisuke D.), Iha, H. (Hiroyuki), Yang, J. (Jian), Liu, J. (Jun), Leonard, H. L. (Hampton L.), Marten, J. (Jonathan), Schmidt, B. (Borge), Arendt, M. (Marina), Smyth, L. J. (Laura J.), Canadas-Garre, M. (Marisa), Wang, C. (Chaolong), Nakatochi, M. (Masahiro), Wong, A. (Andrew), Hutri-Kahonen, N. (Nina), Sim, X. (Xueling), Xia, R. (Rui), Huerta-Chagoya, A. (Alicia), Fernandez-Lopez, J. C. (Juan Carlos), Lyssenko, V. (Valeriya), Ahmed, M. (Meraj), Jackson, A. U. (Anne U.), Irvin, M. R. (Marguerite R.), Oldmeadow, C. (Christopher), Kim, H.-N. (Han-Na), Ryu, S. (Seungho), Timmers, P. R. (Paul R. H. J.), Arbeeva, L. (Liubov), Dorajoo, R. (Rajkumar), Lange, L. A. (Leslie A.), Chai, X. (Xiaoran), Prasad, G. (Gauri), Lores-Motta, L. (Laura), Pauper, M. (Marc), Long, J. (Jirong), Li, X. (Xiaohui), Theusch, E. (Elizabeth), Takeuchi, F. (Fumihiko), Spracklen, C. N. (Cassandra N.), Loukola, A. (Anu), Bollepalli, S. (Sailalitha), Warner, S. C. (Sophie C.), Wang, Y. X. (Ya Xing), Wei, W. B. (Wen B.), Nutile, T. (Teresa), Ruggiero, D. (Daniela), Sung, Y. J. (Yun Ju), Hung, Y.-J. (Yi-Jen), Chen, S. (Shufeng), Liu, F. (Fangchao), Yang, J. (Jingyun), Kentistou, K. A. (Katherine A.), Gorski, M. (Mathias), Brumat, M. (Marco), Meidtner, K. (Karina), Bielak, L. F. (Lawrence F.), Smith, J. A. (Jennifer A.), Hebbar, P. (Prashantha), Farmaki, A.-E. (Aliki-Eleni), Hofer, E. (Edith), Lin, M. (Maoxuan), Xue, C. (Chao), Zhang, J. (Jifeng), Concas, M. P. (Maria Pina), Vaccargiu, S. (Simona), van der Most, P. J. (Peter J.), Pitkanen, N. (Niina), Cade, B. E. (Brian E.), Lee, J. (Jiwon), van Der Laan, S. W. (Sander W.), Chitrala, K. N. (Kumaraswamy Naidu), Weiss, S. (Stefan), Zimmermann, M. E. (Martina E.), Lee, J. Y. (Jong Young), Choi, H. S. (Hyeok Sun), Nethander, M. (Maria), Freitag-Wolf, S. (Sandra), Southam, L. (Lorraine), Rayner, N. W. (Nigel W.), Wang, C. A. (Carol A.), Lin, S.-Y. (Shih-Yi), Wang, J.-S. (Jun-Sing), Couture, C. (Christian), Lyytikainen, L.-P. (Leo-Pekka), Nikus, K. (Kjell), Cuellar-Partida, G. (Gabriel), Vestergaard, H. (Henrik), Hildalgo, B. (Bertha), Giannakopoulou, O. (Olga), Cai, Q. (Qiuyin), Obura, M. O. (Morgan O.), van Setten, J. (Jessica), Li, X. (Xiaoyin), Schwander, K. (Karen), Terzikhan, N. (Natalie), Shin, J. H. (Jae Hun), Jackson, R. D. (Rebecca D.), Reiner, A. P. (Alexander P.), Martin, L. W. (Lisa Warsinger), Chen, Z. (Zhengming), Li, L. (Liming), Highland, H. M. (Heather M.), Young, K. L. (Kristin L.), Kawaguchi, T. (Takahisa), Thiery, J. (Joachim), Bis, J. C. (Joshua C.), Nadkarni, G. N. (Girish N.), Launer, L. J. (Lenore J.), Li, H. (Huaixing), Nalls, M. A. (Mike A.), Raitakari, O. T. (Olli T.), Ichihara, S. (Sahoko), Wild, S. H. (Sarah H.), Nelson, C. P. (Christopher P.), Campbell, H. (Harry), Jager, S. (Susanne), Nabika, T. (Toru), Al-Mulla, F. (Fahd), Niinikoski, H. (Harri), Braund, P. S. (Peter S.), Kolcic, I. (Ivana), Kovacs, P. (Peter), Giardoglou, T. (Tota), Katsuya, T. (Tomohiro), Bhatti, F. (Fatima), de Kleijn, D. (Dominique), de Borst, G. J. (Gert J.), Kim, E. K. (Eung Kweon), Adams, H. H. (Hieab H. H.), Ikram, M. A. (M. Arfan), Zhu, X. (Xiaofeng), Asselbergs, F. W. (Folkert W.), Kraaijeveld, A. O. (Adriaan O.), Beulens, J. W. (Joline W. J.), Shu, X.