Loading...
 

Volume 35, Issue 1, March 2024



Sign in to download the Issue in PDF format.

Mediterr J Rheumatol 2023;34(4):404-13
Epidemiology and Risk Factors for Rheumatoid Arthritis Development
Authors Information

1Department of Rheumatology, School of Health Sciences, Faculty of Medicine, University of Ioannina, Ioannina, Greece

2Institute of Epidemiology, Preventive Medicine and Public Health, Corfu, Greece

 

AI Venetsanopoulou, Y Alamanos, PV Voulgari, AA Drosos

Abstract

Rheumatoid arthritis (RA) is a prevalent chronic inflammatory arthritis worldwide, significantly impacting patients and population health. The disease affects women primarily, with a female-to-male ratio of three to one. Its pathogenesis is multifactorial, including genetic and environmental risk factors. Epidemiological studies highlight the link between the environment and genetic susceptibility to RA. The so-called shared epitope is the most significant risk factor that seems to act synergetic with other environmental factors in the disease occurrence.

 In addition, recent findings suggest a potential role of new substantial environmental factors, such as the observed pollution of the planet’s natural resources, on the susceptibility and progression of the disease. This review summarises the most decisive evidence on epidemiology and genetic, environmental, and lifestyle risk factors for RA. It shows that studying genetic and environmental factors in correlation could lead to prevention strategies that may impact the natural history of the disease.


Cite this article as: Venetsanopoulou AI, Alamanos Y, Voulgari PV, Drosos AA. Epidemiology and Risk Factors for Rheumatoid Arthritis Development. Mediterr J Rheumatol 2023;34(4):404-13

Article Submitted: 14 Dec 2022; Revised Form: 24 Oct 2023; Article Accepted: 31 Oct 2023; Available Online: 30 Dec 2023

This work is licensed under a Creative Commons Attribution 4.0 International License.

©2023 The Author(s).

Full Text

DEFINING RA

Rheumatoid arthritis (RA) is a chronic, inflammatory, autoimmune disease that impacts approximately 0,5-1% of the adult population and presents two- to three-fold more frequently in women than in men. Although the disease is heterogeneous, with various systemic manifestations, the hallmark of the advanced disease is the persistent inflammation of the synovium, which usually involves peripheral joints in a symmetrical distribution.1,2

RA has a multifactorial aetiology and can be considered the final result of an interplay between epigenetic processes and environmental factors that act in genetically predisposed individuals.3,4 In the serum of RA patients, several autoantibodies have been identified, including rheumatoid factor (RF), anti-citrullinated protein antibodies (ACPA), and anti-carbamylated protein antibodies.5 The role of these autoantibodies is critical as they may form immune complexes in the joint that contribute to the inflammatory processes that lead to articular cartilage damage. Depending on the presence or absence of RF and ACPA in RA patients’ serum, two forms of the disease have been established: Seropositive RA, which represents the most common form and is characterised by the presence of RF and or ACPA antibodies, while seronegative RA is determined by the absence of both RF and ACPA.6

In recent years, early diagnosis and treatment initiation with disease-modifying antirheumatic drugs (DMARDs) in a treat-to-target strategy have led to rapid disease remission and improved outcomes for RA patients.7-9 RA has no diagnostic criteria, but classification criteria exist based on clinical and lab features such as symptom duration, joint involvement, serology, and acute-phase reactant levels. These criteria define patient groups for studies on disease progression and treatment response.10-12

Understanding the epidemiology and risk factors associated with RA is crucial in light of the changing disease patterns, emerging treatment options, and the importance of personalised healthcare approaches for different disease subsets. Factors such as environmental conditions, genetics, epigenetics, comorbidities, and patient-reported outcomes should be considered while analysing the epidemiology of RA.

 

METHODS

We conducted a narrative review using the Medline and PubMed search engines to find articles in English published without time limitations on publication dates. We used the following keywords: "rheumatoid arthritis," "epidemiology," "prevalence," "incidence," "mortality," "risk factor," "genetic," "epigenetic," "hormonal," "environment," "infectious agents," "socio-economic status," "air pollution," "occupational dust," "smoking," "alcohol," "vitamin D deficiency," and "diet".

The articles that discussed the epidemiology, environmental, and genetic risk factors related to RA were selected after a screening process carried out by the authors. We did not perform any meta-analyses as our objective was to address various questions in a descriptive manner rather than to obtain summarized estimations for one or two risk factors.

 

Epidemiological Aspects

Epidemiologic principles have been used to describe the distribution of RA in the population and to examine possible risk factors for disease occurrence and progression.13 The different sets of classification criteria that may have been used to define the disease in epidemiological studies may have influenced the results. Other important parameters include the reference population and the sample size. At the same time, a lack of standardisation for the characteristics responsible for the differences in comparison may lead researchers to inconsistent conclusions.14 Appropriate attention to methodological issues can resolve these issues.15 Following that, most researchers use the 1987 American College of Rheumatology (ACR) criteria for the definition of RA and include in studies a sufficient sample size of individuals over 16 years old, while most recent studies report the age-adjusted prevalence and incidence rates. However, a potential inherent bias in population studies remains challenging to control.

 

Prevalence of RA

Most studies on RA estimate periodic prevalence, considering the flare-and-remitting nature of the disease. Still, potential biases may result from different socioeconomic, demographic, and healthcare conditions in each country; This should be kept in mind, especially when comparing Western with Third World populations, where significantly more than 40% of the population may be under 25 years of age.16 Moreover, when interpreting studies results, someone should be cautious about whether age-standardized prevalence rates or crude rates are used. As many prevalence studies have been conducted decades apart, differences in prevalence rates may also reflect temporal variations rather than differences between populations.17

Overall, RA's global prevalence has been estimated to range from 0.24 to 1%, although rates vary by country and geographical region.18 The disease seems less common in Africa and Asia than in the United States of America and Europe.19 At a population level, the highest prevalence worldwide of self-reported disease has been observed in Australia (2%), according to the data of a National Health Survey during 2014–2015.20 At a community level, Native American populations, such as Pima and Chippewa  tribes,21,22 present the highest rates that have ever been reported (5.3% and 6.8%, respectively). On the contrary, reports from rural populations in South Africa (0.0026%)23 and Nigeria (0%)24 indicate a very low prevalence or even absence of the disease.25

 

Incidence of RA

The number of published community-based incidence studies is relatively low compared to those referring to RA prevalence. These studies are problematic to complete as extended periods of population follow-up are needed, while it is challenging for those who rely on medical records to find adequate medical data resources.17 Nevertheless, the existing data demonstrate a temporal variability in the disease’s incidence with different trends depending on the region. In some populations, RA incidence initially increased in the late 60s and has since decreased.26 This variation was predominately observed since the early 90s in white populations in Europe27,28 and the United States of America,29,30 including the indigenous Pima Indians.31 The decline in the disease's incidence among whites was mainly observed among women,29 while the idea of a declining RA incidence was supported by the coincidental decrease in the disease’s prevalence and the rate of positive RF in young RA patients.32 On the contrary, RA incidence seems to increase in other regions like Africa.33 Yet, when interpreting data from developing countries, someone should keep in mind that the lower RA incidence observed in those countries compared to northern European and American ones may in fact reflect differences in the age distribution between the studying populations.

