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Ohayon MM, Dave S, Crawford S, Swick TJ, Côté ML. Prevalence of narcolepsy in representative samples of the general population of North America, Europe, and South Korea. Psychiatry Res 2025; 347:116390. [PMID: 39983282 DOI: 10.1016/j.psychres.2025.116390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2024] [Revised: 01/28/2025] [Accepted: 02/03/2025] [Indexed: 02/23/2025]
Abstract
OBJECTIVES Narcolepsy is a rare, chronic, central disorder of hypersomnolence characterized by excessive daytime sleepiness, hypnagogic/hypnopompic hallucinations, sleep paralysis, disrupted nighttime sleep, and sometimes cataplexy (Type 1). The objective of this study was to assess the prevalence of narcolepsy in a large representative general population sample in North America, Europe, and Asia. METHODS This cross-sectional epidemiological study utilized data from the Sleep-EVAL research database. The study involved 61,754 participants from 10 countries interviewed between 1992 and 2016 using the Sleep-EVAL Expert System, an artificial intelligence system designed to conduct interviews and perform positive and differential diagnoses based on interview responses. Using the answers provided for each symptom, the expert system built its diagnostic tree to reach a diagnostic conclusion of narcolepsy type 1 (NT1) or narcolepsy type 2 (NT2) for each participant according to the International Classification of Sleep Disorders, Third Edition, criteria. RESULTS Overall, the prevalence of NT1 was estimated to be 19.1/100,000 persons and the prevalence of NT2 was 23.3/100,000 persons. Prevalence of NT1 and NT2 was similar between countries and between men and women. Highest prevalence was among participants aged 35 years or younger for NT1 and among participants aged 35-54 years for NT2. CONCLUSIONS Our study, based on data from the general populations of several countries, shows that narcolepsy is a rare disorder, affecting 42.4/100,000 persons.
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Affiliation(s)
- Maurice M Ohayon
- Stanford University, Stanford Sleep Epidemiology Research Center, Psychiatry & Behavioral Sciences, School of Medicine, Palo Alto, CA, USA.
| | - Shreya Dave
- Takeda Development Center Americas, Inc., Cambridge, MA, USA.
| | | | - Todd J Swick
- Takeda Development Center Americas, Inc., Cambridge, MA, USA
| | - Marie-Lise Côté
- Centre d'Evaluation & de Statistiques (CES) Inc., Montréal, Québec, Canada.
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Almatrafi MK, Zafer DO, Alkhaldi RM, Moglan TM, Alkalash SH. Knowledge of Narcolepsy Among Physicians in Makkah Region, Saudi Arabia: A Cross-Sectional Study. Cureus 2024; 16:e66052. [PMID: 39224746 PMCID: PMC11367182 DOI: 10.7759/cureus.66052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/02/2024] [Indexed: 09/04/2024] Open
Abstract
Background Narcolepsy is a chronic sleep disorder that is characterized by excessive daytime sleepiness and cataplexy. It has been increasingly diagnosed over the years, impacting productivity and employment rates. Awareness of healthcare providers is crucial for the early identification and management of this condition. Objectives This study assessed physicians' knowledge of narcolepsy in the Makkah region of Saudi Arabia. Method This cross-sectional study was conducted from February to November 2023. An online self-administered questionnaire has been used to target physicians working in the Makkah region of Saudi Arabia. The utilized questionnaire assessed demographic and professional data as well as the participants' knowledge of narcolepsy. Statistical analysis was performed using RStudio (R version 4.3.1.). Statistical differences in knowledge were assessed using Pearson's chi-squared and Fisher's exact tests. Factors associated with knowledge of narcolepsy were investigated through univariable and multivariable regression analyses expressed using beta coefficients and 95% confidence intervals (95% CIs). Statistical significance was considered at p < 0.05. Results A total of 226 physicians participated in this study. Male physicians (54.4%, n = 123), practicing in governmental hospitals (77.9%, n = 176) and residing in Makkah City (43.4%, n = 98) were predominant. Non-surgical specialties represented 73.5% (n = 166) of the sample. Around 81% (n = 184) of the participants were aware of narcolepsy, with a significant difference according to professional status (p = 0.045). The majority of physicians have correctly identified narcolepsy as a sleep disorder (78.3%, n = 177), but only 32.3% (n = 73) have identified its typical onset age group and recognized that there are two types of narcolepsy. Almost half of the respondents indicated a lack of knowledge about the diagnostic criteria for narcolepsy in the DSM-5 (52.2%, n = 118). Only 27.4% (n = 62) recognized the correct diagnostic criteria. Half of the sample (51.3%, n = 116) recognized the use of multiple sleep latency tests for the diagnosis. For factors associated with higher participants' knowledge, non-surgical specialties showed significantly higher knowledge scores compared to surgical specialties (beta = 0.91, 95% CI, 0.13 to 1.7, p = 0.024). Conclusion This study has revealed a significant lack of knowledge about narcolepsy among physicians in Makkah region. This raises concerns about the timely identification, proper understanding, and accurate diagnosis of patients with narcolepsy. Adequate understanding of narcolepsy is crucial to avoid its misdiagnosis or delays in receiving appropriate treatment and support, ultimately impacting their quality of life.
