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. 2024 Jul 23;19(7):e0307599. doi: 10.1371/journal.pone.0307599

Does the use of statins alter the risk of rheumatoid arthritis? A systematic review and meta-analysis

Xinhong Pan 1, Xiaobing Yang 1, Peiying Ma 1, Li Qin 1,*
Editor: Elena Olmastroni2
PMCID: PMC11265694  PMID: 39042634

Abstract

Objective

Statins have anti-inflammatory and immune-modulatory effects which could alter the risk of rheumatoid arthritis (RA). We reviewed published literature and conducted a meta-analysis to examine if statins have an impact on the risk of RA.

Methods

Case-control studies, cohort studies, or randomized controlled trials (RCT) published on the PubMed, Scopus, and EMBASE databases up to 30th October 2023 were searched. The association between statin use and risk of RA was pooled in a random-effects meta-analysis.

Results

Nine studies (four cohort, four case-control, and one RCT) were included. Overall, the analysis failed to note an association between the use of statins and the risk of RA with the pooled OR being 0.93 (95% CI 0.82, 1.06). High heterogeneity was noted with I2 = 75%. Results were consistent across study types with no association noted between prior statin use and risk of RA in case-control studies (OR: 0.88 95% CI: 0.69, 1.13), cohort studies (OR: 1.01 95% CI: 0.92, 1.10), and the lone RCT (OR: 1.40 95% CI: 0.50, 3.92).

Conclusion

Current literature shows that there is no association between the use of statins and the risk of RA. Further rigorous studies taking into account patient factors, duration of statin exposure, and other confounders are needed to generate better evidence.

Introduction

Rheumatoid arthritis (RA) is a common intractable auto-immune condition which mostly affects the joints. It is often rapid in onset resulting in significant functional disability and early disease-related mortality [1]. Global prevalence has been reported to be around 0.46% ranging from 0.39 to 0.54% [2]. While RA can develop at any age, the risk increases in older adults with a preponderance in those aged above 50 years [3]. Such elderly patients frequently require through nursing care to alleviate joint pain, promote joint mobility, and education on self-care strategies. As the world population ages, the prevalence of RA is expected to rise. Hence, disease-modifying drugs must be identified to lower the burden of RA in the future.

Statins, or 3-hydroxy-3-methylglutaryl coenzyme A (HMG-CoA) reductase inhibitors are amongst the most commonly prescribed drugs for hyperlipidemia and reducing the risk of cardiovascular disease [4]. Given the high burden of obesity and cardiovascular risk, statins have become one of the highest prescribed drugs in the USA [5]. In addition to the lipid-lowering function, other pleiotropic effects have also been recognized [6]. They can alter a number of non-lipid-related cell signaling pathways including those involved in inflammatory responses [7]. Randomized trials have provided evidence on the anti-inflammatory effect of statins in the general population and those with chronic inflammatory conditions like RA [8, 9]. Statins have shown to be successful in ameliorating RA activity by downregulating inflammatory factors and reducing joint [8, 10, 11]. On the other hand, research also shows that long-term statin use may induce autoimmune reactions leading to the development of rheumatic diseases like systemic lupus erythematosus, dermatomyositis, and polymyositis [12]. Such conflicting evidence has also been found for long-term statin use and the risk of RA. Some studies have found a protective role of statins on RA [13] while others have noted an increased risk [14]. Therefore, we performed the current systematic review and meta-analysis to compile data from published literature and provide high-quality evidence on the role of statins in altering the risk of RA.

Material and methods

Search strategy and inclusion criteria

The question to be answered by this review was: “Does the use of statins alter the risk of incident RA?”. For this, a systematic literature search of PubMed, Scopus, and EMBASE databases pertaining to the clinical question was concluded on 30th October 2023. The reviewers were guided by the PRISMA guidelines [15] for the design, execution, and presentation of the review and meta-analysis. Pre-registration was done on PROSPERO (CRD42023474177). English language studies were identified using a common search string utilized for the databases. This was: ((((((Simvastatin) OR (Pravastatin)) OR (Atorvastatin)) OR (Fluvastatin)) OR (Rosuvastatin)) OR (statin)) AND (rheumatoid arthritis). Two reviewers independently screened the results after electronic deduplication to determine if the article met the inclusion criteria. The inclusion criteria were: 1) Case-control studies, cohort studies, or randomized controlled trials (RCT) published as full-length articles or abstracts. 2) Examined the association between statin use and risk of RA. 3) Exposure was the use of statins and the outcome was RA. 4) Reported an effect ratio for the association with 95% confidence intervals (CI) or reported sufficient data for the same to be calculated. The reviewers excluded cross-sectional studies, editorials, and unpublished data. Studies on arthritis in general and not specifically on RA were ineligible for inclusion.

