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Liu S, Wei Z, Carr DF, Moraros J. Deciphering the genetic interplay between depression and dysmenorrhea: a Mendelian randomization study. Brief Bioinform 2024; 26:bbae589. [PMID: 39592111 PMCID: PMC11596086 DOI: 10.1093/bib/bbae589] [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: 06/06/2024] [Revised: 09/19/2024] [Accepted: 11/02/2024] [Indexed: 11/28/2024] Open
Abstract
BACKGROUND This study aims to explore the link between depression and dysmenorrhea by using an integrated and innovative approach that combines genomic, transcriptomic, and protein interaction data/information from various resources. METHODS A two-sample, bidirectional, and multivariate Mendelian randomization (MR) approach was applied to determine causality between dysmenorrhea and depression. Genome-wide association study (GWAS) data were used to identify genetic variants associated with both dysmenorrhea and depression, followed by colocalization analysis of shared genetic influences. Expression quantitative trait locus (eQTL) data were analyzed from public databases to pinpoint target genes in relevant tissues. Additionally, a protein-protein interaction (PPI) network was constructed using the STRING database to analyze interactions among identified proteins. RESULTS MR analysis confirmed a significant causal effect of depression on dysmenorrhea ['odds ratio' (95% confidence interval) = 1.51 (1.19, 1.91), P = 7.26 × 10-4]. Conversely, no evidence was found to support a causal effect of dysmenorrhea on depression (P = .74). Genetic analysis, using GWAS and eQTL data, identified single-nucleotide polymorphisms in several genes, including GRK4, TRAIP, and RNF123, indicating that depression may impact reproductive function through these genetic pathways, with a detailed picture presented by way of analysis in the PPI network. Colocalization analysis highlighted rs34341246(RBMS3) as a potential shared causal variant. CONCLUSIONS This study suggests that depression significantly affects dysmenorrhea and identifies key genes and proteins involved in this interaction. The findings underline the need for integrated clinical and public health approaches that screen for depression among women presenting with dysmenorrhea and suggest new targeted preventive strategies.
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Affiliation(s)
- Shuhe Liu
- Department of Biological Sciences, School of Science, Xi’an Jiaotong-Liverpool University, 111 Ren’ai Road, Suzhou Industrial Park, Suzhou, Jiangsu 215123, China
- Suzhou Municipal Key Laboratory of AI4Health, 111 Ren’ai Road, Suzhou Industrial Park, Suzhou, Jiangsu 215123, China
- Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Crown Street, L7 8TX Liverpool, United Kingdom
| | - Zhen Wei
- Department of Biological Sciences, School of Science, Xi’an Jiaotong-Liverpool University, 111 Ren’ai Road, Suzhou Industrial Park, Suzhou, Jiangsu 215123, China
- Suzhou Municipal Key Laboratory of AI4Health, 111 Ren’ai Road, Suzhou Industrial Park, Suzhou, Jiangsu 215123, China
- Institute of Life Course and Medical Sciences, University of Liverpool, 6 West Derby Street, L7 8TX Liverpool, United Kingdom
| | - Daniel F Carr
- Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Crown Street, L7 8TX Liverpool, United Kingdom
- Department of Pharmacology and Therapeutics, University of Liverpool, Liverpool, Crown Street, L7 8TX Liverpool, United Kingdom
| | - John Moraros
- Department of Biological Sciences, School of Science, Xi’an Jiaotong-Liverpool University, 111 Ren’ai Road, Suzhou Industrial Park, Suzhou, Jiangsu 215123, China