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Affiliation(s)
| | - Dai O Zafer
- College of Medicine, Umm Al-Qura University, Makkah, SAU
| | | | | | - Safa H Alkalash
- Community Medicine and Health Care, Umm Al-Qura University, Al-Qunfudah, SAU
- Family Medicine, Menoufia University, Shebin Elkom, EGY
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Yang Q, Wu Q, Zhan Q, Deng L, Ding Y, Wang F, Chen J, Xie L. Association between cytokines and fatigue in patients with type 1 narcolepsy. J Clin Neurosci 2024; 120:102-106. [PMID: 38237487 DOI: 10.1016/j.jocn.2024.01.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 12/19/2023] [Accepted: 01/08/2024] [Indexed: 02/12/2024]
Abstract
BACKGROUND Fatigue is a frequent complaint among patients with narcolepsy. Studies have shown that inflammatory cytokines are associated with fatigue in neurological disorders; however, this association has not been identified in patients with type 1 narcolepsy. The purpose of this study was to investigate the potential relationship between cytokines and fatigue in patients with type 1 narcolepsy. METHODS We investigated the association between 12 inflammatory cytokines and fatigue in 49 patients with type 1 narcolepsy. The Multidimensional Fatigue Inventory-20 was used to assess the fatigue severity. The associations of fatigue were identified using Spearman and Pearson correlation analyses. A linear regression analysis model was used to adjust the confounding factors and evaluate the associations of fatigue. RESULTS Correlation analysis showed that the plasma interleukin (IL)-2 level (r = 0.409, p = 0.004) was positively correlated with fatigue in patients with narcolepsy type 1. After adjusting for confounding factors, the linear regression model revealed a positive association between the IL-2 level (β = 1.148, p = 0.04) and fatigue in individuals diagnosed with type 1 narcolepsy. CONCLUSION IL-2 levels show a positive correlation with fatigue in type 1 narcolepsy, suggesting its potential role in the pathophysiology of fatigue.
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Affiliation(s)
- Qiao Yang
- Department of Neurology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China
| | - Qiong Wu
- Department of Clinical Laboratory, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Province Key Laboratory of Laboratory Medicine, Nanchang, China; Jiangxi Provincial Clinical Research Center for Laboratory Medicine, Nanchang, China
| | - Qinqin Zhan
- Department of Neurology, Jiangxi Provincial People's Hospital, Nanchang, China
| | - Liying Deng
- Department of Neurology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Key Laboratory of Neurological Tumors and Cerebrovascular Diseases, Nanchang, China; Jiangxi Health Commission Key Laboratory of Neurological Medicine, Nanchang, China; Institute of Neuroscience, Nanchang University, Nanchang, China
| | - Yongmin Ding
- Department of Neurology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Key Laboratory of Neurological Tumors and Cerebrovascular Diseases, Nanchang, China; Jiangxi Health Commission Key Laboratory of Neurological Medicine, Nanchang, China; Institute of Neuroscience, Nanchang University, Nanchang, China
| | - Fen Wang
- Department of Neurology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Key Laboratory of Neurological Tumors and Cerebrovascular Diseases, Nanchang, China; Jiangxi Health Commission Key Laboratory of Neurological Medicine, Nanchang, China; Institute of Neuroscience, Nanchang University, Nanchang, China
| | - Jin Chen
- Department of Neurology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China.
| | - Liang Xie
- Department of Neurology, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China; Jiangxi Key Laboratory of Neurological Tumors and Cerebrovascular Diseases, Nanchang, China; Jiangxi Health Commission Key Laboratory of Neurological Medicine, Nanchang, China; Institute of Neuroscience, Nanchang University, Nanchang, China.
