Menu
  • Publish Your Research/Review Articles in our High Quality Journal for just USD $99*+Taxes( *T&C Apply)

    Offer Ends On

Research Article

Functional Disability, Its Relationship to Eating Habits, Sociodemographic Characteristics, and Clinical Features of Patients with Multiple Sclerosis

Konstantina Metaxouli*, Chrysoula Tsiou, Eleni Dokoutsidou and Nikoletta Margari

Corresponding Author: Metaxouli Konstantina, PhD(c), Department of Nursing, University of West Attica, Egaleo, Athens, Greece.

Received: December 11, 2023 ;    Revised: January 05, 2024 ;    Accepted: January 08, 2024 ;   Available Online: January 18, 2024

Citation: Metaxouli K, Tsiou C, Dokoutsidou E & Margari N. (2024) Functional Disability, Its Relationship to Eating Habits, Sociodemographic Characteristics, and Clinical Features of Patients with Multiple Sclerosis. J Nurs Midwifery Res, 3(1): 1-8.

Copyrights: ©2024 Metaxouli K, Tsiou C, Dokoutsidou E & Margari N. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Share Your Publication :

Views & Citations

584

Likes & Shares

0


Global Views

  • Abstract
  • Full Text
  • Images
  • Tables
  • References
  • PDF
  • Supplementary Files

Introduction: The relation between functional capacity and dietary habits of individuals affected by Multiple Sclerosis (MS) has attracted considerable interest worldwide. However, relevant data for Greece are scarce.

Aim: Investigate the relation between the physical health of individuals with MS and their dietary patterns, as well as their socio-demographic and clinical characteristics.

Materials and Methods: 137 patients with relapsing-remitting MS who visited the Neurological Department, of a Public Hospital in Nice Attica Greece, were included. Patients’ demographic characteristics were recorded. Functional disability was assessed with the Revised Multiple Sclerosis Rating Scale (MSRS-R), which is not widely used. Dietary habits were assessed with the following dietary intake frequency scales - The Mediterranean Diet Score (Med Diet score) and nutrition assessment - Mini Nutritional Assessment (MNA).

Results: The response rate was 100% (137 patients responded). The Med Diet score was not significantly related to the MSRS-R score, unlike the overall MNA score, which presented a significant negative relation with MSRS-R score. 75.2% of the participants were women. Greater functional impairment was found in older patients (p<0.001). Additionally, patients who had completed primary/secondary/high school education (p=0.026), those who were employed (p=0.011) and smokers (p=0.044) reported greater functional difficulty. Greater functional impairment was significantly associated with lower economic status (p=0.044).

Conclusions: The results suggest that increasing age, lower socioeconomic status, smoking and poor dietary habits are related to decreased functional capability in patients with MS. The findings of the present study need to be replicated in larger, controlled trials.

Keywords: Multiple sclerosis (MS), Functional disability, Nutrition, Clinical features, Demographic characteristics

Abbreviations: MS: Multiple Sclerosis; MSRS-R: Multiple Sclerosis Rating Scale-Revised; Med Diet Score: The Mediterranean Diet Score; MNA: Mini Nutritional Assessment; ΒΜΙ: Body Mass Index; RRMS: Relapsing-Remitting MS; PPMS: Primary Progressive MS; SPMS: Secondary Progressive MS

RESEARCH HYPOTHESIS

Increasing age, smoking, employment status, lower socioeconomic status and up to secondary education level were statistically related to higher functional incapacity.

The MNA score was significantly related to the MSRS-R score.

Contrariwise, the Med Diet score did not present any relation with the MSRS-R score.

Higher functional disability (MSRS-R) was inversely related to good nutrition as signified by the MNA score.

