Literature DB >> 26492110

Update in vitamin D and multiple sclerosis.

Fatimah M Alharbi1.   

Abstract

Multiple sclerosis (MS) is a common neurological disease, and its etiology remains unknown. In recent years, increasing attention has been paid to the possible association between MS and vitamin D deficiency. Here, we review the current literature between MS and vitamin D, showing clear evidence that vitamin D deficiency is a risk factor for MS despite the lack of direct evidence for the effects of vitamin D in MS progression.

Entities:  

Mesh:

Year:  2015        PMID: 26492110      PMCID: PMC4727614          DOI: 10.17712/nsj.2015.4.20150357

Source DB:  PubMed          Journal:  Neurosciences (Riyadh)        ISSN: 1319-6138            Impact factor:   0.735


Multiple sclerosis (MS) is a chronic, inflammatory, and demyelinating disorder that affects the CNS.1 Multiple sclerosis is a common neurologic disorder; the estimated number of individuals with MS has increased from 2.1 million in 2008 to 2.3 million in 2013.2 Based on the 1975 Kurtzke classification,3 the Arabian Gulf Region is located in a low-risk zone for MS; however, recent studies suggest a moderate-to-high prevalence of MS in this region (31-55 MS patients per 100,000 individuals).4 The risk of MS is determined by genetic and environmental factors. One of the latter is vitamin D deficiency, which has attracted increased attention in the last decade.5 Entering the words “multiple sclerosis” and “vitamin D” as a PubMed search yields approximately 790 results in the last 10 years alone. Approximately one billion people worldwide have vitamin D deficiency or insufficiency.6 In a retrospective observational study of 10,709 patients in tertiary hospital clinics in Saudi Arabia, the prevalence of vitamin D deficiency was found to be 83.6%, which is high.7 The present article reviews the correlation between MS and vitamin D, considering updated studies from the literature.

Vitamin D metabolism

Vitamin D is a fat-soluble vitamin; its 2 main forms are ergocalciferol (vitamin D2), which is of plant origin, and cholecalciferol (vitamin D3), which is of animal origin. Vitamin D2 is considered less bioactive than vitamin D3. Vitamin D can be obtained from food, such as fatty fish, fortified foods, and vitamin supplements. However, the diet provides only a small percentage of human vitamin D intake, and the main source is skin exposure to sunlight. Total-body sun exposure easily provides the equivalent of 250 µg (10000 IU) vitamin D/d.8 In the skin, 7-dehydrocholesterol is photolyzed by ultraviolet radiation (UVR) from the sun and converted to pre-vitamin D3, which is isomerized to vitamin D3.9 The vitamin D binding protein transports vitamin D3 through the blood to the liver, where vitamin D is hydroxylated by one or more cytochrome P450 vitamin D 25-hydroxylases, resulting in the formation of 25-hydroxyvitamin D3 (25(OH)D3).10 Vitamin D status is reflected by serum levels of 25(OH)D3, which is the longest-living vitamin D metabolite (in terms of half-life).11 The 25(OH)D3 metabolite is further hydroxylated by renal CYP27B1 to 1,25-dihydroxyvitamin D [1,25(OH)2D; calcitriol], which is the most bioactive vitamin D metabolite. Vitamin D signaling is mediated by calcitriol binding to the vitamin D receptor, which forms a nuclear heterodimer with the retinoid X receptor. This complex is capable of binding to genomic vitamin D response elements, modulating the expression of a variety of genes.12 Also, like many other hormones, vitamin D can exert rapid actions at a cellular level (non-genomic effects), these actions are mediated within seconds to minutes.13 It is through these pathways that vitamin D modulates calcium hemostasis and performs its immunomodulatory functions.