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Gauffin H, Boström I, Berntsson SG, Kristoffersson A, Fredrikson M, Landtblom AM. Characterization of the Increase in Narcolepsy following the 2009 H1N1 Pandemic in Sweden. J Clin Med 2024; 13:652. [PMID: 38337347 PMCID: PMC10856509 DOI: 10.3390/jcm13030652] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Revised: 01/18/2024] [Accepted: 01/20/2024] [Indexed: 02/12/2024] Open
Abstract
(1) Background: In the context of the H1N1 pandemic and the Pandemrix vaccination campaign, an increased number of narcolepsy cases were noted in several countries. In Sweden, this phenomenon was attributed to the effect of the Pandemrix vaccination in the first place. Studies from China indicated that narcolepsy could occur as a consequence of the H1N1 infection itself. We performed an analysis of the increase, with a specific interest in age and sex distribution. We also aimed to validate the origin of the excess cases, post hoc. (2) Methods: Data for narcolepsy patients (ICD code G 47.4, both type 1 and type 2) distributed by sex and age at 5-year intervals, annually between 2005 and 2017, were retrieved from the National Patient Register. Information on the total population was collected from the Swedish Population Register. (3) Results: The number of narcolepsy cases increased markedly from 2009 to 2014 compared to the period before 2009. A particular increase in 2011 among children and teenagers was observed. The sex ratio did not change significantly during the study period. (4) Conclusions: Our results support an association between the increased prevalence of narcolepsy cases and Pandemrix vaccination, but the effect of the virus itself cannot be ruled out as a contributing factor.
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Affiliation(s)
- Helena Gauffin
- Department of Biomedical and Clinical Sciences, Faculty of Medicine and Health, Linköping University, 58185 Linköping, Sweden; (H.G.); (I.B.); (M.F.); (A.-M.L.)
| | - Inger Boström
- Department of Biomedical and Clinical Sciences, Faculty of Medicine and Health, Linköping University, 58185 Linköping, Sweden; (H.G.); (I.B.); (M.F.); (A.-M.L.)
| | | | - Anna Kristoffersson
- Department of Medical Sciences, Neurology, Uppsala University, 75185 Uppsala, Sweden;
| | - Mats Fredrikson
- Department of Biomedical and Clinical Sciences, Faculty of Medicine and Health, Linköping University, 58185 Linköping, Sweden; (H.G.); (I.B.); (M.F.); (A.-M.L.)
| | - Anne-Marie Landtblom
- Department of Biomedical and Clinical Sciences, Faculty of Medicine and Health, Linköping University, 58185 Linköping, Sweden; (H.G.); (I.B.); (M.F.); (A.-M.L.)
- Department of Medical Sciences, Neurology, Uppsala University, 75185 Uppsala, Sweden;
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Thomas CL, Vattikuti S, Shaha D, Werner JK, Hansen S, Collen J, Capaldi VF, Williams S. Central disorders of hypersomnolence: diagnostic discrepancies between military and civilian sleep centers. J Clin Sleep Med 2022; 18:2433-2441. [PMID: 35855527 PMCID: PMC9516578 DOI: 10.5664/jcsm.10144] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 06/07/2022] [Accepted: 06/07/2022] [Indexed: 11/13/2022]
Abstract
STUDY OBJECTIVES The majority of active-duty service members obtain insufficient sleep, which can influence diagnostic evaluations for sleep disorders, including disorders of hypersomnolence. An incorrect diagnosis of hypersomnia may be career ending for military service or lead to inappropriate medical care. This study was conducted to assess the rates at which narcolepsy (Nc) and idiopathic hypersomnia (IH) are diagnosed by military vs civilian sleep disorders centers. METHODS This retrospective study utilized claims data from the Military Health System Data Repository. The analyses compared diagnostic rates of military personnel by provider type-either civilian provider or military provider-from January 1, 2016 to December 31, 2019. Three diagnostic categories for Nc and IH: Nc or IH, Nc only, and IH only, were assessed with multivariate logistic regression models. RESULTS We found that among service members evaluated for a sleep disorder, the odds ratios of a positive diagnosis at a civilian facility vs a military facility for Nc or IH was 2.1, for Nc only was 2.1, and IH only was 2.0 over the 4-year period. CONCLUSIONS Civilian sleep specialists were twice as likely to diagnose central disorders of hypersomnolence compared to military specialists. Raising awareness about this discrepancy is critical given the occupational and patient care-related implications of misdiagnoses. CITATION Thomas CL, Vattikuti S, Shaha D, et al. Central disorders of hypersomnolence: diagnostic discrepancies between military and civilian sleep centers. J Clin Sleep Med. 2022;18(10):2433-2441.