- Suzhou Municipal Key Laboratory of AI4Health, 111 Ren’ai Road, Suzhou Industrial Park, Suzhou, Jiangsu 215123, China
- Institute of Population Health, University of Liverpool, Brownlow Street, L69 3GF Liverpool, United Kingdom
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Ishikura IA, da Silva Vallim JR, Fernandes GL, Moysés-Oliveira M, Hachul H, Tufik S, Andersen ML. Altered sleep and diurnal consequences in women with dysmenorrhea: study from the EPISONO database. Arch Gynecol Obstet 2024; 310:1659-1667. [PMID: 39101962 DOI: 10.1007/s00404-024-07668-y] [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: 03/11/2024] [Accepted: 07/22/2024] [Indexed: 08/06/2024]
Abstract
PURPOSE Our study aimed to identify alterations in sleep, inflammatory mediators, fatigue and quality of life in women with dysmenorrhea and compare them to women without dysmenorrhea. METHODS The sample comprised 328 women from a Brazilian cross-sectional sleep study, EPISONO (2007), who had undergone 1-night polysomnography (PSG) type I and completed questionnaires related to sleep quality, daytime sleepiness, insomnia, fatigue, anxiety, depression, and quality of life. Blood samples were used to assess levels of interleukin 6 (IL-6), tumor necrosis factor-alpha (TNF-alpha), and C-reactive protein (CRP). The 2 groups were distributed based on the presence or absence of dysmenorrhea symptoms. RESULTS Sleep efficiency was significantly lower in the group of women with dysmenorrhea (82.5% ± 13.8) compared to the non-dysmenorrhea group (86.2% ± 10.9). Dysmenorrhea was associated with significantly higher scores of fatigue and worse scores in the physical quality of life. No statistical differences were detected in inflammatory markers between the 2 groups. DISCUSSION Fatigue and physical quality of life were presented in women with dysmenorrhea, as was reduced sleep efficiency, although no alteration on inflammatory markers were observed. CONCLUSION These findings show that dysmenorrhea can have a deleterious effect on women's sleep, with repercussions on daily routines and quality of life.
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Affiliation(s)
- Isabela A Ishikura
- Departamento de Psicobiologia, Universidade Federal de São Paulo (UNIFESP), Napoleão de Barros, 925 Vila Clementino, São Paulo, SP, 04024-002, Brazil
| | - Julia Ribeiro da Silva Vallim
- Departamento de Psicobiologia, Universidade Federal de São Paulo (UNIFESP), Napoleão de Barros, 925 Vila Clementino, São Paulo, SP, 04024-002, Brazil
| | - Guilherme Luiz Fernandes
- Departamento de Psicobiologia, Universidade Federal de São Paulo (UNIFESP), Napoleão de Barros, 925 Vila Clementino, São Paulo, SP, 04024-002, Brazil
| | | | - Helena Hachul
- Departamento de Psicobiologia, Universidade Federal de São Paulo (UNIFESP), Napoleão de Barros, 925 Vila Clementino, São Paulo, SP, 04024-002, Brazil
- Sleep Institute, São Paulo, SP, Brazil
- Departamento de Ginecologia, Universidade Federal de São Paulo (UNIFESP), Napoleão de Barros, 925 Vila Clementino, São Paulo, SP, 04024-002, Brazil
| | - Sergio Tufik
- Departamento de Psicobiologia, Universidade Federal de São Paulo (UNIFESP), Napoleão de Barros, 925 Vila Clementino, São Paulo, SP, 04024-002, Brazil
- Sleep Institute, São Paulo, SP, Brazil
| | - Monica L Andersen
- Departamento de Psicobiologia, Universidade Federal de São Paulo (UNIFESP), Napoleão de Barros, 925 Vila Clementino, São Paulo, SP, 04024-002, Brazil.
- Sleep Institute, São Paulo, SP, Brazil.