Vitamin D as an immunomodulator

Vitamin D receptor expression has been reported in most immune cells,14 as well as in CNS tissues.15 Additionally, the rate-limiting enzyme for vitamin D synthesis, 25(OH)D3-1alfa-hydroxylase (CYP27B1), is expressed in immune cells. These cells are therefore, able to synthesize and secrete active vitamin D in both an autocrine and paracrine fashion,16 indicating that vitamin D plays a role in the immune system. The in vitro addition of 1,25-dihydroxyvitamin D3 (1,25(OH)2D3) to antigen-presenting cells (namely, monocytes, macrophages, and dendritic cells) inhibits the surface expression of major histocompatibility complex II-complexed antigens, and of costimulatory molecules, leading to reduced T cell stimulatory capacity. Additionally, 1,25(OH)2D3 directly exerts its immunomodulatory effects on T lymphocytes by inhibiting the production of Type 1 helper T cell cytokines (considered to be the key mediators in graft rejection and autoimmune diseases) and stimulating the production of Type 2 helper T cell cytokines, which have immunoregulatory functions.17 Furthermore, 1,25(OH)2D3 inhibits T cell and B cell proliferation and blocks B cell differentiation and immunoglobulin secretion. This compound also affects T cell maturation, inducing a shift away from the inflammatory T-helper 17 cells phenotype and facilitating the production of regulatory T cells.18 All of these immunomodulatory effects of 1,25(OH)2D3 can lead to the protection of target tissue in autoimmune diseases and transplantation. However, experimental studies have reported that the observed immunomodulatory effects of vitamin D only occur at hyper-physiologic concentrations, which causes hypercalcemia in humans.17 Therefore, the development of novel vitamin D analogs that have immunosuppressive effects, but do not cause significant hypercalcemia is required. Many clinical trials have been, or are currently being conducted to test the therapeutic application of vitamin D or its analogs in inflammatory processes.19

Vitamin D and MS risk

It is well known that MS is more prevalent in higher latitudes, where sunlight is of lower intensity than in lower latitudes. Recent meta-analyses20 supported a latitude gradient in MS prevalence. Several recent studies found that increased body exposure to sunlight, and hence a decreased susceptibility to vitamin D deficiency, is also associated with a decreased risk of MS,21-26 especially if the sun exposure occurred during childhood and adolescence. Studies have also shown that the birth month is correlated with MS risk; individuals born in the fall (namely, whose mothers were exposed to summer sunlight) have a low MS risk, whereas individuals born in the spring have a higher risk of MS. This observation indicates the presence of an association among maternal sunlight exposure during pregnancy, vitamin D status, and the risk of MS. In 2013, a systematic review27 analyzed published data on the effects of birth month for 151,978 MS patients born in the Northern Hemisphere. The results of this analysis demonstrated a significant increase of MS risk among individuals who were born in April and a reduction in risk in people who were born in October and November. However, sunlight also has an immunosuppressive effect,28 and UVR was recently found to suppress experimental autoimmune encephalomyelitis.29,30 Therefore, the effects of sunlight on MS risk could be related to sunlight itself; instead of vitamin D. Studies that evaluate either serum vitamin D levels or vitamin D intake, are needed to determine whether vitamin D deficiency is a risk factor for MS independent of sun exposure. The strongest evidence in this regard came from a large prospective case-control study31 of more than 7 million US military personnel from whom serum samples were obtained before any appearance of MS symptoms. This study concluded that, among Caucasians, there was a 41% decrease in MS risk for every 50-nmol/L increase in 25-hydroxyvitamin D; the effect was stronger for samples taken before the age of 20. Another case-control study32 prospectively collected blood samples from 192 MS patients and showed that serum 25-hydroxyvitamin D (25(OH)D) levels ≥ 75 (versus < 75) nmol/L in the blood were associated with a 61% decrease in the risk of MS. A recent study concluded that sun exposure and vitamin D status independently affect the risk of MS.24 Vitamin D intake and the risk of developing MS were assessed in a large prospective cohort that included approximately 200,000 women.33 In this study, the incidence of MS was 41% lower among women with a vitamin D intake of ≥ 400 IU/day, compared with women who did not take supplements.33 Another 2 studies concluded that the intake of fatty fish was associated with a decreased risk of MS, even at higher latitudes.34,35 Mirzaei et al36 studied a large cohort and analyzed the association between maternal milk intake, maternal dietary vitamin D intake, and predicted maternal serum 25(OH)D during pregnancy and their daughters risk of developing MS. The study showed that the relative risk of MS was significantly lower in women whose mothers had high milk or vitamin D intake during pregnancy than in women born to low-intake mothers.36 However, another study of a large cohort of US women showed that total vitamin D intake during adolescence was not associated with the risk for MS in adulthood.37 In addition, 25(OH)D levels during the neonatal period were not associated with the risk of MS in a large population-based case-control study.38 This data may support the hypothesis that vitamin D consumption throughout an individual’s entire lifespan, rather than over a short period of time, may contribute to the risk of MS.