The full text of relevant articles was further independently reviewed by two reviewers, and differences were discussed with a third reviewer to reach a consensus, and the references of selected articles were checked to discover other relevant papers. As this is a review of previously published articles, participants’ informed consent and ethical approval are not needed.

Extracted data and study quality

Extracted data from studies included author details, year of publication, study type, study database and period, sample size, method of identification of statin exposure and RA, number exposed to statins, number of cases with RA, follow-up, and effect ratio. Any subgroup analysis conducted by the studies was also reproduced for completeness of evidence. Two reviewers were involved in data collection and all data was cross-checked again by the primary article in case of discrepancies in data collection.

Observational studies were assessed for their methodological quality by two reviewers using the Newcastle Ottawa Scale (NOS) [16]. Points were awarded for the representativeness of the study cohort, comparability of groups, and measurement of outcomes with each receiving a maximum of four, two and three points respectively. RCTs were examined for risk of bias based on the Cochrane Collaboration risk of bias-2 tool [17].

Statistical analysis

Quantitative synthesis was carried out by “Review Manager” (RevMan, version 5.3; Nordic Cochrane Centre (Cochrane Collaboration), Copenhagen, Denmark; 2014). The effect ratios were initially extracted in tabular form. Given the small risk of RA with the exposure to statin, odds ratios, hazard ratios, and risk ratios were considered to have minimal differences and were combined in a single meta-analysis. Forest plots were produced in the software by using the random-effect meta-analysis model. The generic inverse variance function was used to combine log-transformed values of the effect ratios. Adjusted data was used when available. Between studies, heterogeneity was examined by I2 statistic with a value of >50% meaning substantial heterogeneity. Subgroup analysis was done based on study type. Funnel plots were checked for publication bias. Leave-one-out analysis was conducted in the software itself to check for the robustness of the results.

Results

On completion of the database search, 1150 articles were retrieved. Following the removal of duplicates, 528 underwent further evaluation. 508 were not deemed to be relevant to the review and hence excluded. 20 studies were selected for further review and nine made it to the meta-analysis [13, 14, 1824] (Fig 1).

Fig 1. Flow-chart of study selection.

Fig 1

Details extracted from the studies are presented in Table 1. There were four cohort studies, four case-control studies and one prematurely stopped RCT. Of the cohort studies, two were prospective and two were retrospective. Two cohort studies were matched for baseline variables. All case-control and cohort studies used a local or national registry for data extraction. The only RCT could include just 62 patients owing to low recruitment. Amongst the non-RCT, the sample size ranged from 1565 to 2121786 participants. Prescription records were used to identify statin users in all studies. Except for the RCT, all studies used medical records to ascertain RA diagnosis. Duration of follow-up was not reported in the majority of studies. The NOS score for all three domains for observational studies is presented in Table 1. The RCT was found to have low risk of bias for randomization process, deviation from intended intervention, measurement of outcomes, and selection of reported results. However, there was high risk of bias due to missing outcome data owing to high number of drop-outs. Hence, overall the risk of bias for the trial was high.

Table 1. The characteristics of each study.

References Type Database Study period Sample size Identification of statin exposure Identification of RA % exposed to statins % with RA Follow-up NOS Effect size
Jick (2009) Case-control General practice research database 1992–2001 1565 Prescription records ICD and Read codes 15 20 NR S**** OR 0.59 (0.37, 0.96)
C**
E*
Smeeth (2009) Cohort, R The Health improvement network database 1995–2006 729529 Prescription records Medical records 17.7 0.34 4.4 years S** HR: 0.93 (0.73, 1.18)
C**
O*
Hippisley-Cox (2010) Cohort, P Q research database 2002–2008 2121786 Prescription records Read codes 10.7 0.2 NR S*** HR: 1.02 (0.88, 1.17)
C**
O**
Schmidt (2013) Matched cohort, R San Antonio military medical community 2003–2010 13912 (matched cohort from a sample of 46488) Prescription records ICD codes 50 1.6 NR S**** OR: 0.85 (0.65, 1.11)
C**
O**
De Jong (2012) Case-control Netherlands Information Network of General Practice database 2001–2006 2877 Prescription records ICD codes 8 17.6 NR S**** OR: 1.71 (1.16, 2.53)
C**
E*
De Jong (2018) Matched cohort, P Clinical Practice Research Datalink 1995–2009 1023240 Prescription records Read codes 50 0.1 3± 2.5 years S**** HR: 1.06 (0.93, 1.22)
C**
O**
Boheemen (2021) RCT STAPRA trial 2015–2019 62 Prescribed during the trial 2010 ACR/EULAR classification criteria 50 24 NR - HR: 1.40 (0.50, 3.95)
Peterson (2021) Case-control OptumLabs Data Warehouse 2010–2019 32726 Prescription records ICD codes 0.16 50 NR S**** OR: 0.87 (0.81, 0.93)
C**
E*
Kwon (2022) [13] Case-control Korean National Health Insurance Service 2002–2015 4998 Prescription records ICD codes 10.87 50 NR S**** OR: 0.73 (0.63, 0.85)
C**
E*