BACKGROUND

Multiple sclerosis (MS) is a chronic inflammatory neurological disease of considerable diversity. Clinical manifestations of the disease include abnormal walking patterns, limb weakness, loss of consciousness, muscle pain, fatigue, cramps, optic neuritis, speech impairment, cognitive dysfunction, anxiety, depression, gastrointestinal disorders, urinary incontinence, and sexual dysfunction [1-3]. The disease presents in three forms, a) relapsing-remitting multiple sclerosis (RRMS), which is the most common, b) primary progressive multiple sclerosis (PPMS), and c) secondary progressive multiple sclerosis (SPMS). Currently there is no cure for MS, whilst the disease’s course remains unclear [4]. Genetic and environmental factors have been implicated in the etiology of the disease. The most important environmental risk factors include exposure to Epstein Bar virus (EBV), smoking, limited sun exposure, vitamin D3 deficiency, vitamin B12 deficiency, alcohol consumption and obesity [5,6]. The course of MS appears to be affected by diet, as obese individuals seem to face a higher risk of developing MS when compared to normal weight individuals, with the relevant rate increasing with prior EBV infection [7,8]. Individuals who adhere to a specific nutrition plan present improved physical health [9,10]. Whereas physical activity, mental exercise and social participation also have a positive effect, in the sense that they decrease the severity of symptoms [10]. Physical activity may also reduce the number of recurrences of the disease [11]. In general, behaviors that promote a healthy lifestyle such as a balanced diet and exercise have been reported to improve well-being of individuals with MS [9,12]. Maintaining a good functional status, in tandem with proper management of symptoms, is crucial for people with MS. Functional capacity is a significant cause for concern not only among sufferers in Greece, but is also of global interest, since the fear of impending disability is common to all patients and their families. To date, relevant studies have not been conducted in Greece, unlike other European countries. In the present study, the application of the MSRS-R scale, the revised multiple sclerosis assessment scale, whose use has been relatively limited, even among international researchers, was selected. The MSRS-R is the shortest, simplest and easiest self-administered scale for people with MS. It focuses on eight functional areas, with minimal word length [13]. The belief that a healthy lifestyle and diet may help MS patients delay the progression of their disease may encourage them to adopt it. Therefore, the establishment of a relationship between disease progression and several socio-demographic and medical characteristics, such as age, gender, employment, education, socioeconomic status, smoking, can broaden significantly our knowledge about whether patients are able to adhere to better eating habits and a healthier lifestyle.

METHODS

Study Design

This cross-sectional study was carried out in a public hospital, in the region of Attica (General Hospital of Nice). The sample consisted of one hundred and thirty-seven (137) adults, diagnosed with relapsing-remitting MS, who presented to the hospital’s Neurological Department for follow-ups or treatment. The present study attempted to identify relations between the functional disability of MS patients, using the scale (MSRS-R), and there: a) socio-demographic characteristics, b) medical history and c) dietary habits. For the latter, the dietary intake frequency scales - The Mediterranean Diet Score and nutrition assessment - Mini Nutritional Assessment MNA were utilized [14,15]. Inclusion criteria were a) patients with relapsing-remitting MS presenting at the outpatient clinics, with odd registration number, b) individuals ≥ 18 years old, c) diagnosis of the disease at least 6 months prior, d) good understanding of the Greek language, and e) willingness to participate in the study. Exclusion criteria were a) cortisone administration, modification of treatment, participation in a clinical trial, within the last 6 months and b) patients with psychiatric disorder. The data collection instrument was a questionnaire administered by the researcher, in the context of a fifteen-minute personal interview with patients. Data were collected at the hospital premises during the period from June 2021 to May 2022. After being informed and consenting to participate in the study, participants provided information regarding their demographic-social characteristics and medical history, as well as responded to the questions comprising the MSRS-R, Med Diet score, and MNA questionnaires. The participation rate was 100%. For this study approval was given a) by the Ethics and Deontology Committee (E.H.D.E) of the University of Western Attica (P.D.A.) (19th/ 07-06-2021) and b) by the Scientific Committee of the General Hospital of Nicaea Piraeus (issue ID.16th, decision of the 21st /02-09-2020). These measures ensure that the study was conducted in accordance with ethical standards as defined in the 1964 Declaration of Helsinki and its subsequent amendments or comparable ethical standards. All participants provided written informed consent.

