Rising Mortality from Sleep Apnea and Hypertension in U.S. Adults: A 23-Year Epidemiological Analysis And Impact of the COVID-19 Pandemic (2000–2023)

Rising Mortality from Sleep Apnea and Hypertension in U.S. Adults: A 23-Year Epidemiological Analysis And Impact of the COVID-19 Pandemic (2000–2023) | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Rising Mortality from Sleep Apnea and Hypertension in U.S. Adults: A 23-Year Epidemiological Analysis And Impact of the COVID-19 Pandemic (2000–2023) Mohid Zulfiqar, Muhammad Tahir, Hassan Abdul Aziz Dhedhi, Ammad Uddin, and 3 more This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-8934334/v1 This work is licensed under a CC BY 4.0 License Status: Under Review Version 1 posted 9 You are reading this latest preprint version Abstract Background Obstructive Sleep Apnea (OSA) and hypertension (HTN) are prevalent, interrelated conditions associated with significant cardiovascular morbidity. Despite their rising burden, mortality trends for their co-occurrence remain underexplored. Objective To assess U.S. mortality trends related to OSA and HTN from 2000 to 2023, analyzing demographic, geographic, and temporal patterns. Methods Mortality data for adults aged ≥ 25 were extracted from the CDC WONDER database. Age-adjusted mortality rates (AAMRs) per 100,000 and annual percent changes (APCs) were calculated using joinpoint regression, stratified by sex, race/ethnicity, age, urbanization, and Census regions. Results From 2000 to 2023, 127,668 deaths were attributed to OSA and HTN. AAMRs rose from 0.44 (95% CI: 0.41–0.47) in 2000 to 4.87 (95% CI: 4.79–4.96) in 2023, with an average annual percent change of + 11.55% (95% CI: 10.41–12.70). Men had higher mortality rates than women (2023: 7.05 vs 3.05). Non-Hispanic Black adults exhibited the highest AAMRs, followed by Non-Hispanic Whites and Hispanics. Adults ≥ 65 years accounted for 62.4% of deaths. Rural areas had higher mortality than metropolitan areas (2.04 vs 1.69). States like Oregon had rates nearly five times higher than New York. Mortality peaked in 2018–2021, aligning with the COVID-19 pandemic. Heart disease was the leading underlying cause. Conclusions OSA and HTN-related mortality has surged over two decades, with pronounced disparities by sex, race, age, and region. Targeted prevention, screening, and intervention strategies are urgently needed, particularly for elderly, minority, and rural populations. Obstructive Sleep Apnea Hypertension Mortality Mortality Trends Health Disparities COVID-19 Impact Figures Figure 1 Figure 2 Figure 3 Figure 4 Introduction In recent decades, Hypertension (HTN) has emerged as one of the most pressing global health challenges, representing a "silent killer" that affects an estimated 1.28 billion adults aged 30–79 years worldwide, with most (two-thirds) living in low- and middle-income countries ( 1 ). This condition serves as the leading cause of cardiovascular disease and premature death globally, contributing significantly to the burden of stroke, heart attack, and heart failure ( 2 ). Despite significant advances in treatment modalities, only 54% of adults with HTN are diagnosed, 42% receive treatment, and a mere 21% have their HTN controlled ( 3 ). Concurrent with the rising prevalence of HTN, Obstructive Sleep Apnea (OSA) has become increasingly recognized as a major contributing factor to cardiovascular morbidity and mortality. OSA affects a substantial portion of the population, with prevalence rates varying by demographic characteristics and diagnostic criteria used ( 4 ). The relationship between OSA and HTN is particularly concerning, with studies demonstrating a strong bidirectional association between these conditions ( 5 ). Furthermore, OSA significantly increases cardiovascular risk, with research showing elevated rates of mortality and cardiovascular events among affected individuals ( 6 ). The pathophysiological mechanisms linking OSA and HTN are well-established and bidirectional. OSA is characterized by recurrent episodes of upper airway obstruction during sleep, leading to intermittent hypoxia, hypercapnia, and arousal from sleep, which trigger sympathetic nervous system activation and subsequent blood pressure elevation ( 7 ). Prospective studies have demonstrated that sleep-disordered breathing is independently associated with the development of HTN, with a dose-response relationship between apnea severity and HTN risk ( 8 ). Population-based research has shown that individuals with moderate to severe OSA have significantly increased odds of developing HTN compared to those without sleep-disordered breathing ( 9 ). While the link between OSA and HTN is well established, limited data exist on the long-term trends, demographic patterns, and mortality burden of this comorbidity at the national level. This study provides the first comprehensive analysis of HTN-related mortality among individuals with OSA in the United States from 2000 to 2023 using CDC WONDER data. By examining temporal trends, regional variations, and disparities by race, sex, and geography, this analysis addresses a critical gap in the literature. Additionally, it evaluates the impact of the COVID-19 pandemic on mortality trends in this high-risk population, offering timely insights for public health planning and clinical management. Methods Population and study design The CDC Wonder (Centers for Disease Control and Prevention Wide-Ranging Online Data for Epidemiologic Research) database was employed to retrieve death certificates on OSA and HTN-related mortality from 2000 to 2023 ( 10 ). The CDC Database was used to retrieve data of individuals aged 25 years and older, identified from death certificates listing OSA (ICD-10 code G47.3) ( 11 ) and HTN (ICD-10 code I10-15) as causes of death from 2000 to 2023 ( 12 ). The Multiple Cause-of-Death Public Use records were utilized to ensure the inclusion of all instances where OSA and HTN were recorded as either a direct or underlying cause of death. Given that the data were extracted from a publicly accessible database, institutional review board approval was not required. This study was conducted in accordance with the reporting guidelines established by the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) standards ( 13 ) Data Abstraction The data extracted for analysis specifically included variables such as gender, race, age groups, urbanization level, state, and census region. Gender categories included male and female. Racial groups were classified as NH White, NH Black or African American, and Hispanic or Latino. This classification follows the categories established by the CDC WONDER database and has been used in prior studies. The dataset incorporates cause-of-mortality information from all 50 states and the District of Columbia, primarily focusing on adults aged 25 years and older. Age groups were characterized as 25–44 years (younger adults), 45–64 years (middle-aged adults), and 65 + years (older adults). Based on the 2013 U.S. Census classification, the population was categorized by urbanization level into urban (large metropolitan, medium/small metropolitan) and rural (population < 50,000) counties ( 14 ).Census regions were split into Northeast, Midwest, South, and West, under the regional definitions provided by the U.S. Census Bureau. Statistical Analysis To analyze national trajectories in HTN and HTN-associated mortality, we computed the crude and age-adjusted mortality rate (AAMR) per 100,000 population from 2000 to 2023, disaggregated by year, gender, race, and urban–rural status, employing a 95% confidence interval (CI). The U.S. population from the year 2000 was used as the baseline population for calculating age-adjusted mortality rates (AAMR) ( 15 ). Furthermore, to assess changes in mortality related to OSA and HTN the Joinpoint Regression Program (version 5.3.0 National Cancer Institute) was employed throughout the study period ( 16 ). Annual percent change (APC) and its corresponding 95% CI in the AAMRs were computed using this software. Substantial shifts in annual mortality trends were identified by fitting linear segments at points where evident changes over time were observed. The Monte Carlo permutation method was utilized to determine the annual percentage change (APC) in AAMRs, along with 95% confidence intervals (CIs). To indicate the overall trend in mortality from 2000 to 2023, the average annual percentage change (AAPC) was calculated as a weighted mean of the APCs, with associated 95% CIs. A two-tailed t-test (test for parallelism) was performed to determine whether the APC and AAPC values indicated an increase or decrease in deaths during the study period. A p-value of < 0.05 was regarded as statistically significant. Results A total of 127,668 OSA and HTN-Related deaths occurred among adults (aged ≥ 25 years) between 2000 and 2023. Information on the location of death was available for 127,485 deaths. Of these, 39.22% occurred in medical facilities, 10.81% occurred in nursing homes/long-term care facilities, 3.05% occurred in hospices, 42.63% at decedent’s home, and others (3.82%). Of the total deaths, 34.87% (44,513) were accounted for by Females while 65.13% (83,155) were accounted for by Males. By race/ethnicity, 99,015 deaths were among the White population, 18,522 were among the Black population, and 7,067 were among the Hispanics. Age-wise analysis showed 6,372 (4.99%) deaths in Young Adults ( 25 – 44 ), 41,591 (32.58%) in Middle Aged-Adults ( 45 – 64 ), and 79,705 (62.43%) deaths in Older Adults (65+). (Supplementary Table 1, Supplementary Table 2) Annual Stratified The AAMR for OSA and HTN-Related death in adults was 0.44 (95% CI: 0.41–0.47) in 2000 and 4.87 (95% CI: 4.79–4.96) in 2023, with an AAPC of + 11.55% (95% CI: 10.41 to 12.70; p < 0.001). The overall AAMR had a massive increase from 2000 to 2005 (APC: 19.94, 95% CI: 15.46 to 24.58; p < 0.001), followed by a significant rise from 2005 to 2018 (APC: 9.15, 95% CI: 8.70 to 9.60; p < 0.001). It then surged tremendously from 2018 to 2021 (APC: 20.20, 95% CI: 14.28 to 26.43; p < 0.001) before finally declining between 2021 and 2023 (APC: -4.18, 95% CI: -7.82 to -0.40; p = 0.033) Age Stratified Elderly adults consistently showed higher AAMRs related to OSA and HTN compared to other age groups throughout the study period. In the young adults ( 25 – 44 ) age group, the AAMR increased from 0.11 (95% CI: 0.09–0.14) in 2000 to 0.58 (95% CI: 0.53–0.63) in 2023, with an average annual percent change (AAPC) of + 7.41% (95% CI: 6.44–8.40; p < 0.001). Similarly, in the middle-aged adults ( 45 – 64 ) age group, the AAMR rose from 0.56 (95% CI: 0.50–0.62) in 2000 to 3.66 (95% CI: 3.53–3.78) in 2023, with an AAPC of + 9.15% (95% CI: 7.84–10.47; p < 0.001). The