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Mistry S, Daoud A, Magrey MN, Pamuk ON. The frequency of fibromyalgia in patients with systemic lupus erythematosus and associated factors: a systematic review and meta-analysis. Clin Rheumatol 2024:10.1007/s10067-024-07188-9. [PMID: 39424681 DOI: 10.1007/s10067-024-07188-9] [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: 07/10/2024] [Revised: 10/06/2024] [Accepted: 10/11/2024] [Indexed: 10/21/2024]
Abstract
Fibromyalgia (FM) in systemic lupus erythematosus (SLE) patients contributes to increased fatigue, anxiety, depression, and mental exhaustion. This study's objective is to systematically review the literature and to determine the frequency of FM in patients with SLE and its associated factors. A literature review was conducted to assess the prevalence of FM in SLE patients and to identify FM-associated factors. This involved searching the PubMed and Cochrane Library databases from 1959 to 2023. Cohorts, case-control, and population-based studies were included, while those not focusing on FM rates in SLE patients were excluded. Data on FM-associated factors and FM frequency in control or connective tissue disease (CTD) groups were obtained if available. Secondary analyses compared FM frequencies in SLE and other groups (healthy controls or CTD groups). Fifty-six studies met the eligibility criteria. Out of the 56 studies, nine included comparative data between SLE patients and healthy controls, while six presented data comparing the frequency of FM in patients with SLE and other CTDs. The combined cohorts included 58,052 SLE patients. Among 5063 SLE patients, FM was detected. The overall random-effects pooled prevalence of FM was 15.8% (95% CI, 13.4-18.5) with high heterogeneity (I2, 97.9%). Our analysis revealed a significantly higher risk of FM in patients with SLE compared to controls (OR, 3.7; 95% CI, 2.74-5.0). There was a higher risk of FM in SLE patients compared to other rheumatic diseases, but the difference was not significant. Our study showed that the prevalence of FM is higher in patients with SLE compared to the general population. FM in SLE may act as a confounding factor when assessing disease activity and treatment response. Research results indicate that concurrent FM is a frequent comorbidity in SLE, emphasizing the importance of recognizing its occurrence in SLE patients.
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Affiliation(s)
- Sohi Mistry
- Department of Internal Medicine, Summa Health, 525 E Market St, Akron, OH, 44304, USA
| | - Ansaam Daoud
- Division of Rheumatology, University Hospitals Cleveland Medical Center, Case Western Reserve University, 11100 Euclid Ave, Cleveland, OH, 44106, USA
| | - Marina Nighat Magrey
- Division of Rheumatology, University Hospitals Cleveland Medical Center, Case Western Reserve University, 11100 Euclid Ave, Cleveland, OH, 44106, USA
| | - Omer Nuri Pamuk
- Division of Rheumatology, University Hospitals Cleveland Medical Center, Case Western Reserve University, 11100 Euclid Ave, Cleveland, OH, 44106, USA.
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Lu J, Yu M, Xu R. Cross-sectional survey to determine fatigue in patients with systemic lupus erythematosus. Front Psychol 2024; 15:1376257. [PMID: 39144603 PMCID: PMC11323392 DOI: 10.3389/fpsyg.2024.1376257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Accepted: 07/09/2024] [Indexed: 08/16/2024] Open
Abstract
Background Fatigue is a prevalent symptom among individuals with active systemic lupus erythematosus (SLE). We aimed to investigate the status quo and influencing factors of fatigue in patients with SLE, to provide insights to the clinical SLE treatment and care. Methods We conducted a longitudinal survey on the fatigue of active SLE patients from June 2022 to November 2023 in our hospital. Fatigue severity scale (FSS), Self-rating Anxiety Scale (SAS) and Self-Rating Depression Scale (SDS) were used for data collection. Pearson correlation and multiple stepwise regression analysis were conducted to analyze the relevant factors affecting the fatigue level of patients with SLE. Results A total of 212 active SLE patients were included, the incidence of fatigue in active SLE patients was 55.66%. There were statistical differences in the fatigue score between SLE patients with different age and course of SLE (all p < 0.05). Fatigue was positively correlated with anxiety (r = 0.559) and depression (r = 0.591) in patients with SLE (all p < 0.05). Multiple stepwise regression analysis indicated that age, course of SLE, anxiety and depression were the influencing factors of fatigue in SLE patients (all p < 0.05). Conclusion Patients with SLE exhibit a significant degree of fatigue, which varies with respect to age, disease duration, and the presence of comorbid anxiety and depression. It is imperative that healthcare providers closely monitor the fatigue levels in this patient population and implement targeted interventions to mitigate the impact of fatigue on the quality of life and overall well-being of individuals with SLE.