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Affiliation(s)
- Connie L. Thomas
- Sleep Disorders Center, Walter Reed National Military Medical Center, Bethesda, Maryland
- Department of Psychiatry, Uniformed Services University of the Health Sciences, Bethesda, Maryland
| | - Shashaank Vattikuti
- Center for Military Psychiatry and Neuroscience, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - David Shaha
- Sleep Disorders Clinic, Department of Medicine, Womack Army Medical Center, Fort Bragg, North Carolina
| | - J. Kent Werner
- Sleep Disorders Center, Walter Reed National Military Medical Center, Bethesda, Maryland
- Department of Neurology, Uniformed Services University of the Health Sciences, Bethesda, Maryland
- Department of Neurology, Walter Reed National Military Medical Center, Bethesda, Maryland
| | - Shana Hansen
- Department of Sleep Medicine, San Antonio Military Medical Center, San Antonio, Texas
| | - Jacob Collen
- Department of Medicine, Uniformed Services University of the Health Sciences, Uniformed Services University of the Health Sciences, Bethesda, Maryland
| | - Vincent F. Capaldi
- Department of Psychiatry, Uniformed Services University of the Health Sciences, Bethesda, Maryland
- Center for Military Psychiatry and Neuroscience, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Scott Williams
- Center for Military Psychiatry and Neuroscience, Walter Reed Army Institute of Research, Silver Spring, Maryland
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Siaki L, Hasslen S, Hoffecker L, Trego LL. Sleep Health in U.S. Military Women: A Scoping Review of the Literature, 2000-2019. Womens Health Issues 2021; 31 Suppl 1:S22-S32. [PMID: 34454701 DOI: 10.1016/j.whi.2021.03.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Revised: 02/20/2021] [Accepted: 03/01/2021] [Indexed: 10/20/2022]
Abstract
BACKGROUND Sleep, critical to military operational effectiveness, is among the top five outpatient conditions for which military women seek care, yet sleep research in active duty servicewomen is sparse. We conducted a scoping review to 1) describe literature focused on sleep disorders and promotion of sleep health among U.S. active duty servicewomen and 2) identify opportunities for future health policies and research that may improve sleep health and decrease incidence of disordered sleep in servicewomen. METHODS The PRISMA-ScR guidelines for scoping reviews informed this project. We searched Ovid; MEDLINE and Epub Ahead of Print, In-Process and Other Non-Indexed Citations, Daily and Versions; Embase; CINAHL; Cochrane Central; the Cochrane Database of Systematic Reviews; PsycInfo; and the Web of Science, and several sources of grey literature, from January 2000 through March 2019. We used a three-step screening and data extraction process: 1) title and abstract screening, 2) full-text article screening, and 3) data extraction from included articles. RESULTS Seventeen of 1464 articles met the inclusion criteria. Most articles were retrospective, descriptive, or observational research. No intervention studies were identified. Sleep diagnoses and dimensions included insomnia, obstructive sleep apnea, disordered sleep quality and duration, and narcolepsy. Sex/gender differences were documented in screening, diagnosis, risk factors, and conditions associated with disordered sleep, for example, pregnancy and postpartum status. Actionable leverage points involve military culture, training, education, treatment, and self-care behaviors related to sleep health. CONCLUSIONS Although we identified leverage points where policy changes have the potential to improve sleep health in active duty servicewomen, there is an urgent need for intervention research to address the gaps in knowledge about sleep health in this population.
