Development and validation of a metabolite index for obstructive sleep apnea across race/ethnicities

被引:9
|
作者
Zhang, Ying [1 ]
Ngo, Debby [2 ]
Yu, Bing [3 ]
Shah, Neomi A. [4 ]
Chen, Han [3 ,5 ]
Ramos, Alberto R. [6 ]
Zee, Phyllis C. [7 ]
Tracy, Russell [8 ]
Durda, Peter [8 ]
Kaplan, Robert [9 ]
Daviglus, Martha L. [10 ]
Rich, Stephen S. [11 ]
Rotter, Jerome, I [12 ]
Cai, Jianwen [13 ]
Clish, Clary [14 ]
Gerszten, Robert [15 ]
Kristal, Bruce S. [1 ,16 ,17 ]
Gharib, Sina A. [18 ]
Redline, Susan [1 ,17 ]
Sofer, Tamar [16 ,19 ]
机构
[1] Brigham & Womens Hosp, Dept Med, Div Sleep Med & Circadian Disorders, Boston, MA 02115 USA
[2] Beth Israel Deaconess Med Ctr, Cardiovasc Inst, Div Pulm Crit Care & Sleep Med, Boston, MA 02215 USA
[3] Univ Texas Hlth Sci Ctr Houston, Human Genet Ctr, Sch Publ Hlth, Dept Epidemiol Human Genet & Environm Sci, Houston, TX 77030 USA
[4] Albert Einstein Coll Med, Dept Med, New York, NY 10029 USA
[5] Univ Texas Hlth Sci Ctr Houston, Ctr Precis Hlth, Sch Biomed Informat, Houston, TX 77030 USA
[6] Univ Miami, Dept Neurol, Sleep Med Program, Miller Sch Med, Miami, FL 33136 USA
[7] Northwestern Univ, Dept Neurol, Div Sleep Med, Chicago, IL 60611 USA
[8] Univ Vermont, Larner Coll Med, Dept Pathol Lab Med, Burlington, VT 05405 USA
[9] Albert Einstein Coll Med, Dept Epidemiol & Populat Hlth, Bronx, NY 10461 USA
[10] Northwestern Univ, Dept Prevent Med, Feinberg Sch Med, Chicago, IL 60612 USA
[11] Univ Virginia, Ctr Publ Hlth Genom, Charlottesville, VA 22908 USA
[12] Harbor UCLA Med Ctr, Lundquist Inst Biomed Innovat, Inst Translat Genom & Populat Sci, Dept Pediat, Torrance, CA 90502 USA
[13] Univ N Carolina, Collaborat Studies Coordinating Ctr, Dept Biostat, Chapel Hill, NC 27599 USA
[14] Broad Inst MIT & Harvard, Metabolite Profiling Platform, Cambridge, MA 02142 USA
[15] Harvard Med Sch, Cardiovasc Res Ctr, Massachusetts Gen Hosp, Boston, MA 02115 USA
[16] Harvard Med Sch, Dept Med Sleep & Circadian Disorders, Boston, MA 02115 USA
[17] Harvard Med Sch, Boston, MA 02115 USA
[18] Univ Washington, Dept Med, Div Pulm Crit Care & Sleep Med, Seattle, WA 98195 USA
[19] Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
来源
SCIENTIFIC REPORTS | 2022年 / 12卷 / 01期
关键词
CARDIOVASCULAR-DISEASE; HYPOPNEA SYNDROME; BLOOD-PRESSURE; RISK; GLUTAMATE; ATHEROSCLEROSIS; ASSOCIATION; PROTEIN; OBESITY; SERUM;
D O I
10.1038/s41598-022-26321-9
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Obstructive sleep apnea (OSA) is a common disorder characterized by recurrent episodes of upper airway obstruction during sleep resulting in oxygen desaturation and sleep fragmentation, and associated with increased risk of adverse health outcomes. Metabolites are being increasingly used for biomarker discovery and evaluation of disease processes and progression. Studying metabolomic associations with OSA in a diverse community-based cohort may provide insights into the pathophysiology of OSA. We aimed to develop and replicate a metabolite index for OSA and identify individual metabolites associated with OSA. We studied 219 metabolites and their associations with the apnea hypopnea index (AHI) and with moderate-severe OSA (AHI >= 15) in the Hispanic Community Health Study/Study of Latinos (HCHS/ SOL) (n = 3507) using two methods: (1) association analysis of individual metabolites, and (2) least absolute shrinkage and selection operator (LASSO) regression to identify a subset of metabolites jointly associated with OSA, which was used to develop a metabolite index for OSA. Results were validated in the Multi-Ethnic Study of Atherosclerosis (MESA) (n = 475). When assessing the associations with individual metabolites, we identified seven metabolites significantly positively associated with OSA in HCHS/SOL (FDR p < 0.05), of which four associationsglutamate, oleoyl-linoleoyl-glycerol (18:1/18:2), linoleoyl-linoleoyl-glycerol (18:2/18:2) and phenylalanine, were replicated in MESA (one sided-p < 0.05). The OSA metabolite index, composed
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页数:15
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