1
|
Li Y, Du X, Lang X, Geng Z. Quantitative study on whole brain volume in patients with obstructive sleep apnea based on synthetic magnetic resonance imaging. BMC Med Imaging 2025; 25:129. [PMID: 40264066 PMCID: PMC12016434 DOI: 10.1186/s12880-025-01678-1] [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: 10/30/2024] [Accepted: 04/15/2025] [Indexed: 04/24/2025] Open
Abstract
OBJECTIVE To apply SyMRI to quantify whole brain volume changes in patients with varying degrees of obstructive sleep apnea (OSA). METHODS A total of 49 untreated adult patients diagnosed with OSA via polysomnography (PSG) at our hospital were included in this study. Among these patients, 21 were categorized into the mild-to-moderate OSA group, and 28 into the severe OSA group. Additionally, 31 healthy adults were recruited as the healthy control (HC) group. SyMRI post-processing software was used to obtain whole brain volume segmentation values. RESULTS In terms of the STOP-BANG questionnaire, the score of the severe OSA group was significantly higher than that of the mild-to-moderate OSA group (P < 0.05). Compared with the HC group, the mild-to-moderate OSA group and the severe OSA group exhibited a reduction in N3-stage sleep (both P < 0.05). Post-hoc multiple comparisons showed that compared with the HC group, the severe OSA group had increased GMV, BPV, and ICV, while the mild-to-moderate OSA group showed an increase in CSFV (P < 0.05). Additionally, compared with the HC group, the mild-to-moderate OSA group exhibited a decrease and the severe OSA group showed an increase in MYV (P < 0.05). Multiple comparisons of normalized volume fractions revealed that GMF, WMF, CSFF, MYF and BPVF were significantly different between the HC group and OSA groups (all P < 0.05). CONCLUSION The brain volume parameters generated from SyMRI can quantify the degree of brain injury in patients with OSA. CLINICAL TRIAL NUMBER Not applicable.
Collapse
Affiliation(s)
- Yanpeng Li
- Department of Medical Imaging, The First Affiliated Hospital of Hebei North University, Zhangjiakou, China
- Department of Medical Imaging, The Second Hospital of Hebei Medical University, No. 215, Heping West Road, Shijiazhuang, Hebei Province, 050000, China
| | - Xiaomeng Du
- Radiotherapy Department, The First Affiliated Hospital of Hebei North University, Zhangjiakou, China
| | - Xiaoyan Lang
- Department of Medical Imaging, The First Affiliated Hospital of Hebei North University, Zhangjiakou, China
| | - Zuojun Geng
- Department of Medical Imaging, The Second Hospital of Hebei Medical University, No. 215, Heping West Road, Shijiazhuang, Hebei Province, 050000, China.
| |
Collapse
|
2
|
Kaddoura T, Hodroj M, Chmeis B, Rammal F, Malhab SB, Mansour S, Akour A, El Khatib S, Hosseini B, Hallit S, Malaeb D, Hosseini H. Assessment of obstructive sleep apnea rate and associated factors among Lebanese adults: a cross-sectional study. Front Public Health 2025; 13:1443920. [PMID: 40017556 PMCID: PMC11864963 DOI: 10.3389/fpubh.2025.1443920] [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: 06/04/2024] [Accepted: 01/31/2025] [Indexed: 03/01/2025] Open
Abstract
Objectives To estimate the rate of obstructive sleep apnea (OSA) and associated factors among Lebanese adults. Methods A cross-sectional study was conducted in February-April 2022; 1,202 Lebanese adults were enrolled. The sample was collected among several Lebanese governorates through an anonymous online self-reported questionnaire. The STOP-BANG questionnaire was used as a screening tool to estimate the OSA risk. "Low OSA risk" is established with 0-2 positive answers, "Intermediate OSA risk" is established by 3-4 positive answers while "High OSA risk" is established by 5-8 positive answers. Results This study showed that 743 (62.4%) of the sample had low risk for OSA, 357 (30.0%) had moderate, and 90 (7.6%) had high risk for OSA. Older age (aOR = 1.05) and having hypertension (aOR = 7.80) were associated with higher odds of moderate OSA. Female sex (aOR = 0.04) was significantly associated with lower odds of moderate OSA compared to males. Older age (OR = 1.17), higher BMI (OR = 1.14), hypertension (OR = 18.55), and having severe COVID-19 infection compared to mild (OR = 4.30) were significantly associated with higher odds of high OSA, whereas female sex (OR = 0.002) and being married compared to single (aOR = 0.23) were associated with lower odds of high OSA. Conclusion This study showed that most Lebanese adults have low risk for OSA. It also confirmed that sex, age, obesity, hypertension, and severe COVID-19 were associated with high OSA risk. These associated factors call for future research exploring the causes including the potential effect of social, economic, and political instability, local customs, and environmental factors. Moreover, future health campaigns should be assigned to increase awareness among Lebanese population regarding the prevention of OSA through lifestyle modifications.