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Affiliation(s)
| | - Sharon Hasslen
- University of Texas Health Science Center, San Antonio, Texas
| | - Lilian Hoffecker
- Strauss Health Sciences Library, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Lori L Trego
- University of Colorado Anschutz Medical Campus College of Nursing, Aurora, Colorado
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Scheer D, Schwartz SW, Parr M, Zgibor J, Sanchez-Anguiano A, Rajaram L. Prevalence and incidence of narcolepsy in a US health care claims database, 2008-2010. Sleep 2020; 42:5475508. [PMID: 31004158 DOI: 10.1093/sleep/zsz091] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2018] [Revised: 03/12/2019] [Indexed: 01/03/2023] Open
Abstract
STUDY OBJECTIVES To determine the prevalence and incidence of narcolepsy using a large US health care claims database. METHODS The Truven Health MarketScan Commercial Dissertation Database (THMCDD) was used to estimate prevalence and incidence of narcolepsy, with and without cataplexy, by age groups, gender, and region among patients under age 66 years with continuous enrollment for years 2008-2010. THMCDD contains health claims information for more than 18 million people. Prevalence was expressed as cases/100 000 persons. Average annual incidence (using varying criteria for latency between the diagnostic tests, polysomnograph coupled with multiple sleep latency test [MSLT], and the diagnosis) was expressed as new cases/100 000 persons/year. RESULTS There were 8 444 517 continuously enrolled patients and 6703 diagnosed with narcolepsy (prevalence overall: 79.4/100 000; without cataplexy: 65.4/100 000; with cataplexy: 14.0/100 000). On the basis of the three definitions of incidence, overall average annual incidence was 7.67, 7.13, and 4.87/100 000 persons/year. Incidence for narcolepsy without cataplexy was generally several times higher than narcolepsy with cataplexy. Prevalence and incidence were approximately 50% greater for females compared to males across most age groups. Prevalence was highest among the 21-30 years age group, with incidence highest among enrollees in their early 20s and late teens. Regionally, the North Central United States had the highest prevalence and incidence, whereas the West was the lowest. CONCLUSION We found greater prevalence and incidence of narcolepsy (including without cataplexy) than most previous studies. The increased proportions in females, enrollees in their early 20s, and US regional differences require further study. Increased awareness and early identification is critical in the management of this burdensome condition.
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Affiliation(s)
- Darren Scheer
- Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, Tampa, FL.,Department of Epidemiology and Pharmacovigilance, Biotech Research Group Corp., Tampa, FL.,Pharmaceutical Development Group Inc., Tampa, FL.,Pharmacovigilance and Epidemiology, Spotline Inc., San Jose, CA
| | - Skai W Schwartz
- Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, Tampa, FL
| | - Maria Parr
- EviCore Healthcare, Department of Sleep Medicine, Franklin, TN
| | - Janice Zgibor
- Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, Tampa, FL
| | - Aurora Sanchez-Anguiano
- Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, Tampa, FL
| | - Lakshminarayan Rajaram
- Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, Tampa, FL
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Pascoe M, Bena J, Foldvary-Schaefer N. Effects of Pharmacotherapy Treatment on Patient-Reported Outcomes in a Narcolepsy and Idiopathic Hypersomnia Cohort. J Clin Sleep Med 2019; 15:1799-1806. [PMID: 31855165 PMCID: PMC7099187 DOI: 10.5664/jcsm.8088] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2019] [Revised: 08/15/2019] [Accepted: 08/16/2019] [Indexed: 12/30/2022]
Abstract
STUDY OBJECTIVE We aimed to evaluate the association between patient-reported outcomes (PROs) and treatment regimen/standardized dose (STD), a measure of drug burden, in patients with narcolepsy type 1 (NT1)/type 2 (NT2) and idiopathic hypersomnia (IH). METHODS Patients age 18 years or older with NT1/NT2 and IH with baseline and ≥ 6-month follow-up during 2008-2010 were included. Changes in PROs (Epworth Sleepiness Scale [ESS], Fatigue Severity Scale [FSS], Patient Health Questionnaire 9 [PHQ-9], total sleep time [TST]) by diagnosis, treatment regimen (monotherapy versus polytherapy, sodium oxybate [SO] use), and STD were assessed by t tests and univariable/multivariable linear regressions, adjusting for patient characteristics. RESULTS A total of 92 patients (26 [28.3%] NT1, 27 [29.3%] NT2, 39 [42.4%] IH) were included (age 43.8 ± 14.8 years; 66 [71.7%] female). Baseline PROs suggested excessive daytime sleepiness (ESS 14.2 ± 5.2 [74% patients > 10]), significant fatigue (FSS 47.5 ± 12.9), and mild depression (PHQ-9 9.0 [4.0, 14.0] [49.4% ≥ 10]). At follow-up, ESS and PHQ-9 improved significantly overall and within diagnostic, monotherapy/polytherapy, and SO use groups (all P < .01). FSS improved significantly overall (P = .016), but improvements were not significant for IH, monotherapy, polytherapy, and non-SO using groups. In multivariable models, PRO changes were not significantly different between groups, but baseline STD was associated with worsening PHQ-9 across PHQ-9 change models, and ESS worsened with increasing STD at follow-up (P = .056). CONCLUSIONS Significant improvements in sleep-related PROs were seen with pharmacotherapy use, regardless of diagnosis or treatment type, highlighting the importance of individualized prescribing decisions for this population.
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Affiliation(s)
- Maeve Pascoe
- Sleep Disorders Center, Cleveland Clinic, Cleveland, Ohio
| | - James Bena
- Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio
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