-O. (Xiao-Ou), Rallidis, L. S. (Loukianos S.), Pedersen, O. (Oluf), Hansen, T. (Torben), Mitchell, P. (Paul), Hewitt, A. W. (Alex W.), Kahonen, M. (Mika), Perusse, L. (Louis), Bouchard, C. (Claude), Tonjes, A. (Anke), Chen, Y. I. (Yii-Der Ida), Pennell, C. E. (Craig E.), Mori, T. A. (Trevor A.), Lieb, W. (Wolfgang), Franke, A. (Andre), Ohlsson, C. (Claes), Mellstrom, D. (Dan), Cho, Y. S. (Yoon Shin), Lee, H. (Hyejin), Yuan, J.-M. (Jian-Min), Koh, W.-P. (Woon-Puay), Rhee, S. Y. (Sang Youl), Woo, J.-T. (Jeong-Taek), Heid, I. M. (Iris M.), Stark, K. J. (Klaus J.), Volzke, H. (Henry), Homuth, G. (Georg), Evans, M. K. (Michele K.), Zonderman, A. B. (Alan B.), Polasek, O. (Ozren), Pasterkamp, G. (Gerard), Hoefer, I. E. (Imo E.), Redline, S. (Susan), Pahkala, K. (Katja), Oldehinkel, A. J. (Albertine J.), Snieder, H. (Harold), Biino, G. (Ginevra), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Chen, Y. E. (Y. Eugene), Bandinelli, S. (Stefania), Dedoussis, G. (George), Thanaraj, T. A. (Thangavel Alphonse), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Schulze, M. B. (Matthias B.), Girotto, G. (Giorgia), Jung, B. (Bettina), Boger, C. A. (Carsten A.), Joshi, P. K. (Peter K.), Bennett, D. A. (David A.), De Jager, P. L. (Philip L.), Lu, X. (Xiangfeng), Mamakou, V. (Vasiliki), Brown, M. (Morris), Caulfield, M. J. (Mark J.), Munroe, P. B. (Patricia B.), Guo, X. (Xiuqing), Ciullo, M. (Marina), Jonas, J. B. (Jost B.), Samani, N. J. (Nilesh J.), Kaprio, J. (Jaakko), Pajukanta, P. (Paivi), Adair, L. S. (Linda S.), Bechayda, S. A. (Sonny Augustin), de Silva, H. J. (H. Janaka), Wickremasinghe, A. R. (Ananda R.), Krauss, R. M. (Ronald M.), Wu, J.-Y. (Jer-Yuarn), Zheng, W. (Wei), den Hollander, A. I. (Anneke, I), Bharadwaj, D. (Dwaipayan), Correa, A. (Adolfo), Wilson, J. G. (James G.), Lind, L. (Lars), Heng, C.-K. (Chew-Kiat), Nelson, A. E. (Amanda E.), Golightly, Y. M. (Yvonne M.), Wilson, J. F. (James F.), Penninx, B. (Brenda), Kim, H.-L. (Hyung-Lae), Attia, J. (John), Scott, R. J. (Rodney J.), Rao, D. C. (D. C.), Arnett, D. K. (Donna K.), Walker, M. (Mark), Koistinen, H. A. (Heikki A.), Chandak, G. R. (Giriraj R.), Yajnik, C. S. (Chittaranjan S.), Mercader, J. M. (Josep M.), Tusie-Luna, T. (Teresa), Aguilar-Salinas, C. A. (Carlos A.), Villalpando, C. G. (Clicerio Gonzalez), Orozco, L. (Lorena), Fornage, M. (Myriam), Tai, E. S. (E. Shyong), van Dam, R. M. (Rob M.), Lehtimaki, T. (Terho), Chaturvedi, N. (Nish), Yokota, M. (Mitsuhiro), Liu, J. (Jianjun), Reilly, D. F. (Dermot F.), McKnight, A. J. (Amy Jayne), Kee, F. (Frank), Jockel, K.