 

Mortality

Higher standardised mortality ratios (SMRs) for all-cause mortality, up to 1.5-1.6, have been reported in RA patients than in the general population,34-36 which in some cases have been related to the disease severity.37 Moreover, the hazard ratio for death has been reported to increase even in under-treatment patients, possibly associated with longer disease duration.38 The primary causes of death in RA patients are thought to be cardiovascular diseases, respiratory diseases, and infections.34 An interesting meta-analysis of data from the last 50 years showed a decrease in mortality in RA patients, which nevertheless remained higher than in the general population.39 Other studies have shown the same trend over time,40-42 although results from some others differ.43 The conflicting results may derive from methodological issues as to different types of cohorts and different follow-up times but also may relate to the changing treatment over the last two decades.

However, there is a tendency to underreport RA on death certificates, especially in older patients with a more significant number of comorbidities, and thus decrease the likelihood that RA would be included when completing the death certificate.44 Long-term clinical cohorts with a large sample of RA patients should be performed to overcome these discrepancies using more recent mortality data.

 

Risk factors for RA

For the last decades, much knowledge has been gained on the predisposing factors to RA. Multiple environmental factors, along with genetic ones, contribute to the disease's development. There are inherited risk factors passed down from parent to child through genes. Many other factors are related to environmental and lifestyle choices seemingly controllable by individuals, such as tobacco smoking (Figure 1). There is also support for the protective role of other factors, including certain dietary foods. However, we cannot predict RA, and understanding the risk factors and their interplay is essential for a better assessment and management of the disease.

Figure 1. Risk factors associated with RA development and phenotype expression.

 

 

THE GENETIC AND EPIGENETIC IMPACT ON RA

RA presents a robust genetic background. Twin studies have revealed that the disease’s heritability, independently from environmental factors, reaches almost 60% in cases of ACPA-positive patients, while estimates for the seronegative disease are lower.45-47 The disease has long been associated with human leukocyte antigen (HLA) genes. Among the genetic risk factors, the shared epitope (SE), a sequence of a five-amino acid motif encoded by HLA-DRB1 alleles, is the most significant one.48 The SE is associated with an increased RA susceptibility, an earlier disease onset, more severe cartilage erosions, and the presence of ACPAs.49 Distinct genetic patterns between the seropositive and seronegative subsets of the disease have been defined according to ACPA status.50

Genome-wide association studies (GWAS) using single nucleotide polymorphisms (SNPs) have also revealed disease-associated variants in the population that may cumulatively influence RA development. Polymorphic variants of the tyrosine phosphatase non-receptor type 22 (PTPN22) gene, the Cytotoxic T-Lymphocyte Associated Protein 4 (CTLA4), the signal Transducer and Activator of Transcription 4 (STAT4), and variants of the genes that encode enzymes peptidylarginine deiminases (PADI)-2 and PADI-4 have been associated with susceptibility to RA.51-53 Still, differences in the genetic factors related to RA susceptibility have been identified between different populations in Europe, Asia, and Africa.54,55

Epigenetic changes, which affect the expression of many genes, have also been proposed to influence RA pathogenesis. So far, several epigenetic changes have been reported, including DNA methylation, histone modifications, and non-coding RNAs, also called microRNAs (miRNAs).56 Post-translational modifications (PTM), including glycosylation, citrullination, and carbamylation, are associated with the disease onset in predisposed individuals.57

 

GENDER AND HORMONAL INFLUENCE ON RA

Studies indicate that women are approximately two-to-three times more likely to present RA than men.58 They also have a more aggressive disease course with greater activity and disability.59 The spontaneous amelioration during pregnancy and the definite increase in RA prevalence in women around menopause have led investigations to hypothesise that hormonal factors play a role in the development of the disease. Although the published data are conflicting, declining oestrogen and/or progesterone levels in post-partum and menopause seem to augment the risk and severity of RA.60 The peak age of RA in women around menopause is accompanied by a sharp increase in serum follicle-stimulating hormone (FSH) levels. In some studies, high FSH levels are a possible risk factor for RA and are positively associated with disease activity.61 On the other hand, breastfeeding is associated with a lower risk of developing RA, independently of the duration of breastfeeding.62

Exposure to Oral contraceptives (OC) is related to a reduced risk of RA development and improvement of the established disease activity and severity.63,64 OC use has a lower protective effect on the risk of RA with a change in OC composition.65 On the contrary, hormone replacement therapy is associated with a small but significant increase in the risk of seropositive RA.66

 

THE ROLE OF THE ENVIRONMENT IN RA

Environmental factors like climate change, pollution, and disease-causing microbes can lead to chronic diseases like RA. Poor lifestyle choices such as smoking and poor nutrition can also contribute to chronic diseases. The underlying mechanism of this effect is poorly understood, and more research is necessary to develop effective prevention strategies and promote healthier lifestyles.

 

Exposure to infectious agents

Different pathogens may trigger autoimmunity through molecular mimicry, epitope spreading, bystander activation, and subdominant cryptic antigens.67 Studies on RA after viral exposure are few and have poor quality. Parvo B19 and hepatitis C virus previous infection relate to RA occurrence, while Cytomegalovirus and hepatitis B virus infections are not associated with the disease. Infection with Epstein-Barr virus (EBV) has been suggested to contribute to the pathogenesis of RA. However, a recent meta-analysis did not show that prior infection with EBV predisposes RA development.68 Interestingly Chikungunya virus is associated with persistent inflammatory arthritis with RA-like arthritis clinical features.69

Regarding COVID-19 caused by the SARS-CoV-2 virus, the data are limited. Although some RA-reported cases follow a COVID-19 infection, it is uncertain if they present a coincidence rather than a connection of the virus infection to the disease occurrence.70,71 Nevertheless, there is evidence that the SARS-CoV-2 virus may disturb immunological tolerance, and further studies are needed.

Clinical and animal model studies have also suggested that microbiomes, such as Aggregatibacter actinomycetemcomitans, Porphyromonas gingivalis (P. gingivalis), Proteus mirabilis, and mycoplasma contribute to the etiopathogenesis of RA. Among those, P. gingivalis is thought to be a significant infectious agent in individuals with periodontal disease, which has been associated with an increased risk of developing RA.72-74

The association between infection during the first year of life and the risk of RA at age 16 years or later has been shown to have a stronger association for seronegative RA, although these associations were based on small numbers.75,76 Still, other possible perinatal factors related to foetal growth may be critical to the disease occurrence, and more research is needed before any conclusions can be made.