Abbreviation: P, prospective; R, retrospective; ICD, international classification of diseases; RA, rheumatoid arthritis; RCT, randomized controlled trial; NR, not reported; S, selection; C, comparability; O, outcome assessment; NOS, Newcastle Ottawa scale; OR, Odds ratio; HR, hazard ratio

Meta-analysis of all studies with subgroup analysis based on study type is shown in Fig 2.

Fig 2. Meta-analysis of the association between statin use and risk of RA based on study type.

Fig 2

Overall, the analysis failed to note an association between the use of statins and risk of RA with the pooled OR being 0.93 (95% CI 0.82, 1.06). High heterogeneity was noted with I2 = 75%. Results were consistent across study types with no association noted between prior statin use and risk of RA in case-control studies (OR: 0.88 95% CI: 0.69, 1.13), cohort studies (OR: 1.01 95% CI: 0.92, 1.10), and the lone RCT (OR: 1.40 95% CI: 0.50, 3.92). There was no publication bias on the funnel plot (Fig 3). There was no change in the significance of the results on exclusion of any study on sensitivity analysis.

Fig 3. Funnel plot of the meta-analysis.

Fig 3

The included studies reported subgroup analysis based on different variables. Relevant details are presented in Table 2. Three studies reported the association based on the type of statin. None of the studies reported any significant difference across types of statins, except for De Jong et al [14] wherein the use of atorvastatin was associated with an increased risk of RA. Three studies reported data on past statin use only to find no significant association. Three studies reported data based on gender. Two of them reported no association between statin use and risk of RA in both men and women. The study of Kwon et al [13] found a reduced risk of RA with the use of statins in both men and women. Two studies reported subgroup analysis based on the duration of statin use (> or ≤ 1 year). Only Peterson et al [18] found that the use of statin for >1 year was protective of RA. Given the heterogeneity of subgroup variables and the limited number of studies for each subgroup, a separate meta-analysis for such data was not conducted.

Table 2. Subgroup analysis reported by the included studies.

References Variable Subgroup Effect size
Jick (2009) Type of statin Simvastatin OR: 0.74 (0.45, 1.23)
Pravastatin OR: 0.41 (0.15, 1.12)
Atorvastatin OR: 0.42 (0.12, 1.49)
Timing Past statin OR: 0.79 (0.21, 2.96)
Hippisley-Cox (2010) [22] Gender Women HR: 0.95 (0.86, 1.05)
Men HR: 1.10 (0.97, 1.24)
Type of statin Simvastatin HR: 1.03 (0.89, 1.020)
Pravastatin HR: 0.93 (0.64, 1.33)
Atorvastatin HR: 1.01 (0.87, 1.17)
Fluvastatin HR: 1.03 (0.62, 1.71)
Rosuvastatin HR: 0.80 (0.47, 1.38)
De Jong (2012) Number of prescriptions 1–4 OR:2.25 (1.27–3.98)
5–8 OR: 1.62 (0.86–3.03)
≥9 OR: 1.59 (0.90–2.81)
Cumulative duration 1–250 days OR: 1.59 (0.85–2.95)
251–600 days OR: 1.50 (0.85–2.64)
≥601 days OR: 1.38 (0.85–2.23)
Cumulative daily dose 1–300 OR: 1.67 (0.92–3.04)
301–900 OR: 1.32 (0.74–2.35)
≥901 OR: 1.44 (0.90–2.33)
Type of statin Simvastatin OR: 1.53 (0.89–2.62)
Pravastatin OR: 1.66 (0.78–3.53)
Fluvastatin OR: 2.65 (0.72–9.72)
Atorvastatin OR: 2.35 (1.29–4.29)
Rosuvastatin OR: 1.69 (0.38–7.61)
De Jong (2018) Timing Past users HR: 1.18 (0.88 to 1.57)
≤1 year HR: 1.27 (1.00 to 1.61)
>1 year HR: 0.98 (0.80 to 1.19)
Gender Women HR: 1.17 (0.93 to 1.47)
Men HR: 0.89 (0.66 to 1.21)
Age 40–50 HR: 1.29 (0.63 to 2.65)
51–60 HR: 0.94 (0.66 to 1.33)
61–80 HR: 1.01 (0.79 to 1.28)
>80 HR: 0.93 (0.43 to 2.02)
Peterson (2021) Timing Past users OR: 1.03 (0.96–1.10)
≤1 year OR: 1.04 (0.94–1.15)
>1 year OR: 0.91 (0.86–0.97)
Kwon (2022) Age <60 OR: 0.71 (0.54–0.92)
>60 OR: 0.77 (0.64–0.92)
Gender Women OR: 0.76 (0.64–0.91)
Men OR: 0.62 (0.47–0.82)
Weight Normal weight OR: 0.57 (0.43–0.77)
Overweight OR: 0.65 (0.50–0.86)
Obese OR: 0.93 (0.75–1.16)
Smoking Smoker OR: 0.63 (0.45–0.88)
Non-smoker OR: 0.75 (0.64–0.88)
Dyslipidemia No history OR: 1.18 (0.75–1.86)
Positive history OR: 0.72 (0.61–0.84)