Vitamin D and disease progression in MS

Several studies have shown that vitamin D levels are lower in MS patients than in controls.39-44 A recent study45 showed that in clinically isolated syndrome patients (namely, those suffering a single demyelinating attack that is compatible with MS), vitamin D deficiency was a predictor of developing clinically definite MS. The association of disease activity with vitamin D levels in MS patients has been evaluated in multiple studies that demonstrated a lower MS relapse rate in patients with higher levels of vitamin D.46-49 Additionally, low levels of vitamin D appear to be associated with high levels of disability41,47-52 as measured by the Expanded Disability Status Scale (EDSS). The EDSS is a commonly used index of clinical disability in MS, with scores ranging from 0 (corresponding to a normal examination and function) to 10 (for death due to MS). Two recent studies conducted in 2014 support this association. In the first study,53 181 patients were prospectively followed, and EDSS scores were correlated with plasma vitamin D levels. Patients with vitamin D levels >50-nmol/L were 2.78 times more likely to have an EDSS <4 (p=0.0011).53 The second study54 was originally designed to evaluate the impact of early versus delayed interferon beta-1b treatment in patients with clinically isolated syndrome. Serum 25(OH)D concentrations were measured at baseline and at 6, 12, and 24 months. Patients were followed for 5 years with clinical assessments and MRI. A 50-nmol/L increase in average serum 25(OH)D levels within the first 12 months predicted a 57% lower rate of new active lesions (p<0.001), a 57% lower relapse rate (p=0.03), and a 25% lower yearly increase in T2 lesion volume (p<0.001) from months 12 to 60. Levels ≥50 nmol/L at follow-periods of up to 12 months predicted lower EDSS scores (p=0.004) during the subsequent 4 years.54 Observational studies correlating vitamin D levels to MS severity cannot prove that increased sun exposure alleviates the symptoms of MS, especially given that severely disabled patients with MS receive less sun exposure, which can cause vitamin D deficiency. Even MS patients who are fully mobile are theoretically more susceptible to vitamin D deficiency because they avoid sun exposure, worsening their symptoms. Therefore, establishing the effects of vitamin D on disease activity and severity in MS patients requires randomized controlled trials (RCTs). summarizes interventional studies in which MS patients received vitamin D supplementation.55-66 As shown in , none of the RCTs demonstrated a significant reduction in relapse rate or EDSS in response to vitamin D supplementation. In one RCT, a significant decrease in T1-enhancing lesions was seen in the treatment group. Multiple studies have demonstrated favorable immunological changes in the serum of MS patients in the treatment group. However, none of the RCTs listed in were sufficiently powered to observe a treatment effect. Therefore, we cannot conclude that vitamin D is a clinically effective treatment for MS patients; however, we can conclude that a high dose of vitamin D is safe in the short term. Approximately 6 large RCTs are ongoing; the results of these analyses will provide solid evidence regarding the benefits of vitamin D supplementation.
Table 1

Summary of vitamin D interventional studies that have been carried out in multiple sclerosis patients.