Collapse
Affiliation(s)
- Tala Kaddoura
- School of Pharmacy, Lebanese International University, Beirut, Lebanon
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Mohamad Hodroj
- School of Pharmacy, Lebanese International University, Beirut, Lebanon
| | - Bilal Chmeis
- School of Pharmacy, Lebanese International University, Beirut, Lebanon
| | - Fatima Rammal
- School of Pharmacy, Lebanese International University, Beirut, Lebanon
| | - Sandrella Bou Malhab
- Institut National de Santé Publique d’Épidémiologie Clinique et de Toxicologie-Liban (INSPECT-LB), Beirut, Lebanon
| | - Sara Mansour
- School of Pharmacy, Lebanese International University, Beirut, Lebanon
| | - Amal Akour
- Department of Pharmacology and Therapeutics, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, United Arab Emirates
- Department of Biopharmaceutics and Clinical Pharmacy, School of Pharmacy, The University of Jordan, Amman, Jordan
| | - Sami El Khatib
- Department of Biomedical Sciences, Lebanese International University, Bekaa, Lebanon
- Center for Applied Mathematics and Bioinformatics (CAMB), Gulf University for Science and Technology, Mubarak Al-Abdullah, Kuwait
| | | | - Souheil Hallit
- School of Medicine and Medical Sciences, Holy Spirit University of Kaslik, Jounieh, Lebanon
- Department of Psychology, College of Humanities, Effat University, Jeddah, Saudi Arabia
- Applied Science Research Center, Applied Science Private University, Amman, Jordan
| | - Diana Malaeb
- College of Pharmacy, Gulf Medical University, Ajman, United Arab Emirates
| | - Hassan Hosseini
- UPEC-University Paris-Est, Creteil, France
- RAMSAY SANTÉ, HPPE, Champigny sur Marne, France
| |
Collapse
|
3
|
Luo X, Li S, Wu Q, Xu Y, Fang R, Cheng Y, Zhang B. Depressive, anxiety, and sleep disturbance symptoms in patients with obstructive sleep apnea: a network analysis perspective. BMC Psychiatry 2025; 25:77. [PMID: 39875912 PMCID: PMC11773896 DOI: 10.1186/s12888-025-06532-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Accepted: 01/23/2025] [Indexed: 01/30/2025] Open
Abstract
BACKGROUND Patients with obstructive sleep apnea (OSA) frequently experience sleep disturbance and psychological distress, such as depression and anxiety, which may have a negative impact on their health status and functional abilities. To gain a more comprehensive understanding of the symptoms of depression, anxiety, and sleep disturbance in patients with OSA, the current study utilized network analysis to examine the interconnections among these symptoms. METHODS Depressive and anxiety symptoms were evaluated using the Hospital Anxiety and Depression Scale (HADS), and sleep disturbance symptoms were evaluated using the Pittsburgh Sleep Quality Index (PSQI). A total of 621 patients with OSA completed the questionnaires. The indices 'Expected influence' and 'Bridge expected influence' were used as centrality measures in the symptom network. The Least Absolute Shrinkage and Selection Operator (LASSO) technique and the Extended Bayesian Information Criterion (EBIC) were utilized to estimate the network structure of depressive, anxiety, and sleep disturbance symptoms. A Network Comparison Test (NCT) was performed to evaluate the differences between the mild to moderate OSA and severe OSA networks. RESULTS Network analysis revealed that A6 ("Getting sudden feelings of panic") had the highest expected influence value and D6 ("Feeling being slowed down") had the highest bridge expected influence values in the networks. The NCT results revealed that the edge weights significantly differed between patients with mild to moderate OSA and those with severe OSA (M = 0.263, p = 0.008). There was no significant difference in global strength variation between the two networks (S = 0.185, p = 0.773). CONCLUSIONS Our results suggest that the highest expected influence value and bridge symptoms (e.g., A6 and D6) can be prioritized as potential targets for intervention and treatment in patients with OSA.
Collapse
Affiliation(s)
- Xue Luo
- Department of Psychiatry Sleep Medical Center, Nanfang Hospital Southern Medical University, No. 1838 North Guangzhou Avenue, Guangzhou, 510515, China
- Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Guangzhou, China
| | - Shuangyan Li
- Department of Psychiatry Sleep Medical Center, Nanfang Hospital Southern Medical University, No. 1838 North Guangzhou Avenue, Guangzhou, 510515, China
- Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Guangzhou, China
| | - Qianyun Wu
- Department of Psychiatry Sleep Medical Center, Nanfang Hospital Southern Medical University, No. 1838 North Guangzhou Avenue, Guangzhou, 510515, China
- Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Guangzhou, China
| | - Yan Xu
- Department of Psychiatry Sleep Medical Center, Nanfang Hospital Southern Medical University, No. 1838 North Guangzhou Avenue, Guangzhou, 510515, China
- Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Guangzhou, China
| | - Ruichen Fang
- Department of Psychiatry Sleep Medical Center, Nanfang Hospital Southern Medical University, No. 1838 North Guangzhou Avenue, Guangzhou, 510515, China
- Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Guangzhou, China
| | - Yihong Cheng
- Department of Psychiatry Sleep Medical Center, Nanfang Hospital Southern Medical University, No. 1838 North Guangzhou Avenue, Guangzhou, 510515, China
- Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Guangzhou, China
| | - Bin Zhang
- Department of Psychiatry Sleep Medical Center, Nanfang Hospital Southern Medical University, No. 1838 North Guangzhou Avenue, Guangzhou, 510515, China.
- Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Guangzhou, China.
| |
Collapse
|
4
|
Witkowska A, Jaromirska J, Gabryelska A, Sochal M. Obstructive Sleep Apnea and Serotoninergic Signalling Pathway: Pathomechanism and Therapeutic Potential. Int J Mol Sci 2024; 25:9427. [PMID: 39273373 PMCID: PMC11395478 DOI: 10.3390/ijms25179427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Revised: 08/23/2024] [Accepted: 08/26/2024] [Indexed: 09/15/2024] Open
Abstract
Obstructive Sleep Apnea (OSA) is a disorder characterized by repeated upper airway collapse during sleep, leading to apneas and/or hypopneas, with associated symptoms like intermittent hypoxia and sleep fragmentation. One of the agents contributing to OSA occurrence and development seems to be serotonin (5-HT). Currently, the research focuses on establishing and interlinking OSA pathogenesis and the severity of the disease on the molecular neurotransmitter omnipresent in the human body-serotonin, its pathway, products, receptors, drugs affecting the levels of serotonin, or genetic predisposition. The 5-HT system is associated with numerous physiological processes such as digestion, circulation, sleep, respiration, and muscle tone-all of which are considered factors promoting and influencing the course of OSA because of correlations with comorbid conditions. Comorbidities include obesity, physiological and behavioral disorders as well as cardiovascular diseases. Additionally, both serotonin imbalance and OSA are connected with psychiatric comorbidities, such as depression, anxiety, or cognitive dysfunction. Pharmacological agents that target 5-HT receptors have shown varying degrees of efficacy in reducing the Apnea-Hypopnea Index and improving OSA symptoms. The potential role of the 5-HT signaling pathway in modulating OSA provides a promising avenue for new therapeutic interventions that could accompany the primary treatment of OSA-continuous positive airway pressure. Thus, this review aims to elucidate the complex role of 5-HT and its regulatory mechanisms in OSA pathophysiology, evaluating its potential as a therapeutic target. We also summarize the relationship between 5-HT signaling and various physiological functions, as well as its correlations with comorbid conditions.
