Abstract
Overweight/obesity influence disease burden and clinical outcome of Rheumatoid Arthritis (RA). The impact of overweight/obesity on synovial tissue (ST) inflammation is largely unknown. Here, we investigated the histological and transcriptional signature of ST obtained from RA in different disease phases (disease onset, failure to first-line conventional DMARDs and in sustained clinical and ultrasound remission) finding that overweight/obese DMARDs naive RA showed higher likelihood of follicular synovitis, higher IHC scores for sublining inflammatory cells (CD68+, CD21+ and CD20+) and higher IL-1RA plasma levels than normal weight RA. Regardless to the synovitis pattern, overweight/obese DMARDs naive RA showed a worse clinical response to “Treat-to-target” (T2T) than normal weight RA at 6 and 12 months follow-up. Conversely, MTX-IR RA did not show significant differences in synovial inflammation based on BMI category. Overweight/obese RA in stable clinical and US remission showed higher degree of residual synovitis in terms of sublining CD68+, CD20+ cells and lining and sublining CD3+ compared to normal weight RA. Finally, gene expression profile analysis revealed that ST of overweight/obese DMARDs naive RA is enriched by CCL3 and MyD88 compared to normal weight RA in sustained disease remission, the latter correlating with BMI and IHC scores for synovial CD68+ cells. These findings suggest that indeed overweight/obese RA show higher degree of synovitis at disease onset and after remission achievement that influences the response rate to T2T and should be considered within the management of patients with RA.
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Introduction
There are increasing evidences that overweight and obesity are risk factors for the development of Rheumatoid Arthritis (RA) and that a high Body Mass Index (BMI) is associated with high disease activity and disability at disease onset1,2,3, being an independent factor of worse clinical response to RA treatment4,5,6. Despite this, pooling data derived from multiple imaging studies showed that BMI is inversely associated with joint inflammation compared to normal weight RA7,8,9.
A recent study on animal models of arthritis confirmed that the effect of obesity on synovial tissue (ST) inflammation is contingent on the disease phase being more significant at disease onset and in the resolution phase10, as promoted by the aberrant release of pro-inflammatory cytokines from adipocytes in obese arthritic animals which enhance the persistence of pro-inflammatory cells within the ST delaying the inflammatory process resolution. Despite this, it has to be mentioned that obese RA were found to be protected by bone damage11,12. To date, no information is available on ST analysis of such population in humans, with a lack of knowledge about the molecular mechanisms associated with synovial inflammation in overweight/obese RA, in different disease phases, regulating tissue inflammation and bone protection.
Based on this, the aims of the present study were: (i) to define the histological features of RA ST in different disease phases (disease onset or first conventional DMARD failure) in terms of CD68+, CD21+, CD3+ and CD20+ cells ST distribution based on the BMI category; (ii) to dissect if overweight/obesity status is associated with the aberrant expression of cytokines related to inflammation [i.e. Interleukin-6 (IL-6)] and bone damage [i.e. Interleukin-1 Receptor Antagonist (IL-1RA)] in naive to treatment RA; (iii) to define if BMI category, associated with ST characteristics, may influence the response rate to a treat to target strategy in naive to treatment RA and (iv) to dissect weather the BMI category may affect the histological features of residual synovitis in RA in stable clinical and ultrasound remission.
Results
Demographic, clinical and immunological characteristics of the study cohorts
Table 1 summarizes the demographic, clinical and immunological characteristics of the study cohorts. In particular, naive to treatment RA were significantly younger than MTX-IR RA (p = 0.03) and RA in stable clinical and ultrasound remission (p = 0.04). Naive to treatment RA had similar disease activity than MTX-IR RA (3.7 ± 1.3 vs 3.3 ± 1.1; p = 0.10) and significantly higher than RA in stable clinical and ultrasound remission (1.0 ± 0.4; p < 0.001). Considering the BMI categories, the overweight/obesity rate was comparable among the three study cohorts (60.0% naive RA had BMI ≥ 25 kg/m2 compared to 58.1% MTX-IR RA and 60.0% RA in sustained clinical and ultrasound remission; p > 0.05). Considering the autoimmune profile, there was no significant difference in terms of autoantibody positivity in the three study cohorts based on the BMI category (p = 0.52, p = 0.48 and p = 0.61 comparing autoantibody positivity based on BMI category within the naive to treatment RA, MTX-IR RA and RA in sustained remission cohorts respectively). Considering the bone damage, the percentage of erosive naive RA at disease onset was 37.1% with no significant difference stratifying according to the BMI category (28.6% in RA patients with BMI < 25 kg/m2 and 42.9% in patients with BMI ≥ 25 kg/m2 respectively; p = 0.17). Moreover, demographic, clinical and immunological characteristics of the study cohorts stratified based on BMI category are summarized in Supplementary Table 1.