 

Socio-economic status

Socioeconomic status is a hierarchical social classification associated with the income, educational level, occupational class, social class, and the origin of each individual. These parameters present conditional interactions with different outcomes in health and disease.76 Few reports exist in the literature showing that lower educational level, occupation, income, and living in rural areas may influence the disease activity or even act as a possible risk factor for the disease occurrence.78,79 Conversely, having a higher socioeconomic status has been associated with a lower incidence of RA.80 Interestingly, lower socioeconomic status is correlated to other factors related to the disease, including smoking, obesity, poor nutrition, and a higher overall frequency of chronic disease. On the contrary, higher education and income are related to an early disease diagnosis.81

 

Air pollution

Environmental air pollution mainly comes from energy use and production. Pollutants with the most substantial evidence for public health concerns include particulate matter (PM), ozone (O3), carbon monoxide, nitrogen dioxide (NO2), sulphur dioxide (SO2), and lead.82 The consequences of air pollution on humans depend on the type of pollutant, the length and level of exposure, the cumulative impact in case of multiple pollutants, and each individual’s health issues. The pathophysiology linking environmental air pollution and the development of autoimmune diseases implicates the lung as an autoimmunity initiation organ; Airway damage induced by inhaled exposure may lead to systemic inflammation, increased oxidative stress, and epigenetic modifications, all of which are crucial for the development of chronic diseases such as RA.83 Long-term exposure to ambient pollution has been associated with a higher risk of autoimmune diseases.84 Living near air pollution emitters has been associated with a higher likelihood of developing RA.85-87 Of different air pollutants measures, exposure to fine PM2.5 appears to be most closely linked to ACPA titers.88 Some studies have also observed a striking association between air pollution and RA disease severity and flares, where exposure to high levels of air pollutants was associated with increased C-reactive protein (CRP) levels and a higher risk of a disease flare.89

Still, there is no strong epidemiological evidence that may relate one specific air pollution particle to the occurrence of RA. Air pollution is a complex mixture, and it is not easy to use adequate methodologies correlating meteorological variables with RA. Focusing on specific components may decrease the likelihood of demonstrating any significant association.

 

Occupational dust (silica)

In the year 2000 and only in the EU, more than 3.2 million workers were exposed to silica dust in their professions, including workers at miners, constructions, and ceramic, quarry, and pottery industries.90 Studies have linked inhaled silica dust to silicosis, sarcoidosis, and chronic obstructive pulmonary disease.91-93 The epidemiological studies that investigated a possible association between inhaled silica and the occurrence of RA, indeed revealed an increased risk for the disease.94,95 The hypothesis behind this relation includes evidence of significantly higher levels of Interleukin (IL) 1α, IL-1β, IL-2, IL-4, IL-6, IL-10, and tumor necrosis factor-alpha (TNF-α) in ceramic workers, in addition to an impaired antioxidant/oxidant status suggestive of a triggered immune system and inflammatory response to the exposure to silica.96 This association in some studies seems to increase with the number of years exposed to silica.97

 

LIFESTYLE FACTORS

Exposure to tobacco smoke

Cigarettes are one of the top environmental considerations in RA patients. Smoking has a significant impact on immune responses. It increases the body’s oxidative stress, interferes in apoptosis, provokes proinflammatory processes, and causes citrullination, and epigenetic changes, such as DNA methylation.98 It is evident that past and current cigarette smoking (CS) are related to the development of RA, in particular seropositive RA, where intensity and duration are directly related to the risk, with a prolonged increased risk even after cessation.99,100 A gene-environment interaction exists between smoking and the HLA-DRB1 SE genotype. The relative risk of seropositive RA has been reported to be remarkably high in smokers carrying single or double SE alleles.101 CS not only increases the risk of seropositive RA but also might influence the severity and clinical expression of the disease.102,103 CS can also impact treatment response to DMARDs and affect future joint damage.104 On the contrary, behavioral modification with sustained SC could delay or prevent seropositive disease.105

Compared to smoking cigarettes, vaping involves heating an "e-juice" in a battery-powered device to create a vapor. The vapor contains nicotine and ultrafine particles that can worsen or trigger chronic diseases when inhaled into the lungs.106 Currently, no data is available regarding the risk of RA associated with vaping.

 

Alcohol consumption

Low to moderate consumption of alcohol is associated with a reduced risk of RA in a dose-dependent, time-dependent and sex-dependent manner.107,108 The relation is more pronounced for ACPA-positive RA.109 A meta-analysis based on eight prospective studies suggested that the impact of alcohol consumption on RA risk might follow a J-shaped curve, and people with low-to-moderate alcohol consumption may have a lower RA risk.110 Moreover, a synergistic effect between alcohol and smoking has been reported, where the positive association between smoking and RA incidence was reduced when increasing alcohol consumption.111

Alcohol consumption is also associated with lower disease activity and self-reported health assessment in RA.112 A three-way interaction between alcohol, smoking, and HLA-DRB1-SE has been reported regarding the risk for ACPA-positive RA.113 These findings emphasize the need to investigate interactions between several environmental and genetic factors in order to understand the disease occurrence better.

 

Vitamin D deficiency

Vitamin D, as a fat-soluble vitamin and a steroid pre-hormone, is believed to possess an immune-modulatory effect.114 Research suggests that Vitamin D intake has been inversely associated with RA risk.115,116 Vitamin D supplementation for five years, with or without omega-3 fatty acids, has been shown to reduce the incidence of an autoimmune disease, including a 40% reduction in RA incidence.117 Some studies also report a negative association between serum vitamin D and disease activity. In order to overcome unmeasured confounding, which is a major limitation of observational studies, researchers have started to use Mendelian randomisation, with genetic variants as instrumental variables for all modifiable risk factors that affect population health.118 Interestingly, when Mendelian randomisation was performed researchers did not find any evidence supporting a causal relationship between genetically predicted serum vitamin D concentrations and the risk of RA,119 and more research is needed.