Study dateStudy typeVitamin D dose, size, and duration of the studyClinical resultsRadiological resultsLaboratory results
Mosayebi et al, 201155RCTA total of 62 MS patients enrolled; treatment group received 300,000 IU/month vitamin D3 as IM injection for 6 monthsNo significant difference in EDSS between the treatment and control groupNo significant difference in the number of gadolinium-enhancing lesions between the treatment and control groupLevels of cell proliferation in the treatment group were significantly lower than in the control. The TGF-beta and INL-10 treatment groups were significantly higher than in the controls
Wingerchuk et al, 200556Open-label pilot studyFifteen MS patients received oral calcitriol (target dose: 2.5 microg/d) for 48 weeks. Dietary calcium was restricted to 800 mg/dThe on-study exacerbation rate (27%) was less than baseline. Two patients withdrew because of symptomatic hypercalcemia upon discontinuation of calcitriol at 12 months. The EDSS increased to 3.1Brain MRI revealed enhancing lesions in 5 patients at baseline (33%), and in 4 (29%) at both 24 and 48 weeks
Soilu-Hänninen et al, 201257RCTTotal of 66 MS enrolled; treatment group received 20000 IU/week vitamin D3 as an add-on therapy to interferon b-1b for over one yearTendency for reduced disability accumulation (p=0.071). No significant differences in adverse events or in the annual relapse rateSignificantly lower number of T1-enhancing lesions in the treatment group (p=0.004)
Kimball S et al, 201158RCTTotal of 49 patients enrolled; treatment group received increasing doses of cholecalciferol (4,000-40,000 IU/d) plus calcium (1200 mg/d), followed by 10,000 IU/d over one yearAbnormal T cell reactivities were suppressed in vivo by cholecalciferol at serum 25(OH)D concentrations higher than 100 nmol/L
Shaygannejad et al, 201259RCTTotal of 50 patients enrolled; treatment group received escalating calcitriol doses up to 0.5 µg/day over one yearIn the placebo group, the mean EDSS increased from 1.70 at baseline to 1.94 at the end of the study (p<0.01). Average EDSS and RR at the end of the trial did not differ between the 2 groups. The EDSS was higher following high-dose D2 than following low-dose D2 (p=0.05). There were 4 relapses with high-dose D2 versus none with low-dose D2 (p=0.04)
Stein et al, 201160RCTA total of 23 MS patients; treatment group received high-dose vitamin D2 (6,000 IU) over 6 months. All received daily low-dose (1,000 IU) D2 to prevent deficiencyNo significant treatment differences were detected in the primary MRI endpoints
Burton et al, 201061RCTA total of 49 MS patients enrolled in the 52-week trial; treatment group received escalating vitamin D doses up to 40,000 IU/day over 28 weeks, followed by 10,000 IU/day (12 weeks), and further down titrated to 0 IU/day; calcium (1,200 mg/day) was givenNo significant adverse events occurred. Non-significant reduction in RR and EDSS in the treatment group
Derakhshandi et al, 201362RCTThirty optic neuritis patients with serum 25(OH)D levels of less than 30 ng/ml were enrolled; the treatment group (cases) received 50,000 IU of vitamin D3 weekly for 12 monthsRisk reduction was 68.4% for the primary outcome (conversion of ON to MS) in the treatment group (relative risk=0.316, p=0.007)After 12 months, patients in the treatment group had a significantly lower incidence rate of new T2, new gadolinium-enhancing lesions and black holes
Kampman et al, 201263RCTA total of 68 MS patients enrolled; treatment group received 20,000 IU vitamin D(3) weekly for 96 weeksNo significant difference between groups in ARR EDSS
Mahon et al, 200364RCTA total of 39 MS patients enrolled; treatment group received 1000 IU vitamin D mg, both groups received 800 mg supplemental calciumTreatment group has increased serum TGF-beta 1
Smolders et al, 201065Single group assignmentFifteen MS patients were supplemented with 20,000 IU/d vitamin D3 for 12 weeksSkewing towards an anti-inflammatory cytokine profile
Knippenberg et al, 201166CohortFifteen MS patients received 20,000 IU/day of vitamin D3 over 12 weeksHigh doses of vitamin D(3) did not have substantial effects on phenotypic markers of B cell differentiation in circulating B cells
MS - multiple sclerosis, IM intramuscular, EDSS - Expanded Disability Status Scale, RR - relapse rate, TGF - transforming growth factor, INL - interleukin, 25(OH)D - 25-hydroxyvitamin D, ON - optic neuritis, ARR - annualized relapse rat, RCT - randomized controlled trials
Summary of vitamin D interventional studies that have been carried out in multiple sclerosis patients.