BMI influences IHC characteristics of RA at disease onset in terms of synovial resident inflammatory cells
Among naive to treatment RA, subjects with BMI ≥ 25 Kg/m2 showed a higher rate of synovial inflammation compared to normal weight RA (Fig. 1A–H). In particular, naïve RA with BMI ≥ 25 Kg/m2 had more likely follicular synovitis pattern (71.4%) than normal weight naïve RA (39.3%; p = 0.001) (Fig. 1I). Double immunohistochemistry showed that naïve RA with BMI ≥ 25 Kg/m2 showed significantly higher IHC score for sublining CD68+ (2.1 ± 0.8) (Fig. 1J), CD21+ (1.0 ± 1.1) (Fig. 1K) and CD20+ cells (1.9 ± 0.9) (Fig. 1L) compared to normal weight RA (1.5 ± 0.9 for CD68+ cells; p = 0.01; 0.5 ± 0.8 for CD21+ cells; p = 0.03; and 1.4 ± 0.8 for CD20+ cells; p = 0.05, respectively). Moreover, considering the whole cohort of naive RA, BMI value directly correlated with the IHC scores for lining CD68+ (R = 0.24; p = 0.04), lining CD21+ (R = 0.36; p = 0.002) and sublining CD68+ (R = 0.39; p = 0.001) (Fig. 1N), sublining CD21+ (R = 0.37; p = 0.002), sublining CD20+ (R = 0.38; p = 0.001) and sublining CD3+ cells (R = 0.33; p = 0.005) respectively (Fig. 1O) and with the synovial aggregate grade (R = 0.33; p = 0.005) (Fig. 1P).
Overweight/obese RA patients at disease onset show aberrant levels of inflammatory cytokines associated to the degree of synovial inflammation
To assess if overweight/obesity status might be related to aberrant systemic inflammation, levels of inflammatory (i.e. IL-6) and anti-inflammatory (i.e. IL-1RA) cytokines were assessed in PB of naive RA and in RA patients in stable clinical and ultrasound remission at the time of ST biopsy. Plasma levels of IL-6 were significantly higher at RA onset (48.4 ± 56.5 pg/ml) than in RA in sustained remission (3.4 ± 7.9 pg/ml; p < 0.001), whereas IL-1RA plasma levels were not statistically different between naïve RA (647.3 ± 397.9 pg/ml) and RA in sustained remission (464.4 ± 217.4 pg/ml; p = 0.07).
Considering naive RA based on the BMI category, patients with BMI ≥ 25 Kg/m2 showed significantly higher IL-1RA plasma levels (766.5 ± 431.1 pg/ml) that patients with BMI < 25 Kg/m2 (465.9 ± 257.0; p = 0.002) (Fig. 2A). Moreover, stratifying naive RA according to the synovitis pattern, patients with BMI ≥ 25 Kg/m2 showed higher IL-1RA plasma levels regardless to the presence of diffuse (728.5 ± 410.5 pg/ml) or follicular pattern (784.2 ± 457.8 pg/ml) compared to patients with BMI < 25 kg/m2 (485.6 ± 302.9 pg/ml in RA patients with diffuse synovitis; p = 0.05; 469.3 ± 197.4 pg/ml in RA patients with follicular synovitis; p = 0.04) (Fig. 2B). Moreover, in naive RA IL-1RA plasma levels directly correlated with DAS (R = 0.35; p = 0.01) and BMI (R = 0.35; p = 0.01) suggesting a tight link between disease activity and burden of inflammation as well as fat tissue excess at RA onset (Fig. 2C,D). Considering the presence of bone damage, erosive naive RA showed higher IL-6 (66.6 ± 56.9 pg/ml) and IL-1RA plasma levels (789.5 ± 412.0 pg/ml) than no erosive patients (IL-6: 38.4 ± 54.3 pg/ml; p = 0.05 and IL-1RA: 571.1 ± 374.1 pg/ml; p = 0.04). Conversely, RA in sustained remission without erosive disease showed higher IL-1RA plasma levels (577.0 ± 221.0 pg/ml) than no erosive ones (316.9 ± 88.9 pg/ml; p = 0.002) (see Supplementary Fig. 1A,B), directly related to BMI value (see Supplementary Table 2). As a consequence, considering the presence of erosions based on BMI category, the lowest plasma IL-6/IL-1RA ratio was found in overweight/obese naive RA without erosive disease than in normal weight naive RA with or without erosive disease and overweight/obese naive RA with erosive disease (p = 0.01 for all comparisons) (see Supplementary Fig. 1C).