elderly adults (65+) age group experienced the highest increase, with the AAMR rising from 1.0 (95% CI: 0.89–1.10) in 2000 to 17.13 (95% CI: 16.79–17.47) in 2023, with an AAPC of + 13.18% (95% CI: 12.06–14.32; p < 0.001). AAMRs varied significantly across age groups. Among younger adults, the AAMR spiked from 2000 to 2023 (APC: 7.41; 95% CI: 6.44 to 8.40) (p value < 0.001). For the middle-aged adults, AAMR experienced a dramatic surge from 2000 to 2005 (APC: 18.51; 95% CI: 14.18 to 23.01) (p value < 0.001), followed by an increase from 2005 to 2018 (APC: 6.75; 95% CI: 6.19 to 7.31) (p value = 0.005), and a major rise from 2018 to 2021(APC: 18.35; 95% CI: 10.61 to 26.62) (p value < 0.001). AAMR declined from 2021 to 2023 (APC: -9.08; 95% CI: -14.20 to -3.66) (p value = 0.004). Among older adults, the AAMR showed a significant rise from 2000 to 2007 (APC: 18.43; 95% CI: 15.72 to 21.20) (p value < 0.001). The rate rose from 2007 to 2018(APC: 10.64; 95% CI: 9.90 to 11.38) (p value < 0.001), followed by a tremendous hike from 2018 to 2021 (APC: 21.55; 95% CI: 15.37 to 28.06) (p value < 0.001). and then a minor decrease from 2021 to 2023 (APC: -1.66; 95% CI: -5.90 to 2.77) (p value = 0.427). (Supplementary Fig. 2, Supplementary Table 3) Gender stratified Men consistently had higher AAMRs than women throughout the study period. In 2000, the AAMR for men was 0.6 (95% CI: 0.55–0.65), which increased to 7.05 (95% CI: 6.90 to 7.20) in 2023 (AAPC: +11.64%; 95% CI: 10.35 to 12.94; p < 0.001). Similarly, the AAMR for women increased from 0.28 (95% CI: 0.24 − 0.31) in 2000 to 3.05 (95% CI: 2.96 to 3.14) in 2023 (AAPC: +11.61%; 95% CI: 10.16 to 13.09; p < 0.001). The AAMR for adult men had a tremendous hike from 2000 to 2005 (APC: 19.82; 95% CI: 15.01 to 24.83) (p value < 0.001), followed by a significant hike in AAMR trend from 2005 to 2018 (APC: 9.45; 95% CI: 8.87 to 10.02) (p value = 0.019), and from 2018 to 2021(APC: 19.93; 95% Cl: 13.20 to 27.07) (p value < 0.001). Lastly, it declined from 2021 to 2023 (APC: -4.44; 95% Cl: -9.05 to 0.41) (p value = 0.069). Congruently, the AAMR for adult women initially showed a sharp increase from 2000 to 2006 (APC: 19.86; 95% CI: 15.82 to 24.04) (p value < 0.001), followed by a large uptick between 2006 and 2018 (APC: 8.10; 95% CI: 7.27 to 8.93) (p value < 0.001), and a massive rise from 2018 to 2021 (APC: 20.93; 95% Cl: 12.77 to 29.69) (p value < 0.001). The AAMR then witnessed a decline from 2021 to 2023 (APC: -3.17; 95% Cl: -9.11 to 3.16) (p value = 0.292). ( Fig. 1 , Supplementary Table 4) Race Stratified The AAMRs for OSA and HTN-related deaths were highest among NH Black or African American individuals, followed by NH whites, and then Hispanics. Specifically, the AAMR for NH Black or African American individuals was 3.07 (95% CI: 2.85 to 3.29), while NH White individuals had an AAMR of 2.25 (95% CI: 2.18 to 2.31), and Hispanics had the lowest AAMR of 1.19 (95% Cl: 1.05 to 1.34). The data indicates that NH Black or African American adults had the highest AAMR, with an increase observed from 2000 to 2023 with an AAPC of 8.25% (95% CI: 6.47 to 10.06; p < 0.001). Similarly, NH White adults experienced an increase in AAMR with an AAPC of 12.71% (95% Cl: 11.55 to 13.88, p < 0.001), followed by Hispanic or Latino adults with an AAPC of 8.52%; (95% CI: 6.23 to 10.86; p < 0.001). The NH blacks experienced an increase in AAMR from 2000 to 2009 and from 2009 to 2018 with APCs of 11.33 and 5.19, respectively. After which the AAMR surged from 2018 to 2021 (APC: 21.77; 95% CI: 9.93 to 34.90) (p value < 0.001), before finally declining from 2021 to 2023 (APC: -8.99; 95% CI: -16.61 to -0.67) (p value = 0.037). In the NH Whites, the AAMR surged from 2000 to 2006 (APC: 20.94; 95% CI: 17.46 to 24.52) (p value < 0.001), followed by a large increase from 2006 to 2018 (APC: 9.47; 95% CI: 8.82 to 10.13) (p value < 0.001), and a major rise from 2018 to 2021 (APC: 20.56; 95% CI: 14.36 to 27.09) (p value < 0.001). The AAMR then declined from 2021 to 2023 (APC: -1.75; 95% CI: -5.99 to 2.69) (p value = 0.404). In Hispanics, the AAMR rose from 2000 to 2018 (APC: 9.21; 95% CI: 8.07 to 10.35) (p value < 0.001), followed by a massive uptick from 2018 to 2021 (APC: 19.97; 95% CI: 4.09 to 38.28) (p value = 0.015), and then a decline from 2021 to 2023 (APC: -11.81; 95% CI: -22.37 to 0.20) (p value = 0.053). ( Fig. 2 , Supplementary Table 5) Urbanization Stratified Non-metropolitan areas exhibited higher OSA and HTN-related AAMRs than metropolitan areas, with overall AAMRs of 2.04 (95% CI: 1.91–2.18) and 1.69 (95% CI: 1.63–1.74), respectively. The AAMRs in non-metropolitan areas demonstrated a more pronounced increase over the study period from 2000 to 2020, with an AAPC of + 14.07% (95% CI: 12.97 − 15.19; p < 0.001) for non-metropolitan and an AAPC of + 12.38% (95% CI: 11.14–13.64; p < 0.001) for metropolitan. (Supplementary Fig. 3, Supplementary Table 6) State Stratified A significant difference in AAMRs for OSA and HTN-related conditions was observed across different states, with the AAMRs ranging from 0.80 (95% CI: 0.76–0.83) in New York to 3.95 (95% CI: 3.79–4.11) in Oregon. States that fell into the top 90th percentile were Oregon, Wyoming, Minnesota, South Dakota, and Montana, which had significantly higher AAMRs compared to states in the lower 10th percentile, such as New York, Connecticut, Nevada, Georgia, and Massachusetts. ( Fig. 3 , Supplementary Table 7) Census Region Stratified Adults in different census regions consistently showed varying AAMRs related to OSA and HTN throughout the study period. In the Northeast, the AAMR increased from 0.32 (95% CI: 0.26–0.38) in 2000 to 3.30 (95% CI: 3.14–3.46) in 2023, with an AAPC of + 10.92% (95% CI: 9.07–12.80; p < 0.001). Similarly, in the Midwest, the AAMR rose from 0.47 (95% CI: 0.40–0.53) in 2000 to 5.84 (95% CI: 5.64–6.04) in 2023, with an AAPC of + 11.98% (95% CI: 10.97–13.00; p < 0.001). In the South, the AAMR increased from 0.44 (95% CI: 0.38–0.49) in 2000 to 4.68 (95% CI: 4.55–4.81) in 2023, with an AAPC of + 10.76% (95% CI: 9.31–12.23; p < 0.001). The West also saw a rise in AAMR from 0.44 (95% CI: 0.37–0.51) in 2000 to 5.59 (95% CI: 5.41–5.78) in 2023, with an AAPC of + 11.74% (95% CI: 9.82–13.70; p < 0.001). ( Supplementary Fig. 1, Supplementary Table 8, Supplementary Table 10) Underlying Causes of Death We analyzed the top 15 leading underlying causes of death in OSA and HTN patients. Our findings indicate that heart disease was the most prevalent cause, with an AAMR of 12.39 (95% CI: 12.36 to 12.42), followed by malignant neoplasms at 3.65 (95% CI: 3.63 to 3.67) and Chronic lower respiratory diseases at 3.2 (95% CI: 3.19 to 3.22). (Supplementary Table 9) DISCUSSION Our study presents an in-depth analysis of OSA and HTN-Related mortality trends in U.S. adults from 2000 to 2023, Several significant points were uncovered. The Age-Adjusted Mortality Rate (AAMR) of OSA and HTN-Related deaths significantly increased during the two-decade period, rising six-fold, reaching its peak between 2018 and 2021, followed by a decline between 2021 and 2023. Mortality rates consistently had higher rates among men than among women, with men experiencing almost double the number of deaths. Significant racial disparities were observed as NH Black adults had the highest AAMR, followed by NH Whites and Hispanics. Older adults (65 years and above) had the highest burden of mortality, the Midwest and the Western regions had the highest increase compared to the Northeast and South. Rural (non-metropolitan) communities had disproportionaly greater mortality rates than metropolitan communities. Finally, heart disease was identified as the most common underlying cause of death, pointing to the complex relationship between cardiovascular impairment and the comorbidity of HTN and OSA. Overall, these findings highlight the considerable and increasing influence of this comorbidity on mortality in U.S. adults and suggest a set of mechanistic, clinical, and policy implications. (Table 1) The pathophysiologic mechanisms underlying the interrelationship between OSA and HTN are essentially rooted in common mechanisms ( 17 ). OSA is characterized by the presence of recurring episodes of upper airway obstruction that result in intermittent hypoxia, oxidative stress, and overactivation of the sympathetic nervous system ( 18 ). These physiological derangements result in elevated blood pressure, endothelial dysfunction, and heightened inflammatory responses, all of which enhance vascular damage and cardiovascular risk ( 19 ). In addition, chronic intermittent hypoxia activates the renin-angiotensin-aldosterone system and hence leads to drug-resistant chronic HTN ( 20 ). With time, the cumulative effect of untreated OSA and untreated HTN leads to structural and functional cardiovascular remodeling, hence predisposing to left ventricular hypertrophy, heart failure, arrhythmias, and ischemic heart disease ( 21 ). The pathogenic mechanisms offer an explanation to the noted prevalence of heart disease being the major cause of mortality amongst this population. Equally important is the bidirectional character of the association: OSA increases the severity of HTN by inducing nocturnal increases in blood pressure, while HTN increases the severity of OSA by changing vascular regulation in the tissues of the upper airway. These thus form an interlocking cycle of disease processes that, in the end, contributes to increased mortality ( 22 ) More recent research has also detected notable Sex disparities in OSA mortality and HTN. Men's Age-Adjusted Mortality Rates (AAMRs) for OSA deaths are uniformly higher than those among women ( 23 ). There may be several explanations for this disparity. Epidemiological research indicates men are twice as likely to acquire OSA through variations in fat distribution, airway structure, and hormonal regulation ( 24 ). Testosterone affects upper airway collapsibility, with estrogen and progesterone having protective effects, accounting for reduced prevalence and severity among premenopausal women ( 25 )( 26 ). Outside of biology, lifestyle and behavioral factors come into play. Men are more likely to be smokers, alcoholics, and have an unhealthy diet, all of which exacerbate HTN and reduce the quality of sleep ( 27 ). Men also have poorer healthcare-seeking behavior than women, which can delay diagnosis and treatment of both conditions ( 28 ). Psychological stressors and poor coping mechanisms further enhance cardiovascular risk ( 29 ). These sex-specific risk factors follow the pattern of mortality and underscore the need for specially targeted awareness and screening programs among men, and especially those in middle age who are undiagnosed but are already accumulating subclinical