Abbreviation: OR, Odds ratio; HR, hazard ratio

Discussion

In the past decade, there has been growing interest in the immunomodulatory role of statins and the possibility of altering the risk of autoimmune and inflammatory diseases. Ungaro et al [25] in a large observational study using USA healthcare records reported that statin use was associated with reduced risk of new-onset inflammatory bowel disease including both ulcerative colitis and Crohn’s disease. They noted that the protective effect was noted across all statins with the elderly being most benefited. Lin et al in a recently published article analyzing data from the Taiwan healthcare database have shown that those receiving large cumulative doses and prolonged therapy of statins had a lower risk of gout. Almramhi et al [26] in a Mendelian randomization found that the pleiotropic effects of statins may have a role in reducing the risk of multiple sclerosis independent of the cholesterol pathway. Contrastingly, there is also evidence suggesting a harmful effect of statins. Noel et al reviewed 28 cases of statin-induced autoimmune diseases and found lupus erythematosus being the common disease followed by dermatomyositis and polymyositis. There have also been numerous reports of statin-induced autoimmune myopathy mostly seen in male and elderly individuals [27].

A similar contrasting association has been reported for statin use and risk of RA, as noted in included studies. In this context, the current systematic review and pooled analysis provide important cumulative evidence. On pooled analysis of all nine studies, we noted that prior use of statins was not associated with any change in the risk of RA. Due to the different study types included, a subgroup analysis was also conducted. Combined analysis of case-control studies also demonstrated no association between statin use and risk of RA. However, out of the four case-control studies, three noted a reduced risk of RA with statin while one noted a protective effect. Also, there was high heterogeneity noted in this meta-analysis (I2 = 84%). Similar results were noted for the meta-analysis of cohort studies but with more consistency amongst the four studies with none of them reporting a positive or negative association between statin use and risk of RA. The interstudy heterogeneity in this meta-analysis was nil thereby providing more robust evidence.

Without a doubt, the best evidence of the association between statins and RA can be generated only by rigorous RCTs. However, prevention trials are often difficult to conduct due to problems in patient recruitment [28]. Furthermore, there are other issues like the need for long-term follow-up to monitor the outcome. The only RCT included in the meta-analysis also suffered from recruitment problems and had to be stopped prematurely. Only a small number of participants could be included in the trial with a large number of patients being lost to follow-up. Given such difficulties, clinicians will have to rely on rigorous cohort studies to ascertain the relationship between statins and RA.

Previously, Myasoedova et al [29] have also conducted a meta-analysis on the same topic. While our results were similar to the previous review, there are important differences. The current review is an updated review including nine studies, three more than the previous review. Myasoedova et al [29] could conduct a meta-analysis of only four cohort studies. However, in our review, a meta-analysis was conducted for different study types including a descriptive analysis of various subgroups to further understand the role of statins in the risk of RA. We could not pool data of different subgroups owing to major differences amongst included studies. However, the descriptive analysis indicates that in most subgroups, there was no association between statin use and the risk of RA. It was only in the study of Kwon et al that reduced risk of RA was noted with statin use across multiple subgroups which was consistent with the overall results of the study.