Considering the pooled cohorts of naive RA and RA in remission, IL-6 plasma levels directly correlated with the IHC scores for lining CD68+ (R = 0.47; p < 0.001), lining CD3+ (R = 0.34; p = 0.002) and lining CD20+ (R = 0.35; p = 0.002) cells (Fig. 2E) and with the IHC scores for sublining CD68+ (R = 0.46; p < 0.001), sublining CD21+ (R = 0.36; p = 0.001), sublining CD3+ (R = 0.39; p < 0.001) and sublining CD20+ (R = 0.37; p = 0.001) cells (Fig. 2F).
BMI category influences the response rate to T2T strategy in naive to treatment RA independently from synovitis pattern
The analysis of overweight/obesity status effect on remission achievement after T2T scheme, revealed that naive RA with BMI ≥ 25 kg/m2 showed significantly lower rate of DAS remission after 6 months (28.2%) and 12 months (37.8%) follow-up compared to naive RA with BMI < 25 kg/m2 (57.1% and 67.9% RA in DAS remission after 6 and 12 months of follow-up; p = 0.02 and p = 0.01 respectively). Stratifying naive RA based on the synovitis pattern detected at the ST level, before the beginning of DMARDs treatment, RA with BMI ≥ 25 kg/m2 and follicular synovitis showed significantly lower rate of DAS remission achievement after 6 (34.5%) and 12 months (37.8%) follow-up compared to RA with BMI < 25 kg/m2 and diffuse synovitis [64.7% and 70.6% RA with BMI < 25 kg/m2 and diffuse synovitis in DAS remission after 6 (p = 0.005) and 12 months (p = 0.03) follow-up] treated with the T2T (see Supplementary Fig. 2A,B). Moreover, considering the IHC scores for inflammatory synovial cells, there were no significant differences in terms of baseline IHC scores for CD68+, CD21+, CD20+ and CD3+ cells comparing RA reaching or not DAS remission after 6 and 12 months follow-up, regardless to the BMI category (data not shown). None of the naive RA experienced significant weight variation leading to change of the initial BMI category during the follow-up.
BMI does not influence IHC characteristics of RA patients inadequately responding to MTX
Since overweight/obesity status affected the response rate to T2T strategy (see Supplementary Fig. 2A,B), we analysed histological synovial features of an independent cohort of MTX-IR RA, finding no significant difference in terms of ST inflammation stratifying patients based on the BMI category (Fig. 3A–H). In particular, in MTX-IR RA there was a similar rate of follicular synovitis comparing patients with BMI ≥ 25 kg/m2 (48.2%) and patients with BMI < 25 kg/m2 (52.1%; p = 0.83) (Fig. 3I). Moreover, there were no significant differences in lining and sublining IHC scores for CD68+, CD21+, CD3+ and CD20+ cells in MTX-IR RA based on the BMI category (Fig. 3J,M). Therefore, the inflammation driving the MTX-IR seems to reside in the joint not in the fat tissue.