cardiovascular damage ( 30 ) There were dramatic racial disparities in our analysis. The highest AAMRs were in NH Black adults, followed by NH Whites and then Hispanics. There are several intersecting factors likely to be responsible for these results. NH Black adults have a greater burden of obesity and metabolic syndrome, both of which confer a large increase in risk for OSA and HTN ( 31 ). Black adolescents are also disproportionately impacted by sleep-disordered breathing, laying the groundwork for earlier and more severe development of these conditions in adulthood ( 32 ) Environmental and social determinants of health also further amplify these inequities. Black Americans are disproportionately seated in socioeconomically disadvantaged communities that are characterized by greater exposure to environmental pollutants, greater noise levels, and psychosocial stressors such as racial discrimination ( 33 ). These stressors are the etiology of poorer quality of sleep and higher blood pressure variability ( 34 ). Inadequate access to specialty medical care, underdiagnosis of OSA, and poor blood pressure contribute to these hazards ( 35 ). Although Hispanics recorded the lowest AAMRs, they were not exempt from rising trends, especially 2018–2021, which recorded a steep increase followed by a decline. Differences in cultural health practices, occupational risks, and access to health care may partially explain the trend ( 36 ). Together, these findings support addressing structural inequities and the necessity to develop interventions to racially marginalized populations. Geographic variation was a unique characteristic of this research. The adults living in the Midwest and West had the highest AAMRs, while the Northeast had relatively low rates. Various contextual factors can be responsible for these regional differences. The most obese region in the United States is the Midwest, which raises the risk for both OSA and HTN ( 37 ). In addition, states such as Oregon and Montana had AAMRs almost three times those of states such as New York and Massachusetts, indicative of extreme heterogeneity regarding healthcare delivery, knowledge, and risk factor prevalence ( 38 ). Urban–rural differences also occurred. Non-metropolitan counties had persistently higher mortality rates compared with metropolitan peers. Obstacles to healthcare access such as fewer sleep specialists, longer distances to travel, and rural hospital closure can result in delay in diagnosis and restrict treatment compliance ( 39 ). Rural populations also experience socioeconomic disadvantages, lower health literacy, and increased obesity and smoking prevalence ( 40 )( 41 ). These forces synergize to intensify the burden of OSA and HTN death in rural America. Notably, the rural disadvantage increased over time, especially after 2005, and mirrors systemic deterioration of rural healthcare infrastructure ( 42 ) Patients 65 years and older accounted for more than 60% of mortality and had age-adjusted mortality rates that were significantly higher than those of younger and middle-aged patients. This is consistent with the cumulative effects of long-term intermittent hypoxia, vascular remodeling, and chronic HTN, which collectively result in major cardiovascular effects later in life ( 43 )( 44 ). Normal aging-related changes, such as decreased respiratory muscle tone, also add to the severity of OSA ( 45 ). Middle-aged adults also exhibited alarming increasing trends, most notably between 2000 and 2005 and between 2018 and 2021, when AAMRs increased abruptly. This age group is of public health concern, since midlife OSA and HTN, if untreated, significantly elevate the risk of premature cardiovascular disease ( 46 )( 47 ). While younger adults had the lowest burden of mortality, the consistent increase in AAMRs in this group is ominous, indicative of early disease onset and the necessity for active screening among them ( 48 ). Heart disease was the top underlying cause of death in hypertensive patients with OSA, followed by malignancies and chronic respiratory disease ( 49 )( 50 )( 51 ). The high prevalence of cardiovascular disease aligns with established pathophysiologic links between HTN, OSA, and conditions such as coronary artery disease, arrhythmias, and heart failure. ( 52 ). Notably, resistant HTN, common in overweight or obese patients with untreated OSA promotes cardiac remodeling and increases ischemic burden, accounting for the sudden increase in cardiovascular mortality ( 53 ) The prevalence of malignant neoplasms as a frequent causative factor is also important. Recent evidence suggests that chronic intermittent hypoxia secondary to OSA can allow tumor growth and angiogenesis through mechanisms of oxidative stress and systemic inflammation; however, this association must be investigated ( 54 ). Chronic lower respiratory diseases will most likely be indicative of common risk factors, such as smoking and obesity and reduced pulmonary function, which enhance the impact of both OSA and HTN ( 55 ) The dramatic increase in mortality due to OSA and HTN has far-reaching implications both for policy and clinical care. The evidence provides support for routine screening for OSA in hypertensive patients, particularly those with resistant HTN ( 56 ). Questionnaires such as the STOP-BANG and others offer inexpensive and simple means of early diagnosis ( 57 ), Increased compliance with continuous positive airway pressure (CPAP) therapy is needed ( 58 ). Though with proven efficacy, CPAP adherence is low, with non-adherence rates exceeding 30% ( 59 ). Public education campaigns on the cardiovascular effects of untreated OSA may stimulate greater acceptance of treatment ( 60 ). Sleep screening needs to be incorporated into standard HTN care by primary care physicians and cardiologists, establishing multidisciplinary care pathways ( 61 ). Moreover, interventions need to be targeted at high-risk populations: Black populations, rural dwellers, and older adults need to be targeted for outreach, education, and subsidized care ( 62 ). Lastly, policies to improve rural healthcare infrastructure, increase insurance coverage, and facilitate training of healthcare personnel could eradicate geographic disparities ( 63 ). The COVID-19 pandemic has had an important effect on the rise in mortality linked to OSA and HTN between 2020 and 2022, as shown in Fig. 4 . The age-adjusted mortality rate in this period was around three times higher than in the years 2000 to 2019. Patients with these comorbid conditions had greater susceptibility to severe COVID-19, due to impaired cardiopulmonary reserve, systemic inflammation, and endothelial dysfunction ( 64 ). At the same time, interruptions in access to care and lifestyle changes, such as weight gain and increased levels of stress, probably worsened health outcomes ( 65 ). Moreover, COVID-19 infection may have further exacerbated sleep-disordered breathing and chronic HTN ( 66 ). Together, these factors explain the substantial rise in mortality that was seen in the early years of the pandemic. This study takes full advantage of the strengths provided by a large, nationally representative data set covering more than two decades. The length of observation, coupled with stratification by race, sex, age, and geography, allowed close examination of mortality differences. There are, nonetheless, some limitations to remember. Reliability of CDC WONDER depends on accuracy of death certificate information, which might underestimate or misclassify OSA. Comorbidities, severity of OSA, treatment compliance, and socioeconomic status could not be ascertained. Cause of death is frequently multifactorial, and relative contribution of HTN and OSA cannot always be separated. Trends identified despite these limitations are concordant with recognized epidemiology and have significant public health implications. Conclusion In conclusion, this study reveals a substantial and sustained increase in OSA– and HTN-related mortality in the U.S. from 2000 to 2023, disproportionately affecting men, Black adults, older individuals, and rural populations. Heart disease remains the most prevalent underlying cause of death, emphasizing the cardiovascular dangers of this comorbidity. Although a modest decline in mortality was observed after 2021, the overall burden remains alarmingly high. These findings underscore the urgency of improving awareness, enhancing screening and diagnosis, and implementing targeted interventions to reduce mortality in high-risk groups. Addressing the dual epidemic of OSA and HTN will require coordinated efforts across clinical practice, public health policy, and community engagement. Declarations Competing Interests: The authors declare that they have no conflicts of interest. Ethical Approval: Ethical approval was not required for this study. Funding: The authors received no funds, grants or financial support for this study. Author Contribution Mohid Zulfiqar: Conceptualization, study design, data acquisition from Centers for Disease Control and Prevention WONDER database, data analysis, interpretation of results, manuscript drafting, and final approval of the version to be published.Muhammad Tahir: Study design, statistical analysis, interpretation of data, critical revision of the manuscript , and final approval.Hassan Abdul Aziz Dhedhi: Methodology development, Data curation, literature review, assistance in statistical analysis, manuscript drafting, and final approval.Ammad Uddin: validation of data analysis, visualization, manuscript editing, and final approval.Muhammad Khalid Afridi: Literature review, data interpretation, manuscript revision, and final approval.Hermann Yokolo (Corresponding Author): Supervision, project administration, critical review of the manuscript, correspondence handling, and final approval of the submitted version.Saad Ahmed Waqas: Literature review, assistance in data interpretation, manuscript editing, and final approval. 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Available from: https://pubmed.ncbi.nlm.nih.gov/36118813/ Table 1 Additional Declarations No competing interests reported. Supplementary Files SupplementarytablesOSAandHTN.docx Centralillustration..docx Cite Share Download PDF Status: Under Review Version 1 posted Editorial decision: Revision requested 05 Mar, 2026 Reviews received at journal 05 Mar, 2026 Reviews received at journal 05 Mar, 2026 Reviewers agreed at journal 04 Mar, 2026 Reviewers agreed at journal 03 Mar, 2026 Reviewers invited by journal 03 Mar, 2026 Editor assigned by journal 26 Feb, 2026 Submission checks completed at journal 26 Feb, 2026 First submitted to journal 21 Feb, 2026 You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. 