Several different possible mechanisms have been put forward suggesting a harmful or protective effect of statins on RA. Statins have been shown to lower T helper cells (Th1)/Th2 and CD4/CD8 ratio resulting in an anti-rheumatic effect with improvement in symptoms in RA [30]. These drugs also lead to reduced production of IL-6 and IL-8 along with IL-1 stimulated fibroblast-like-synoviocytes causing a reduced inflammatory response [31]. Statins also inhibit 3‐hydroxy‐3‐methyl‐glutaryl‐coenzyme A reductase causing depletion of l‐mevalonate pathway downstream metabolites leading to reduced severity of the autoimmune diseases [32]. Contrastingly, there is evidence that statins increase immune cell inflammatory function. Lipopolysaccharide simulated macrophages treated with statins have shown increased inflammasome signalling with heightened IL-1β release [33]. Natural killer cells treated with statins and IL-2 have shown increased production of cytokines with cytotoxic effects on tumour cells [34]. Fluvastatin has been shown to simulate IL-33-mediated mast cell activation increasing tumor necrosis factor and IL-6 production [35]. Indeed, the variation in preclinical studies taken together with conflicting clinical evidence on the association between statins and RA indicates that individual patient characteristics, the type, duration, and intensity of statin use could be important factors affecting the relationship. At this point, the evidence does not support the use of statins for the prevention of RA and there is no need for change in clinical guidelines, however, there is a need for further robust research to assess the relationship. It is recommended that nursing personnel involved in care of patients on long-term statins should be well-versed with the pleiotropic effects of statins and the current conflicting evidence. They should monitor patients for early signs of RA as some of the studies have shown increased risk with statins.

There are limitations to this meta-analysis. A mix of case-control and cohort studies predominated the review. Only one RCT was available which too of a very small sample size. The heterogeneity in the meta-analysis was high suggesting caution in the interpretation of the results. The heterogeneity could be due to several reasons like patient characteristics, comorbidities, timing of intervention, dose and duration of statin therapy, follow-up, etc. Limited studies and a lack of baseline data precluded a subgroup analysis for such factors. Additionally, the follow-up duration was not consistently reported across studies. It is currently unknown how long it takes for RA to develop. Some studies may not have adequately followed up the exposed cohort to identify the development of RA. Another factor to consider is that the included studies used different ratios, OR or hazard ratio or risk ratio to report the association between statin use and RA. Due to low prevalence of RA and limited number of studies in literature, we were forced to combine these ratios in a single meta-analysis. Given these ratios are not exactly the same, there could be some bias in our results. Lastly, there was a predominance of Western data in the meta-analysis limiting the generalizability of the results.

Conclusions

Current literature shows that there is no association between the use of statins and the risk of RA. Further rigorous studies taking into account patient factors, duration of statin exposure, and other confounders are needed to generate better evidence.

Supporting information

S1 Checklist. PRISMA 2020 checklist.

(DOCX)

pone.0307599.s001.docx (31.3KB, docx)

Data Availability

All relevant data are within the manuscript and its Supporting information files (PubMed, Scopus, and EMBASE databases).

Funding Statement

The author(s) received no specific funding for this work.

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Decision Letter 0

Elena Olmastroni

14 Jun 2024

PONE-D-24-17747Does the use of statins alter the risk of rheumatoid arthritis? A systematic review and meta-analysisPLOS ONE

Dear Dr. Qin,

Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.

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Elena Olmastroni

Academic Editor

PLOS ONE

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[Note: HTML markup is below. Please do not edit.]

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Comments to the Author

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Reviewer #1: Yes

Reviewer #2: Partly

**********

2. Has the statistical analysis been performed appropriately and rigorously?

Reviewer #1: Yes

Reviewer #2: No

**********

3. Have the authors made all data underlying the findings in their manuscript fully available?

The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.

Reviewer #1: Yes

Reviewer #2: Yes

**********

4. Is the manuscript presented in an intelligible fashion and written in standard English?

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Reviewer #1: Yes

Reviewer #2: Yes

**********

5. Review Comments to the Author

Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters)

Reviewer #1: This is a systematic review and meta-analysis on the impact of statins on the risk of rheumatoid arthritis. Although simple, was very well conducted and discussed considering scientific knowledge. I congratulate the authors for their manuscript.