 

Dietary and other factors

Nutrition, in general, has been shown to affect autoimmunity strongly.120 In regards to RA, studies have indicated that the Mediterranean diet, which relies on the daily consumption of extra virgin olive oil, fish, and omega-3 fatty acids, has a protective effect on RA development and clinical expression.121-123 On the other hand, high sodium, and red meat consumption, which are more typical in the Western diet, have been related to an increased risk of inflammatory polyarthritis or RA.124,125 A Western diet is also associated with an augmented risk of obesity, defined as abnormal fat accumulation in the human body and considered a significant overall health risk and, according to some studies, a possible risk for RA.126Other eating habits, including fasting-mimicking diets, which have become increasingly popular, appear to benefit inflammation and RA disease activity. Yet, studies have not found any protective role of fasting on disease development.127

 Moreover, studies indicate a possible relation between nutrition and gut microbiota as interconnected factors that impact RA risk. Dysbiosis, an imbalance in gut microbiota, is believed to be a contributing factor to RA that provokes an abnormal immune response and inflammation.  A diet with high dietary fiber and reduced carbohydrate intake can improve gut microbiota composition in RA patients, while omega-3 fatty acids and reduced sodium intake can lower the risk of RA.128 Clinical trials have also shown that dietary interventions, including probiotics, can alleviate RA severity by reducing pathogenic bacteria and improving intestinal barrier and immune function.128,129

Finally, coffee consumption has been reported that may have a protective effect on the disease. Nevertheless, data from a Mendelian randomisation analysis do not support causal associations between coffee consumption and the development of RA.130

Regarding the use of medicines, there are data relating the use of statins with a lower risk of mortality among patients with RA.131 Statins indeed have pleiotropic effects ameliorating cardiovascular risk and inflammation in the context of RA.132 Interestingly some studies have shown that the risk of the disease may be lower in patients with higher versus lower statin treatment persistence or intensity. Still, future observational studies considering differences in dosage, duration of use, study population, and other factors should shed light on this observation.133

 

CONCLUSIONS

Genetic and epigenetic factors, and environmental exposure, such as air pollution and lifestyle, influence the disease occurrence and clinical expression. Still, the multifactorial nature of RA makes studies of sole environmental factors challenging to interpret. As each factor may explain a small proportion of cases and cannot explain the disease's complete underlying aetiology, the epidemiological studies' results can be problematic.

Stratifying patients according to their genetic profile and then identifying the environmental triggers for each subgroup may be more efficient. The ultimate goal should be to use nutritional and environmental modifiable risk factors in a prevention strategy that might help limit the consequences of the disease.

 

ACKNOWLEDGMENTS

All figures were created with BioRender.com

 

CONFLICT OF INTEREST

The authors (A.I. Venetsanopoulou, Y. Alamanos, P.V. Voulgari, A.A. Drosos) have no conflict of interest.

 

AUTHOR CONTRIBUTIONS

All authors contributed to the final manuscript. P.V. Voulgari and A. I. Venetsanopoulou: Literature screening, manuscript preparation. Y. Alamanos: literature screening. A.A. Drosos: Review, editing, and supporting. All authors have read and approved the final submitted version.

 

STATEMENT OF ETHICS AND CONSENT

This study was conducted in compliance with the 1964 Helsinki Declaration and its later amendments or comparable ethical standards.

References

1. Smolen JS, Aletaha D, Barton A, Burmester GR, Emery P, Firestein GS, et al. Rheumatoid arthritis. Nat Rev Dis Primers 2018;4:18001.

2. Grassi W, De Angelis R, Lamanna G, Cervini C. The clinical features of rheumatoid arthritis. Eur J Radiol 1998;27 Suppl 1:S18-24.

3. Venetsanopoulou AI, Alamanos Y, Voulgari PV, Drosos AA. Epidemiology of rheumatoid arthritis: genetic and environmental influences. Expert Rev Clin Immunol 2022;18(9):923-931.

4. Oliver JE, Silman AJ. What epidemiology has told us about risk factors and aetiopathogenesis in rheumatic diseases. Arthritis Res Ther 2009;11(3):223.

5. van Delft MAM, Huizinga TWJ. An overview of autoantibodies in rheumatoid arthritis. J Autoimmun 2020;110:102392.

6. Ajeganova S, Huizinga TW. Rheumatoid arthritis: Seronegative and seropositive RA: alike but different? Nat Rev Rheumatol 2015;11(1):8-9.

7. Wasserman A. Rheumatoid Arthritis: Common Questions About Diagnosis and Management. Am Fam Physician 2018;97(7):455-462.

8. Aletaha D, Smolen JS. Diagnosis and Management of Rheumatoid Arthritis: A Review. JAMA 2018;320(13):1360-72.  

9. Drosos AA, Pelechas E, Kaltsonoudis E, Voulgari PV. Therapeutic Options and Cost-Effectiveness for Rheumatoid Arthritis Treatment. Curr Rheumatol Rep 2020;22(8):44.  

10. Aletaha D, Neogi T, Silman AJ, Funovits J, Felson DT, Bingham CO 3rd, et al. 2010 Rheumatoid arthritis classification criteria: an American College of Rheumatology/European League Against Rheumatism collaborative initiative. Arthritis Rheum 2010;62(9):2569-81.

11. Arnett FC, Edworthy SM, Bloch DA, McShane DJ, Fries JF, Cooper NS, et al. The American Rheumatism Association 1987 revised criteria for the classification of rheumatoid arthritis. Arthritis Rheum 1988;31(3):315-24.

12. Berglin E, Dahlqvist SR. Comparison of the 1987 ACR and 2010 ACR/EULAR classification criteria for rheumatoid arthritis in clinical practice: a prospective cohort study. Scand J Rheumatol 2013;42(5):362-8.  

13. Gabriel SE, Michaud K. Epidemiological studies in incidence, prevalence, mortality, and comorbidity of the rheumatic diseases. Arthritis Res Ther 2009;11(3):229.

14. Abdel-Nasser AM, Rasker JJ, Valkenburg HA. Epidemiological and clinical aspects relating to the variability of rheumatoid arthritis. Semin Arthritis Rheum 1997;27(2):123-40.

15. Ali-Gombe A, Adebajo A, Silman A. Methodological problems in comparing the severity of rheumatoid arthritis between populations. Br J Rheumatol 1995;34(8):781-4.

16. Mijiyawa M. Epidemiology and semiology of rheumatoid arthritis in Third World countries. Rev Rhum Engl Ed 1995;62(2):121-6.

17. MacGregor AJ, Silman AJ. A reappraisal of the measurement of disease occurrence in rheumatoid arthritis. J Rheumatol 1992;19(8):1163-5.

18. Safiri S, Kolahi AA, Hoy D, Smith E, Bettampadi D, Mansournia MA, et al. Global, regional and national burden of rheumatoid arthritis 1990-2017: a systematic analysis of the Global Burden of Disease study 2017. Ann Rheum Dis 2019;78(11):1463-71.

19. Alamanos Y, Voulgari PV, Drosos AA. Incidence and prevalence of rheumatoid arthritis, based on the 1987 American College of Rheumatology criteria: a systematic review. Semin Arthritis Rheum 2006;36(3):182-8.

20. Australian Institute of Health and Welfare. Rheumatoid Arthritis. Australian Institution of Health and Welfare. https ://www.aihw.gov.au/reports/arthritis-other-musculoskeletal-conditions/rheumatoid-arthritis/contents/who-gets-rheumatoid-arthritis, Accessed 30 Aug 2019.