QUESTIONNAIRES

The MSRS-R scale is a useful tool for both sufferers and health professionals [16,17]. Is a concise measure of MS-related functional disability. MSRS-R correlated well with comparison instruments, such as MSIS-29, MSWS-12, and PRIMUS. The MSRS-R exhibited high internal consistency (Cronbach's alpha =0.86) and 1-week retest reliability (r = 0.91). Consisting of 8 items, it measures the impact of MS on patients and more specifically in terms of the course of the disease, treatment effects, side effects and relapses. The MSRS-R is released for use under Creative Commons license [13]. The Med Diet questionnaire is a popular questionnaire measuring adherence to the Mediterranean diet [18,19]. It was developed by Greek professors and applied to the participants (3.042) of the ATTICA study in the Greek population. The Med Diet questionnaire examines a variety of foods with complex combinations of nutrients. The diet score assesses adherence to the Mediterranean diet. This score is a useful tool for the assessment of an individual's nutritional status and for clinical and research purposes. The Med Diet Score has been found valid and repeatable in previous works. The questions cover 156 foods and beverages that belong to the following 11 food groups: refined grains, fruits, vegetables, legumes, potatoes, fish, meat, poultry, full-fat dairy products, olive oil and alcohol. The total score ranges from 0 to 55, indicating that the higher the score, the greater the adherence to the Mediterranean diet [14]. The Mini Nutritional Assessment is a validated nutrition assessment tool consisting of 18 items. The MNA is accurate in identifying nutrition risk. The MNA is an assessment tool with a reliable scale usable by healthcare professionals and it should be included in the geriatric assessment [20,21]. The first 6 questions provide an assessment of nourishment level. The other 12 questions provide a general nutritional assessment. The sum of both scores presents the overall nutrition assessment indicating either normal levels of nutrition or risk of malnutrition or undernourishment [15].

Statistical Analysis

Quantitative variables were expressed as means (Standard Deviation) or as medians (interquartile range). Qualitative variables were expressed as absolute and relative frequencies. Mann-Whitney and Kruskal-Walli’s test were utilized for the comparison of mean values between groups. Spearman’s rho correlations coefficients were used to investigate the potential association between two continuous variables. Multiple linear regression analysis was utilized with dependent variable the MSRS-R scale in a stepwise method (p for entry 0.05, p for removal 0.10). The regression equation included terms for all patients’ demographics, information for their disease, as well as their dietary habits. Adjusted regression coefficients (β) with standard errors (SE) were computed on the basis of the results derived from the linear regression analyses. The logarithmic transformation of MSRS-R scale was used in the regression due to lack of normality. All reported p values are two-tailed. Statistical significance was set at p

RESULTS

The sample consisted of 137 patients with MS. The majority of the patients were women (75.2%), 41-50 years old (31.4%) and with normal BMI (50.4%) Their characteristics are presented in Table 1. Almost half of the patients (49.6%) were university graduates, 54.0% were employed and 55.5% were of moderate financial status. Additionally, mean time since diagnosis was 10.8 years (SD=7.2 years). The majority of the patients had normal nutritional status (74.5%) and mean Med Diet score was 29.9 (SD=6.1).

As presented in Table 2, older patients, high school graduates at most, employed and smokers faced greater functional difficulties. Additionally, greater functional difficulty was significantly associated with lower financial status.

The Med Diet score was not significantly associated with the MSRS-R score Table 3. On the contrary, the MNA total score was significantly and negatively associated with MSRS-R score, indicating that normal dietary habits were associated with lower functional disability. However, there was not a statistically significant difference between the two distinct MNA levels.

The multivariate linear regression analysis revealed that increasing age was associated with greater MSRS-R scores Table 4. Also, patients with lower or moderate financial status presented significantly greater functional disability when compared to patients with good financial status. Moreover, a greater MNA score, i.e., indicating more normal dietary habits, was significantly associated with a lower MSRS-R score.