Collapse
Affiliation(s)
- Alicja Witkowska
- Department of Sleep Medicine and Metabolic Disorders, Medical University of Lodz, 92-215 Lodz, Poland
| | - Julia Jaromirska
- Department of Sleep Medicine and Metabolic Disorders, Medical University of Lodz, 92-215 Lodz, Poland
| | - Agata Gabryelska
- Department of Sleep Medicine and Metabolic Disorders, Medical University of Lodz, 92-215 Lodz, Poland
| | - Marcin Sochal
- Department of Sleep Medicine and Metabolic Disorders, Medical University of Lodz, 92-215 Lodz, Poland
| |
Collapse
|
5
|
Zhang H, Liu H, Jiao Y, Zhang J, Covassin N, Wang M, Lin Y, Xie J. Association between sleep apnea-specific hypoxic burden and severity of coronary artery disease. Sleep Breath 2024; 28:1293-1301. [PMID: 38386249 PMCID: PMC11196324 DOI: 10.1007/s11325-024-03008-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2023] [Revised: 02/04/2024] [Accepted: 02/12/2024] [Indexed: 02/23/2024]
Abstract
PURPOSE Sleep apnea-specific hypoxic burden (SASHB) is a polysomnographic metric that comprehensively measures the degree of nocturnal desaturation caused by obstructive sleep apnea. This research was conducted to elucidate the relationship between SASHB and coronary artery disease (CAD) severity. METHODS We carried out a prospective study of hospitalized patients with CAD of unstable angina who were expected to undergo invasive coronary angiography at Beijing Anzhen Hospital from February to September 2023. SASHB values were calculated using a self-programmed C + + program. Multivariable logistic regression analysis was applied to identify the association between SASHB and the prevalence of severe CAD, documented by the Gensini Score, and the SYNTAX (Synergy between Percutaneous Coronary Intervention With Taxus and Cardiac Surgery) Score. RESULTS This study enrolled 137 patients with a median age of 59 years, 96 (70.1%) of whom were male. A total of 125 (91.2%) patients had coronary stenosis of ≥ 50% in at least one location. Patients with a high SASHB of ≥ 18% min/h had a significantly higher Gensini Score (32.0 vs. 18.5, P = 0.002) and SYNTAX Score (14.0 vs. 7.0, P = 0.002) than those with a low SASHB. After adjusting for multiple covariates, a high SASHB was significantly associated with the prevalence of severe CAD, determined by a Gensini Score ≥ 21 (OR 2.67, P = 0.008) or a SYNTAX Score > 22 (OR 4.03, P = 0.016). CONCLUSION Our findings revealed a robust and independent association between SASHB and CAD severity in patients with unstable angina, highlighting the potential value of SASHB as a predictor of risk and a target for interventions aimed at preventing cardiovascular diseases. TRIAL REGISTRATION Chinese Clinical Trial Registry No. ChiCTR2300067991 on February 2, 2023.
Collapse
Affiliation(s)
- Hehe Zhang
- Department of Respiratory and Critical Medicine, Beijing Anzhen Hospital, Capital Medical University, #2 An Zhen Road, Beijing, 100029, China
- Beijing Anzhen Hospital Centre for Sleep Medicine and Science, Capital Medical University, Beijing, 100029, China
| | - Honghong Liu
- Department of Cardiovascular Medicine, Beijing Anzhen Hospital, Capital Medical University, #2 An Zhen Road, Beijing, 100029, China
| | - Yuanni Jiao
- Department of Respiratory and Critical Medicine, Beijing Anzhen Hospital, Capital Medical University, #2 An Zhen Road, Beijing, 100029, China
- Beijing Anzhen Hospital Centre for Sleep Medicine and Science, Capital Medical University, Beijing, 100029, China
| | - Jing Zhang
- Institute of Heart, Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, China
| | - Naima Covassin
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN, 55902, USA
| | - Mu Wang
- School of Aerospace Engineering, Tsinghua University, Beijing, 100084, China
| | - Yun Lin
- Department of Cardiovascular Medicine, Beijing Anzhen Hospital, Capital Medical University, #2 An Zhen Road, Beijing, 100029, China.
| | - Jiang Xie
- Department of Respiratory and Critical Medicine, Beijing Anzhen Hospital, Capital Medical University, #2 An Zhen Road, Beijing, 100029, China.