21. Del Puente A, Knowler WC, Pettitt DJ, Bennett PH. High incidence and prevalence of rheumatoid arthritis in Pima Indians. Am J Epidemiol 1989;129(6):1170-8.

22. Harvey J, Lotze M, Stevens MB, Lambert G, Jacobson D. Rheumatoid arthritis in a Chippewa Band. I. Pilot screening study of disease prevalence. Arthritis Rheum 1981;24(5):717-21.

23. Brighton SW, de la Harpe AL, van Staden DJ, Badenhorst JH, Myers OL. The prevalence of rheumatoid arthritis in a rural African population. J Rheumatol 1988;15(3):405-8.

24. Silman AJ, Ollier W, Holligan S, Birrell F, Adebajo A, Asuzu MC, et al. Absence of rheumatoid arthritis in a rural Nigerian population. J Rheumatol 1993;20(4):618-22.

25. Usenbo A, Kramer V, Young T, Musekiwa A. Prevalence of Arthritis in Africa: A Systematic Review and Meta-Analysis. PLoS One 2015;10(8):e0133858.

26. Silman AJ, Hochberg MC. Epidemiology of the rheumatic diseases. Oxford: Oxford University Press, 1993.

27. Hochberg MC. Changes in the incidence and prevalence of rheumatoid arthritis in England and Wales, 1970-1982. Semin Arthritis Rheum 1990;19(5):294-302.

28. Venetsanopoulou AI, Alamanos Y, Skalkou A, Voulgari PV, Drosos AA. The changing incidence of rheumatoid arthritis over time in north-west Greece: data from a referral centre. Scand J Rheumatol 2022;12:1-8.

29. Linos A, Worthington JW, O'Fallon WM, Kurland LT. The epidemiology of rheumatoid arthritis in Rochester, Minnesota: a study of incidence, prevalence, and mortality. Am J Epidemiol 1980;111(1):87-98.

30. Dugowson CE, Koepsell TD, Voigt LF, Bley L, Nelson JL, Daling JR. Rheumatoid arthritis in women. Incidence rates in group health cooperative, Seattle, Washington, 1987-1989. Arthritis Rheum 1991;34(12):1502-7.

31. Jacobsson LT, Hanson RL, Knowler WC, Pillemer S, Pettitt DJ, McCance DR, et al. Decreasing incidence and prevalence of rheumatoid arthritis in Pima Indians over a twenty-five-year period. Arthritis Rheum 1994;37(8):1158-65.

32. Spector TD, Hart DJ, Powell RJ. Prevalence of rheumatoid arthritis and rheumatoid factor in women: evidence for a secular decline. Ann Rheum Dis 1993;52(4):254-7.

33. Adebajo AO. Rheumatoid arthritis: a twentieth century disease in Africa? Arthritis Rheum 1991;34(2):248-9.

34. van den Hoek J, Boshuizen HC, Roorda LD, Tijhuis GJ, Nurmohamed MT, van den Bos GA, et al. Mortality in patients with rheumatoid arthritis: a 15-year prospective cohort study. Rheumatol Int 2017;37(4):487-93.

35. Gordon P, West J, Jones H, Gibson T. A 10 year prospective followup of patients with rheumatoid arthritis 1986-96. J Rheumatol 2001;28(11):2409-15.

36. Gabriel SE, Crowson CS, O'Fallon WM. Mortality in rheumatoid arthritis: have we made an impact in 4 decades? J Rheumatol 1999;26(12):2529-33.

37. Listing J, Kekow J, Manger B, Burmester GR, Pattloch D, Zink A, et al. Mortality in rheumatoid arthritis: the impact of disease activity, treatment with glucocorticoids, TNFα inhibitors and rituximab. Ann Rheum Dis 2015;74(2):415-21.

38. Bournia VK, Fragoulis GE, Mitrou P, Mathioudakis K, Tsolakidis A, Konstantonis G, Vourli G, Paraskevis D, Tektonidou MG, Sfikakis PP. All-cause mortality in systemic rheumatic diseases under treatment compared with the general population, 2015-2019. RMD Open 2021 Nov;7(3):e001694.

39.Dadoun S, Zeboulon-Ktorza N, Combescure C, Elhai M, Rozenberg S, Gossec L, Fautrel B. Mortality in rheumatoid arthritis over the last fifty years: systematic review and meta-analysis. Joint Bone Spine 2013;80(1):29-33.

40. Reduced Mortality Risk in Rheumatoid Arthritis: Findings from Two UK Inception Cohorts. http://acrabstracts.org/abstract/reduced-mortality-risk-in-rheumatoid-arthritis-findings-from-two-uk-inception-cohorts.

41. Provan SA, Lillegraven S, Sexton J, Angel K, Austad C, Haavardsholm EA, et al. Trends in all-cause and cardiovascular mortality in patients with incident rheumatoid arthritis: a 20-year follow-up matched case-cohort study. Rheumatology (Oxford) 2020;59(3):505-12.

42. Lacaille D, Avina-Zubieta JA, Sayre EC, Abrahamowicz M. Improvement in 5-year mortality in incident rheumatoid arthritis compared with the general population-closing the mortality gap. Ann Rheum Dis 2017;76(6):1057-63.

43. http://acrabstracts.org/abstract/mortality-trends-in-rheumatoid-arthritis-during-the-biologic-era-1998-to-2011/ [accessed 23.02.16].

44. Molina E, del Rincon I, Restrepo JF, Battafarano DF, Escalante A. Mortality in Rheumatoid Arthritis (RA): factors associated with recording RA on death certificates. BMC Musculoskelet Disord 2015;16:277.

45. MacGregor AJ, Snieder H, Rigby AS, Koskenvuo M, Kaprio J, Aho K,et al. Characterizing the quantitative genetic contribution to rheumatoid arthritis using data from twins. Arthritis Rheum 2000;43(1):30-7.

46. Stahl EA, Wegmann D, Trynka G, Gutierrez-Achury J, Do R, Voight BF, et al . Bayesian inference analyses of the polygenic architecture of rheumatoid arthritis. Nat Genet 2012;44(5):483-9.

47. Padyukov L, Seielstad M, Ong RT, Ding B, Rönnelid J, Seddighzadeh M,et al; Epidemiological Investigation of Rheumatoid Arthritis (EIRA) study group. A genome-wide association study suggests contrasting associations in ACPA-positive versus ACPA-negative rheumatoid arthritis. Ann Rheum Dis 2011;70(2):259-65.