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Affiliation(s)
| | - Minmin Yu
- Department of Rheumatology and Immunology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Rong Xu
- Department of Rheumatology and Immunology, The First Affiliated Hospital of Soochow University, Suzhou, China
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Bhattacharjee D, Surakshitha Poornima H K, Chakraborty A. Methylphenidate in COVID-19 Related Brain Fog: A Case Series. Indian J Psychol Med 2024:02537176231222572. [PMID: 39564317 PMCID: PMC11572663 DOI: 10.1177/02537176231222572] [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] [Indexed: 11/21/2024] Open
Abstract
Limited literature exists regarding specific pharmacological treatments for COVID-19-associated brain fog (BF) syndrome. One previous study using bupropion lacked objectivity. In this multiple baseline case series study, methylphenidate was used in treating post-COVID BF syndrome. Four cases of post-COVID BF syndrome were diagnosed by two psychiatrists after a liaison diagnostic workup with the medical fraternity and treated with methylphenidate (10-30 mg for 1-2 months) resulted in objective improvement as evident by the change in Fatigue Severity Scale (FSS) and Mini Mental Status Examination (MMSE) scores in follow-up compared to baseline. FSS scores were 9 (37-40 at baseline) and MMSE scores were 30 (27-29 at baseline) for all subjects at 3- and 6-month follow-up. No relapse of symptoms was noted at follow-up. Methylphenidate, being a stimulant drug, can be a promising option for BF. However, this study has a few limitations, like the fact that neuroimaging was not done for all subjects, and studies with a larger sample size are required for a definitive conclusion.
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Affiliation(s)
| | | | - Avik Chakraborty
- Dept. of Psychiatry, ESI-PGIMSR, ESIC Medical College and Hospital and Occupational Disease Center, Kolkata, West Bengal, India
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Katayama Y, Miyawaki Y, Shidahara K, Nawachi S, Asano Y, Ohashi K, Katsuyama E, Katsuyama T, Narazaki M, Matsumoto Y, Sada KE, Yajima N, Shimojima Y, Yoshimi R, Ichinose K, Kajiyama H, Fujiwara M, Sato S, Wada J. Association of alcohol consumption and fatigue in SLE: A cross-sectional study from Lupus Registry of Nationwide Institution (LUNA) cohort. Lupus 2023; 32:531-537. [PMID: 36800905 DOI: 10.1177/09612033231159471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/23/2023]
Abstract
OBJECTIVE Fatigue is one of the most common complaints and is a potentially modifiable issue in systemic lupus erythematosus (SLE). Studies suggest that alcohol consumption has a protective effect against the development of SLE; however, an association between alcohol consumption and fatigue in patients with SLE has not been studied. Here, we assessed whether alcohol consumption was associated with fatigue using lupus patient-reported outcomes (LupusPRO). METHODS This cross-sectional study, conducted between 2018 and 2019, included 534 patients (median age, 45 years; 87.3% female) from 10 institutions in Japan. The main exposure was alcohol consumption, which was defined as the frequency of drinking [<1 day/month (none group), ≤1 day/week (moderate group), and ≥2 days/week (frequent group)]. The outcome measure was the Pain Vitality domain score in LupusPRO. Multiple regression analysis was performed as the primary analysis after adjusting for confounding factors, such as age, sex, and damage. Subsequently, the same analysis was performed as a sensitivity analysis after multiple imputations (MIs) for missing data (n = 580). RESULTS In total, 326 (61.0%) patients were categorized into the none group, 121 (22.7%) into the moderate group, and 87 (16.3%) into the frequent group. The frequent group was independently associated with less fatigue compared with none group [β = 5.98 (95% CI 0.19-11.76), p = 0.04], and the results did not substantially deviate after MI. CONCLUSIONS Frequent drinking was associated with less fatigue, which highlights the need for further longitudinal studies focusing on drinking habits in patients with SLE.