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Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-8934334","acceptedTermsAndConditions":true,"allowDirectSubmit":false,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":601300075,"identity":"a136f5e7-8689-4928-81bf-02952da32113","order_by":0,"name":"Mohid Zulfiqar","email":"","orcid":"","institution":"Dow University of Health Sciences","correspondingAuthor":false,"prefix":"","firstName":"Mohid","middleName":"","lastName":"Zulfiqar","suffix":""},{"id":601300078,"identity":"59746103-dedc-4635-b513-36760057c7be","order_by":1,"name":"Muhammad Tahir","email":"","orcid":"","institution":"Dow University of Health Sciences","correspondingAuthor":false,"prefix":"","firstName":"Muhammad","middleName":"","lastName":"Tahir","suffix":""},{"id":601300079,"identity":"63a473b7-c66a-41b5-ae70-8e753267a0b3","order_by":2,"name":"Hassan Abdul Aziz Dhedhi","email":"","orcid":"","institution":"Dow University of Health Sciences","correspondingAuthor":false,"prefix":"","firstName":"Hassan","middleName":"Abdul Aziz","lastName":"Dhedhi","suffix":""},{"id":601300080,"identity":"63a37a69-56c2-4859-8acd-9bc194d552ea","order_by":3,"name":"Ammad Uddin","email":"","orcid":"","institution":"Dow University of Health Sciences","correspondingAuthor":false,"prefix":"","firstName":"Ammad","middleName":"","lastName":"Uddin","suffix":""},{"id":601300081,"identity":"f07330a5-55e3-47d6-9a78-6e66794b16ff","order_by":4,"name":"Muhammad Khalid Afridi","email":"","orcid":"","institution":"Dow University of Health Sciences","correspondingAuthor":false,"prefix":"","firstName":"Muhammad","middleName":"Khalid","lastName":"Afridi","suffix":""},{"id":601300082,"identity":"07f73f67-39a2-42e3-a2d2-71491b281ad8","order_by":5,"name":"Hermann Yokolo","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAABC0lEQVRIie2PsUrDUBSGjwi3ywlZM9j6ClcKihAQ3ySXwO2S4Jqx0+1gQtbmLTI6phxolxTXhApWxG5CVgfFq2gHSY1ugvebfg7n45wfwGD4g/BtQtgrAJ2BjjqA9yMFCjhwhwD78BvFlWLcpZz0kof86epGpEhF0QQ0Sp0LHSIJ9uSy1TuNF8d1Um5ElihvNi0pzKY+6BCAUy7z1scqySpLkcivkZMVU5hXPpClIuBO2K7cblj9vFVeaMQ7lYqx1fuVZcwJUXofSrBbKSVb9RUNs3iuu6B7lMX3XHeRuLPLYs7qR0X9FP3ZukHn0O6Ju3UT+QN7krQqn5yPv07wu/U3zroWDAaD4R/zCgExcZbRl2ZNAAAAAElFTkSuQmCC","orcid":"","institution":"Medical Research Circle (MedReC), Goma","correspondingAuthor":true,"prefix":"","firstName":"Hermann","middleName":"","lastName":"Yokolo","suffix":""},{"id":601300083,"identity":"e4937e86-ee64-48fa-87ef-6b0388cf6ffc","order_by":6,"name":"Saad Ahmed Waqas","email":"","orcid":"","institution":"Dow University of Health Sciences","correspondingAuthor":false,"prefix":"","firstName":"Saad","middleName":"Ahmed","lastName":"Waqas","suffix":""}],"badges":[],"createdAt":"2026-02-21 15:09:06","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-8934334/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-8934334/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":104161813,"identity":"c9b5f778-fe88-4a03-acf4-58bbd5723337","added_by":"auto","created_at":"2026-03-08 11:34:01","extension":"jpg","order_by":1,"title":"Figure 1","display":"","copyAsset":false,"role":"figure","size":125235,"visible":true,"origin":"","legend":"\u003cp\u003eHypertension and Sleep Apnea-Related AAMRs per 100,000 in adults in the United States from 2000 to 2023 stratified by sex. APC, annual percent change; CI, confidence intervals.\u003c/p\u003e","description":"","filename":"1.jpg","url":"https://assets-eu.researchsquare.com/files/rs-8934334/v1/a3864e88bf0926159b8d24bb.jpg"},{"id":104161814,"identity":"684b599f-b2d2-425a-aaf0-094f00a9d04f","added_by":"auto","created_at":"2026-03-08 11:34:01","extension":"jpg","order_by":2,"title":"Figure 2","display":"","copyAsset":false,"role":"figure","size":119264,"visible":true,"origin":"","legend":"\u003cp\u003eHypertension and Sleep Apnea-Related AAMRs per 100,000 in adults the United States from 2000 to 2023 stratified by race. APC, annual percent change; CI, confidence intervals.\u003c/p\u003e","description":"","filename":"2.jpg","url":"https://assets-eu.researchsquare.com/files/rs-8934334/v1/f3a6b74461072a3b9df712e6.jpg"},{"id":104161816,"identity":"f73743b8-279f-4b2f-98c3-08f86ed2c3ad","added_by":"auto","created_at":"2026-03-08 11:34:01","extension":"jpg","order_by":3,"title":"Figure 3","display":"","copyAsset":false,"role":"figure","size":92391,"visible":true,"origin":"","legend":"\u003cp\u003eHypertension and Sleep Apnea -Related mortality in adults in the United States stratified by state, 2000-2020\u003c/p\u003e","description":"","filename":"3.jpg","url":"https://assets-eu.researchsquare.com/files/rs-8934334/v1/272ea332a1fca6510bb31c07.jpg"},{"id":104161815,"identity":"960e1b17-cf7a-4145-abb8-325bcdc545de","added_by":"auto","created_at":"2026-03-08 11:34:01","extension":"jpg","order_by":4,"title":"Figure 4","display":"","copyAsset":false,"role":"figure","size":39934,"visible":true,"origin":"","legend":"\u003cp\u003eComparison of age-adjusted mortality rates (AAMRs) per 100,000 individuals before and during COVID-19 pandemic\u003c/p\u003e","description":"","filename":"4.jpg","url":"https://assets-eu.researchsquare.com/files/rs-8934334/v1/2551569ec199f650550a86ee.jpg"},{"id":104780183,"identity":"e1371a3e-7d1b-4f3c-9cab-546957095ae7","added_by":"auto","created_at":"2026-03-17 07:51:20","extension":"pdf","order_by":0,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":1386614,"visible":true,"origin":"","legend":"","description":"","filename":"manuscript.pdf","url":"https://assets-eu.researchsquare.com/files/rs-8934334/v1/923a2048-1335-4ac9-ad2c-2d96a4be854f.pdf"},{"id":104404838,"identity":"905c0277-beb6-411d-8560-08c576ee6347","added_by":"auto","created_at":"2026-03-11 12:21:10","extension":"docx","order_by":1,"title":"","display":"","copyAsset":false,"role":"supplement","size":411523,"visible":true,"origin":"","legend":"","description":"","filename":"SupplementarytablesOSAandHTN.docx","url":"https://assets-eu.researchsquare.com/files/rs-8934334/v1/b3ee57b177d845cb864a1723.docx"},{"id":104404502,"identity":"3ec589bd-4cff-451c-81e4-230c0d1fa498","added_by":"auto","created_at":"2026-03-11 12:20:24","extension":"docx","order_by":2,"title":"","display":"","copyAsset":false,"role":"supplement","size":642328,"visible":true,"origin":"","legend":"","description":"","filename":"Centralillustration..docx","url":"https://assets-eu.researchsquare.com/files/rs-8934334/v1/b818aca6dceb626006a6a3c6.docx"}],"financialInterests":"No competing interests reported.","formattedTitle":"Rising Mortality from Sleep Apnea and Hypertension in U.S. Adults: A 23-Year Epidemiological Analysis And Impact of the COVID-19 Pandemic (2000–2023)","fulltext":[{"header":"Introduction","content":"\u003cp\u003eIn recent decades, Hypertension (HTN) has emerged as one of the most pressing global health challenges, representing a \"silent killer\" that affects an estimated 1.28\u0026nbsp;billion adults aged 30\u0026ndash;79 years worldwide, with most (two-thirds) living in low- and middle-income countries (\u003cspan citationid=\"CR1\" class=\"CitationRef\"\u003e1\u003c/span\u003e). This condition serves as the leading cause of cardiovascular disease and premature death globally, contributing significantly to the burden of stroke, heart attack, and heart failure (\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e). Despite significant advances in treatment modalities, only 54% of adults with HTN are diagnosed, 42% receive treatment, and a mere 21% have their HTN controlled (\u003cspan citationid=\"CR3\" class=\"CitationRef\"\u003e3\u003c/span\u003e).\u003c/p\u003e \u003cp\u003eConcurrent with the rising prevalence of HTN, Obstructive Sleep Apnea (OSA) has become increasingly recognized as a major contributing factor to cardiovascular morbidity and mortality. OSA affects a substantial portion of the population, with prevalence rates varying by demographic characteristics and diagnostic criteria used (\u003cspan citationid=\"CR4\" class=\"CitationRef\"\u003e4\u003c/span\u003e). The relationship between OSA and HTN is particularly concerning, with studies demonstrating a strong bidirectional association between these conditions (\u003cspan citationid=\"CR5\" class=\"CitationRef\"\u003e5\u003c/span\u003e). Furthermore, OSA significantly increases cardiovascular risk, with research showing elevated rates of mortality and cardiovascular events among affected individuals (\u003cspan citationid=\"CR6\" class=\"CitationRef\"\u003e6\u003c/span\u003e).\u003c/p\u003e \u003cp\u003eThe pathophysiological mechanisms linking OSA and HTN are well-established and bidirectional. OSA is characterized by recurrent episodes of upper airway obstruction during sleep, leading to intermittent hypoxia, hypercapnia, and arousal from sleep, which trigger sympathetic nervous system activation and subsequent blood pressure elevation (\u003cspan citationid=\"CR7\" class=\"CitationRef\"\u003e7\u003c/span\u003e). Prospective studies have demonstrated that sleep-disordered breathing is independently associated with the development of HTN, with a dose-response relationship between apnea severity and HTN risk (\u003cspan citationid=\"CR8\" class=\"CitationRef\"\u003e8\u003c/span\u003e). Population-based research has shown that individuals with moderate to severe OSA have significantly increased odds of developing HTN compared to those without sleep-disordered breathing (\u003cspan citationid=\"CR9\" class=\"CitationRef\"\u003e9\u003c/span\u003e).\u003c/p\u003e \u003cp\u003eWhile the link between OSA and HTN is well established, limited data exist on the long-term trends, demographic patterns, and mortality burden of this comorbidity at the national level. This study provides the first comprehensive analysis of HTN-related mortality among individuals with OSA in the United States from 2000 to 2023 using CDC WONDER data. By examining temporal trends, regional variations, and disparities by race, sex, and geography, this analysis addresses a critical gap in the literature. Additionally, it evaluates the impact of the COVID-19 pandemic on mortality trends in this high-risk population, offering timely insights for public health planning and clinical management.