48. Holoshitz J. The rheumatoid arthritis HLA-DRB1 shared epitope. Curr Opin Rheumatol 2010;22(3):293-8.

49. Gonzalez-Gay MA, Garcia-Porrua C, Hajeer AH. Influence of human leukocyte antigen-DRB1 on the susceptibility and severity of rheumatoid arthritis. Semin Arthritis Rheum 2002;31(6):355-60.

50. Ding B, Padyukov L, Lundström E, Seielstad M, Plenge RM, Oksenberg JR, et al. Different patterns of associations with anti-citrullinated protein antibody-positive and anti-citrullinated protein antibody-negative rheumatoid arthritis in the extended major histocompatibility complex region. Arthritis Rheum 2009;60(1):30-8.

51. Abbasifard M, Imani D, Bagheri-Hosseinabadi Z. PTPN22 gene polymorphism and susceptibility to rheumatoid arthritis (RA): Updated systematic review and meta-analysis. J Gene Med 2020;22(9):e3204.

52. Zhou C, Gao S, Yuan X, Shu Z, Li S, Sun X, et al. Association between CTLA-4 gene polymorphism and risk of rheumatoid arthritis: a meta-analysis. Aging (Albany NY) 2021;13(15):19397-414.

53. Chang X, Xia Y, Pan J, Meng Q, Zhao Y, Yan X. PADI2 is significantly associated with rheumatoid arthritis. PLoS One 2013;8(12):e81259.

54. Boki KA, Panayi GS, Vaughan RW, Drosos AA, Moutsopoulos HM, Lanchbury JS. HLA class II sequence polymorphisms and susceptibility to rheumatoid arthritis in Greeks. The HLA-DR beta shared-epitope hypothesis accounts for the disease in only a minority of Greek patients. Arthritis Rheum 1992;35(7):749-55.

55. Tikly M, Govind N, Frost J, Ramsay M. The PTPN22 R620W polymorphism is not associated with systemic rheumatic diseases in South Africans. Rheumatology (Oxford) 2010;49(4):820-1.

56. Nemtsova MV, Zaletaev DV, Bure IV, Mikhaylenko DS, Kuznetsova EB, Alekseeva EA, et al. Epigenetic Changes in the Pathogenesis of Rheumatoid Arthritis. Front Genet 2019;10:570.

57. Carubbi F, Alunno A, Gerli R, Giacomelli R. Post-Translational Modifications of Proteins: Novel Insights in the Autoimmune Response in Rheumatoid Arthritis. Cells 2019;8(7):657.

58. Kvien TK, Uhlig T, Ødegård S, Heiberg MS. Epidemiological aspects of rheumatoid arthritis: the sex ratio. Ann N Y Acad Sci 2006;1069:212-22.

59. van Vollenhoven RF. Sex differences in rheumatoid arthritis: more than meets the eye.. BMC Med 2009;7:12.

60. Raine C, Giles I. What is the impact of sex hormones on the pathogenesis of rheumatoid arthritis? Front Med (Lausanne) 2022;9:909879.

61. Zhang X, Qiao P, Guo Q, Liang Z, Pan J, Wu F, et al. High Follicle-Stimulating Hormone Level Associated With Risk of Rheumatoid Arthritis and Disease Activity. Front Endocrinol (Lausanne) 2022;13:862849.

62. Chen H, Wang J, Zhou W, Yin H, Wang M. Breastfeeding and Risk of Rheumatoid Arthritis: A Systematic Review and Metaanalysis. J Rheumatol 2015;42(9):1563-9.

63. Doran MF, Crowson CS, O'Fallon WM, Gabriel SE. The effect of oral contraceptives and estrogen replacement therapy on the risk of rheumatoid arthritis: a population based study. J Rheumatol 2004;31(2):207-13.

64. Elsayed, S.A., Henry, D.M. & Abu Elfadl, E.M. Impact of oral contraceptives and breastfeeding on disease activity in a sample of Egyptian rheumatoid arthritis patients. Egypt Rheumatol Rehabil 2020;47:46.

65. Chen Q, Jin Z, Xiang C, Cai Q, Shi W, He J. Absence of protective effect of oral contraceptive use on the development of rheumatoid arthritis: a meta-analysis of observational studies. Int J Rheum Dis 2014;17(7):725-37.

66. Eun Y, Jeon KH, Han K, Kim D, Kim H, Lee J, et al. Menopausal factors and risk of seropositive rheumatoid arthritis in postmenopausal women: a nationwide cohort study of 1.36 million women. Sci Rep 2020;10(1):20793.

67. Ercolini AM, Miller SD. The role of infections in autoimmune disease. Clin Exp Immunol 2009;155(1):1-15.

68. Ball RJ, Avenell A, Aucott L, Hanlon P, Vickers MA. Systematic review and meta-analysis of the sero-epidemiological association between Epstein-Barr virus and rheumatoid arthritis. Arthritis Res Ther 2015;17:274.

69. Kudaeva FM, Speechley MR, Pope JE. A systematic review of viral exposures as a risk for rheumatoid arthritis. Semin Arthritis Rheum 2019;48(4):587-96.

70. Derksen VFAM, Kissel T, Lamers-Karnebeek FBG, van der Bijl AE, Venhuizen AC, Huizinga TWJ, et al. Onset of rheumatoid arthritis after COVID-19: coincidence or connected? Ann Rheum Dis 2021;80(8):1096-98.

71. Drosos AA, Pelechas E, Voulgari PV. Seronegative Erosive Arthritis Following SARS-CoV-2 Infection. Rheumatol Ther 2022;9(1):295-301.  

72. Perricone C, Ceccarelli F, Saccucci M, Di Carlo G, Bogdanos DP, Lucchetti R, et al. Porphyromonas gingivalis and rheumatoid arthritis. Curr Opin Rheumatol 2019;31(5):517-524.

73. Kaur S, White S, Bartold M. Periodontal Disease as a Risk Factor for Rheumatoid Arthritis: A Systematic Review. JBI Libr Syst Rev 2012;10(42 Suppl):1-12.

74. Li S, Yu Y, Yue Y, Zhang Z, Su K. Microbial Infection and Rheumatoid Arthritis. J Clin Cell Immunol 2013;4(6):174.

75. Carlens C, Jacobsson L, Brandt L, Cnattingius S, Stephansson O, Askling J. Perinatal characteristics, early life infections and later risk of rheumatoid arthritis and juvenile idiopathic arthritis. Ann Rheum Dis 2009;68(7):1159-64.

76. Colebatch AN, Edwards CJ. The influence of early life factors on the risk of developing rheumatoid arthritis. Clin Exp Immunol 2011;163(1):11-6.

77. Calixto OJ, Anaya JM. Socioeconomic status. The relationship with health and autoimmune diseases. Autoimmun Rev 2014;13(6):641-54.

78. Verstappen SMM. The impact of socio-economic status in rheumatoid arthritis. Rheumatology (Oxford) 2017;56(7):1051-2.