- Beijing Anzhen Hospital Centre for Sleep Medicine and Science, Capital Medical University, Beijing, 100029, China.
| |
Collapse
|
6
|
Suša R, Ratinac M, Ćupurdija V, Novković L, Milojević-Ilić M, Petrović M, Igrutinović N, Vuleta M, Timotijević L, Kostić O, Čekerevac I. Implementation of the Baveno Classification in Obstructive Sleep Apnea and Its Correlation with Symptoms of Anxiety and Depression. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:1938. [PMID: 38003986 PMCID: PMC10673059 DOI: 10.3390/medicina59111938] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Revised: 10/23/2023] [Accepted: 10/24/2023] [Indexed: 11/26/2023]
Abstract
Background and Objectives: The Baveno classification represents a new approach to the assessment of the severity of OSA (Obstructive sleep apnea), which takes significant comorbidities into account: atrial fibrillation, arterial hypertension, heart failure, stroke, diabetes mellitus, and OSA symptoms expressed through the Epworth sleepiness scale (ESS). The authors believe that the Baveno classification facilitates a better stratification of patients with OSA and can be a good guide for deciding on the therapeutic approach and clinical monitoring of patients with OSA, compared to the AHI (apnea-hypopnea index) itself. The aim of this paper is to confirm the advantage of applying the Baveno classification to the evaluation of symptoms of anxiety and depression in the OSA patients compared to the application of the AHI as a single parameter. Materials and Methods: This research represents an observational retrospective study that was performed at the Pulmonology Clinic of the University Clinical Center in Kragujevac, Serbia. The study sample included 104 patients with diagnosed OSA. Patients were divided into four categories retrogradely according to the Baveno classification (A, B, C, and D). Statistical data processing was performed using the IBM SPSS Statistics version 25.0 program. Results: In our study, we proved that the Baveno classification is better at predicting the depressive disorder in OSA patients compared to the AHI itself, according to abnormal BDI-II (Beck Depression Inventory) score (value greater than ten) and HADS-D (Hospital anxiety and depression) scale (value greater than eight). The average AHI in the entire group of examined patients was 44.3 ± 19.8, while in category A the average AHI was 25.2 ± 10, in category B, 53.4 ± 20.6; in category C, 38.2 ± 18.5; and in category D, 48.1 ± 19.2. In the total sample, AHI did not correlate with the depressive episodes, but individually, the highest frequency of the depressive symptoms was precisely in the categories with the highest AHI (group D and B), where more than half of the subjects had an abnormal score. The frequency of the anxiety disorder (HADS-A) between the analyzed groups did not differ significantly, although the largest number of patients with significant anxiety were in category B, according to the Baveno classification. Conclusions: We proved that the Baveno classification is applicable in real life, and it is better at evaluating anxiety and depression using questionnaires and can identify new patients who need CPAP therapy, independently of other OSAS symptoms, primarily daytime sleepiness.
Collapse
Affiliation(s)
- Romana Suša
- Pulmonology Clinic, University Clinical Centre Kragujevac, 34000 Kragujevac, Serbia; (R.S.); (V.Ć.); (N.I.); (I.Č.)
- Faculty of Medical Sciences, University of Kragujevac, 34000 Kragujevac, Serbia
| | - Miloš Ratinac
- Pulmonology Clinic, University Clinical Centre Kragujevac, 34000 Kragujevac, Serbia; (R.S.); (V.Ć.); (N.I.); (I.Č.)
- Faculty of Medical Sciences, University of Kragujevac, 34000 Kragujevac, Serbia
| | - Vojislav Ćupurdija
- Pulmonology Clinic, University Clinical Centre Kragujevac, 34000 Kragujevac, Serbia; (R.S.); (V.Ć.); (N.I.); (I.Č.)
- Department of Internal Medicine, Faculty of Medical Sciences, University of Kragujevac, 34000 Kragujevac, Serbia
| | - Ljiljana Novković
- Pulmonology Clinic, University Clinical Centre Kragujevac, 34000 Kragujevac, Serbia; (R.S.); (V.Ć.); (N.I.); (I.Č.)
- Department of Internal Medicine, Faculty of Medical Sciences, University of Kragujevac, 34000 Kragujevac, Serbia
| | - Mirjana Milojević-Ilić
- Pulmonology Clinic, University Clinical Centre Kragujevac, 34000 Kragujevac, Serbia; (R.S.); (V.Ć.); (N.I.); (I.Č.)
- Faculty of Medical Sciences, University of Kragujevac, 34000 Kragujevac, Serbia
| | - Marina Petrović
- Pulmonology Clinic, University Clinical Centre Kragujevac, 34000 Kragujevac, Serbia; (R.S.); (V.Ć.); (N.I.); (I.Č.)
- Department of Internal Medicine, Faculty of Medical Sciences, University of Kragujevac, 34000 Kragujevac, Serbia
| | - Nebojša Igrutinović
- Pulmonology Clinic, University Clinical Centre Kragujevac, 34000 Kragujevac, Serbia; (R.S.); (V.Ć.); (N.I.); (I.Č.)
- Department of Internal Medicine, Faculty of Medical Sciences, University of Kragujevac, 34000 Kragujevac, Serbia
| | - Marko Vuleta
- Department of Cardiology, Clinical Hospital Center Dr Dragisa Misovic, 11000 Beograd, Serbia
| | | | - Olivera Kostić
- Department of Pharmacy, Faculty of Medical Sciences, University of Kragujevac, 34000 Kragujevac, Serbia
- Center for Harm Reduction of Biological and Chemical Hazards, Faculty of Medical Sciences, University of Kragujevac, 34000 Kragujevac, Serbia
| | - Ivan Čekerevac
- Pulmonology Clinic, University Clinical Centre Kragujevac, 34000 Kragujevac, Serbia; (R.S.); (V.Ć.); (N.I.); (I.Č.)