Reviewer #2: The authors conducted a systematic review and meta-analysis evaluating the potential link between statin use and the risk of developing rheumatoid arthritis. However, as mentioned by the authors, this topic had been clearly addressed by the previous published meta-analysis (doi: 10.1016/j.semarthrit.2020.03.008). There are 2 studies (Tascilar [2016] and Chodick [2010]) had been included in the previous one but not the current submission. Please clarify the reasons for not including those two studies. In addition, there are some issues regarding the methodology used in this submission.

1. The authors included both randomized and non-randomized studies, which is not recommended by the Cochrane Handbook due to the risk of bias.

2. The authors assessed the quality of all included studies by using the Newcastle Ottawa Scale (NOS), but it is a tool used only for the non-randomized studies. For randomized controlled trials, the Cochrane Risk of Bias (RoB) is recommended.

3. The authors mentioned that “Given the small risk of RA with the exposure to statin, odds ratios, hazard ratios, and risk ratios were considered to have minimal differences and were combined in a single meta-analysis.”, which I think is incorrect. I have checked the included studies and found even both odds ratios (ORs) reported in the articles (for example, Schmidt [2013] and de Jong [2012]), there were significant differences in the way they calculated the ORs. This could also be one of reasons for the high heterogeneity. I would suggest using raw data (number of events) and pooled with the same ratio (OR or RR).

4. As several of the included studies mentioned that intervention durations of less than or more than 1 year may affect the results. Subgroup analysis based on intervention duration is needed.

5. It is also important to conduct the leave-one-out analysis to determine whether the results could have been influenced by a single study.

**********

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Reviewer #1: No

Reviewer #2: No

**********

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PLoS One. 2024 Jul 23;19(7):e0307599. doi: 10.1371/journal.pone.0307599.r002

Author response to Decision Letter 0


19 Jun 2024

Journal Requirements:

When submitting your revision, we need you to address these additional requirements.

1. Please ensure that your manuscript meets PLOS ONE's style requirements, including those for file naming. The PLOS ONE style templates can be found at

https://journals.plos.org/plosone/s/file?id=wjVg/PLOSOne_formatting_sample_main_body.pdf and

https://journals.plos.org/plosone/s/file?id=ba62/PLOSOne_formatting_sample_title_authors_affiliations.pdf

Response: Done

2. We note that your Data Availability Statement is currently as follows: [All relevant data are within the manuscript and its Supporting Information files.]

Please confirm at this time whether or not your submission contains all raw data required to replicate the results of your study. Authors must share the “minimal data set” for their submission. PLOS defines the minimal data set to consist of the data required to replicate all study findings reported in the article, as well as related metadata and methods (https://journals.plos.org/plosone/s/data-availability#loc-minimal-data-set-definition).

For example, authors should submit the following data:

- The values behind the means, standard deviations and other measures reported;

- The values used to build graphs;

- The points extracted from images for analysis.

Authors do not need to submit their entire data set if only a portion of the data was used in the reported study.

If your submission does not contain these data, please either upload them as Supporting Information files or deposit them to a stable, public repository and provide us with the relevant URLs, DOIs, or accession numbers. For a list of recommended repositories, please see https://journals.plos.org/plosone/s/recommended-repositories.

If there are ethical or legal restrictions on sharing a de-identified data set, please explain them in detail (e.g., data contain potentially sensitive information, data are owned by a third-party organization, etc.) and who has imposed them (e.g., an ethics committee). Please also provide contact information for a data access committee, ethics committee, or other institutional body to which data requests may be sent. If data are owned by a third party, please indicate how others may request data access.

Response: The article contains all data analyzed in the meta-analysis

3. PLOS requires an ORCID iD for the corresponding author in Editorial Manager on papers submitted after December 6th, 2016. Please ensure that you have an ORCID iD and that it is validated in Editorial Manager. To do this, go to ‘Update my Information’ (in the upper left-hand corner of the main menu), and click on the Fetch/Validate link next to the ORCID field. This will take you to the ORCID site and allow you to create a new iD or authenticate a pre-existing iD in Editorial Manager. Please see the following video for instructions on linking an ORCID iD to your Editorial Manager account: https://www.youtube.com/watch?v=_xcclfuvtxQ

Response: Done

4. We note that you have referenced (unpublished) on page 4, which has currently not yet been accepted for publication. Please remove this from your References and amend this to state in the body of your manuscript: (ie “Bewick et al. [Unpublished]”) as detailed online in our guide for authors

http://journals.plos.org/plosone/s/submission-guidelines#loc-reference-style

Response: We have written on page 4 that: “The reviewers excluded cross-sectional studies, editorials, and unpublished data.” This means we have not included any unpublished data in the manuscript.