-H. (Karl-Heinz), McCarthy, M. I. (Mark, I), Palmer, C. N. (Colin N. A.), Vitart, V. (Veronique), Hayward, C. (Caroline), Simonsick, E. (Eleanor), van Duijn, C. M. (Cornelia M.), Lu, F. (Fan), Qu, J. (Jia), Hishigaki, H. (Haretsugu), Lin, X. (Xu), Marz, W. (Winfried), Parra, E. J. (Esteban J.), Cruz, M. (Miguel), Gudnason, V. (Vilmundur), Tardif, J.-C. (Jean-Claude), Lettre, G. (Guillaume), Elders, P. J. (Petra J. M.), Damrauer, S. M. (Scott M.), Kumari, M. (Meena), Kivimaki, M. (Mika), van der Harst, P. (Pim), Spector, T. D. (Tim D.), Loos, R. J. (Ruth J. F.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Brandslund, I. (Ivan), Pramstaller, P. P. (Peter P.), Christensen, K. (Kaare), Ripatti, S. (Samuli), Widen, E. (Elisabeth), Hakonarson, H. (Hakon), Grant, S. F. (Struan F. A.), Kiemeney, L. A. (Lambertus A. L. M.), de Graaf, J. (Jacqueline), Loeffler, M. (Markus), Kronenberg, F. (Florian), Gu, D. (Dongfeng), Erdmann, J. (Jeanette), Schunkert, H. (Heribert), Franks, P. W. (Paul W.), Linneberg, A. (Allan), Jukema, J. W. (J. Wouter), Khera, A. V. (Amit, V), Männikkö, M. (Minna), Järvelin, M.-R. (Marjo-Riitta), Kutalik, Z. (Zoltan), Cucca, F. (Francesco), Mook-Kanamori, D. O. (Dennis O.), van Dijk, K. W. (Ko Willems), Watkins, H. (Hugh), Strachan, D. P. (David P.), Grarup, N. (Niels), Sever, P. (Peter), Poulter, N. (Neil), Rotter, J. I. (Jerome, I), Dantoft, T. M. (Thomas M.), Karpe, F. (Fredrik), Neville, M. J. (Matt J.), Timpson, N. J. (Nicholas J.), Cheng, C.-Y. (Ching-Yu), Wong, T.-Y. (Tien-Yin), Khor, C. C. (Chiea Chuen), Sabanayagam, C. (Charumathi), Peters, A. (Annette), Gieger, C. (Christian), Hattersley, A. T. (Andrew T.), Pedersen, N. L. (Nancy L.), Magnusson, P. K. (Patrik K. E.), Boomsma, D. I. (Dorret, I), de Geus, E. J. (Eco J. C.), Cupples, L. A. (L. Adrienne), van Meurs, J. B. (Joyce B. J.), Ghanbari, M. (Mohsen), Rsen, P. G. (Penny Gordon-La), Huang, W. (Wei), Kim, Y. J. (Young Jin), Tabara, Y. (Yasuharu), Wareham, N. J. (Nicholas J.), Langenberg, C. (Claudia), Zeggini, E. (Eleftheria), Kuusisto, J. (Johanna), Laakso, M. (Markku), Ingelsson, E. (Erik), Abecasis, G. (Goncalo), Chambers, J. C. (John C.), Kooner, J. S. (Jaspal S.), de Vries, P. S. (Paul S.), Morrison, A. C. (Alanna C.), North, K. E. (Kari E.), Daviglus, M. (Martha), Kraft, P. (Peter), Martin, N. G. (Nicholas G.), Whitfield, J. B. (John B.), Abbas, S. (Shahid), Saleheen, D. (Danish), Walters, R. G. (Robin G.), Holmes, M. V. (Michael, V), Black, C. (Corri), Smith, B. H. (Blair H.), Justice, A. E. (Anne E.), Baras, A. (Aris), Buring, J. E. (Julie E.), Ridker, P. M. (Paul M.), Chasman, D. I. (Daniel, I), Kooperberg, C. (Charles), Wei, W.-Q. (Wei-Qi), Jarvik, G. P. (Gail P.), Namjou, B. (Bahram), Hayes, M. G. (M. Geoffrey), Ritchie, M. D. (Marylyn D.), Jousilahti, P. (Pekka), Salomaa, V. (Veikko), Hveem, K. (Kristian), Asvold, B. O. (Bjorn Olav), Kubo, M. (Michiaki), Kamatani, Y. (Yoichiro), Okada, Y. (Yukinori), Murakami, Y. (Yoshinori), Thorsteinsdottir, U. (Unnur), Stefansson, K. (Kari), Ho, Y.