79. Yang DH, Huang JY, Chiou JY, Wei JC. Analysis of Socioeconomic Status in the Patients with Rheumatoid Arthritis. Int J Environ Res Public Health 2018;15(6):1194.

80. Kerola AM, Sexton J, Wibetoe G, Rollefstad S, Crowson CS, Mars N, et al. Incidence, sociodemographic factors and treatment penetration of rheumatoid arthritis and psoriatic arthritis in Norway. Semin Arthritis Rheum 2021 Oct;51(5):1081-8.

81. Cho SK, Kim D, Won S, Lee J, Choi CB, Choe JY, et al. Factors associated with time to diagnosis from symptom onset in patients with early rheumatoid arthritis. Korean J Intern Med 2019;34(4):910-6.

82. Manisalidis I, Stavropoulou E, Stavropoulos A, Bezirtzoglou E. Environmental and Health Impacts of Air Pollution: A Review. Front Public Health 2020;8:14.

83. Zhao CN, Xu Z, Wu GC, Mao YM, Liu LN, Qian-Wu, et al. Emerging role of air pollution in autoimmune diseases. Autoimmun Rev 2019;18(6):607-4.

84. Sigaux J, Biton J, André E, Semerano L, Boissier MC. Air pollution as a determinant of rheumatoid arthritis. Joint Bone Spine 2019;86(1):37-42.

85. Alsaber A, Pan J, Al-Herz A, Alkandary DS, Al-Hurban A, Setiya P; On Behalf Of The Krrd Group. Influence of Ambient Air Pollution on Rheumatoid Arthritis Disease Activity Score Index. Int J Environ Res Public Health 2020;17(2):416.

86. Hart JE, Laden F, Puett RC, Costenbader KH, Karlson EW. Exposure to traffic pollution and increased risk of rheumatoid arthritis. Environ Health Perspect 2009;117(7):1065-9.

87. Chang KH, Hsu CC, Muo CH, Hsu CY, Liu HC, Kao CH, et al. Air pollution exposure increases the risk of rheumatoid arthritis: A longitudinal and nationwide study. Environ Int 2016;94:495-99.

88. Alex AM, Kunkel G, Sayles H, Flautero Arcos JD, Mikuls TR, Kerr GS. Exposure to ambient air pollution and autoantibody status in rheumatoid arthritis. Clin Rheumatol 2020;39(3):761-8.

89. Adami G, Viapiana O, Rossini M, Orsolini G, Bertoldo E, Giollo A, et al. Association between environmental air pollution and rheumatoid arthritis flares. Rheumatology (Oxford) 2021;60(10):4591-7.

90. Kauppinen T, Toikkanen J, Pedersen D, Young R, Ahrens W, Boffetta P, et al. Occupational exposure to carcinogens in the European Union. Occup Environ Med 2000;57(1):10-8.

91. Requena-Mullor M, Alarcón-Rodríguez R, Parrón-Carreño T, Martínez-López JJ, Lozano-Paniagua D, Hernández AF. Association between Crystalline Silica Dust Exposure and Silicosis Development in Artificial Stone Workers. Int J Environ Res Public Health 2021;18(11):5625.

92. Graff P, Larsson J, Bryngelsson IL, Wiebert P, Vihlborg P. Sarcoidosis and silica dust exposure among men in Sweden: a case-control study. BMJ Open 2020;10(9):e038926.

93. Hnizdo E, Vallyathan V. Chronic obstructive pulmonary disease due to occupational exposure to silica dust: a review of epidemiological and pathological evidence. Occup Environ Med 2003;60(4):237-43.

94. Mehri F, Jenabi E, Bashirian S, Shahna FG, Khazaei S. The association Between Occupational Exposure to silica and Risk of Developing Rheumatoid Arthritis: A Meta-Analysis. Saf Health Work 2020;11(2):136-42.

95. Blanc PD, Järvholm B, Torén K. Prospective risk of rheumatologic disease associated with occupational exposure in a cohort of male construction workers. Am J Med 2015;128(10):1094-101.

96. Anlar HG, Bacanli M, İritaş S, Bal C, Kurt T, Tutkun E, et al. Effects of Occupational Silica Exposure on OXIDATIVE Stress and Immune System Parameters in Ceramic Workers in TURKEY. J Toxicol Environ Health A 2017;80(13-15):688-96.

97. Ilar A, Klareskog L, Saevarsdottir S, Wiebert P, Askling J, Gustavsson P, et al. Occupational exposure to asbestos and silica and risk of developing rheumatoid arthritis: findings from a Swedish population-based case-control study. RMD Open 2019;5(2):e000978.

98. Chang K, Yang SM, Kim SH, Han KH, Park SJ, Shin JI. Smoking and rheumatoid arthritis. Int J Mol Sci 2014;15(12):22279-95.

99. Costenbader KH, Feskanich D, Mandl LA, Karlson EW. Smoking intensity, duration, and cessation, and the risk of rheumatoid arthritis in women. Am J Med 2006;119(6):503.e1-9.

100. Di Giuseppe D, Discacciati A, Orsini N, Wolk A. Cigarette smoking and risk of rheumatoid arthritis: a dose-response meta-analysis. Arthritis Res Ther 2014;16(2):R61.

101. Padyukov L, Silva C, Stolt P, Alfredsson L, Klareskog L. A gene-environment interaction between smoking and shared epitope genes in HLA-DR provides a high risk of seropositive rheumatoid arthritis. Arthritis Rheum 2004;50(10):3085-92.

102. Manfredsdottir VF, Vikingsdottir T, Jonsson T, Geirsson AJ, Kjartansson O, Heimisdottir M, et al. The effects of tobacco smoking and rheumatoid factor seropositivity on disease activity and joint damage in early rheumatoid arthritis. Rheumatology (Oxford) 2006;45(6):734-40.

103. Hutchinson D, Moots R. Cigarette smoking and severity of rheumatoid arthritis. Rheumatology (Oxford) 2001;40(12):1426-7.

104. Torrente-Segarra V, Bergstra SA, Solomon-Escoto K, Da Silva J, Veale DJ, Al-Emadi S, et al. Is current smoking status and its relationship to anti-cyclic citrullinated peptide antibodies a predictor of worse response to biological therapies in rheumatoid arthritis patients? Scand J Rheumatol 2018;47(5):360-3.

105. Liu X, Tedeschi SK, Barbhaiya M, Leatherwood CL, Speyer CB, Lu B, et al. Impact and Timing of Smoking Cessation on Reducing Risk of Rheumatoid Arthritis Among Women in the Nurses' Health Studies. Arthritis Care Res (Hoboken) 2019;71(7):914-24.

