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Lehrer HM, Yao Z, Krafty RT, Evans MA, Buysse DJ, Kravitz HM, Matthews KA, Gold EB, Harlow SD, Samuelsson LB, Hall MH. Comparing polysomnography, actigraphy, and sleep diary in the home environment: The Study of Women's Health Across the Nation (SWAN) Sleep Study. Sleep Adv 2022; 3:zpac001. [PMID: 35296109 PMCID: PMC8918428 DOI: 10.1093/sleepadvances/zpac001] [Citation(s) in RCA: 29] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 12/04/2021] [Indexed: 01/28/2023]
Abstract
Study Objectives Polysomnography (PSG) is considered the "gold standard" for assessing sleep, but cost and burden limit its use. Although wrist actigraphy and self-report diaries are feasible alternatives to PSG, few studies have compared all three modalities concurrently across multiple nights in the home to assess their relative validity across multiple sleep outcomes. This study compared sleep duration and continuity measured by PSG, actigraphy, and sleep diaries and examined moderation by race/ethnicity. Methods Participants from the Study of Women's Health Across the Nation (SWAN) Sleep Study included 323 White (n = 147), African American (n = 120), and Chinese (n = 56) middle-aged community-dwelling women (mean age: 51 years, range: 48-57). PSG, wrist actigraphy (AW-64; Philips Respironics, McMurray, PA), and sleep diaries were collected concurrently in participants' homes over three consecutive nights. Multivariable repeated-measures linear models compared time in bed (TIB), total sleep time (TST), sleep efficiency (SE), sleep latency (SL), and wake after sleep onset (WASO) across modalities. Results Actigraphy and PSG produced similar estimates of sleep duration and efficiency. Diaries yielded higher estimates of TIB, TST, and SE versus PSG and actigraphy, and lower estimates of SL and WASO versus PSG. Diary SL was shorter than PSG SL only among White women, and diary WASO was lower than PSG and actigraphy WASO among African American versus White women. Conclusions Given concordance with PSG, actigraphy may be preferred as an alternative to PSG for measuring sleep in the home. Future research should consider racial/ethnic differences in diary-reported sleep continuity.
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Affiliation(s)
- H Matthew Lehrer
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
| | - Zhigang Yao
- Department of Statistics and Applied Probability, National University of Singapore, Singapore, Singapore
| | - Robert T Krafty
- Deparment of Biostatistics and Bioinformatics, Emory University, Atlanta, GA, USA
| | - Marissa A Evans
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Daniel J Buysse
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
| | - Howard M Kravitz
- Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, USA,Department of Preventive Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Karen A Matthews
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
| | - Ellen B Gold
- Department of Public Health Sciences, University of California, Davis School of Medicine, Davis, CA, USA
| | - Sioban D Harlow
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | | | - Martica H Hall
- Corresponding author. Martica H. Hall, University of Pittsburgh, 3811 O’Hara Street, Room E-1131, Pittsburgh, PA 15213, USA.
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Abstract
OBJECTIVE Childhood trauma has been related to adverse behavioral, mental, and health outcomes later in life. Sleep may be a potential mechanism through which childhood trauma is related to adverse health. The current retrospective study aimed to characterize the relationship between childhood trauma exposure and sleep health, a novel multidimensional measure of sleep. METHODS Participants (N = 161; mean [standard deviation] age = 59.85 [9.06] years; 67.7% female) retrospectively reported trauma exposure using the Trauma History Questionnaire. Childhood trauma was defined as the number of reported traumatic events before 18 years of age. Trauma exposure after 18 years of age and across the life-span was also recorded. Sleep health was derived both from diary- and actigraphy-assessed measures of sleep regularity, timing, efficiency, and duration, subjective sleep satisfaction, and daytime sleepiness from the Epworth Sleepiness Scale. The relationships between childhood trauma exposure and sleep health were examined using hierarchical linear regression, controlling for relevant covariates. RESULTS In unadjusted models, a greater number of childhood trauma exposures were associated with poorer diary- and actigraphy-measured sleep health in adulthood. After adjustment for current stress, depression history, and other sociodemographic covariates, greater childhood trauma remained significantly associated with poorer sleep health (diary: β = -0.20, ΔR = 0.032; actigraphy: β = -0.19, ΔR = 0.027). Trauma exposure after 18 years of age and across the life-span did not relate to diary- or actigraphy-based sleep health. CONCLUSIONS Childhood trauma may affect sleep health in adulthood. These findings align with the growing body of evidence linking childhood trauma to adverse health outcomes later in life.