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Affiliation(s)
- Yu Katayama
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Yoshia Miyawaki
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Kenta Shidahara
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Shoichi Nawachi
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Yosuke Asano
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Keiji Ohashi
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Eri Katsuyama
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Takayuki Katsuyama
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Mariko Narazaki
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Yoshinori Matsumoto
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Ken-Ei Sada
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan.,Department of Clinical Epidemiology, Kochi Medical School, Kochi University, Kochi, India
| | - Nobuyuki Yajima
- Division of Rheumatology, Department of Internal Medicine, Showa University School of Medicine, Tokyo, Japan.,Department of Healthcare Epidemiology, School of Public Health in the Graduate School of Medicine, Kyoto University, Kyoto, Japan.,Center for Innovative Research for Communities and Clinical Excellence, Fukushima Medical University, Fukushima, Japan
| | - Yasuhiro Shimojima
- Department of Medicine (Neurology and Rheumatology), Shinshu University School of Medicine, Matsumoto, Japan
| | - Ryusuke Yoshimi
- Department of Stem Cell and Immune Regulation, 26438Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Kunihiro Ichinose
- Department of Immunology and Rheumatology, Division of Advanced Preventive Medical Sciences, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
| | - Hiroshi Kajiyama
- Department of Rheumatology and Applied Immunology, Faculty of Medicine, Saitama Medical University, Saitama, Japan
| | - Michio Fujiwara
- Department of Rheumatology, 84178Yokohama Rosai Hospital, Yokohama, Japan
| | - Shuzo Sato
- Department of Rheumatology, 183174Fukushima Medical University School of Medicine, Fukushima, Japan
| | - Jun Wada
- Department of Nephrology, Rheumatology, Endocrinology, and Metabolism, 199491Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
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Pinto B, Suresh SC, Ramyasri K, Narayan G, Susan D, Manuel S, Wodeyar A, Shivanna A, Janardana R, Chanakya K, Charles BS, Nanjundaswamy SK, Desai AM, Nadig R, Shobha V. Neuropsychiatric manifestations are associated with increased mortality in Indian patients with lupus: A single centre retrospective observational study. Lupus 2022; 31:1563-1571. [PMID: 36134692 DOI: 10.1177/09612033221127898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
OBJECTIVE To study the prevalence of different NPSLE manifestations in our cohort and to compare clinical and immunological features and outcomes including mortality of patients with NPSLE and SLE controls without NP involvement. METHODS This was a retrospective study in a tertiary care referral centre. All patients of SLE seen in the last 10 years and fulfilling the SLICC criteria with neuropsychiatric manifestations as per the ACR definitions were included. Patients of SLE without NP involvement were sequentially assigned as controls in a ratio of 1:2. RESULTS Of the 769 patients diagnosed with SLE from Jan 2011 to December 2020, 128 (16.6%) had NPSLE manifestations as per the ACR definitions. The commonest NPSLE manifestation was seizures (6.5%) followed by cerebrovascular accident (3.9%). NPSLE manifestation occurred at the first presentation of SLE in 99/128 (77.3%) patients and 58 (45.3%) patients had more than one NPSLE manifestation. Lupus anticoagulant and anticardiolipin antibody were tested in 120 patients and were positive in 16 (13.3%) and 12 (10%), respectively. No difference was found in anti-ribosomal p, lupus anticoagulant and anticardiolipin antibodies between the cases and controls. Twenty-one (16.4%) deaths occurred in patients with NPSLE (median follow-up of 40 months) as compared to 13 (5%) in controls (median follow-up of 32 months) (p = <0.001). The cumulative survival of patients with NPSLE was lower as compared to controls (p < 0.001). Relapse of NPSLE was seen in 11(8.6%) patients and was associated with mortality (p = 0.017). CONCLUSIONS Seizures and cerebrovascular accidents are the commonest NPSLE syndromes in our patients. The presence of NPSLE was associated with high mortality in Indian patients with lupus.