Vitamin D, genetics, and MS

The increase in the concordance ratio for MS risk between mono- and dizygotic twins with increasing latitude suggests that genetic effects may be stronger for individuals with low concentrations of vitamin D.67 The Wellcome Trust Case Control Consortium and the International MS Genetics Consortium completed the largest MS genome-wide association study68 and identified 2 genes involved in vitamin D metabolism that could increase susceptibility to MS. The first is CYP27B1, which encodes a rate-limiting enzyme for vitamin D synthesis. The second is CYP24A1, which encodes an enzyme that degrades 1,25-dihydroxyvitamin D. It is likely that these genes contribute to MS risk by decreasing the levels of active vitamin D. In addition, the RNA expression level of the major MS susceptibility gene HLA-DRB1*15:01 (the strongest genetic predictor of MS risk) is regulated by vitamin D. Furthermore, vitamin D receptor-binding elements have been identified in the majority of MS-associated genes, indicating that the expression of many of these genes may be regulated by vitamin D.69 In conclusion, it is clear from observational studies that vitamin D deficiency is a modifiable risk factor for MS. Therefore, persons who are at risk for MS (for example, first-degree relatives of MS patients, or patients with a single episode demyelinating attack) should be screened for vitamin D deficiency. As stated previously, evidence for the effect of vitamin D on disease progression is lacking, but it is known that MS patients have an increased prevalence for vitamin D deficiency (due to for example, immobility, sun avoidance, corticosteroids, and anti-epileptic use). These patients are also susceptible to osteoporosis.70 Therefore, vitamin D levels should be determined, and deficiency should be treated. The optimal serum vitamin D levels for exerting immunomodulatory effects have not been clinically established. Based on bone health criteria, the US and Canadian Institute of Medicine (IOM) recently stated that individuals are vitamin D sufficient at 25OHD levels ≥ 50 nmol/L; levels above 75 nmol/L have not consistently been associated with an increased benefit. Although risks have been identified for some outcomes at levels above 125 nmol/L, it has been suggested that up to 4000 IU/day of vitamin D intake is unlikely to cause toxicity, even in healthy individuals.71 Some experts favor maintaining 25(OH)D levels between 75 to 125 nmol/L in MS patients, as these levels are still within the safe range of the IOM report, and immunomodulatory effects have been observed in hyper-physiologic ranges in experimental studies. However, the long-term effects of such high levels are unknown.
  71 in total

Review 1.  New clues about vitamin D functions in the nervous system.

Authors:  Emmanuel Garcion; Nelly Wion-Barbot; Claudia N Montero-Menei; François Berger; Didier Wion
Journal:  Trends Endocrinol Metab       Date:  2002-04       Impact factor: 12.015

2.  A reassessment of the distribution of multiple sclerosis.

Authors:  J F Kurtzke
Journal:  Acta Neurol Scand       Date:  1975-02       Impact factor: 3.209

3.  Vitamin D metabolites are associated with clinical and MRI outcomes in multiple sclerosis patients.

Authors:  Bianca Weinstock-Guttman; Robert Zivadinov; Jun Qu; Diane Cookfair; Xiaotao Duan; Eunjin Bang; Niels Bergsland; Sara Hussein; Mariya Cherneva; Laura Willis; Mari Heininen-Brown; Murali Ramanathan
Journal:  J Neurol Neurosurg Psychiatry       Date:  2010-11-03       Impact factor: 10.154

Review 4.  The consequences of UV-induced immunosuppression for human health.

Authors:  Mary Norval; Gary M Halliday
Journal:  Photochem Photobiol       Date:  2011-08-17       Impact factor: 3.421

5.  Vitamin D levels and risk of multiple sclerosis in patients with clinically isolated syndromes.

Authors:  Vittorio Martinelli; Gloria Dalla Costa; Bruno Colombo; Dacia Dalla Libera; Alessandro Rubinacci; Massimo Filippi; Roberto Furlan; Giancarlo Comi
Journal:  Mult Scler       Date:  2013-07-08       Impact factor: 6.312

6.  Sun exposure and vitamin D are independent risk factors for CNS demyelination.

Authors:  R M Lucas; A-L Ponsonby; K Dear; P C Valery; M P Pender; B V Taylor; T J Kilpatrick; T Dwyer; A Coulthard; C Chapman; I van der Mei; D Williams; A J McMichael
Journal:  Neurology       Date:  2011-02-08       Impact factor: 9.910

Review 7.  Vitamin D metabolism, mechanism of action, and clinical applications.

Authors:  Daniel D Bikle
Journal:  Chem Biol       Date:  2014-02-13

8.  Association of vitamin D and multiple sclerosis in India.

Authors:  Lekha Pandit; Sreeram V Ramagopalan; Chaithra Malli; Anitha D'Cunha; Ramya Kunder; Rajesh Shetty
Journal:  Mult Scler       Date:  2013-03-21       Impact factor: 6.312

Review 9.  The month of birth effect in multiple sclerosis: systematic review, meta-analysis and effect of latitude.