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Güzeldere HKB, Efendioğlu EH, Mutlu S, Esen HN, Karaca GN, Çağırdar B. The relationship between dietary habits and menstruation problems in women: a cross-sectional study. BMC Womens Health 2024; 24:397. [PMID: 38997663 PMCID: PMC11241871 DOI: 10.1186/s12905-024-03235-4] [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: 01/13/2024] [Accepted: 06/27/2024] [Indexed: 07/14/2024] Open
Abstract
BACKGROUND Nutrition is important to the management and relief of the symptoms in menstrual disorders. This study aims to investigate the relationship between menstrual disorders and specific foods and nutrient intake in women. METHODS Five-hundred-nine menstruating women participated in the study. The questionnaire form was created by the researchers via Google Forms and distributed in online applications (WhatsApp, Instagram etc.). The questionnaire consists of 5 sections, including demographic data, declared anthropometric measurements (height (m or cm), weight (g or kg)), questions about eating habits, menstruation status, and 24-hour food consumption. Statistical analysis was made with SPSS 23; nutrient analysis of food consumption was made using BeBiS 9.0. RESULTS It was found that the body mass index (BMI) of healthy participants was higher than women with menstrual disorders. Women with menstrual disorders have lower intake of protein, vitamin K, vitamin B3, vitamin B5 and sodium compared with healthy women. All participants have a higher intake of vitamin B3, sodium, phosphorus, and manganese, and have a lower intake of other nutrients compared with the national adequate intake. CONCLUSION Our findings showed that women with menstrual disorders consume more high-sugar food/beverages and have inadequate nutrients intake.
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Affiliation(s)
- Hatice Kübra Barcın Güzeldere
- Faculty of Health Science, Department of Nutrition and Dietetics, Istanbul Medeniyet University, Şehit Hakan Kurban Street, Kartal/Istanbul, 34682, Turkey.
- School of Health Science, Department of Environmental and Life Science, University of Southampton, Southampton, UK.
| | - Emine Hilal Efendioğlu
- Faculty of Health Science, Department of Nutrition and Dietetics, Istanbul Medeniyet University, Şehit Hakan Kurban Street, Kartal/Istanbul, 34682, Turkey
| | - Sümeyye Mutlu
- Faculty of Health Science, Department of Nutrition and Dietetics, Istanbul Medeniyet University, Şehit Hakan Kurban Street, Kartal/Istanbul, 34682, Turkey
| | - Havva Nur Esen
- Faculty of Health Science, Department of Nutrition and Dietetics, Istanbul Medeniyet University, Şehit Hakan Kurban Street, Kartal/Istanbul, 34682, Turkey
| | - Gamze Nur Karaca
- Faculty of Health Science, Department of Nutrition and Dietetics, Istanbul Medeniyet University, Şehit Hakan Kurban Street, Kartal/Istanbul, 34682, Turkey
| | - Beyzanur Çağırdar
- Faculty of Health Science, Department of Nutrition and Dietetics, Istanbul Medeniyet University, Şehit Hakan Kurban Street, Kartal/Istanbul, 34682, Turkey
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Ishikura IA, Hachul H, Tufik S, Andersen ML. Dysmenorrhea and Sleep: A Review. Sleep Med Clin 2023; 18:449-461. [PMID: 38501517 DOI: 10.1016/j.jsmc.2023.06.006] [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] [Indexed: 03/20/2024]
Abstract
This review encompasses the clinical features and relevance to investigate sleep in women with dysmenorrhea. Dysmenorrhea is a prevalent gynecologic dysfunction that affects the social and professional lives of women. It can occur at every menstrual cycle, depending on the cause and psychologic factors. Studies have reported poor sleep and insomnia symptoms in dysmenorrhea condition, which may intensify the dysmenorrhea manifestation and interfere negatively to its treatment. There is an urgent need to identify the main cause of this dysfunction and provide efficient treatments to minimize the detrimental effects of dysmenorrhea in quality of life of these women.
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Affiliation(s)
- Isabela A Ishikura
- Departamento de Psicobiologia, Universidade Federal de São Paulo (UNIFESP), Rua Botucatu, 862 - Vila Clementino - 04023062 - São Paulo - SP - Brazil
| | - Helena Hachul
- Departamento de Ginecologia, Universidade Federal de São Paulo (UNIFESP), Rua Botucatu, n° 740 - Vila Clementino - 04023-062 - São Paulo - SP - Brazil
| | - Sergio Tufik
- Departamento de Psicobiologia, Universidade Federal de São Paulo (UNIFESP), Rua Botucatu, 862 - Vila Clementino - 04023062 - São Paulo - SP - Brazil
| | - Monica L Andersen
- Departamento de Psicobiologia, Universidade Federal de São Paulo (UNIFESP), Rua Botucatu, 862 - Vila Clementino - 04023062 - São Paulo - SP - Brazil.