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Affiliation(s)
| | | | | | - Chenlu Gao
- Department of Psychology and Neuroscience, Baylor University
| | - Ellen Frank
- Department of Psychiatry, University of Pittsburgh
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Samuelsson LB, Bovbjerg DH, Roecklein KA, Hall MH. Sleep and circadian disruption and incident breast cancer risk: An evidence-based and theoretical review. Neurosci Biobehav Rev 2017; 84:35-48. [PMID: 29032088 DOI: 10.1016/j.neubiorev.2017.10.011] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2017] [Revised: 09/26/2017] [Accepted: 10/11/2017] [Indexed: 02/08/2023]
Abstract
Opportunities for restorative sleep and optimal sleep-wake schedules are becoming luxuries in industrialized cultures, yet accumulating research has revealed multiple adverse health effects of disruptions in sleep and circadian rhythms, including increased risk of breast cancer. The literature on breast cancer risk has focused largely on adverse effects of night shift work and exposure to light at night (LAN), without considering potential effects of associated sleep disruptions. As it stands, studies on breast cancer risk have not considered the impact of both sleep and circadian disruption, and the possible interaction of the two through bidirectional pathways, on breast cancer risk in the population at large. We review and synthesize this literature, including: 1) studies of circadian disruption and incident breast cancer; 2) evidence for bidirectional interactions between sleep and circadian systems; 3) studies of sleep and incident breast cancer; and 4) potential mechanistic pathways by which interrelated sleep and circadian disruption may contribute to the etiology of breast cancer.
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Affiliation(s)
- Laura B Samuelsson
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA, United States
| | - Dana H Bovbjerg
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA, United States; Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, United States; Department of Behavioral & Community Health Sciences, University of Pittsburgh, Pittsburgh, PA, United States; Biobehavioral Oncology Program, University of Pittsburgh Cancer Institute, University of Pittsburgh, Pittsburgh, PA, United States
| | - Kathryn A Roecklein
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA, United States; Center for the Neural Basis of Cognition, University of Pittsburgh, Pittsburgh, PA, United States
| | - Martica H Hall
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA, United States; Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, United States.
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Samuelsson LB, Rangarajan AA, Shimada K, Krafty RT, Buysse DJ, Strollo PJ, Kravitz HM, Zheng H, Hall MH. Support vector machines for automated snoring detection: proof-of-concept. Sleep Breath 2017; 21:119-133. [PMID: 27411338 PMCID: PMC5903275 DOI: 10.1007/s11325-016-1373-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2016] [Revised: 05/17/2016] [Accepted: 06/22/2016] [Indexed: 02/01/2023]
Abstract
BACKGROUND Snoring has been shown to be associated with adverse physical and mental health, independent of the effects of sleep disordered breathing. Despite increasing evidence for the risks of snoring, few studies on sleep and health include objective measures of snoring. One reason for this methodological limitation is the difficulty of quantifying snoring. Conventional methods may rely on manual scoring of snore events by trained human scorers, but this process is both time- and labor-intensive, making the measurement of objective snoring impractical for large or multi-night studies. METHODS The current study is a proof-of-concept to validate the use of support vector machines (SVM), a form of machine learning, for the automated scoring of an objective snoring signal. An SVM algorithm was trained and tested on a set of approximately 150,000 snoring and non-snoring data segments, and F-scores for SVM performance compared to visual scoring performance were calculated using the Wilcoxon signed rank test for paired data. RESULTS The ability of the SVM algorithm to discriminate snore from non-snore segments of data did not differ statistically from visual scorer performance (SVM F-score = 82.46 ± 7.93 versus average visual F-score = 88.35 ± 4.61, p = 0.2786), supporting SVM snore classification ability comparable to visual scorers. CONCLUSION In this proof-of-concept, we established that the SVM algorithm performs comparably to trained visual scorers, supporting the use of SVM for automated snoring detection in future studies.
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Affiliation(s)
| | - Anusha A Rangarajan
- Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Kenji Shimada
- Department of Mechanical Engineering, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Robert T Krafty
- Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA, USA
| | - Daniel J Buysse
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
| | - Patrick J Strollo
- Division of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Howard M Kravitz
- Department of Psychiatry and Department of Preventive Medicine, Rush University, Chicago, IL, USA
| | - Huiyong Zheng
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Martica H Hall
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA.