- Department of Internal Medicine, Faculty of Medical Sciences, University of Kragujevac, 34000 Kragujevac, Serbia
- Center for Harm Reduction of Biological and Chemical Hazards, Faculty of Medical Sciences, University of Kragujevac, 34000 Kragujevac, Serbia
| |
Collapse
|
7
|
Vega-Jasso AL, Amezcua-Guerra LM, González-Pacheco H, Sandoval-Zárate J, González-Díaz CA, Escobar-Alvarado J, Manzano-Luna JD, Brianza-Padilla M. Adipokines and Inflammatory Markers in Acute Myocardial Infarction Patients with and without Obstructive Sleep Apnea: A Comparative Analysis. Int J Mol Sci 2023; 24:14674. [PMID: 37834123 PMCID: PMC10572714 DOI: 10.3390/ijms241914674] [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: 07/12/2023] [Revised: 09/25/2023] [Accepted: 09/26/2023] [Indexed: 10/15/2023] Open
Abstract
An association has been suggested between acute myocardial infarction (AMI) and obstructive sleep apnea (OSA). Considering the role of adipose-tissue-derived inflammatory mediators (adipokines) and the shared risk factor of obesity in OSA and AMI, this study aimed to investigate the involvement of adipokines in AMI patients with and without OSA. Serum levels of adipokines and inflammatory mediators were quantified, and home respiratory polygraphy was conducted. A total of 30 AMI patients and 25 controls were included. Patients with AMI exhibited elevated levels of resistin (7.4 vs. 3.7 ng/mL), interleukin-6 (8.8 vs. 1.3 pg/mL), and endothelin-1 (3.31 vs. 1.8 pg/mL). Remarkably, AMI patients with concomitant OSA exhibited higher levels of resistin (7.1 vs. 3.7 ng/mL), interleukin-6 (8.9 vs. 1.3 pg/mL), endothelin-1 (3.2 vs. 1.8 pg/mL), creatin kinase (1430 vs. 377 U/L), creatine kinase-MB (64.6 vs. 9.7 ng/mL), and troponin T (2298 vs. 356 pg/mL) than their non-OSA counterparts. Leptin showed a correlation with OSA severity markers. OSA was associated with greater cardiac damage in AMI patients. Our findings underscore that adipokines alone are not sufficient to discriminate the risk of AMI in the presence of OSA. Further research is necessary to determine the potential mechanisms contributing to exacerbated cardiac damage in patients with both conditions.
Collapse
Affiliation(s)
- Ana L. Vega-Jasso
- Master of Health Sciences, School of Medicine, Instituto Politécnico Nacional, Ciudad de México 07738, Mexico;
| | - Luis M. Amezcua-Guerra
- Department of Immunology, Instituto Nacional de Cardiología Ignacio Chávez, Ciudad de México 14080, Mexico; (L.M.A.-G.); (J.S.-Z.)
| | - Héctor González-Pacheco
- Coronary Care Unit, Instituto Nacional de Cardiología Ignacio Chávez, Ciudad de México 14080, Mexico;
| | - Julio Sandoval-Zárate
- Department of Immunology, Instituto Nacional de Cardiología Ignacio Chávez, Ciudad de México 14080, Mexico; (L.M.A.-G.); (J.S.-Z.)
| | - César A. González-Díaz
- Postgraduate Studies and Research Section, School of Medicine, Instituto Politécnico Nacional, Ciudad de México 07738, Mexico;
| | - Jennifer Escobar-Alvarado
- Sleep Laboratory, UNAM-INC Translational Research Unit, Instituto Nacional de Cardiología Ignacio Chávez, Ciudad de México 14080, Mexico;
| | - Jennifer D. Manzano-Luna
- Red MEDICI, Facultad de Estudios Superiores Iztacala, Universidad Nacional Autónoma de México, Tlalnepantla 54090, Mexico;
| | - Malinalli Brianza-Padilla
- Department of Immunology, Instituto Nacional de Cardiología Ignacio Chávez, Ciudad de México 14080, Mexico; (L.M.A.-G.); (J.S.-Z.)
| |
Collapse
|
8
|
Lee MS, Lee H. The risk of obstructive sleep apnea is highly correlated with depressive symptoms among the Korean adults population: results from the 2020 Korea National Health and Nutrition Examination Survey. BMC Psychiatry 2023; 23:467. [PMID: 37370095 DOI: 10.1186/s12888-023-04983-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Accepted: 06/22/2023] [Indexed: 06/29/2023] Open
Abstract
OBJECTIVES We aimed to examine the association between Obstructive Sleep Apnea (OSA) risk, health behaviors, and depressive symptoms in a representative Korean sample. METHODS Cross-sectional data from the 2020 Korea National Health and Nutrition Examination Survey (KNHANES) were analyzed. The sample included 4,352 adults aged 40 years and older. Multiple linear regression analysis was performed to examine the association between OSA risk, health behaviors, and depressive symptoms. RESULTS In total, 23.1% of the participants reported a high risk of OSA. Of the respondents, 39.8%, 19.0%, 27.2%, and 8.7% reported hypertension, snoring, tiredness, and observed apnea, respectively. The prevalence of moderate-severe depressive symptoms among adults with high-risk OSA was 7.5%. The significant associations between OSA risk and sex with PHQ-9 were shown in univariate linear regression. In the multiple linear regression analysis, the association between high risk of OSA and PHQ-9 showed in total (B = 1.58; P < 0.001), male (B = 1.21; P < 0.001), and female (B = 1.93; P < 0.001). CONCLUSIONS A high risk of OSA was associated with an increased prevalence of depressive symptoms. Monitoring the risk factors of depressive symptoms, including OSA, or unhealthy behaviors may decrease the mental health issues of middle-aged and older adults.