-L. (Yuk-Lam), Lynch, J. A. (Julie A.), Rader, D. J. (Daniel J.), Tsao, P. S. (Philip S.), Chang, K.-M. (Kyong-Mi), Cho, K. (Kelly), O'Donnell, C. J. (Christopher J.), Gaziano, J. M. (John M.), Wilson, P. (Peter), Rotimi, C. N. (Charles N.), Hazelhurst, S. (Scott), Ramsay, M. (Michele), Trembath, R. C. (Richard C.), van Heel, D. A. (David A.), Tamiya, G. (Gen), Yamamoto, M. (Masayuki), Kim, B.-J. (Bong-Jo), Mohlke, K. L. (Karen L.), Frayling, T. M. (Timothy M.), Hirschhorn, J. N. (Joel N.), Kathiresan, S. (Sekar), Boehnke, M. (Michael), Natarajan, P. (Pradeep), Peloso, G. M. (Gina M.), Brown, C. D. (Christopher D.), Morris, A. P. (Andrew P.), Assimes, T. L. (Themistocles L.), Deloukas, P. (Panos), Sun, Y. V. (Yan, V), and Willer, C. J. (Cristen J.)

Abstract

Increased blood lipid levels are heritable risk factors of cardiovascular disease with varied prevalence worldwide owing to different dietary patterns and medication use1. Despite advances in prevention and treatment, in particular through reducing low-density lipoprotein cholesterol levels2, heart disease remains the leading cause of death worldwide3. Genome-wideassociation studies (GWAS) of blood lipid levels have led to important biological and clinical insights, as well as new drug targets, for cardiovascular disease. However, most previous GWAS4‐23 have been conducted in European ancestry populations and may have missed genetic variants that contribute to lipid-level variation in other ancestry groups. These include differences in allele frequencies, effect sizes and linkage-disequilibrium patterns24. Here we conduct a multi-ancestry, genome-wide genetic discovery meta-analysis of lipid levels in approximately 1.65 million individuals, including 350,000 of non-European ancestries. We quantify the gain in studying non-European ancestries and provide evidence to support the expansion of recruitment of additional ancestries, even with relatively small sample sizes. We find that increasing diversity rather than studying additional individuals of European ancestry results in substantial improvements in fine-mapping functional variants and portability of polygenic prediction (evaluated in approximately 295,000 individuals from 7 ancestry groupings). Modest gains in the number of discovered loci and ancestry-specific variants were also achieved. As GWAS expand emphasis beyond the identification of genes and fundamental biology towards the use of genetic variants for preventive and precision medicine25, we anticipate that increased diversity of participants will lead to more accurate and equitable26 application of polygenic scores in clinical practice.

Published
2021

Catalog

Books, media, physical & digital resources
See catalog results