\u003c/p\u003e"},{"header":"Methods","content":"\u003cdiv id=\"Sec3\" class=\"Section2\"\u003e \u003ch2\u003ePopulation and study design\u003c/h2\u003e \u003cp\u003eThe CDC Wonder (Centers for Disease Control and Prevention Wide-Ranging Online Data for Epidemiologic Research) database was employed to retrieve death certificates on OSA and HTN-related mortality from 2000 to 2023 (\u003cspan citationid=\"CR10\" class=\"CitationRef\"\u003e10\u003c/span\u003e). The CDC Database was used to retrieve data of individuals aged 25 years and older, identified from death certificates listing OSA (ICD-10 code G47.3) (\u003cspan citationid=\"CR11\" class=\"CitationRef\"\u003e11\u003c/span\u003e) and HTN (ICD-10 code I10-15) as causes of death from 2000 to 2023 (\u003cspan citationid=\"CR12\" class=\"CitationRef\"\u003e12\u003c/span\u003e). The Multiple Cause-of-Death Public Use records were utilized to ensure the inclusion of all instances where OSA and HTN were recorded as either a direct or underlying cause of death. Given that the data were extracted from a publicly accessible database, institutional review board approval was not required. This study was conducted in accordance with the reporting guidelines established by the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) standards (\u003cspan citationid=\"CR13\" class=\"CitationRef\"\u003e13\u003c/span\u003e)\u003c/p\u003e \u003c/div\u003e\n\u003ch3\u003eData Abstraction\u003c/h3\u003e\n\u003cp\u003eThe data extracted for analysis specifically included variables such as gender, race, age groups, urbanization level, state, and census region. Gender categories included male and female. Racial groups were classified as NH White, NH Black or African American, and Hispanic or Latino. This classification follows the categories established by the CDC WONDER database and has been used in prior studies. The dataset incorporates cause-of-mortality information from all 50 states and the District of Columbia, primarily focusing on adults aged 25 years and older. Age groups were characterized as 25\u0026ndash;44 years (younger adults), 45\u0026ndash;64 years (middle-aged adults), and 65\u0026thinsp;+\u0026thinsp;years (older adults). Based on the 2013 U.S. Census classification, the population was categorized by urbanization level into urban (large metropolitan, medium/small metropolitan) and rural (population\u0026thinsp;\u0026lt;\u0026thinsp;50,000) counties (\u003cspan citationid=\"CR14\" class=\"CitationRef\"\u003e14\u003c/span\u003e).Census regions were split into Northeast, Midwest, South, and West, under the regional definitions provided by the U.S. Census Bureau.\u003c/p\u003e \u003cdiv id=\"Sec5\" class=\"Section2\"\u003e \u003ch2\u003eStatistical Analysis\u003c/h2\u003e \u003cp\u003eTo analyze national trajectories in HTN and HTN-associated mortality, we computed the crude and age-adjusted mortality rate (AAMR) per 100,000 population from 2000 to 2023, disaggregated by year, gender, race, and urban\u0026ndash;rural status, employing a 95% confidence interval (CI). The U.S. population from the year 2000 was used as the baseline population for calculating age-adjusted mortality rates (AAMR) (\u003cspan citationid=\"CR15\" class=\"CitationRef\"\u003e15\u003c/span\u003e). Furthermore, to assess changes in mortality related to OSA and HTN the Joinpoint Regression Program (version 5.3.0 National Cancer Institute) was employed throughout the study period (\u003cspan citationid=\"CR16\" class=\"CitationRef\"\u003e16\u003c/span\u003e). Annual percent change (APC) and its corresponding 95% CI in the AAMRs were computed using this software. Substantial shifts in annual mortality trends were identified by fitting linear segments at points where evident changes over time were observed. The Monte Carlo permutation method was utilized to determine the annual percentage change (APC) in AAMRs, along with 95% confidence intervals (CIs). To indicate the overall trend in mortality from 2000 to 2023, the average annual percentage change (AAPC) was calculated as a weighted mean of the APCs, with associated 95% CIs. A two-tailed t-test (test for parallelism) was performed to determine whether the APC and AAPC values indicated an increase or decrease in deaths during the study period. A p-value of \u0026lt;\u0026thinsp;0.05 was regarded as statistically significant.\u003c/p\u003e \u003c/div\u003e"},{"header":"Results","content":"\u003cp\u003eA total of 127,668 OSA and HTN-Related deaths occurred among adults (aged\u0026thinsp;\u0026ge;\u0026thinsp;25 years) between 2000 and 2023. Information on the location of death was available for 127,485 deaths. Of these, 39.22% occurred in medical facilities, 10.81% occurred in nursing homes/long-term care facilities, 3.05% occurred in hospices, 42.63% at decedent\u0026rsquo;s home, and others (3.82%). Of the total deaths, 34.87% (44,513) were accounted for by Females while 65.13% (83,155) were accounted for by Males. By race/ethnicity, 99,015 deaths were among the White population, 18,522 were among the Black population, and 7,067 were among the Hispanics. Age-wise analysis showed 6,372 (4.99%) deaths in Young Adults (\u003cspan additionalcitationids=\"CR26 CR27 CR28 CR29 CR30 CR31 CR32 CR33 CR34 CR35 CR36 CR37 CR38 CR39 CR40 CR41 CR42 CR43\" citationid=\"CR25\" class=\"CitationRef\"\u003e25\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR44\" class=\"CitationRef\"\u003e44\u003c/span\u003e), 41,591 (32.58%) in Middle Aged-Adults (\u003cspan additionalcitationids=\"CR46 CR47 CR48 CR49 CR50 CR51 CR52 CR53 CR54 CR55 CR56 CR57 CR58 CR59 CR60 CR61 CR62 CR63\" citationid=\"CR45\" class=\"CitationRef\"\u003e45\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR64\" class=\"CitationRef\"\u003e64\u003c/span\u003e), and 79,705 (62.43%) deaths in Older Adults (65+). \u003cb\u003e(Supplementary Table\u0026nbsp;1, Supplementary Table\u0026nbsp;2)\u003c/b\u003e\u003c/p\u003e\n\u003ch3\u003eAnnual Stratified\u003c/h3\u003e\n\u003cp\u003eThe AAMR for OSA and HTN-Related death in adults was 0.44 (95% CI: 0.41\u0026ndash;0.47) in 2000 and 4.87 (95% CI: 4.79\u0026ndash;4.96) in 2023, with an AAPC of +\u0026thinsp;11.55% (95% CI: 10.41 to 12.70; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001). The overall AAMR had a massive increase from 2000 to 2005 (APC: 19.94, 95% CI: 15.46 to 24.58; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001), followed by a significant rise from 2005 to 2018 (APC: 9.15, 95% CI: 8.70 to 9.60; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001). It then surged tremendously from 2018 to 2021 (APC: 20.20, 95% CI: 14.28 to 26.43; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001) before finally declining between 2021 and 2023 (APC: -4.18, 95% CI: -7.82 to -0.40; p\u0026thinsp;=\u0026thinsp;0.033)\u003c/p\u003e \u003cdiv id=\"Sec8\" class=\"Section2\"\u003e \u003ch2\u003eAge Stratified\u003c/h2\u003e \u003cp\u003eElderly adults consistently showed higher AAMRs related to OSA and HTN compared to other age groups throughout the study period. In the young adults (\u003cspan additionalcitationids=\"CR26 CR27 CR28 CR29 CR30 CR31 CR32 CR33 CR34 CR35 CR36 CR37 CR38 CR39 CR40 CR41 CR42 CR43\" citationid=\"CR25\" class=\"CitationRef\"\u003e25\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR44\" class=\"CitationRef\"\u003e44\u003c/span\u003e) age group, the AAMR increased from 0.11 (95% CI: 0.09\u0026ndash;0.14) in 2000 to 0.58 (95% CI: 0.53\u0026ndash;0.63) in 2023, with an average annual percent change (AAPC) of +\u0026thinsp;7.41% (95% CI: 6.44\u0026ndash;8.40; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001). Similarly, in the middle-aged adults (\u003cspan additionalcitationids=\"CR46 CR47 CR48 CR49 CR50 CR51 CR52 CR53 CR54 CR55 CR56 CR57 CR58 CR59 CR60 CR61 CR62 CR63\" citationid=\"CR45\" class=\"CitationRef\"\u003e45\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR64\" class=\"CitationRef\"\u003e64\u003c/span\u003e) age group, the AAMR rose from 0.56 (95% CI: 0.50\u0026ndash;0.62) in 2000 to 3.66 (95% CI: 3.53\u0026ndash;3.78) in 2023, with an AAPC of +\u0026thinsp;9.15% (95% CI: 7.84\u0026ndash;10.47; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001). The elderly adults (65+) age group experienced the highest increase, with the AAMR rising from 1.0 (95% CI: 0.89\u0026ndash;1.10) in 2000 to 17.13 (95% CI: 16.79\u0026ndash;17.47) in 2023, with an AAPC of +\u0026thinsp;13.18% (95% CI: 12.06\u0026ndash;14.32; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001).\u003c/p\u003e \u003cp\u003eAAMRs varied significantly across age groups. Among younger adults, the AAMR spiked from 2000 to 2023 (APC: 7.41; 95% CI: 6.44 to 8.40) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001). For the middle-aged adults, AAMR experienced a dramatic surge from 2000 to 2005 (APC: 18.51; 95% CI: 14.18 to 23.01) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001), followed by an increase from 2005 to 2018 (APC: 6.75; 95% CI: 6.19 to 7.31) (p value\u0026thinsp;=\u0026thinsp;0.005), and a major rise from 2018 to 2021(APC: 18.35; 95% CI: 10.61 to 26.62) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001). AAMR declined from 2021 to 2023 (APC: -9.08; 95% CI: -14.20 to -3.66) (p value\u0026thinsp;=\u0026thinsp;0.004). Among older adults, the AAMR showed a significant rise from 2000 to 2007 (APC: 18.43; 95% CI: 15.72 to 21.20) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001). The rate rose from 2007 to 2018(APC: 10.64; 95% CI: 9.90 to 11.38) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001), followed by a tremendous hike from 2018 to 2021 (APC: 21.55; 95% CI: 15.37 to 28.06) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001). and then a minor decrease from 2021 to 2023 (APC: -1.66; 95% CI: -5.90 to 2.77) (p value\u0026thinsp;=\u0026thinsp;0.427). \u003cb\u003e(Supplementary Fig.\u0026nbsp;2, Supplementary Table\u0026nbsp;3)\u003c/b\u003e\u003c/p\u003e \u003c/div\u003e\n\u003ch3\u003eGender stratified\u003c/h3\u003e\n\u003cp\u003eMen consistently had higher AAMRs than women throughout the study period. In 2000, the AAMR for men was 0.6 (95% CI: 0.55\u0026ndash;0.65), which increased to 7.05 (95% CI: 6.90 to 7.20) in 2023 (AAPC: +11.64%; 95% CI: 10.35 to 12.94; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001). Similarly, the AAMR for women increased from 0.28 (95% CI: 0.24 \u0026minus;\u0026thinsp;0.31) in 2000 to 3.05 (95% CI: 2.96 to 3.14) in 2023 (AAPC: +11.61%; 95% CI: 10.16 to 13.09; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001).\u003c/p\u003e \u003cp\u003eThe AAMR for adult men had a tremendous hike from 2000 to 2005 (APC: 19.82; 95% CI: 15.01 to 24.83) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001), followed by a significant hike in AAMR trend from 2005 to 2018 (APC: 9.45; 95% CI: 8.87 to 10.02) (p value\u0026thinsp;=\u0026thinsp;0.019), and from 2018 to 2021(APC: 19.93; 95% Cl: 13.20 to 27.07) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001). Lastly, it declined from 2021 to 2023 (APC: -4.44; 95% Cl: -9.05 to 0.41) (p value\u0026thinsp;=\u0026thinsp;0.069). Congruently, the AAMR for adult women initially showed a sharp increase from 2000 to 2006 (APC: 19.86; 95% CI: 15.82 to 24.04) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001), followed by a large uptick between 2006 and 2018 (APC: 8.10; 95% CI: 7.27 to 8.93) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001), and a massive rise from 2018 to 2021 (APC: 20.93; 95% Cl: 12.77 to 29.69) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001). The AAMR then witnessed a decline from 2021 to 2023 (APC: -3.17; 95% Cl: -9.11 to 3.16) (p value\u0026thinsp;=\u0026thinsp;0.292). \u003cb\u003e(\u003c/b\u003eFig.