Collapse
Affiliation(s)
- Mi-Sun Lee
- Department of Preventive Medicine, College of Medicine, The Catholic University of Korea, Seoul, 06591, Korea
| | - Hooyeon Lee
- Department of Preventive Medicine, College of Medicine, The Catholic University of Korea, Seoul, 06591, Korea.
| |
Collapse
|
9
|
Balagny P, Vidal-Petiot E, Renuy A, Matta J, Frija-Masson J, Steg PG, Goldberg M, Zins M, d'Ortho MP, Wiernik E. Prevalence, treatment and determinants of obstructive sleep apnoea and its symptoms in a population-based French cohort. ERJ Open Res 2023; 9:00053-2023. [PMID: 37228279 PMCID: PMC10204811 DOI: 10.1183/23120541.00053-2023] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Accepted: 03/13/2023] [Indexed: 05/27/2023] Open
Abstract
Background Obstructive sleep apnoea (OSA) is associated with increased morbidity and mortality. Although the disorder has been well studied in selected high-risk populations, few data exist on its prevalence in the general population. We aimed to assess the prevalence and determinants of OSA in France. Methods Data from participants of the French population-based CONSTANCES cohort aged 18-69 years at inclusion and being treated for sleep apnoea or screened for OSA in 2017 using the Berlin Questionnaire were analysed. Weighted analyses were performed to provide recent and representative results in the general population. Results Among 20 151 participants, the prevalence of treated sleep apnoea was 3.5% (95% CI 3.0-3.9%). The prevalence of untreated subjects with a positive Berlin Questionnaire was 18.1% (95% CI 17.3-19.2%) for a total weighted prevalence of treated sleep apnoea or high risk of OSA of 20.9% (95% CI 20.0-21.9%). Regarding prevalence of OSA symptoms, it was 37.2% (95% CI 36.1-38.3%) for severe snoring and 14.6% (95% CI 13.8-15.5%) for hypersomnolence. In multivariable logistic regression analysis, male sex, age, previous cardiovascular events, smoking, low educational level, low physical activity and depressive symptoms were associated with having either treated sleep apnoea or a positive Berlin Questionnaire. Conclusion In this large French population-based cohort, one in five participants had a high likelihood of OSA, whereas only 3.5% were treated for the disorder, suggesting major underdiagnosis in the general population. OSA diagnosis should be considered more often in people with risk factors such as depressive symptoms as well as unhealthy behaviours and socioeconomic conditions.
Collapse
Affiliation(s)
- Pauline Balagny
- Université Paris Cité, UFR de Médecine, Paris, France
- Service de Physiologie Explorations Fonctionnelles, AP-HP, Hôpital Bichat, Paris, France
- Université Paris Cité, Population-based Cohorts Unit, INSERM, Paris Saclay University, Université de Versailles Saint-Quentin-en-Yvelines, UMS 011, Paris, France
| | - Emmanuelle Vidal-Petiot
- Université Paris Cité, UFR de Médecine, Paris, France
- Service de Physiologie Explorations Fonctionnelles, AP-HP, Hôpital Bichat, Paris, France
- INSERM U1148, Laboratory for Vascular Translational Science, Paris, France
| | - Adeline Renuy
- Université Paris Cité, Population-based Cohorts Unit, INSERM, Paris Saclay University, Université de Versailles Saint-Quentin-en-Yvelines, UMS 011, Paris, France
| | - Joane Matta
- Université Paris Cité, Population-based Cohorts Unit, INSERM, Paris Saclay University, Université de Versailles Saint-Quentin-en-Yvelines, UMS 011, Paris, France
| | - Justine Frija-Masson
- Université Paris Cité, UFR de Médecine, Paris, France
- Service de Physiologie Explorations Fonctionnelles, AP-HP, Hôpital Bichat, Paris, France
- INSERM U1148, Laboratory for Vascular Translational Science, Paris, France
| | - Philippe Gabriel Steg
- Université Paris Cité, UFR de Médecine, Paris, France
- INSERM U1148, Laboratory for Vascular Translational Science, Paris, France
- Département de Cardiologie, AP-HP, Hôpital Bichat, Paris, France
- Institut Universitaire de France, Paris, France
| | - Marcel Goldberg
- Université Paris Cité, Population-based Cohorts Unit, INSERM, Paris Saclay University, Université de Versailles Saint-Quentin-en-Yvelines, UMS 011, Paris, France
| | - Marie Zins
- Université Paris Cité, UFR de Médecine, Paris, France
- Université Paris Cité, Population-based Cohorts Unit, INSERM, Paris Saclay University, Université de Versailles Saint-Quentin-en-Yvelines, UMS 011, Paris, France
| | - Marie-Pia d'Ortho
- Université Paris Cité, UFR de Médecine, Paris, France
- Service de Physiologie Explorations Fonctionnelles, AP-HP, Hôpital Bichat, Paris, France
- INSERM U1141, NeuroDiderot, Paris, France
| | - Emmanuel Wiernik
- Université Paris Cité, Population-based Cohorts Unit, INSERM, Paris Saclay University, Université de Versailles Saint-Quentin-en-Yvelines, UMS 011, Paris, France
| |
Collapse
|
10
|
Xu C, Acevedo P, Wang L, Wang N, Ozuna K, Shafique S, Karithara A, Padilla V, Mao C, Xie X, Wang K. Sleep Apnea and Substance Use Disorders Associated with Co-Occurrence of Anxiety Disorder and Depression among U.S. Adults: Findings from the NSDUH 2008-2014. Brain Sci 2023; 13:brainsci13040661. [PMID: 37190626 DOI: 10.3390/brainsci13040661] [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: 03/19/2023] [Revised: 04/07/2023] [Accepted: 04/11/2023] [Indexed: 05/17/2023] Open
Abstract
Few studies have focused on sleep apnea and substance use disorders with co-occurrence of anxiety disorder and depression. This study included a total of 270,227 adults, 9268 with co-occurrence of anxiety disorder and depression in the past year, from the combined 2008-2014 National Survey on Drug Use and Health (NSDUH) data, which are the latest datasets with measures of anxiety disorder and sleep apnea. Weighted multinomial logistic regression analyses were used to estimate the associations between anxiety disorder and depression and their co-occurrence. Comorbidity was highly prevalent: 40.4% of those with depression also met the criteria for anxiety disorder, whereas 51.8% of those with anxiety disorder also met the criteria for depression. The prevalences of anxiety only and co-occurrence increased from 2008 to 2014. The prevalences of anxiety disorder only, depression only, and co-occurrence of anxiety disorder and depression in individuals with sleep apnea were 4.4%, 12.9%, and 12.2%, respectively, and the prevalences in substance use disorders were 6.4%, 9.4%, and 10.7%, respectively. The results showed that sleep apnea, substance use disorders, and nicotine dependence were significantly associated with increased odds of anxiety disorder, depression, and co-occurrence (all p values < 0.0001). Furthermore, several chronic diseases (asthma, bronchitis, hypertension, and heart disease) were associated with the co-occurrence of anxiety disorder and depression. These findings suggest clinicians and other healthcare providers consider screening for depression and anxiety with sleep apnea and substance use disorders for improved therapeutic outcomes.