DISCUSSION

The majority of patients were female, with a 1:3 male-to-female ratio, whilst belonging to the 41–50-year group. This finding is in line with other studies. In a cohort study with 952 participants from Australia, the male-female ratio was 1:4 with 82.9% of MS patients being women [9]. A similar ratio appears in sub-Saharan Africa (1:4 in favor of women) [22]. However, whether women are more susceptible to MS remains unknown. A study that used mice in order to investigate the effect of gender on neurodegeneration and autoimmunity concluded that T lymphocytes play a role, yet that finding is questionable [23]. Women during their lifetime are subjected to strong hormonal modifications. A study identified female hormones, specifically estrogen, progesterone, and testosterone, as being implicated in MS in women. In the post-menopausal period, less inflammatory activity appears to occur in the context of MS disease [24]. The existing evidence suggests that women are diagnosed earlier and present more relapses, whilst developing a greater number of atrophies and lesions. Nevertheless, they appear to suffer from a milder form of the disease comparing to men. The underlying causes of this once again remain unknown. It has been hypothesized that the female peripheral immune system responds more effectively by limiting MS activity [25,26]. MS is considered to be the first cause of physical disability in young and middle-aged patients [10]. In our study, approximately half of the patients were employed, while the remaining were unemployed or retired (21.2% and 19%, respectively, p=0.11). According to the findings of a study, 50% of patients with MS will not be able to carry out their daily tasks within ten years of developing the disease [27]. At their most productive age, they are faced with a serious illness, whilst simultaneously having to deal with financial and work-related issues and potentially unemployment. The symptoms of the disease often affect the patient’s daily activities, such as their vocational rehabilitation, resulting in their losing or struggling to find work, resulting thus in a considerable financial burden [28]. A study by Vozikis and Sotiropoulos [29], published in Greece in 2012, highlighted the lack of data with regard to the economics of the disease. The cost of MS, which is very high internationally, increases with the severity of the disease, and many patients do not work. This implies that the average annual total cost born by MS patients in Greece, accounting to 8,334 euros, is practically unbearable for an unemployed patient [29].

Accordingly, the difficulties arising from the patients' unemployment status decisively affect their lives and health. A recent study showed that economic status was inversely related to future disability in MS [30]. In the same vein, another study showed that a lower socioeconomic status increased the risk of disability [31]. Additionally, much needed treatments may not be carried out due to unavailable financial resources. In recent years, health promotion programs for people with disabilities have been developed [32]. The implementation of such programs, e.g., publicly funded programs providing favorable working conditions and hours to support MS patients, who wish to work, could be a solution. The majority of patients included in our study reported a satisfactory financial status. A low percentage, 8.8% reported poor, while 55.5% and 35.8% reported a moderate and good financial status, respectively. It should be noted that the financial burden that medication, examinations, and hospitalizations of MS patients place on healthcare systems is particularly high [27]. These costs are exacerbated if patients need treatment in specialized centers to restore their functional capacity, whilst limited access to these facilities also present an important issue. It is not uncommon for MS patients to pay for several additional treatments out of their pockets [33]. In our study older people showed higher rates of disability (p<0.001), a finding that is expected, as older people experience disabilities whether they have MS or not, due to aging. These disabilities may include memory disorders, arthritis, diabetes, cardiovascular disease, metabolic disorders etc. Age, as shown in a cohort study with 26,058 participants, is a factor contributing to increasing disability in MS [34]. A recent report points out that MS patients face an additional physical health burden of about 15-30 years when compared to their healthy peers [35]. Almost half of the participants in our study were university graduates and 6.6% were