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Rogers SK, Ahamadeen N, Chen CX, Mosher CE, Stewart JC, Rand KL. Dysmenorrhea and psychological distress: a meta-analysis. Arch Womens Ment Health 2023; 26:719-735. [PMID: 37632569 DOI: 10.1007/s00737-023-01365-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Accepted: 08/14/2023] [Indexed: 08/28/2023]
Abstract
Dysmenorrhea is characterized by pelvic pain associated with menstruation. Similar to people with other pain conditions, females who experience dysmenorrhea report increased psychological distress. However, the pooled magnitude of this association has not been quantified across studies. Accordingly, this meta-analytic review quantifies the magnitude of the associations between dysmenorrhea severity and psychological distress. We conducted a systematic search of the literature using PsycINFO, PubMed, CINHAL, Embase, and Web of Science. Analyzed studies provided observational data on dysmenorrhea severity and anxiety symptoms, depressive symptoms, and/or global psychological distress. A total of 44 studies were included, and three random-effects meta-analyses were conducted, with average pooled effect sizes calculated using Person's r. We found significant, positive associations between measures of dysmenorrhea severity and measures of depressive symptoms (r = 0.216), anxiety symptoms (r = 0.207), and global psychological distress (r = 0.311). Our review suggests that females with greater dysmenorrhea severity experience greater psychological distress. Future directions include defining a clinically meaningful dysmenorrhea severity threshold, understanding the mechanisms and directionality underlying the dysmenorrhea-psychological distress relationship, and designing and testing interventions to jointly address dysmenorrhea and psychological distress.
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Affiliation(s)
- Sarah K Rogers
- School of Science, Department of Psychology, Indiana University-Purdue University Indianapolis, 402 N. Blackford St., LD 113A, Indianapolis, IN, 46202, USA.
| | - Naheeda Ahamadeen
- School of Science, Department of Psychology, Indiana University-Purdue University Indianapolis, 402 N. Blackford St., LD 113A, Indianapolis, IN, 46202, USA
| | - Chen X Chen
- School of Nursing, Indiana University, Indianapolis, IN, USA
| | - Catherine E Mosher
- School of Science, Department of Psychology, Indiana University-Purdue University Indianapolis, 402 N. Blackford St., LD 113A, Indianapolis, IN, 46202, USA
| | - Jesse C Stewart
- School of Science, Department of Psychology, Indiana University-Purdue University Indianapolis, 402 N. Blackford St., LD 113A, Indianapolis, IN, 46202, USA
| | - Kevin L Rand
- School of Science, Department of Psychology, Indiana University-Purdue University Indianapolis, 402 N. Blackford St., LD 113A, Indianapolis, IN, 46202, USA
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Jeon B, Baek J. Menstrual disturbances and its association with sleep disturbances: a systematic review. BMC Womens Health 2023; 23:470. [PMID: 37658359 PMCID: PMC10474748 DOI: 10.1186/s12905-023-02629-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 08/30/2023] [Indexed: 09/03/2023] Open
Abstract
BACKGROUND Menstrual disturbances harm women's health, and general well-being. As growing evidence highlights the relationship between sleep and menstrual disturbances, it is imperative to comprehensively examine the association between sleep and menstrual disturbance considering the multiple dimensions of sleep. This systematic review aims to identify the association between sleep and menstrual disturbances by evaluating using Buysse's sleep health framework. METHODS A comprehensive search of the literature was conducted in PubMed, EMBASE, psychINFO, and CINAHL to identify publications describing any types of menstrual disturbances, and their associations with sleep published between January 1, 1988 to June 2, 2022. Quality assessment was conducted using the Joanna Briggs Institute Critical Appraisal Checklist for Analytical