Collapse
Affiliation(s)
- Chun Xu
- Department of Health and Biomedical Sciences, College of Health Professions, University of Texas Rio Grande Valley, Brownsville, TX 78520, USA
| | - Priscila Acevedo
- School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Liang Wang
- Department of Public Health, Robbins College of Health and Human Sciences, Baylor University, Waco, TX 76798, USA
| | - Nianyang Wang
- Department of Health Policy and Management, School of Public Health, University of Maryland, College Park, MD 20742, USA
| | - Kaysie Ozuna
- Department of Health and Biomedical Sciences, College of Health Professions, University of Texas Rio Grande Valley, Brownsville, TX 78520, USA
| | - Saima Shafique
- School of Nursing, Health Sciences Center, West Virginia University, Morgantown, WV 26506, USA
| | - Annu Karithara
- Department of Health and Biomedical Sciences, College of Health Professions, University of Texas Rio Grande Valley, Brownsville, TX 78520, USA
| | - Victoria Padilla
- Department of Health and Biomedical Sciences, College of Health Professions, University of Texas Rio Grande Valley, Brownsville, TX 78520, USA
| | - Chunxiang Mao
- Department of Health and Biomedical Sciences, College of Health Professions, University of Texas Rio Grande Valley, Brownsville, TX 78520, USA
| | - Xin Xie
- Department of Economics and Finance, College of Business and Technology, East Tennessee State University, Johnson City, TN 37614, USA
| | - Kesheng Wang
- School of Nursing, Health Sciences Center, West Virginia University, Morgantown, WV 26506, USA
| |
Collapse
|
11
|
Zheng M, Duan X, Zhou H, Sun W, Sun G, Chen J, Wu X, Rong S, Huang J, Zhao W, Deng H, Liu X. Association between glycolipids and risk of obstructive sleep apnea: A population-based study. Front Nutr 2023; 10:974801. [PMID: 37006942 PMCID: PMC10060897 DOI: 10.3389/fnut.2023.974801] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Accepted: 02/28/2023] [Indexed: 03/18/2023] Open
Abstract
BackgroundThis study aimed to investigate the associations between multiple glycolipid biomarkers and the risk of obstructive sleep apnea (OSA).MethodsParticipants (10,286) aged from 35 to 74 years old were included in this cross-sectional study from the baseline survey of the Guangzhou Heart Study. OSA was ascertained using both Berlin Questionnaire and STOP-BANG Questionnaire. Fasting blood samples were collected from each participant; fasting blood glucose (FBG) and serum concentrations of high-density lipoprotein cholesterol (HDL-CH), low-density lipoprotein cholesterol (LDL-CH), total cholesterol (TC), and triglyceride (TG) were determined. Odds ratio (OR) with 95% confidence interval (CI) was calculated using the multivariate logistic regression model after adjustment for covariates.ResultsOf the participants included, 15.56% were categorized into the pre-OSA group, and 8.22% into the OSA group. When comparing the highest with the lowest quartiles, HDL-HC was associated with a 22% (OR: 0.78, 95% CI: 0.65–0.94) and 41% (OR: 0.59, 95% CI: 0.45–0.78) reduced risk of pre-OSA and OSA, triglyceride was associated with a 32% (OR 1.32, 95% CI 1.08–1.60) and a 56% (OR 1.56, 95% CI 1.18–2.07) increased risk of pre-OSA and OSA, and FBG was associated with a 1.37-fold (95% CI 1.13–1.67) risk of pre-OSA and 1.38-fold (95% CI 1.03–1.85) risk of OSA. A significant exposure-response trend was observed for HDL-HC, TG, and FBG with both OSA and Pre-OSA (all p < 0.05). No significant association of LDL-CH and TC with the risk of both pre-OSA and OSA was observed.ConclusionThe findings suggest that serum HDL-CH was inversely associated with OSA risk, while elevated serum TG and FBG could increase the risk of OSA. Healthy glycolipid metabolism warrants more attention in the field of OSA prevention.