BMI influences IHC characteristics of synovial tissue residual inflammation of RA patients in stable clinical and ultrasound remission in terms of synovial resident inflammatory cells
Among RA in stable clinical and US remission under MTX + TNF-i, patients with BMI ≥ 25 kg/m2, showed higher rate of residual synovial inflammation compared to RA with BMI < 25 kg/m2 (Fig. 4A–H). In particular, RA in stable clinical and US remission with BMI ≥ 25 kg/m2 showed significantly higher IHC score for sublining CD68+ (1.2 ± 0.3) (Fig. 4I), lining CD20+ cells (0.6 ± 0.4) (Fig. 4J), lining CD3+ (0.6 ± 0.5) and sublining CD3+ (1.1 ± 0.4) cells (Fig. 4K) compared to RA with BMI < 25 kg/m2 (0.2 ± 0.4 for sublining CD68+ cells; p < 0.001; 0.2 ± 0.4 for lining CD20+ cells; p = 0.02; 0.1 ± 0.3 for lining CD3+ cells, p = 0.02; and 0.9 ± 0.3 for sublining CD3+ cells; p = 0.04 respectively). In addition, considering the whole cohort of RA in stable clinical and US remission, BMI value directly correlated with the IHC scores for sublining CD68+ (R = 0.39; p = 0.001) whereas no correlations were found between BMI and sublining CD3+ (R = 0.30; p = 0.14) and CD20+ cells (R = 0.10; p = 0.63) (Fig. 4L). Finally, IL-6 plasma levels directly correlated with the IHC score of sublining CD68+ cells in ST of RA in stable clinical and ultrasound remission (R = 0.43; p = 0.04) with a higher significance considering RA in sustained remission with BMI ≥ 25 kg/m2 (R = 0.66; p = 0.01) (Fig. 4M).
BMI influences transcriptional signature of synovial tissue of RA patients at disease onset and at the time of sustained remission achievement
Gene expression profile assay (Fig. 5A) revealed that among naive to treatment RA, subjects with BMI ≥ 25 Kg/m2 showed significant over-expression of CCL3 (5.23 fold; p = 0.02), CCR1 (2.07 fold; p = 0.03), CCR2 (2.90 fold; p = 0.02), FAS-L (5.77 fold; p = 0.03) and MyD88 (4.33 fold; p = 0.02) compared to RA patients in sustained clinical and ultrasound remission with BMI < 25 Kg/m2 (Fig. 5B–G). Interestingly, despite comparable disease control, RA patients in sustained clinical and ultrasound remission with BMI ≥ 25 Kg/m2 showed significant over-expression of MyD88 (2.49 fold; p = 0.04) compared to RA patients in sustained clinical and ultrasound remission with BMI < 25 Kg/m2 (Fig. 5G). Considering the whole RA cohort used for gene expression profile experiment, synovial tissue expression of MyD88 directly correlates with BMI value (R = 0.58, p = 0.02) and IHC scores for lining and sublining CD68+ cells (R = 0.59, p = 0.02 and R = 0.56, p = 0.03 for lining and sublining CD68+ cells respectively) in RA patients (Fig. 5H,I).
Discussion
This study shows that overweight/obesity affects the histological features and the gene expression profile of ST of RA patients at the time of disease onset and at achievement of sustained clinical and ultrasound remission. In addition, overweight/obesity condition at the time of DMARDs beginning influences the rate of disease remission achievement in RA treated according to the T2T strategy regardless to the synovitis pattern found at ST level at disease onset.
RA is a chronic disease in which inflammatory cells aberrantly migrate within the ST contributing to joint inflammation and bone damage13,14. Obesity incidence is increasing in the general population15, and multiple studies confirmed that obesity is a risk factor associated with RA development16,17,18. Several lines of evidence have proven that adipose tissue is an endocrine organ acting not only on metabolism but even on immune and inflammatory processes by releasing inflammatory molecules promoting the chronicity of the inflammatory response in the target tissue19. It has been shown that the overweight/obesity status is associated with a higher degree of systemic inflammation and disease burden in RA patients at disease onset3,20, and with an inferior response to treatment1,6,21,22,23. Adipose tissue in normal weight subjects is mostly composed by mature adipocytes, their precursors, fibroblasts, endothelial cells and scarce immune cells, mainly macrophages24. During the progressive and excessive fat accumulation occurring in overweight/obese subjects, there is a substantial increase in the number of immune cells and a change in their phenotype towards pro-inflammatory cells contributing to the development of obesity-related local and systemic inflammation (the so called low grade inflammation)25. In particular, within the adipose tissue of obese individuals, macrophages are the most abundant resident immune cells characterized by a pro-inflammatory (M1) phenotype, active in the secretion of inflammatory cytokines10,26. In the present study, for the first time, we evaluated the histological features of ST of RA patients enrolled at different disease phases (i.e. naive to treatment, inadequately responder to conventional DMARDs and at the time of stable clinical and US remission after MTX + TNF-i combined therapy) stratified according to the BMI category. Considering RA at onset, before any DMARDs treatment, we found that overweight/obese RA showed higher rate of follicular synovitis and higher IHC scores for resident synovial inflammatory cells (i.e. CD68+, CD21+ and CD20+) compared to normal weight ones, with a direct correlation between BMI value and IHC scores for resident inflammatory cells suggesting a tight link between body weight and degree of ST inflammation at RA onset. These findings are in line with Kim et al.’s study which investigated the early effect of obesity in RA using preclinical animal models, finding that obese Collagen Induced Arthritis (CIA) mice have an earlier disease onset compared to the lean ones due to a faster immune cells migration within the joint tissue10.