Cross-Sectional Studies. The findings were iteratively evaluated menstrual disturbances and their association with sleep using Buysse's sleep health framework. This framework understands sleep as multidimensional concept and provides a holistic framing of sleep including Satisfaction, Alertness during waking hours, Timing of sleep, Efficiency, and Sleep duration. Menstrual disturbances were grouped into three categories: premenstrual syndrome, dysmenorrhea, and abnormal menstrual cycle/heavy bleeding during periods. RESULTS Thirty-five studies were reviewed to examine the association between sleep and menstrual disturbances. Premenstrual syndrome and dysmenorrhea were associated with sleep disturbances in sleep health domains of Satisfaction (e.g., poor sleep quality), Alertness during waking hours (e.g., daytime sleepiness), Efficiency (e.g., difficulty initiating/maintaining sleep), and Duration (e.g., short sleep duration). Abnormal menstrual cycle and heavy bleeding during the period were related to Satisfaction, Efficiency, and Duration. There were no studies which investigated the timing of sleep. CONCLUSIONS/IMPLICATIONS Sleep disturbances within most dimensions of the sleep health framework negatively impact on menstrual disturbances. Future research should longitudinally examine the effects of sleep disturbances in all dimensions of sleep health with the additional objective sleep measure on menstrual disturbances. This review gives insight in that it can be recommended to provide interventions for improving sleep disturbances in women with menstrual disturbance.
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Affiliation(s)
- Bomin Jeon
- College of Nursing, University of Iowa, Iowa city, USA
| | - Jihyun Baek
- College of Nursing, Research Institute of Nursing Science, Jeonbuk National University, 567 Baekje-daero, Deokjin-gu, Jeonju-si, Jeollabuk-do, 54896, Republic of Korea.
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Han K, Lim NK, Choi H, Song BM, Park HY. Weight Changes and Unhealthy Weight Control Behaviors Are Associated With Dysmenorrhea in Young Women. J Korean Med Sci 2023; 38:e136. [PMID: 37158772 PMCID: PMC10166698 DOI: 10.3346/jkms.2023.38.e136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 01/18/2023] [Indexed: 05/10/2023] Open
Abstract
BACKGROUND This study aimed to evaluate the prevalence of dysmenorrhea and to investigate the effect of weight changes or unhealthy weight control behaviors on dysmenorrhea in young Korean women. METHODS We used large-scale data of women, aged 14 to 44 years, who participated in the Korean Study of Women's Health-Related Issues. Dysmenorrhea was measured using a visual analog scale and was categorized as none, mild, moderate, and severe according to the severity. Weight changes and unhealthy weight control behaviors (any of the behaviors, fasting/meal skipping, drugs, the use of unapproved dietary supplements, and one-food diets) over the past year were self-reported. We used multinomial logistic regression to investigate the association between weight changes or unhealthy weight control behaviors and dysmenorrhea. RESULTS Of the 5,829 young women participating in the study, 5,245 (90.0%) participants experienced dysmenorrhea [2,184 (37.5%) had moderate and 1,358 (23.3%) had severe]. After adjusting for confounders, the odds ratios for moderate and severe dysmenorrhea in participants with weight changes ≥ 3 kg (vs. < 3 kg) were 1.19 (95% confidence interval: 1.05-1.35) and 1.25 (95% confidence interval: 1.08-1.45), respectively. The odds ratios in participants with any unhealthy weight control behaviors were 1.22 (95% confidence interval: 1.04-1.42) and 1.41 (95% confidence interval: 1.19-1.67) for those with moderate and severe dysmenorrhea, respectively. CONCLUSION Weight changes (≥ 3 kg) or unhealthy weight control behaviors are common among young women, which may adversely affect dysmenorrhea. Therefore, attention needs to be paid to excessive weight changes and unhealthy weight control behaviors to improve dysmenorrhea in young women.