\u0026nbsp;\u003cspan refid=\"Fig1\" class=\"InternalRef\"\u003e1\u003c/span\u003e, \u003cb\u003eSupplementary Table\u0026nbsp;4)\u003c/b\u003e\u003c/p\u003e \u003cp\u003e \u003c/p\u003e\n\u003ch3\u003eRace Stratified\u003c/h3\u003e\n\u003cp\u003eThe AAMRs for OSA and HTN-related deaths were highest among NH Black or African American individuals, followed by NH whites, and then Hispanics. Specifically, the AAMR for NH Black or African American individuals was 3.07 (95% CI: 2.85 to 3.29), while NH White individuals had an AAMR of 2.25 (95% CI: 2.18 to 2.31), and Hispanics had the lowest AAMR of 1.19 (95% Cl: 1.05 to 1.34). The data indicates that NH Black or African American adults had the highest AAMR, with an increase observed from 2000 to 2023 with an AAPC of 8.25% (95% CI: 6.47 to 10.06; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001). Similarly, NH White adults experienced an increase in AAMR with an AAPC of 12.71% (95% Cl: 11.55 to 13.88, p\u0026thinsp;\u0026lt;\u0026thinsp;0.001), followed by Hispanic or Latino adults with an AAPC of 8.52%; (95% CI: 6.23 to 10.86; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001).\u003c/p\u003e \u003cp\u003eThe NH blacks experienced an increase in AAMR from 2000 to 2009 and from 2009 to 2018 with APCs of 11.33 and 5.19, respectively. After which the AAMR surged from 2018 to 2021 (APC: 21.77; 95% CI: 9.93 to 34.90) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001), before finally declining from 2021 to 2023 (APC: -8.99; 95% CI: -16.61 to -0.67) (p value\u0026thinsp;=\u0026thinsp;0.037). In the NH Whites, the AAMR surged from 2000 to 2006 (APC: 20.94; 95% CI: 17.46 to 24.52) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001), followed by a large increase from 2006 to 2018 (APC: 9.47; 95% CI: 8.82 to 10.13) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001), and a major rise from 2018 to 2021 (APC: 20.56; 95% CI: 14.36 to 27.09) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001). The AAMR then declined from 2021 to 2023 (APC: -1.75; 95% CI: -5.99 to 2.69) (p value\u0026thinsp;=\u0026thinsp;0.404). In Hispanics, the AAMR rose from 2000 to 2018 (APC: 9.21; 95% CI: 8.07 to 10.35) (p value\u0026thinsp;\u0026lt;\u0026thinsp;0.001), followed by a massive uptick from 2018 to 2021 (APC: 19.97; 95% CI: 4.09 to 38.28) (p value\u0026thinsp;=\u0026thinsp;0.015), and then a decline from 2021 to 2023 (APC: -11.81; 95% CI: -22.37 to 0.20) (p value\u0026thinsp;=\u0026thinsp;0.053). \u003cb\u003e(\u003c/b\u003eFig.\u0026nbsp;\u003cspan refid=\"Fig2\" class=\"InternalRef\"\u003e2\u003c/span\u003e, \u003cb\u003eSupplementary Table\u0026nbsp;5)\u003c/b\u003e\u003c/p\u003e \u003cp\u003e \u003c/p\u003e \u003cdiv id=\"Sec11\" class=\"Section2\"\u003e \u003ch2\u003eUrbanization Stratified\u003c/h2\u003e \u003cp\u003eNon-metropolitan areas exhibited higher OSA and HTN-related AAMRs than metropolitan areas, with overall AAMRs of 2.04 (95% CI: 1.91\u0026ndash;2.18) and 1.69 (95% CI: 1.63\u0026ndash;1.74), respectively. The AAMRs in non-metropolitan areas demonstrated a more pronounced increase over the study period from 2000 to 2020, with an AAPC of +\u0026thinsp;14.07% (95% CI: 12.97 \u0026minus;\u0026thinsp;15.19; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001) for non-metropolitan and an AAPC of +\u0026thinsp;12.38% (95% CI: 11.14\u0026ndash;13.64; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001) for metropolitan. \u003cb\u003e(Supplementary Fig.\u0026nbsp;3, Supplementary Table\u0026nbsp;6)\u003c/b\u003e\u003c/p\u003e \u003c/div\u003e \u003cdiv id=\"Sec12\" class=\"Section2\"\u003e \u003ch2\u003eState Stratified\u003c/h2\u003e \u003cp\u003eA significant difference in AAMRs for OSA and HTN-related conditions was observed across different states, with the AAMRs ranging from 0.80 (95% CI: 0.76\u0026ndash;0.83) in New York to 3.95 (95% CI: 3.79\u0026ndash;4.11) in Oregon. States that fell into the top 90th percentile were Oregon, Wyoming, Minnesota, South Dakota, and Montana, which had significantly higher AAMRs compared to states in the lower 10th percentile, such as New York, Connecticut, Nevada, Georgia, and Massachusetts. \u003cb\u003e(\u003c/b\u003eFig.\u0026nbsp;\u003cspan refid=\"Fig3\" class=\"InternalRef\"\u003e3\u003c/span\u003e, \u003cb\u003eSupplementary Table\u0026nbsp;7)\u003c/b\u003e\u003c/p\u003e \u003cp\u003e \u003c/p\u003e \u003c/div\u003e \u003cdiv id=\"Sec13\" class=\"Section2\"\u003e \u003ch2\u003eCensus Region Stratified\u003c/h2\u003e \u003cp\u003eAdults in different census regions consistently showed varying AAMRs related to OSA and HTN throughout the study period. In the Northeast, the AAMR increased from 0.32 (95% CI: 0.26\u0026ndash;0.38) in 2000 to 3.30 (95% CI: 3.14\u0026ndash;3.46) in 2023, with an AAPC of +\u0026thinsp;10.92% (95% CI: 9.07\u0026ndash;12.80; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001). Similarly, in the Midwest, the AAMR rose from 0.47 (95% CI: 0.40\u0026ndash;0.53) in 2000 to 5.84 (95% CI: 5.64\u0026ndash;6.04) in 2023, with an AAPC of +\u0026thinsp;11.98% (95% CI: 10.97\u0026ndash;13.00; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001). In the South, the AAMR increased from 0.44 (95% CI: 0.38\u0026ndash;0.49) in 2000 to 4.68 (95% CI: 4.55\u0026ndash;4.81) in 2023, with an AAPC of +\u0026thinsp;10.76% (95% CI: 9.31\u0026ndash;12.23; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001). The West also saw a rise in AAMR from 0.44 (95% CI: 0.37\u0026ndash;0.51) in 2000 to 5.59 (95% CI: 5.41\u0026ndash;5.78) in 2023, with an AAPC of +\u0026thinsp;11.74% (95% CI: 9.82\u0026ndash;13.70; p\u0026thinsp;\u0026lt;\u0026thinsp;0.001). (\u003cb\u003eSupplementary Fig.\u0026nbsp;1, Supplementary Table\u0026nbsp;8, Supplementary Table\u0026nbsp;10)\u003c/b\u003e\u003c/p\u003e \u003c/div\u003e \u003cdiv id=\"Sec14\" class=\"Section2\"\u003e \u003ch2\u003eUnderlying Causes of Death\u003c/h2\u003e \u003cp\u003eWe analyzed the top 15 leading underlying causes of death in OSA and HTN patients. Our findings indicate that heart disease was the most prevalent cause, with an AAMR of 12.39 (95% CI: 12.36 to 12.42), followed by malignant neoplasms at 3.65 (95% CI: 3.63 to 3.67) and Chronic lower respiratory diseases at 3.2 (95% CI: 3.19 to 3.22). \u003cb\u003e(Supplementary Table\u0026nbsp;9)\u003c/b\u003e\u003c/p\u003e \u003c/div\u003e"},{"header":"DISCUSSION","content":"\u003cp\u003eOur study presents an in-depth analysis of OSA and HTN-Related mortality trends in U.S. adults from 2000 to 2023, Several significant points were uncovered. The Age-Adjusted Mortality Rate (AAMR) of OSA and HTN-Related deaths significantly increased during the two-decade period, rising six-fold, reaching its peak between 2018 and 2021, followed by a decline between 2021 and 2023. Mortality rates consistently had higher rates among men than among women, with men experiencing almost double the number of deaths. Significant racial disparities were observed as NH Black adults had the highest AAMR, followed by NH Whites and Hispanics. Older adults (65 years and above) had the highest burden of mortality, the Midwest and the Western regions had the highest increase compared to the Northeast and South. Rural (non-metropolitan) communities had disproportionaly greater mortality rates than metropolitan communities. Finally, heart disease was identified as the most common underlying cause of death, pointing to the complex relationship between cardiovascular impairment and the comorbidity of HTN and OSA. Overall, these findings highlight the considerable and increasing influence of this comorbidity on mortality in U.S. adults and suggest a set of mechanistic, clinical, and policy implications. \u003cb\u003e(Table\u0026nbsp;1)\u003c/b\u003e\u003c/p\u003e \u003cp\u003eThe pathophysiologic mechanisms underlying the interrelationship between OSA and HTN are essentially rooted in common mechanisms (\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e). OSA is characterized by the presence of recurring episodes of upper airway obstruction that result in intermittent hypoxia, oxidative stress, and overactivation of the sympathetic nervous system (\u003cspan citationid=\"CR18\" class=\"CitationRef\"\u003e18\u003c/span\u003e). These physiological derangements result in elevated blood pressure, endothelial dysfunction, and heightened inflammatory responses, all of which enhance vascular damage and cardiovascular risk (\u003cspan citationid=\"CR19\" class=\"CitationRef\"\u003e19\u003c/span\u003e). In addition, chronic intermittent hypoxia activates the renin-angiotensin-aldosterone system and hence leads to drug-resistant chronic HTN (\u003cspan citationid=\"CR20\" class=\"CitationRef\"\u003e20\u003c/span\u003e).\u003c/p\u003e \u003cp\u003eWith time, the cumulative effect of untreated OSA and untreated HTN leads to structural and functional cardiovascular remodeling, hence predisposing to left ventricular hypertrophy, heart failure, arrhythmias, and ischemic heart disease (\u003cspan citationid=\"CR21\" class=\"CitationRef\"\u003e21\u003c/span\u003e). The pathogenic mechanisms offer an explanation to the noted prevalence of heart disease being the major cause of mortality amongst this population. Equally important is the bidirectional character of the association: OSA increases the severity of HTN by inducing nocturnal increases in blood pressure, while HTN increases the severity of OSA by changing vascular regulation in the tissues of the upper airway. These thus form an interlocking cycle of disease processes that, in the end, contributes to increased mortality (\u003cspan citationid=\"CR22\" class=\"CitationRef\"\u003e22\u003c/span\u003e)\u003c/p\u003e \u003cp\u003eMore recent research has also detected notable Sex disparities in OSA mortality and HTN. Men's Age-Adjusted Mortality Rates (AAMRs) for OSA deaths are uniformly higher than those among women (\u003cspan citationid=\"CR23\" class=\"CitationRef\"\u003e23\u003c/span\u003e). There may be several explanations for this disparity. Epidemiological research indicates men are twice as likely to acquire OSA through variations in fat distribution, airway structure, and hormonal regulation (\u003cspan citationid=\"CR24\" class=\"CitationRef\"\u003e24\u003c/span\u003e). Testosterone affects upper airway collapsibility, with estrogen and progesterone having protective effects, accounting for reduced prevalence and severity among premenopausal women (\u003cspan citationid=\"CR25\" class=\"CitationRef\"\u003e25\u003c/span\u003e)(\u003cspan citationid=\"CR26\" class=\"CitationRef\"\u003e26\u003c/span\u003e).