masters or doctorate holders. It has been posited that a higher educational level is related to the adoption of a healthy lifestyle in MS patients, which in turn can affect the disease and its progression [32]. Adopting a healthy lifestyle can have a significant impact on reducing the consequences of MS and may enhance physical and mental capacity, elements of paramount importance for patients' lives. It seems that a higher educational level positively affects information seeking behaviors, increased awareness about the disease, as well as skills acquisition, so as to better deal with it. Considering that smoking is a well-known risk factor of the disease, one might have expected lower rates of smoking among the study participants. Almost half of the participants (44.5%, p=0.44) reported a history of tobacco smoking. It seems that cigarette smoke creates an inflammatory environment that affects T lymphocytes and the function of the blood-brain barrier (BBB). Even passive smokers seem to be adversely affected, depending on their exposure to smoke, while occasional smokers also face an increased risk of developing MS [36]. Female smokers seem to face greater risk of developing MS compared to male smokers, but the underlying mechanism is yet to be elucidated [37]. Regarding nutrition in our study, a relation was found between the functional disability scale (MSRS-R) and the total score of the nutrition scale (MNA), in contrast to the Med Diet scale where no relation was found. Accordingly, a search conducted on databases PubMed, Medline, Scopus, and Google Scholar found no study within the last ten years that provided a relation between the scales MSRS-R and Med Diet. Normal eating habits are associated with decreased functional disability, as they provide the body with the necessary vitamins, minerals, and other nutrients to maintain physical health and mental function. A balanced diet, which is rich in vegetables, fruits, whole grains, lean proteins, and healthy fats, helps maintain energy levels, improve cognitive function and reduce inflammation. The consumption of adequate amounts of fiber reduces the risk of chronic diseases such as MS [38]. Healthy eating can help improve mood, reduce the risk of depression, and can better support overall physical health, leading thus to decreased functional disability [39,40]. A lifestyle involving lack of exercise, sedentary life, harmful eating habits and obesity, has led to an increase in the prevalence of MS. The majority of study participants (50.4%) presented a normal BMI, while overweight and underweight patients accounted for 34.1% and 15.6%, respectively. Obesity appears to be responsible for a mild but chronic inflammatory state and may therefore be associated with immune diseases. By affecting the cellular immune response to infections, obesity seems to increase the prevalence or worsen the prognosis of immunological diseases [41]. The findings of a study suggested that obesity was associated with increased rates of relapse, as well as the progression of the disease from a clinically isolated symptom to an established diagnosis of MS [42]. A high BMI in early life has been associated with a high risk of MS in adulthood. Adequate evidence supports the notion that a healthy lifestyle and diet seem to be related to decreased functional disability, while the symptoms of MS appear milder with fewer relapses [43,44]. Consistent with the results of previous studies, a survey of 1,490 MS patients in Australia suggested that a healthy lifestyle and a balanced diet improve physical and mental life [45]. The present study faces several limitations including the small sample size, as well as the fact it was conducted in a single healthcare institution. The specific public hospital was selected due to the existence of an organized Neurological Clinic, where a significant number of patients with MS are monitored. For practical reasons, this enabled the researchers to focus more adequately on the research goals. The coronavirus pandemic was a factor that deterred the collection of a larger sample, as several patients turned to paperless prescription and avoided hospital visits. Nevertheless, respondents were very positive about responding and participating in the study. The small sample size does not allow for the generalization of the results and findings of the study to the entire population of patients with MS in Greece. Therefore, the findings of the study are merely indicative. In addition, the self-rating of people with MS, on the MSRS-R scale, was subjective and thus systematic error may have been introduced.