Collapse
Affiliation(s)
- Murui Zheng
- Department of Community Health, Guangzhou Center for Disease Control and Prevention, Guangzhou, China
| | - Xueru Duan
- Department of Epidemiology, School of Public Health, Sun Yat-sen University, Guangzhou, China
- School of Public Health, Guangdong Pharmaceutical University, Guangzhou, China
| | - Huanning Zhou
- Guangzhou Yuexiu District Center for Disease Control and Prevention, Guangzhou, China
| | - Weidi Sun
- School of Public Health and Women’s Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Guoqiang Sun
- Baiyun Street Community Health Service Center, Guangzhou, China
| | - Jianying Chen
- Baiyun Street Community Health Service Center, Guangzhou, China
| | - Xiuyi Wu
- Nancun Town Community Health Service Center, Guangzhou, China
| | - Sijing Rong
- Guangzhou Haizhu District Center for Disease Control and Prevention, Guangzhou, China
| | - Jun Huang
- Department of Geriatrics, Guangdong Provincial People’s Hospital, Institute of Geriatrics, Guangdong Academy of Medical Science, Guangzhou, China
| | - Wengjing Zhao
- School of Public Health and Emergency Management, Southern University of Science and Technology, Shenzhen, China
- Wengjing Zhao,
| | - Hai Deng
- Department of Cardiology, Guangdong Provincial People’s Hospital, Guangdong Cardiovascular Institute, Guangdong Academy of Medical Science, Guangzhou, China
- *Correspondence: Hai Deng,
| | - Xudong Liu
- School of Public Health, Guangdong Pharmaceutical University, Guangzhou, China
- Xudong Liu,
| |
Collapse
|
12
|
Brown RB. Hypertension, Anxiety and Obstructive Sleep Apnea in Cardiovascular Disease and COVID-19: Mediation by Dietary Salt. Diseases 2022; 10:diseases10040089. [PMID: 36278588 PMCID: PMC9590013 DOI: 10.3390/diseases10040089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Revised: 10/07/2022] [Accepted: 10/14/2022] [Indexed: 12/02/2022] Open
Abstract
This perspective paper used a grounded theory method to synthesize evidence proposing that sodium toxicity from excessive dietary salt intake is a potential common pathophysiological mechanism that mediates the association of hypertension, obstructive sleep apnea, and anxiety with cardiovascular disease and COVID-19. Increased anxiety in these conditions may be linked to a high-salt diet through stimulation of the sympathetic nervous system, which increases blood pressure while releasing catecholamines, causing a "fight or flight" response. A rostral shift of fluid overload from the lower to the upper body occurs in obstructive sleep apnea associated with COVID-19 and cardiovascular disease, and may be related to sodium and fluid retention triggered by hypertonic dehydration. Chronic activation of the renin-angiotensin-aldosterone system responds to salt-induced dehydration by increasing reabsorption of sodium and fluid, potentially exacerbating fluid overload. Anxiety may also be related to angiotensin II that stimulates the sympathetic nervous system to release catecholamines. More research is needed to investigate these proposed interrelated mechanisms mediated by dietary salt. Furthermore, dietary interventions should use a whole-food plant-based diet that eliminates foods processed with salt to test the effect of very low sodium intake levels on hypertension, anxiety, and obstructive sleep apnea in cardiovascular disease and COVID-19.
Collapse
Affiliation(s)
- Ronald B Brown
- School of Public Health Sciences, University of Waterloo, Waterloo, ON N2L 3G1, Canada
| |
Collapse
|
13
|
Hu P, Zheng M, Duan X, Zhou H, Huang J, Lao L, Zhao Y, Li Y, Xue M, Zhao W, Deng H, Liu X. Association of healthy lifestyles on the risk of hypertension, type 2 diabetes mellitus, and their comorbidity among subjects with dyslipidemia. Front Nutr 2022; 9:1006379. [PMID: 36225875 PMCID: PMC9550234 DOI: 10.3389/fnut.2022.1006379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 09/09/2022] [Indexed: 11/13/2022] Open
Abstract
Background Adherence to a healthy lifestyle could reduce the risk of hypertension and diabetes in general populations; however, whether the associations exist in subjects with dyslipidemia remains unclear. This study aimed to investigate the integrated effect of lifestyle factors on the risk of hypertension, type 2 diabetes mellitus (T2DM), and their comorbidity among subjects with dyslipidemia. Methods In total of 9,339 subjects with dyslipidemia were recruited from the baseline survey of the Guangzhou Heart Study. A questionnaire survey and medical examination were performed. The healthy lifestyle score (HLS) was derived from five factors: smoking, alcohol drinking, diet, body mass index, and leisure-time physical activity. Odds ratios (ORs) with 95% confidence interval (95% CI) were calculated by using the logistic regression model and the multinomial logistic regression after adjusting for confounders. Results The prevalence of hypertension, T2DM, and their comorbidity was 47.65, 16.02, and 10.10%, respectively. Subjects with a higher HLS were associated with a lower risk of hypertension, T2DM, and their comorbidity. In comparison to the subjects with 0–2 HLS, the adjusted ORs for subjects with five HLS was 0.48 (95% CI: 0.40–0.57) and 0.67 (95% CI: 0.54–0.84) for hypertension and T2DM. Compared with subjects with 0-2 HLS and neither hypertension nor T2DM, those with five HLS had a lower risk of suffering from only one disease (OR: 0.48, 95% CI: 0.40–0.57) and their comorbidity (OR: 0.35, 95% CI: 0.26–0.47). Conclusions The results suggest that the more kinds of healthy lifestyle, the lower the risk of hypertension, T2DM, and their comorbidity among subjects with dyslipidemia. Preventive strategies incorporating lifestyle factors may provide a more feasible approach for the prevention of main chronic diseases.
Collapse
Affiliation(s)
- Peng Hu
- School of Public Health, Guangdong Pharmaceutical University, Guangzhou, China
- Department of Epidemiology, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Murui Zheng
- Department of Community Health, Guangzhou Center for Disease Control and Prevention, Guangzhou, China
| | - Xueru Duan
- Department of Epidemiology, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Huanning Zhou
- Department of Chronic Disease, Guangzhou Yuexiu District Center for Disease Control and Prevention, Guangzhou, China
| | - Jun Huang
- Department of Geriatrics, Institute of Geriatrics, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Science, Guangzhou, China
| | - Lixian Lao
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Science, Guangzhou, China
| | - Yue Zhao
- Department of Epidemiology, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Yi Li
- Department of Epidemiology, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Meng Xue
- Department of Epidemiology, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Wenjing Zhao
- School of Public Health and Emergency Management, Southern University of Science and Technology, Shenzhen, China
- *Correspondence: Wenjing Zhao
| | - Hai Deng
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Science, Guangzhou, China
- Hai Deng
| | - Xudong Liu
- School of Public Health, Guangdong Pharmaceutical University, Guangzhou, China
- Xudong Liu
| |
Collapse
|