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Affiliation(s)
- Benzeeta Pinto
- Departments of Clinical Immunology and Rheumatology, St John's Medical College, Bengaluru, India
| | - Sumatha C Suresh
- Departments of Clinical Immunology and Rheumatology, St John's Medical College, Bengaluru, India
| | - Kodali Ramyasri
- Departments of Clinical Immunology and Rheumatology, St John's Medical College, Bengaluru, India
| | - Girish Narayan
- Emergency Medicine, St John's Medical College, Bengaluru, India
| | - Deepa Susan
- Radiodiagnosis, St John's Medical College, Bengaluru, India
| | - Sandra Manuel
- Departments of Clinical Immunology and Rheumatology, St John's Medical College, Bengaluru, India
| | - Aishwarya Wodeyar
- Departments of Clinical Immunology and Rheumatology, St John's Medical College, Bengaluru, India
| | - Archana Shivanna
- Departments of Clinical Immunology and Rheumatology, St John's Medical College, Bengaluru, India
| | - Ramya Janardana
- Departments of Clinical Immunology and Rheumatology, St John's Medical College, Bengaluru, India
| | - Kodishala Chanakya
- Departments of Clinical Immunology and Rheumatology, St John's Medical College, Bengaluru, India
| | - B Sheba Charles
- Departments of Clinical Immunology and Rheumatology, St John's Medical College, Bengaluru, India
| | | | - Anu M Desai
- Departments of Clinical Immunology and Rheumatology, St John's Medical College, Bengaluru, India
| | | | - Vineeta Shobha
- Departments of Clinical Immunology and Rheumatology, St John's Medical College, Bengaluru, India
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6
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Chen HJ, Wang H, Qiu LJ, Ling HY, Wu LL, Wang TR, Zhou Y, Xue Y, Ye DQ, Wang B. Relation Among Anxiety, Depression, Sleep Quality and Health-Related Quality of Life Among Patients with Systemic Lupus Erythematosus: Path Analysis. Patient Prefer Adherence 2022; 16:1351-1358. [PMID: 35642245 PMCID: PMC9148601 DOI: 10.2147/ppa.s366083] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 05/10/2022] [Indexed: 11/24/2022] Open
Abstract
Purpose This study aimed to examine the relationship between anxiety, depression, sleep quality and health-related quality of life among systemic lupus erythematosus (SLE) patients in China. Patients and Methods After ethical approval and obtaining participants' informed consent, a cross-sectional study was conducted in The First Affiliated Hospital of Anhui Medical University between October 1, 2021 and January 30, 2022. The data comprised demographic information, number of SLE symptoms, Hospital Anxiety and Depression Scale (HADS), Pittsburgh Sleep Quality Index (PSQI) and Systemic Lupus Erythematosus-Specific Quality of Life Questionnaire (SLEQoL). We performed descriptive statistics, Spearman or Pearson correlations, and multiple linear regression. And Path analysis was performed to examine direct and indirect associations between these variables and health-related quality of life. Results A total of 580 patients were recruited and 513 met our target criteria. Our final model fitted the data well: goodness-of-fit index (GFI) =0.996; adjusted goodness-of-fit index (AGFI) =0.974; comparative fit index (CFI) =0.998; root mean square error of approximation (RMSEA) =0.043. This model explained 57.3% of the variance on health-related quality of life (HRQoL) in patients with SLE and all the hypothesized paths reached significance (P<0.05). Anxiety, depression, sleep quality, income/family, and number of SLE symptoms were related to health-related quality of life, and anxiety had the most influence on HRQoL (β=0.561). Conclusion The study model helps to explain the relation among anxiety, depression, sleep quality and health-related quality of life in patients with SLE. It also suggests that health care professionals should be aware of factors such as anxiety, sleep quality, number of SLE symptoms, and depression in their care for HRQoL of SLE patients.