CONCLUSION

In conclusion, it is believed that a healthy lifestyle and a good nutritional status play an important role in the management of symptoms and the progression of the disease. Preventive strategies can direct individuals to modify their lifestyles and adopt new management strategies. The exploration of the disease, which affects and therefore concerns thousands of patients, must continue in all directions, may it be genetic or environmental factors, since both contribute to the risk of the disease. Improved means of subsistence and satisfactory nutrition and exercise status are preventive practices that can contribute to improving the clinical course and quality of life of MS patients.

  1. Reich DS, Lucchinetti CF, Calabresi PA (2018) Multiple Sclerosis. J Med N Engl 378: 169-180.
  2. Fleming KM, Coote SB, Herring MP (2012) Home-based Pilates for symptoms of anxiety, depression and fatigue among persons with multiple sclerosis: An 8-week randomized controlled trial. Mult Scler 27(14): 2267-2279.
  3. Nazari F, Shaygannejad V, Sichani MM, Mansourian M, Hajhashemi V (2020) The prevalence of lower urinary tract symptoms based on individual and clinical parameters in patients with multiple sclerosis. BMC Neurol 20(1): 24.
  4. Kołtuniuk A, Chojdak ŁJ (2022) Adherence to Therapy in Patients with Multiple Sclerosis-Review. Int J Environ Res Public Health 19(4): 2203.
  5. Asmarian N, Sharafi Z, Mousavi A, Jacques R, Tamayo I, et al. (2021) Multiple sclerosis incidence rate in southern Iran: A Bayesian epidemiological study. BMC Neurol 21(1): 309.
  6. Bjornevik K, Cortese M, Healy BC, Kuhle J, Mina MJ, et al. (2022) Longitudinal analysis reveals high prevalence of Epstein-Barr virus associated with multiple sclerosis. Science 375(6578): 296-301.
  7. Hedström AK, Hillert J, Brenner N, Butt J, Waterboer T, et al. (2021) DRB1-environment interactions in multiple sclerosis etiology: Results from two Swedish case-control studies. J Neurol Neurosurg Psychiatry 2(7): 717-722.
  8. Hedström AK, Brenner N, Butt J, Hillert J, Waterboer T, et al. (2020) Overweight/obesity in young adulthood interacts with aspects of EBV infection in MS etiology. Neurol Neuroimmunol Neuroinflamm 8(1): e912.
  9. Simpson YS, Nag N, Jakaria M, Jelinek GA, Neate S (2021) Sociodemographic and clinical characteristics of diet adherence and relationship with diet quality in an international cohort of people with multiple sclerosis. Mult Scler Relat Disord 56: 103307.
  10. Strober LB, Becker A, Randolph JJ (2018) Role of positive lifestyle activities on mood, cognition, well-being, and disease characteristics in multiple sclerosis. Appl Neuropsychol Adult 25(4): 304-311.
  11. Proschinger S, Kuhwand P, Rademacher A, Walzik D, Warnke C, et al. (2022) Fitness, physical activity, and exercise in multiple sclerosis: A systematic review on current evidence for interactions with disease activity and progression. J Neurol 269(6): 2922-2940.
  12. Evers I, Heerings M, De Roos NM, Jongen PJ, Visser LH (2022) Adherence to dietary guidelines is associated with better physical and mental quality of life: Results from a cross-sectional survey among 728 Dutch MS patients. Nutr Neurosci 25(8): 1633-1640.
  13. Wicks P, Vaughan TE, Massagli MP (2012) The multiple sclerosis rating scale, revised (MSRS-R): Development, refinement, and psychometric validation using an online community. Health Qual Life Outcomes 18(10): 70.
  14. Panagiotakos DB, Pitsavos C, Stefanadis C (2006) Dietary patterns: A Mediterranean diet score and its relation to clinical and biological markers of cardiovascular disease risk. Νutr Metab Cardiovasc Dis 16(8): 559-568.
  15. Vellas B, Guigoz Y, Garry PJ, Nourhashemi F Bennahum D, et al. (1999) The Mini Nutritional Assessment (MNA) and its use in grading the nutritional state of elderly patients. Nutrition 15(2): 116-122.
  16. Bove R, Secor E, Healy BC, Musallam A, Vaughan T, et al. (2013) Evaluation of an online platform for multiple sclerosis research: Patient description, validation of severity scale, and exploration of BMI effects on disease course. PLoS One 8(3): e59707.
  17. Bove R, Healy BC, Secor E, Vaughan T, Katic B, et al. (2015) Patients report worse MS symptoms after menopause: Findings from an online cohort. Mult Scler Relat Disord 4(1): 18-24.
  18. Liu S, Chen X (2022) Med Diet adherence score for the association between inflammatory markers and cognitive performance in the elderly: A study of the NHANES 2011-2014. BMC Geriatr 22(1): 511.
  19. Gregory S, Ritchie CW, Ritchie K, Shannon O, Stevenson EJ, et al. (2022) Mediterranean diet score is associated with greater allocentric processing in the EPAD LCS cohort: A comparative analysis by biogeographical region. Front Aging 3: 1012598.