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Hall MH, Mulukutla S, Kline CE, Samuelsson LB, Taylor BJ, Thayer JF, Krafty RT, Frank E, Kupfer DJ. Objective Sleep Duration Is Prospectively Associated With Endothelial Health. Sleep 2017; 40:2845957. [PMID: 28364470 PMCID: PMC6084747 DOI: 10.1093/sleep/zsw003] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/03/2017] [Indexed: 01/25/2023] Open
Abstract
Study Objectives The mechanisms linking short sleep duration to cardiovascular disease (CVD) are poorly understood. Emerging evidence suggests that endothelial dysregulation may lie along the causal pathway linking sleep duration to cardiovascular risk, although current evidence in humans is based on cross-sectional studies. Our objective was to evaluate the prospective association between objectively assessed sleep duration and clinical indices of endothelial health. Methods A total of 141 medically healthy adults underwent an overnight laboratory sleep study when they were between the ages of 21 and 60 years. Total sleep time was objectively assessed by polysomnography at study entry. Endothelial health, including brachial artery diameter (BAD) and flow-mediated dilation (FMD), was measured 18.9 ± 4.6 years later. Medical health and psychiatric status were assessed at both time points. Approximately half of the sample had a lifetime history of major depressive disorder. Results In univariate analyses, shorter sleep duration was associated with increased BAD (β = -0.24, p = .004) and decreased FMD (β = 0.17, p = .042). BAD, but not FMD, remained significantly associated with sleep duration after adjusting for sex, age, body mass index (BMI), smoking, diabetes, hypertension, and lifetime history of major depressive disorder (MDD) at T2. The association between sleep duration and BAD was stronger than the association between BAD and an aggregate measure of CVD risk including three or more of the following risk factors: male sex, age ≥ 65 years, smoker, BMI ≥ 30, diabetes, hypertension, and MDD. Conclusions Objectively assessed short sleep duration was prospectively associated with increased BAD over a 12- to 30-year period.
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Affiliation(s)
- Martica H Hall
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA
| | - Suresh Mulukutla
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA
| | - Christopher E Kline
- Department of Health and Physical Activity, University of Pittsburgh, Pittsburgh, PA
| | | | - Briana J Taylor
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA
| | - Julian F Thayer
- Department of Psychology, Ohio State University, Columbus, OH
| | - Robert T Krafty
- Department of Biostatistics, University of Pittsburgh School of Public Health, Pittsburgh, PA
| | - Ellen Frank
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA
| | - David J Kupfer
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA
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Samuelsson LB, Hall MH, McLean S, Porter JH, Berkman L, Marino M, Sembajwe G, McDade TW, Buxton OM. Validation of Biomarkers of CVD Risk from Dried Blood Spots in Community-Based Research: Methodologies and Study-Specific Serum Equivalencies. Biodemography Soc Biol 2015; 61:285-97. [PMID: 26652683 PMCID: PMC4812568 DOI: 10.1080/19485565.2015.1068105] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
Abstract
Dried blood spot (DBS) methodology offers significant advantages over venipuncture in studies of vulnerable populations or large-scale studies, including reduced participant burden and higher response rates. Uncertainty about the validity of cardiovascular disease (CVD) risk biomarkers remains a barrier to wide-scale use. We determined the validity of DBS-derived biomarkers of CVD risk versus gold-standard assessments, and study-specific, serum-equivalency values for clinical relevance of DBS-derived values. Concurrent venipuncture serum and DBS samples (n = 150 adults) were assayed in Clinical Laboratory Improvement Amendments-certified and DBS laboratories, respectively. Time controls of DBS standard samples were assayed single-blind along with test samples. Linear regression analyses evaluated DBS-to-serum equivalency values; agreement and bias were assessed via Bland-Altman plots. Linear regressions of venipuncture values on DBS-to-serum equivalencies provided R(2) values for total cholesterol, high-density lipoprotein cholesterol (HDL-C), and C-reactive protein (CRP) of 0.484, 0.118, and 0.666, respectively. Bland-Altman plots revealed minimal systematic bias between DBS-to-serum and venipuncture values; precision worsened at higher mean values of CRP. Time controls revealed little degradation or change in analyte values for HDL-C and CRP over 30 weeks. We concluded that DBS-assessed biomarkers represent a valid alternative to venipuncture assessments. Large studies using DBS should include study-specific serum-equivalency determinations to optimize individual-level sensitivity, the viability of detecting intervention effects, and generalizability in community-level primary prevention interventions.
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Affiliation(s)
| | - Martica H. Hall
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA
| | - Shakir McLean
- Warren Alpert Medical School, Brown University, Providence, RI
| | - James H. Porter
- Department of Medicine, Brigham and Women’s Hospital, Boston, MA; Center for Population and Development Studies, Harvard School of Public Health, Cambridge, MA
| | - Lisa Berkman
- Department of Epidemiology, Harvard Center for Population and Development Studies, Cambridge, MA; Harvard School of Public Health, Boston, MA
| | - Miguel Marino
- Department of Family Medicine, Oregon Health and Science University, Portland, OR
| | - Grace Sembajwe
- CUNY School of Public Health, Hunter College, New York, NY
| | - Thomas W. McDade
- Department of Anthropology and Institute for Policy Research, Northwestern University, Evanston, IL
| | - Orfeu M. Buxton
- Corresponding Author: Orfeu M. Buxton, PhD, Department of Biobehavioral Health, 221 BBH Building, Pennsylvania State University, University Park, PA 16802; phone and fax: 617-507-9177;
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