106. Kotewar SS, Pakhale A, Tiwari R, Reche A, Singi SR. Electronic Nicotine Delivery System: End to Smoking or Just a New Fancy Cigarette. Cureus 2023 Aug 13;15:e43425.

107. Lu B, Solomon DH, Costenbader KH, Karlson EW. Alcohol consumption and risk of incident rheumatoid arthritis in women: a prospective study. Arthritis Rheumatol 2014;66(8):1998-2005.

108. Di Giuseppe D, Alfredsson L, Bottai M, Askling J, Wolk A. Long term alcohol intake and risk of rheumatoid arthritis in women: a population based cohort study. BMJ 2012;345:e4230.

109. Scott IC, Tan R, Stahl D, Steer S, Lewis CM, Cope AP. The protective effect of alcohol on developing rheumatoid arthritis: a systematic review and meta-analysis. Rheumatology (Oxford) 2013;52(5):856-67.

110. Jin Z, Xiang C, Cai Q, Wei X, He J. Alcohol consumption as a preventive factor for developing rheumatoid arthritis: a dose-response meta-analysis of prospective studies. Ann Rheum Dis 2014;73(11):1962-7.

111. Hedenstierna L, Bellocco R, Ye W, Adami HO, Åkerstedt T, Trolle Lagerros Y, et al. Effects of alcohol consumption and smoking on risk for RA: results from a Swedish prospective cohort study. RMD Open 2021;7(1):e001379.

112. Turk JN, Zahavi ER, Gorman AE, Murray K, Turk MA, Veale DJ. Exploring the effect of alcohol on disease activity and outcomes in rheumatoid arthritis through systematic review and meta-analysis. Sci Rep 2021;11(1):10474.

113. Hedström AK, Hössjer O, Klareskog L, Alfredsson L. Interplay between alcohol, smoking and HLA genes in RA aetiology. RMD Open 2019;5(1):e000893.

114. Chen S, Sims GP, Chen XX, Gu YY, Chen S, Lipsky PE. Modulatory effects of 1,25-dihydroxyvitamin D3 on human B cell differentiation. J Immunol 2007;179(3):1634-47.

115. Song GG, Bae SC, Lee YH. Association between vitamin D intake and the risk of rheumatoid arthritis: a meta-analysis. Clin Rheumatol 2012;31(12):1733-9.

116. Merlino LA, Curtis J, Mikuls TR, Cerhan JR, Criswell LA, Saag KG; Iowa Women's Health Study. Vitamin D intake is inversely associated with rheumatoid arthritis: results from the Iowa Women's Health Study. Arthritis Rheum 2004;50(1):72-7.

117. Hahn J, Cook NR, Alexander EK, Friedman S, Walter J, Bubes V, Kotler G, Lee IM, Manson JE, Costenbader KH. Vitamin D and marine omega 3 fatty acid supplementation and incident autoimmune disease: VITAL randomized controlled trial. BMJ 2022 Jan 26;376:e066452.

118. Smith GD, Ebrahim S. 'Mendelian randomization': can genetic epidemiology contribute to understanding environmental determinants of disease? Int J Epidemiol 2003;32(1):1-22.

119. Bae SC, Lee YH. Vitamin D level and risk of systemic lupus erythematosus and rheumatoid arthritis: a Mendelian randomization. Clin Rheumatol 2018;37(9):2415-21.

120. Mazzucca CB, Raineri D, Cappellano G, Chiocchetti A. How to Tackle the Relationship between Autoimmune Diseases and Diet: Well Begun Is Half-Done. Nutrients 2021;13(11):3956.

121. Linos A, Kaklamanis E, Kontomerkos A, Koumantaki Y, Gazi S, Vaiopoulos G, et al. The effect of olive oil and fish consumption on rheumatoid arthritis--a case control study. Scand J Rheumatol 1991;20(6):419-26.

122. Forsyth C, Kouvari M, D'Cunha NM, Georgousopoulou EN, Panagiotakos DB, Mellor DD, et al. The effects of the Mediterranean diet on rheumatoid arthritis prevention and treatment: a systematic review of human prospective studies. Rheumatol Int 2018;38(5):737-47.

123. Johansson K, Askling J, Alfredsson L, Di Giuseppe D; EIRA study group. Mediterranean diet and risk of rheumatoid arthritis: a population-based case-control study. Arthritis Res Ther 2018;20(1):175.

124. Pattison DJ, Symmons DP, Lunt M, Welch A, Luben R, Bingham SA, et al. Dietary risk factors for the development of inflammatory polyarthritis: evidence for a role of high level of red meat consumption. Arthritis Rheum 2004;50(12):3804-12.

125. Manzel A, Muller DN, Hafler DA, Erdman SE, Linker RA, Kleinewietfeld M. Role of "Western diet" in inflammatory autoimmune diseases. Curr Allergy Asthma Rep 2014;14(1):404.

126. Feng X, Xu X, Shi Y, Liu X, Liu H, Hou H, et al. Body Mass Index and the Risk of Rheumatoid Arthritis: An Updated Dose-Response Meta-Analysis. Biomed Res Int 2019; 2019:3579081.

127. Venetsanopoulou AI, Voulgari PV, Drosos AA. Fasting mimicking diets: A literature review of their impact on inflammatory arthritis. Mediterr J Rheumatol 2020;30(4):201-06.

128. Zhao T, Wei Y, Zhu Y, Xie Z, Hai Q, Li Z, Qin D. Gut microbiota and rheumatoid arthritis: From pathogenesis to novel therapeutic opportunities. Front Immunol 2022 Sep 8;13:1007165.

129. Ferro M, Charneca S, Dourado E, Guerreiro CS, Fonseca JE. Probiotic Supplementation for Rheumatoid Arthritis: A Promising Adjuvant Therapy in the Gut Microbiome Era. Front Pharmacol 2021 Jul 23;12:711788.

130. Bae SC, Lee YH. Coffee consumption and the risk of rheumatoid arthritis and systemic lupus erythematosus: a Mendelian randomization study. Clin Rheumatol 2018;37(10):2875-9.

131. Schoenfeld SR, Lu L, Rai SK, Seeger JD, Zhang Y, Choi HK. Statin use and mortality in rheumatoid arthritis: a general population-based cohort study. Ann Rheum Dis 2016;75(7):1315-20.

132. Li GM, Zhao J, Li B, Zhang XF, Ma JX, Ma XL, et al. The anti-inflammatory effects of statins on patients with rheumatoid arthritis: A systemic review and meta-analysis of 15 randomized controlled trials. Autoimmun Rev 2018;17(3):215-25.

133. Myasoedova E, Karmacharya P, Duarte-Garcia A, Davis JM 3rd, Murad MH, Crowson CS. Effect of statin use on the risk of rheumatoid arthritis: A systematic review and meta-analysis. Semin Arthritis Rheum 2020;50(6):1348-56.