  20. Guigoz Y (2006) The Mini Nutritional Assessment (MNA) review of the literature--What does it tell us? J Nutr Health Aging 10(6): 466-585.
  21. Lilamand M, Kelaiditi E, Cesari M, Raynaud SA, Ghisolfi A, et al. (2015) Validation of the Mini Nutritional Assessment-Short Form in a Population of Frail Elders without Disability. Analysis of the Toulouse Frailty Platform Population in 2013. J Nutr Health Aging 19(5): 570-574.
  22. Jamal I, Shah J, Mativo P, Hooker J, Wallin M, et al. (2021) Multiple sclerosis in Kenya: Demographic and clinical characteristics of a registry cohort. Mult Scler J Exp Transl Clin 7: 1-10.
  23. Voskuhl RR, Sawalha AH, Itoh Y (2018) Sex chromosome contributions to sex differences in multiple sclerosis susceptibility and progression. Mult Scler 24(1): 22-31.
  24. Magyari M, Koch HN (2022) Quantitative effect of sex on disease activity and disability accumulation in multiple sclerosis. J Neurol Neurosurg Psychiatry 93(7): 716-722.
  25. Gilli F, DiSano KD, Pachner AR ( 2020) Sex Matters in Multiple Sclerosis. Front Neurol 11: 616.
  26. Angeloni B, Bigi R, Bellucci G, Mechelli R, Ballerini C, et al. (2021) A Case of Double Standard: Sex Differences in Multiple Sclerosis Risk Factors. Int J Mol Sci 22(7): 3696.
  27. Hartung DM (2021) Health economics of disease-modifying therapy for multiple sclerosis in the United States. Ther Adv Neurol Disord 17: 14.
  28. Ellenberger D, Parciak T, Brola W, Hillert J, Middleton R, et al. (2022) Comparison of employment among people with Multiple Sclerosis across Europe. Mult Scler J Exp Transl Clin 8(2): 1-10.
  29. Vozikis A, Sotiropoulou E (2012) Multiple sclerosis in Greece: An analysis of out-of-pocket payments. Arch Hellen Med 29(4): 448-453.
  30. Boorgu DSSK, Venkatesh S, Lakhani CM, Walker E, Aguerre IM, et al. (2022) The impact of socioeconomic status on subsequent neurological outcomes in multiple sclerosis. Mult Scler Relat Disord 24(65): 103994.
  31. Flemmen , Simonsen CS, Broch L, Brunborg C, Berg-HP, et al. (2021) Maternal education has significant influence on progression in multiple sclerosis. Mult Scler Relat Disord 53: 103052.
  32. Rimmer JH, Vanderbom KA, Bandini LG, Drum CE, Luken K, et al. (2014) GRAIDs: A framework for closing the gap in the availability of health promotion programs and interventions for people with disabilities. Implement Sci 9: 100.
  33. Contentti EC, Giachello S, Correale J (2021) Barriers to access and utilization of multiple sclerosis care services in a large cohort of Latin American patients. Mult Scler 27(1): 117-129.
  34. Manouchehrinia A, Westerlind H, Kingwell E, Zhu F, Carruthers R, et al. (2017) Age Related Multiple Sclerosis Severity Score: Disability ranked by age. Mult Scler 23(14): 1938-1946.
  35. Cortese M, Bjornevik K, Chitnis T, Ascherio A, Munger KL (2022) Aging with multiple sclerosis: A longitudinal study of physical function, mental health, and memory in two cohorts of US women. Mult Scler 28(1): 121-131.
  36. Wang Z, Xie J, Wu C, Xiao G (2019) Correlation Between Smoking and Passive Smoking with Multiple Sclerosis and the Underlying Molecular Mechanisms. Med Sci Monit 25: 893-902.
  37. Angeloni B, Bigi R, Bellucci G, Mechelli R, Ballerini C, et al. (2021) A Case of Double Standard: Sex Differences in Multiple Sclerosis Risk Factors. Int J Mol Sci 22(7): 3696.
  38. Stoiloudis P, Kesidou E, Bakirtzis C, Sintila SA, Konstantinidou N, et al. (2021) The Role of Diet and Interventions on Multiple Sclerosis: A Review. Nutrients 14(6): 1150.
  39. Artaud F, Dugravot A, Sabia S, Singh-Manoux A, Tzourio C, et al. (2013) Unhealthy behaviors and disability in older adults: Three-City Dijon cohort study. BMJ 347: f4240.
  40. Li D, Jia Y, Yu J, Liu Y, Li F, et al. (2021) Adherence to Healthy Lifestyle and the Risk of Function Limitations in Late Life: The Atherosclerosis Risk in Communities Study. Front Aging Neurosci 13: 698699.
  41. Marrodan M, Farez MF, Aguirre MEB, Correale J (2020) Obesity and the risk of Multiple Sclerosis. The role of Leptin. Ann Clin Transl Neurol 8(2): 406-424.
  42. Escobar JM, Cortese M, Edan G, Freedman MS, Hartung HP, et al. (2022) Body mass index as a predictor of MS activity and progression among participants in BENEFIT. Mult Scler 28(8): 1277-1285.
  43. Fitzgerald KC, Tyry T, Salter A, Cofield SS, Cutter G, et al. (2018) Diet quality is associated with disability and symptom severity in multiple sclerosis. Neurology 90(1): e1-e11.
  44. Simpson YS, Oddy WH, Taylor B, Lucas RM, Black LJ, et al. (2020) High Prudent diet factor score predicts lower relapse hazard in early multiple sclerosis. Mult Scler 27(7): 1112-1124.
  45. Marck CH, Probst Y, Chen J, Taylor B, Van der Mei I (2021) Dietary patterns and associations with health outcomes in Australian people with multiple sclerosis. Eur J Clin Nutr 75(10): 1506-1514.

    No Files Found