Authors:  Ruth Dobson; Gavin Giovannoni; Sreeram Ramagopalan
Journal:  J Neurol Neurosurg Psychiatry       Date:  2012-11-14       Impact factor: 10.154

10.  Association of serum 25(OH) vitamin D3 concentration with severity of multiple sclerosis.

Authors:  Ali Amini Harandi; Saeed Shahbeigi; Hosein Pakdaman; Seyed-Mohammad Fereshtehnejad; Elham Nikravesh; Roghie Jalilzadeh
Journal:  Iran J Neurol       Date:  2012
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  14 in total

1.  Replication study of GWAS risk loci in Greek multiple sclerosis patients.

Authors:  Georgios M Hadjigeorgiou; Persia-Maria Kountra; Georgios Koutsis; Vana Tsimourtou; Vasileios Siokas; Maria Dardioti; Dimitrios Rikos; Chrysoula Marogianni; Athina-Maria Aloizou; Georgia Karadima; Styliani Ralli; Nikolaos Grigoriadis; Dimitrios Bogdanos; Marios Panas; Efthimios Dardiotis
Journal:  Neurol Sci       Date:  2018-10-26       Impact factor: 3.307

2.  The Level of Testosterone, Vitamin D, and Irregular Menstruation More Important than Omega-3 in Non-Symptomatic Women Will Define the Fate of Multiple Scleroses in Future.

Authors:  Shima Tavakol; Sahar Shakibapour; Sepideh Arbabi Bidgoli
Journal:  Mol Neurobiol       Date:  2016-12-13       Impact factor: 5.590

3.  Determinants of vitamin D status in young adults: influence of lifestyle, sociodemographic and anthropometric factors.

Authors:  Rune Tønnesen; Peter Hambak Hovind; Lars Thorbjørn Jensen; Peter Schwarz
Journal:  BMC Public Health       Date:  2016-05-11       Impact factor: 3.295

Review 4.  Multiple Sclerosis in Pediatrics: Current Concepts and Treatment Options.

Authors:  Jasna Jancic; Blazo Nikolic; Nikola Ivancevic; Vesna Djuric; Ivan Zaletel; Dejan Stevanovic; Sasa Peric; John N van den Anker; Janko Samardzic
Journal:  Neurol Ther       Date:  2016-09-17

5.  Vitamin D Deficiency in Adult Patients with Schizophreniform and Autism Spectrum Syndromes: A One-Year Cohort Study at a German Tertiary Care Hospital.

Authors:  Dominique Endres; Rick Dersch; Oliver Stich; Armin Buchwald; Evgeniy Perlov; Bernd Feige; Simon Maier; Andreas Riedel; Ludger Tebartz van Elst
Journal:  Front Psychiatry       Date:  2016-10-06       Impact factor: 4.157

6.  The effects of vitamin D administration on brain inflammatory markers in high fat diet induced obese rats.

Authors:  Mahdieh Abbasalizad Farhangi; Mehran Mesgari-Abbasi; Ghazaleh Nameni; Ghazaleh Hajiluian; Parviz Shahabi
Journal:  BMC Neurosci       Date:  2017-12-28       Impact factor: 3.288

7.  Association of vitamin D status and clinical and radiological outcomes in a treated MS population in Poland.

Authors:  Sławomir Wawrzyniak; Emilia Mikołajewska; Ewelina Kuczko-Piekarska; Anna Niezgodzińska-Maciejek; Aleksander Goch
Journal:  Brain Behav       Date:  2016-12-07       Impact factor: 2.708

Review 8.  The Beneficial and Debilitating Effects of Environmental and Microbial Toxins, Drugs, Organic Solvents and Heavy Metals on the Onset and Progression of Multiple Sclerosis.

Authors:  Mahmood Y Hachim; Noha M Elemam; Azzam A Maghazachi
Journal:  Toxins (Basel)       Date:  2019-03-05       Impact factor: 4.546

9.  Vitamin D in early life and later risk of multiple sclerosis-A systematic review, meta-analysis.

Authors:  Kamila Ismailova; Pratiksha Poudel; Alexandr Parlesak; Peder Frederiksen; Berit L Heitmann
Journal:  PLoS One       Date:  2019-08-27       Impact factor: 3.240

10.  Relationship between serum vitamin D levels and inflammatory markers in acute stroke patients.

Authors:  Qiongzhang Wang; Zhuoying Zhu; Yuntao Liu; Xinjie Tu; Jincai He
Journal:  Brain Behav       Date:  2018-01-11       Impact factor: 2.708

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