\u003c/p\u003e \u003cp\u003eOutside of biology, lifestyle and behavioral factors come into play. Men are more likely to be smokers, alcoholics, and have an unhealthy diet, all of which exacerbate HTN and reduce the quality of sleep (\u003cspan citationid=\"CR27\" class=\"CitationRef\"\u003e27\u003c/span\u003e). Men also have poorer healthcare-seeking behavior than women, which can delay diagnosis and treatment of both conditions (\u003cspan citationid=\"CR28\" class=\"CitationRef\"\u003e28\u003c/span\u003e). Psychological stressors and poor coping mechanisms further enhance cardiovascular risk (\u003cspan citationid=\"CR29\" class=\"CitationRef\"\u003e29\u003c/span\u003e). These sex-specific risk factors follow the pattern of mortality and underscore the need for specially targeted awareness and screening programs among men, and especially those in middle age who are undiagnosed but are already accumulating subclinical cardiovascular damage (\u003cspan citationid=\"CR30\" class=\"CitationRef\"\u003e30\u003c/span\u003e)\u003c/p\u003e \u003cp\u003eThere were dramatic racial disparities in our analysis. The highest AAMRs were in NH Black adults, followed by NH Whites and then Hispanics. There are several intersecting factors likely to be responsible for these results. NH Black adults have a greater burden of obesity and metabolic syndrome, both of which confer a large increase in risk for OSA and HTN (\u003cspan citationid=\"CR31\" class=\"CitationRef\"\u003e31\u003c/span\u003e). Black adolescents are also disproportionately impacted by sleep-disordered breathing, laying the groundwork for earlier and more severe development of these conditions in adulthood (\u003cspan citationid=\"CR32\" class=\"CitationRef\"\u003e32\u003c/span\u003e)\u003c/p\u003e \u003cp\u003eEnvironmental and social determinants of health also further amplify these inequities. Black Americans are disproportionately seated in socioeconomically disadvantaged communities that are characterized by greater exposure to environmental pollutants, greater noise levels, and psychosocial stressors such as racial discrimination (\u003cspan citationid=\"CR33\" class=\"CitationRef\"\u003e33\u003c/span\u003e). These stressors are the etiology of poorer quality of sleep and higher blood pressure variability (\u003cspan citationid=\"CR34\" class=\"CitationRef\"\u003e34\u003c/span\u003e). Inadequate access to specialty medical care, underdiagnosis of OSA, and poor blood pressure contribute to these hazards (\u003cspan citationid=\"CR35\" class=\"CitationRef\"\u003e35\u003c/span\u003e).\u003c/p\u003e \u003cp\u003eAlthough Hispanics recorded the lowest AAMRs, they were not exempt from rising trends, especially 2018\u0026ndash;2021, which recorded a steep increase followed by a decline. Differences in cultural health practices, occupational risks, and access to health care may partially explain the trend (\u003cspan citationid=\"CR36\" class=\"CitationRef\"\u003e36\u003c/span\u003e). Together, these findings support addressing structural inequities and the necessity to develop interventions to racially marginalized populations.\u003c/p\u003e \u003cp\u003eGeographic variation was a unique characteristic of this research. The adults living in the Midwest and West had the highest AAMRs, while the Northeast had relatively low rates. Various contextual factors can be responsible for these regional differences. The most obese region in the United States is the Midwest, which raises the risk for both OSA and HTN (\u003cspan citationid=\"CR37\" class=\"CitationRef\"\u003e37\u003c/span\u003e). In addition, states such as Oregon and Montana had AAMRs almost three times those of states such as New York and Massachusetts, indicative of extreme heterogeneity regarding healthcare delivery, knowledge, and risk factor prevalence (\u003cspan citationid=\"CR38\" class=\"CitationRef\"\u003e38\u003c/span\u003e).\u003c/p\u003e \u003cp\u003eUrban\u0026ndash;rural differences also occurred. Non-metropolitan counties had persistently higher mortality rates compared with metropolitan peers. Obstacles to healthcare access such as fewer sleep specialists, longer distances to travel, and rural hospital closure can result in delay in diagnosis and restrict treatment compliance (\u003cspan citationid=\"CR39\" class=\"CitationRef\"\u003e39\u003c/span\u003e). Rural populations also experience socioeconomic disadvantages, lower health literacy, and increased obesity and smoking prevalence (\u003cspan citationid=\"CR40\" class=\"CitationRef\"\u003e40\u003c/span\u003e)(\u003cspan citationid=\"CR41\" class=\"CitationRef\"\u003e41\u003c/span\u003e). These forces synergize to intensify the burden of OSA and HTN death in rural America. Notably, the rural disadvantage increased over time, especially after 2005, and mirrors systemic deterioration of rural healthcare infrastructure (\u003cspan citationid=\"CR42\" class=\"CitationRef\"\u003e42\u003c/span\u003e)\u003c/p\u003e \u003cp\u003ePatients 65 years and older accounted for more than 60% of mortality and had age-adjusted mortality rates that were significantly higher than those of younger and middle-aged patients. This is consistent with the cumulative effects of long-term intermittent hypoxia, vascular remodeling, and chronic HTN, which collectively result in major cardiovascular effects later in life (\u003cspan citationid=\"CR43\" class=\"CitationRef\"\u003e43\u003c/span\u003e)(\u003cspan citationid=\"CR44\" class=\"CitationRef\"\u003e44\u003c/span\u003e). Normal aging-related changes, such as decreased respiratory muscle tone, also add to the severity of OSA (\u003cspan citationid=\"CR45\" class=\"CitationRef\"\u003e45\u003c/span\u003e).\u003c/p\u003e \u003cp\u003eMiddle-aged adults also exhibited alarming increasing trends, most notably between 2000 and 2005 and between 2018 and 2021, when AAMRs increased abruptly. This age group is of public health concern, since midlife OSA and HTN, if untreated, significantly elevate the risk of premature cardiovascular disease (\u003cspan citationid=\"CR46\" class=\"CitationRef\"\u003e46\u003c/span\u003e)(\u003cspan citationid=\"CR47\" class=\"CitationRef\"\u003e47\u003c/span\u003e). While younger adults had the lowest burden of mortality, the consistent increase in AAMRs in this group is ominous, indicative of early disease onset and the necessity for active screening among them (\u003cspan citationid=\"CR48\" class=\"CitationRef\"\u003e48\u003c/span\u003e).\u003c/p\u003e \u003cp\u003eHeart disease was the top underlying cause of death in hypertensive patients with OSA, followed by malignancies and chronic respiratory disease (\u003cspan citationid=\"CR49\" class=\"CitationRef\"\u003e49\u003c/span\u003e)(\u003cspan citationid=\"CR50\" class=\"CitationRef\"\u003e50\u003c/span\u003e)(\u003cspan citationid=\"CR51\" class=\"CitationRef\"\u003e51\u003c/span\u003e). The high prevalence of cardiovascular disease aligns with established pathophysiologic links between HTN, OSA, and conditions such as coronary artery disease, arrhythmias, and heart failure. (\u003cspan citationid=\"CR52\" class=\"CitationRef\"\u003e52\u003c/span\u003e). Notably, resistant HTN, common in overweight or obese patients with untreated OSA promotes cardiac remodeling and increases ischemic burden, accounting for the sudden increase in cardiovascular mortality (\u003cspan citationid=\"CR53\" class=\"CitationRef\"\u003e53\u003c/span\u003e)\u003c/p\u003e \u003cp\u003eThe prevalence of malignant neoplasms as a frequent causative factor is also important. Recent evidence suggests that chronic intermittent hypoxia secondary to OSA can allow tumor growth and angiogenesis through mechanisms of oxidative stress and systemic inflammation; however, this association must be investigated (\u003cspan citationid=\"CR54\" class=\"CitationRef\"\u003e54\u003c/span\u003e). Chronic lower respiratory diseases will most likely be indicative of common risk factors, such as smoking and obesity and reduced pulmonary function, which enhance the impact of both OSA and HTN (\u003cspan citationid=\"CR55\" class=\"CitationRef\"\u003e55\u003c/span\u003e)\u003c/p\u003e \u003cp\u003eThe dramatic increase in mortality due to OSA and HTN has far-reaching implications both for policy and clinical care. The evidence provides support for routine screening for OSA in hypertensive patients, particularly those with resistant HTN (\u003cspan citationid=\"CR56\" class=\"CitationRef\"\u003e56\u003c/span\u003e). Questionnaires such as the STOP-BANG and others offer inexpensive and simple means of early diagnosis (\u003cspan citationid=\"CR57\" class=\"CitationRef\"\u003e57\u003c/span\u003e), Increased compliance with continuous positive airway pressure (CPAP) therapy is needed (\u003cspan citationid=\"CR58\" class=\"CitationRef\"\u003e58\u003c/span\u003e). Though with proven efficacy, CPAP adherence is low, with non-adherence rates exceeding 30% (\u003cspan citationid=\"CR59\" class=\"CitationRef\"\u003e59\u003c/span\u003e). Public education campaigns on the cardiovascular effects of untreated OSA may stimulate greater acceptance of treatment (\u003cspan citationid=\"CR60\" class=\"CitationRef\"\u003e60\u003c/span\u003e).\u003c/p\u003e \u003cp\u003eSleep screening needs to be incorporated into standard HTN care by primary care physicians and cardiologists, establishing multidisciplinary care pathways (\u003cspan citationid=\"CR61\" class=\"CitationRef\"\u003e61\u003c/span\u003e). Moreover, interventions need to be targeted at high-risk populations: Black populations, rural dwellers, and older adults need to be targeted for outreach, education, and subsidized care (\u003cspan citationid=\"CR62\" class=\"CitationRef\"\u003e62\u003c/span\u003e). Lastly, policies to improve rural healthcare infrastructure, increase insurance coverage, and facilitate training of healthcare personnel could eradicate geographic disparities (\u003cspan citationid=\"CR63\" class=\"CitationRef\"\u003e63\u003c/span\u003e).\u003c/p\u003e \u003cp\u003eThe COVID-19 pandemic has had an important effect on the rise in mortality linked to OSA and HTN between 2020 and 2022, as shown in Fig.\u0026nbsp;\u003cspan refid=\"Fig4\" class=\"InternalRef\"\u003e4\u003c/span\u003e. The age-adjusted mortality rate in this period was around three times higher than in the years 2000 to 2019. Patients with these comorbid conditions had greater susceptibility to severe COVID-19, due to impaired cardiopulmonary reserve, systemic inflammation, and endothelial dysfunction (\u003cspan citationid=\"CR64\" class=\"CitationRef\"\u003e64\u003c/span\u003e). At the same time, interruptions in access to care and lifestyle changes, such as weight gain and increased levels of stress, probably worsened health outcomes (\u003cspan citationid=\"CR65\" class=\"CitationRef\"\u003e65\u003c/span\u003e). Moreover, COVID-19 infection may have further exacerbated sleep-disordered breathing and chronic HTN (\u003cspan citationid=\"CR66\" class=\"CitationRef\"\u003e66\u003c/span\u003e). Together, these factors explain the substantial rise in mortality that was seen in the early years of the pandemic.