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Affiliation(s)
- Hui-Juan Chen
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, People’s Republic of China
- The Key Laboratory of Major Autoimmune Diseases, Anhui Medical University, Hefei, People’s Republic of China
| | - Hong Wang
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, People’s Republic of China
- The Key Laboratory of Major Autoimmune Diseases, Anhui Medical University, Hefei, People’s Republic of China
| | - Li-Juan Qiu
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, People’s Republic of China
- The Key Laboratory of Major Autoimmune Diseases, Anhui Medical University, Hefei, People’s Republic of China
| | - Hua-Yun Ling
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, People’s Republic of China
- The Key Laboratory of Major Autoimmune Diseases, Anhui Medical University, Hefei, People’s Republic of China
| | - Ling-Ling Wu
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, People’s Republic of China
- The Key Laboratory of Major Autoimmune Diseases, Anhui Medical University, Hefei, People’s Republic of China
| | - Ting-Rui Wang
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, People’s Republic of China
- The Key Laboratory of Major Autoimmune Diseases, Anhui Medical University, Hefei, People’s Republic of China
| | - Ying Zhou
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, People’s Republic of China
- The Key Laboratory of Major Autoimmune Diseases, Anhui Medical University, Hefei, People’s Republic of China
| | - Yu Xue
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, People’s Republic of China
- The Key Laboratory of Major Autoimmune Diseases, Anhui Medical University, Hefei, People’s Republic of China
| | - Dong-Qing Ye
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, People’s Republic of China
- The Key Laboratory of Major Autoimmune Diseases, Anhui Medical University, Hefei, People’s Republic of China
| | - Bin Wang
- Department of Epidemiology and Biostatistics, School of Public Health, Anhui Medical University, Hefei, People’s Republic of China
- The Key Laboratory of Major Autoimmune Diseases, Anhui Medical University, Hefei, People’s Republic of China
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Magro R, Saliba C, Camilleri L, Scerri C, Borg AA. Vitamin D supplementation in systemic lupus erythematosus: relationship to disease activity, fatigue and the interferon signature gene expression. BMC Rheumatol 2021; 5:53. [PMID: 34857051 PMCID: PMC8641172 DOI: 10.1186/s41927-021-00223-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 08/07/2021] [Indexed: 11/17/2022] Open
Abstract
Background In addition to the well-known role of vitamin D in calcium homeostasis and bone metabolism, vitamin D is important in the modulation of the immune system and inflammatory processes. Vitamin D deficiency is common in patients with systemic lupus erythematosus (SLE), possibly as a result of sun avoidance. The aim of this prospective open-label study was to assess the effect of the treatment of vitamin D deficiency and insufficiency in SLE patients, particularly with regards to disease activity, fatigue and interferon signature gene expression. Methods 31 SLE patients, 13 with vitamin D deficiency and 18 with vitamin D insufficiency were treated with vitamin D3. They were supplemented with vitamin D3 8000 IU daily for 8 weeks if they were vitamin D deficient, or 8000 IU daily for 4 weeks if they were insufficient. This was followed by 2000 IU daily maintenance. They were assessed at baseline, after 6 and 12 months by means of an interview, filling in questionnaires and blood tests. The expression of 12 interferon signature genes in RNA extracted from whole blood was measured by using QuantiGene Plex technology. Results An improvement in disease activity measured by systemic lupus erythematosus disease activity index-2K (SLEDAI-2K; p = 0.028) and fatigue measured by fatigue severity scale (FSS; p = 0.071) at 12 months were noted. A significant decrease in anti-double stranded deoxyribonucleic acid (dsDNA) titre (p = 0.045) was also noted. The mean interferon signature gene expression score decreased from baseline to 6 months, however statistical significance was not achieved (p = 0.165). Conclusions Improved disease activity and fatigue have been noted when Vitamin D has been supplemented in vitamin D deficient/insufficient SLE patients. One possible mechanism could be the suppression of the interferon signature gene expression. Trial registration: The study was registered with the ISRCTN registry on 12/04/2021 (Trial ID: ISRCTN59058825).
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Affiliation(s)
- Rosalie Magro
- Rheumatology Department, Mater Dei Hospital, Tal-Qroqq, Msida, MSD, 2090, Malta. .,Faculty of Medicine and Surgery, University of Malta, Msida, Malta.
| | - Christian Saliba
- Centre for Molecular Medicine and Biobanking, University of Malta, Msida, Malta
| | - Liberato Camilleri
- Statistics and Operations Research, Faculty of Science, University of Malta, Msida, Malta
| | - Christian Scerri
- Faculty of Medicine and Surgery, University of Malta, Msida, Malta
| | - Andrew A Borg
- Rheumatology Department, Mater Dei Hospital, Tal-Qroqq, Msida, MSD, 2090, Malta.,Faculty of Medicine and Surgery, University of Malta, Msida, Malta
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