Comments to the Author

Reviewer #1: This is a systematic review and meta-analysis on the impact of statins on the risk of rheumatoid arthritis. Although simple, was very well conducted and discussed considering scientific knowledge. I congratulate the authors for their manuscript.

Response: Thank you for your comments.

Reviewer #2: The authors conducted a systematic review and meta-analysis evaluating the potential link between statin use and the risk of developing rheumatoid arthritis. However, as mentioned by the authors, this topic had been clearly addressed by the previous published meta-analysis (doi: 10.1016/j.semarthrit.2020.03.008). There are 2 studies (Tascilar [2016] and Chodick [2010]) had been included in the previous one but not the current submission. Please clarify the reasons for not including those two studies. In addition, there are some issues regarding the methodology used in this submission.

Response: Thank you for reviewing our manuscript and providing constructive comments. We agree with the reviewer that 2 studies (Tascilar [2016] and Chodick [2010]) included in the previous review were not included in our review, but for important reasons. The study of Tascilar 2016 is in complete overlap with de Jong 2018. Since de Jong 2018 had a longer study duration and larger sample size, we excluded Tascilar 2016. The study of Chodick et al assessed the risk of bias with “persistence of statins”. In their cohort all patients were users of statins and they divided their study population into multiple groups based on number of days of covered with statins (<20%, 20-29%,…>80%). There was no control group of “no statins” in their study. Hence, this study was not included. We have edited Figure 1 to update the reasons for exclusion as these were not reflected earlier.

1. The authors included both randomized and non-randomized studies, which is not recommended by the Cochrane Handbook due to the risk of bias.

Response: We agree with the point of view of the reviewer. Hence, we have already conducted a subgroup analysis based on study designs. Our aim was to present comprehensive evidence on the association between statin use and risk of RA. This would have been incomplete without presenting the results of the only RCT conducted on this topic.

2. The authors assessed the quality of all included studies by using the Newcastle Ottawa Scale (NOS), but it is a tool used only for the non-randomized studies. For randomized controlled trials, the Cochrane Risk of Bias (RoB) is recommended.

Response: This error is now corrected. We have now used the Cochrane Risk of Bias tool. Since there was only one RCT, results are presented in the manuscript itself with the following lines: “The RCT was found to have low risk of bias for randomization process, deviation from intended intervention, measurement of outcomes, and selection of reported results. However, there was high risk of bias due to missing outcome data owing to high number of drop-outs. Hence, overall the risk of bias for the trial was high.”

3. The authors mentioned that “Given the small risk of RA with the exposure to statin, odds ratios, hazard ratios, and risk ratios were considered to have minimal differences and were combined in a single meta-analysis.”, which I think is incorrect. I have checked the included studies and found even both odds ratios (ORs) reported in the articles (for example, Schmidt [2013] and de Jong [2012]), there were significant differences in the way they calculated the ORs. This could also be one of reasons for the high heterogeneity. I would suggest using raw data (number of events) and pooled with the same ratio (OR or RR).

Response: We acknowledge this limitation of our review since some of the studies used OR while some used HR to report the association between statins and RA. This is now incorporated in the limitation section of the review. “Another factor to consider is that the included studies used different ratios, OR or hazard ratio or risk ratio to report the association between statin use and RA. Due to low prevalence of RA and limited number of studies in literature, we were forced to combine these ratios in a single meta-analysis. Given these ratios are not exactly the same, there could be some bias in our results.”

Since the number of studies in this review is limited and ratios differ, we are unable to separate studies based on the ratios used. Further, we stand by the statement made in the manuscript that in cases of low outcome rates (in this case RA), the different ratios are combined together in meta-analysis studies. This was also done in the prior systematic review of Myasoedova et al, quoted above by the reviewer, wherein they stated that: “The primary effect measures used in the studies were Odds Ratios (OR), Hazard Ratios (HR) and Relative Risks (RR). These effect measures were assumed to reasonably estimate the same association between statin use and RA occurrence given the low incidence of RA and thus were pooled together”

Secondly, we would like to stick with a meta-analysis of adjusted ratios as used in our meta-analysis and also the prior meta-analysis and not go in for raw data meta-analysis. Crude/raw data analysis is not adjusted for confounders and hence more prone to bias than combining different ratios together.

4. As several of the included studies mentioned that intervention durations of less than or more than 1 year may affect the results. Subgroup analysis based on intervention duration is needed.