\u003c/p\u003e \u003cp\u003e \u003c/p\u003e \u003cp\u003eThis study takes full advantage of the strengths provided by a large, nationally representative data set covering more than two decades. The length of observation, coupled with stratification by race, sex, age, and geography, allowed close examination of mortality differences.\u003c/p\u003e \u003cp\u003eThere are, nonetheless, some limitations to remember. Reliability of CDC WONDER depends on accuracy of death certificate information, which might underestimate or misclassify OSA. Comorbidities, severity of OSA, treatment compliance, and socioeconomic status could not be ascertained. Cause of death is frequently multifactorial, and relative contribution of HTN and OSA cannot always be separated. Trends identified despite these limitations are concordant with recognized epidemiology and have significant public health implications.\u003c/p\u003e"},{"header":"Conclusion","content":"\u003cp\u003eIn conclusion, this study reveals a substantial and sustained increase in OSA\u0026ndash; and HTN-related mortality in the U.S. from 2000 to 2023, disproportionately affecting men, Black adults, older individuals, and rural populations. Heart disease remains the most prevalent underlying cause of death, emphasizing the cardiovascular dangers of this comorbidity. Although a modest decline in mortality was observed after 2021, the overall burden remains alarmingly high. These findings underscore the urgency of improving awareness, enhancing screening and diagnosis, and implementing targeted interventions to reduce mortality in high-risk groups. Addressing the dual epidemic of OSA and HTN will require coordinated efforts across clinical practice, public health policy, and community engagement.\u003c/p\u003e"},{"header":"Declarations","content":"\u003cp\u003e \u003ch2\u003eCompeting Interests:\u003c/h2\u003e \u003cp\u003eThe authors declare that they have no conflicts of interest.\u003c/p\u003e \u003c/p\u003e\u003cp\u003e \u003ch2\u003eEthical Approval:\u003c/h2\u003e \u003cp\u003eEthical approval was not required for this study.\u003c/p\u003e \u003c/p\u003e\u003ch2\u003eFunding:\u003c/h2\u003e \u003cp\u003eThe authors received no funds, grants or financial support for this study.\u003c/p\u003e\u003ch2\u003eAuthor Contribution\u003c/h2\u003e\u003cp\u003eMohid Zulfiqar: Conceptualization, study design, data acquisition from Centers for Disease Control and Prevention WONDER database, data analysis, interpretation of results, manuscript drafting, and final approval of the version to be published.Muhammad Tahir: Study design, statistical analysis, interpretation of data, critical revision of the manuscript , and final approval.Hassan Abdul Aziz Dhedhi: Methodology development, Data curation, literature review, assistance in statistical analysis, manuscript drafting, and final approval.Ammad Uddin: validation of data analysis, visualization, manuscript editing, and final approval.Muhammad Khalid Afridi: Literature review, data interpretation, manuscript revision, and final approval.Hermann Yokolo (Corresponding Author): Supervision, project administration, critical review of the manuscript, correspondence handling, and final approval of the submitted version.Saad Ahmed Waqas: Literature review, assistance in data interpretation, manuscript editing, and final approval.\u003c/p\u003e\u003ch2\u003eData Availability\u003c/h2\u003e\u003cp\u003eThe data that support the findings of this study are available in the supplementary material of this article.\u003c/p\u003e"},{"header":"References","content":"\u003col\u003e\u003cli\u003e\u003cspan\u003eHypertension [Internet]. 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Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://pubmed.ncbi.nlm.nih.gov/33329052/\u003c/span\u003e\u003cspan address=\"https://pubmed.ncbi.nlm.nih.gov/33329052/\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eGill CM, Piggott LM, Kent BD. Sleep medicine and coronavirus disease 2019. Curr Opin Pulm Med [Internet]. 2021 [cited 2025 Aug 23];27(6):529\u0026ndash;34. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://pubmed.ncbi.nlm.nih.gov/34431790/\u003c/span\u003e\u003cspan address=\"https://pubmed.ncbi.nlm.nih.gov/34431790/\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eCOVID-19 Pandemic and Its Impact on Sleep Health. A Rapid Review - PubMed [Internet]. [cited 2025 Aug 23]. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://pubmed.ncbi.nlm.nih.gov/36118813/\u003c/span\u003e\u003cspan address=\"https://pubmed.ncbi.nlm.nih.gov/36118813/\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003c/ol\u003e"},{"header":"Table 1","content":"\u003cp\u003e\u003cimg 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\" width=\"724\" height=\"1080\"\u003e\u003c/p\u003e"}],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":true,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":false,"highlight":"","institution":"","isAcceptedByJournal":true,"isAuthorSuppliedPdf":false,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":false,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"journal-of-epidemiology-and-global-health","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"","sideBox":"Learn more about [Journal of Epidemiology and Global Health](https://www.springer.com/journal/44197)","snPcode":"44197","submissionUrl":"https://submission.nature.com/new-submission/44197/3","title":"Journal of Epidemiology and Global Health","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"stoa","reportingPortfolio":"Springer Open","inReviewEnabled":true,"inReviewRevisionsEnabled":true},"keywords":"Obstructive Sleep Apnea, Hypertension Mortality, Mortality Trends, Health Disparities, COVID-19 Impact","lastPublishedDoi":"10.21203/rs.3.rs-8934334/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-8934334/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003ch2\u003eBackground\u003c/h2\u003e \u003cp\u003eObstructive Sleep Apnea (OSA) and hypertension (HTN) are prevalent, interrelated conditions associated with significant cardiovascular morbidity. Despite their rising burden, mortality trends for their co-occurrence remain underexplored.\u003c/p\u003e\u003ch2\u003eObjective\u003c/h2\u003e \u003cp\u003eTo assess U.S. mortality trends related to OSA and HTN from 2000 to 2023, analyzing demographic, geographic, and temporal patterns.\u003c/p\u003e\u003ch2\u003eMethods\u003c/h2\u003e \u003cp\u003eMortality data for adults aged\u0026thinsp;\u0026ge;\u0026thinsp;25 were extracted from the CDC WONDER database. Age-adjusted mortality rates (AAMRs) per 100,000 and annual percent changes (APCs) were calculated using joinpoint regression, stratified by sex, race/ethnicity, age, urbanization, and Census regions.\u003c/p\u003e\u003ch2\u003eResults\u003c/h2\u003e \u003cp\u003eFrom 2000 to 2023, 127,668 deaths were attributed to OSA and HTN. AAMRs rose from 0.44 (95% CI: 0.41\u0026ndash;0.47) in 2000 to 4.87 (95% CI: 4.79\u0026ndash;4.96) in 2023, with an average annual percent change of +\u0026thinsp;11.55% (95% CI: 10.41\u0026ndash;12.70). Men had higher mortality rates than women (2023: 7.05 vs 3.05). Non-Hispanic Black adults exhibited the highest AAMRs, followed by Non-Hispanic Whites and Hispanics. Adults\u0026thinsp;\u0026ge;\u0026thinsp;65 years accounted for 62.4% of deaths. Rural areas had higher mortality than metropolitan areas (2.04 vs 1.69). States like Oregon had rates nearly five times higher than New York. Mortality peaked in 2018\u0026ndash;2021, aligning with the COVID-19 pandemic. Heart disease was the leading underlying cause.\u003c/p\u003e\u003ch2\u003eConclusions\u003c/h2\u003e \u003cp\u003eOSA and HTN-related mortality has surged over two decades, with pronounced disparities by sex, race, age, and region. Targeted prevention, screening, and intervention strategies are urgently needed, particularly for elderly, minority, and rural populations.\u003c/p\u003e","manuscriptTitle":"Rising Mortality from Sleep Apnea and Hypertension in U.S. Adults: A 23-Year Epidemiological Analysis And Impact of the COVID-19 Pandemic (2000–2023)","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2026-03-08 11:33:56","doi":"10.21203/rs.3.rs-8934334/v1","editorialEvents":[{"type":"communityComments","content":0},{"type":"decision","content":"Revision requested","date":"2026-03-05T14:14:50+00:00","index":"","fulltext":""},{"type":"editorInvitedReview","content":"","date":"2026-03-05T06:46:42+00:00","index":"hide","fulltext":""},{"type":"editorInvitedReview","content":"","date":"2026-03-05T05:43:27+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"20978766703589141923068298361772091115","date":"2026-03-05T04:38:15+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"254061208477923751821241778889448739508","date":"2026-03-04T04:31:08+00:00","index":"hide","fulltext":""},{"type":"reviewersInvited","content":"","date":"2026-03-03T20:06:43+00:00","index":"","fulltext":""},{"type":"editorAssigned","content":"","date":"2026-02-27T02:48:49+00:00","index":"","fulltext":""},{"type":"checksComplete","content":"","date":"2026-02-27T02:47:53+00:00","index":"","fulltext":""},{"type":"submitted","content":"Journal of Epidemiology and Global Health","date":"2026-02-21T15:01:01+00:00","index":"","fulltext":""}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"journal-of-epidemiology-and-global-health","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"","sideBox":"Learn more about [Journal of Epidemiology and Global Health](https://www.springer.com/journal/44197)","snPcode":"44197","submissionUrl":"https://submission.nature.com/new-submission/44197/3","title":"Journal of Epidemiology and Global Health","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"stoa","reportingPortfolio":"Springer Open","inReviewEnabled":true,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"f351131b-cec2-4c9f-8639-09eb9aea8ad8","owner":[],"postedDate":"March 8th, 2026","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"under-review","subjectAreas":[],"tags":[],"updatedAt":"2026-03-20T23:23:19+00:00","versionOfRecord":[],"versionCreatedAt":"2026-03-08 11:33:56","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-8934334","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-8934334","identity":"rs-8934334","version":["v1"]},"buildId":"XKTyCvWXoU3ODBz1xrDgd","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}