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Affiliation(s)
- Kyunghee Han
- Division of Population Health Research, Department of Precision Medicine, Korea National Institute of Health, Korea Disease Control and Prevention Agency, Cheongju, Korea
| | - Nam-Kyoo Lim
- Division of Population Health Research, Department of Precision Medicine, Korea National Institute of Health, Korea Disease Control and Prevention Agency, Cheongju, Korea
| | - Hansol Choi
- Division of Population Health Research, Department of Precision Medicine, Korea National Institute of Health, Korea Disease Control and Prevention Agency, Cheongju, Korea
| | - Bo Mi Song
- Division of Population Health Research, Department of Precision Medicine, Korea National Institute of Health, Korea Disease Control and Prevention Agency, Cheongju, Korea
| | - Hyun-Young Park
- Department of Precision Medicine, Korea National Institute of Health, Korea Disease Control and Prevention Agency, Cheongju, Korea.
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Xu Y, Wen H, Li J, Yang J, Luo K, Chang L. The relationship between sleep disorders, anxiety, depression, and cognitive function with restless legs syndrome (RLS) in the elderly. Sleep Breath 2021; 26:1309-1318. [PMID: 34436711 DOI: 10.1007/s11325-021-02477-y] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 08/01/2021] [Accepted: 08/11/2021] [Indexed: 02/07/2023]
Abstract
OBJECTIVES Restless legs syndrome (RLS) has a significant effect on sleep and quality of life. Delays in diagnosis and treatment are frequent due to a lack of awareness. In this study, a clinical analysis was performed to examine the relationship between sleep, mood, and cognitive function in RLS. METHODS According to the Pittsburgh Sleep Quality Index score (PSQI), patients with RLS were divided into a sleep disorders group (SD, PSQI > 7) and non-sleep disorders group (NSD, PSQI ≤ 7). Healthy controls were selected as a control group matched for age, cultural background, and marital status. We compared differences between the three groups using the Hamilton Anxiety Scale (HAMA), Hamilton Depression (HAMD), Mini-Mental State Examination (MMSE), and Montreal Cognitive Assessment (MoCA). The SD and NSD groups were also assessed with the Restless Leg Syndrome Rating Scale (RLSRS) and the severity of RLS between the two groups was compared. The analysis used t-test, ANOVA, and Pearson correlation. RESULTS (1) Among the 54 RLS patients, 30 people in the control group, 35 patients with sleep disorders (SD, 65%), and 19 patients without sleep disorders (NSD, 35%), there were no significant differences in age, educational level, marital status, or trauma history. (2) The comparison results of the case group (SD and NSD) and the control group showed highly significant differences (P < 0.01) in the PSQI-HAMA-HAMD score but no significant differences between the NSD group, the SD group, and the control group in MMSE score. There was no difference between the NSD group and the control group in the MoCA, but a significant difference (P < 0.05) between the SD group and the control group was found. (3) The comparison between the NSD and the SD groups revealed significant differences in the RLSRS, HAMA, and HAMD scores (P < 0.05), but there were no statistical differences (P > 0.05) between two groups on MMSE and MoCA score. (4) Correlation and regression showed that there was a linear correlation between PSQI scores and RLSRS and HAMD scores in patients with RLS (P < 0.05). The regression equation was PSQI = - 2.393 + 0.494 RLSRS + 0.170 HAMD. CONCLUSIONS RLS patients were prone to sleep disorders, anxiety, and depression. Sleep disorders increased with the severity of the RLS and had some influence on the patient's cognitive function. Sleep disorders were closely related to RLSRS and HAMD.
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Affiliation(s)
- Yuan Xu
- Department of Neurology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, People's Republic of China.,Comprehensive Stroke Center, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, People's Republic of China
| | - Hongbin Wen
- Department of Neurology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, People's Republic of China.,Comprehensive Stroke Center, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, People's Republic of China
| | - Jie Li
- Department of Neurology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, People's Republic of China.,Comprehensive Stroke Center, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, People's Republic of China
| | - Jing Yang
- Department of Neurology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, People's Republic of China
| | - Kai Luo
- School of Food Science and Technology & School of Chemical Engineering, Hubei University of Arts and Science, Xiangyang, 441053, People's Republic of China.
| | - Liying Chang
- Department of Neurology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, People's Republic of China.,Comprehensive Stroke Center, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, People's Republic of China
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