Response: As shown in Table 2, where we have collated all subgroup analysis reported by the included studies, only three studies reported data on the effect of duration of statin use and risk of RA. Peterson et al and de Jong 2018 classified as > or <1 year while de Jong 2012 classified the duration as 1-250 days, 251–600 days and ≥601 days. Given the scarce data and variation in classification, it is not possible to pool them into a subgroup analysis. Secondly, none of the remaining studies reported data on duration of consumption of statins to allow a subgroup analysis on this important variable. Lastly, follow-up data was also inconsistently reported by the studies which further doesn’t allow a subgroup analysis based on duration of follow-up. All these are already acknowledged in the limitation section of the discussion.

5. It is also important to conduct the leave-one-out analysis to determine whether the results could have been influenced by a single study.

Response: Sensitivity analysis is now added to the manuscript.

.

Attachment

Submitted filename: COMMENTS.docx

pone.0307599.s002.docx (20.2KB, docx)

Decision Letter 1

Elena Olmastroni

9 Jul 2024

Does the use of statins alter the risk of rheumatoid arthritis? A systematic review and meta-analysis

PONE-D-24-17747R1

Dear Dr. Qin,

We’re pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it meets all outstanding technical requirements.

Within one week, you’ll receive an e-mail detailing the required amendments. When these have been addressed, you’ll receive a formal acceptance letter and your manuscript will be scheduled for publication.

An invoice will be generated when your article is formally accepted. Please note, if your institution has a publishing partnership with PLOS and your article meets the relevant criteria, all or part of your publication costs will be covered. Please make sure your user information is up-to-date by logging into Editorial Manager at Editorial Manager® and clicking the ‘Update My Information' link at the top of the page. If you have any questions relating to publication charges, please contact our Author Billing department directly at authorbilling@plos.org.

If your institution or institutions have a press office, please notify them about your upcoming paper to help maximize its impact. If they’ll be preparing press materials, please inform our press team as soon as possible -- no later than 48 hours after receiving the formal acceptance. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org.

Kind regards,

Elena Olmastroni

Academic Editor

PLOS ONE

Additional Editor Comments (optional):

Reviewers' comments:

Reviewer's Responses to Questions

Comments to the Author

1. If the authors have adequately addressed your comments raised in a previous round of review and you feel that this manuscript is now acceptable for publication, you may indicate that here to bypass the “Comments to the Author” section, enter your conflict of interest statement in the “Confidential to Editor” section, and submit your "Accept" recommendation.

Reviewer #2: All comments have been addressed

**********

2. Is the manuscript technically sound, and do the data support the conclusions?

The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented.

Reviewer #2: Yes

**********

3. Has the statistical analysis been performed appropriately and rigorously?

Reviewer #2: Yes

**********

4. Have the authors made all data underlying the findings in their manuscript fully available?

The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.

Reviewer #2: Yes

**********

5. Is the manuscript presented in an intelligible fashion and written in standard English?

PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here.

Reviewer #2: Yes

**********

6. Review Comments to the Author

Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters)

Reviewer #2: (No Response)

**********

7. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files.

If you choose “no”, your identity will remain anonymous but your review may still be made public.

Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy.

Reviewer #2: No

**********

Acceptance letter

Elena Olmastroni

12 Jul 2024

PONE-D-24-17747R1

PLOS ONE

Dear Dr. Qin,

I'm pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now being handed over to our production team.

At this stage, our production department will prepare your paper for publication. This includes ensuring the following:

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If revisions are needed, the production department will contact you directly to resolve them. If no revisions are needed, you will receive an email when the publication date has been set. At this time, we do not offer pre-publication proofs to authors during production of the accepted work. Please keep in mind that we are working through a large volume of accepted articles, so please give us a few weeks to review your paper and let you know the next and final steps.

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Thank you for submitting your work to PLOS ONE and supporting open access.

Kind regards,

PLOS ONE Editorial Office Staff

on behalf of

Dr. Elena Olmastroni

Academic Editor

PLOS ONE

Associated Data

    This section collects any data citations, data availability statements, or supplementary materials included in this article.

    Supplementary Materials

    S1 Checklist. PRISMA 2020 checklist.

    (DOCX)

    pone.0307599.s001.docx (31.3KB, docx)
    Attachment

    Submitted filename: COMMENTS.docx

    pone.0307599.s002.docx (20.2KB, docx)

    Data Availability Statement

    All relevant data are within the manuscript and its Supporting information files (PubMed, Scopus, and EMBASE databases).


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