To date, despite the direct association between high BMI and disease activity in RA, bone damage is less likely associated with obesity in RA11,12, suggesting that protective factors may be present in obese patients. It’s well known that adipose tissue is a major source of IL-1RA27, whose release was found to be increased in human obesity28. In our cohort, we found that naive overweight/obese RA showed higher IL-1RA plasma levels compared to normal weight RA regardless to the synovitis subtype directly related to IL-6 plasma levels possibly due to the inflammatory status. Moreover, despite we observed no differences at baseline in erosion score comparing overweight/obese and normal weight naïve to treatment RA patients, overweight/obese naive RA without erosive disease showed the lowest IL-6/IL-1RA ratio supporting the concept of an unbalance between pro-inflammatory and osteoclastogenic via OPG/RANK pathway, such as IL-629, and bone protective (as IL-1RA) soluble factors in naive RA based on BMI category. Interestingly, at the time of sustained remission achievement, IL-1RA is significantly higher in overweight/obese RA who did not developed erosive disease, supporting the hypothesis that overweight/obese RA patients may have been protected through IL-1RA pathway from bone damage.
Finally, to investigate the role of overweight/obesity status on ST composition during the remission phase of the disease, we included in the study RA patients in stable sustained clinical and ultrasound remission under combination therapy with MTX + TNF-i as previously described30. We found that overweight/obese RA patients reaching stable clinical and ultrasound remission showed higher degree of residual synovitis in terms of synovial CD68+, CD20+ and CD3+ cells whose IHC scores directly correlated with the BMI value at the time of remission achievement. Interestingly, IL-6 plasma levels, despite significantly reduced at the time of remission achievement compared to patients at diagnosis, directly correlates with the IHC score for sublining CD68+ cells only in overweight/obese RA in sustained clinical and ultrasound remission, supporting the notion that fat excess can promote IL-6 release, contributing to the persistence of residual synovial inflammation, despite good clinical response. These findings are in line with previous data from animal models showing that obese arthritic mice show a significant delay in remission achievement compared to lean ones due to the aberrant polarization, within the synovial tissue, of macrophages towards a pro-inflammatory (M1) phenotype10.
These concepts are strengthened by the findings obtained from the gene expression analysis conducted, in the exploratory cohort, on ST from RA at different disease phases stratified by BMI category, revealing that ST from naive overweight/obese RA is enriched by inflammatory genes as CCL3 and MyD88 compared to normal weight RA in sustained disease remission. Interestingly, ST biopsies from overweight/obese RA in sustained remission showed a persistent over-expression of MyD88 compared to normal weight RA in sustained disease remission. MyD88 (myeloid differentiation primary response gene 88) is a central adaptor molecule for the majority of Toll-like receptors (TLRs), which are the most studied pathogen recognition receptors31,32. TLR are trans-membrane receptors that play a crucial role in pathogen recognition and immune response by activating various inflammatory signaling pathways, including MyD88, which then leads to an activation of NF-kB signaling activity32. High fat diet was demonstrated to induce an increased expression of TLR in murine adipose tissue causing the activation of MyD88 signaling cascades33, and MyD88 expression was found to be increased in both peripheral blood mononuclear cells and subcutaneous adipose tissue of overweight/obese subjects compared to normal weight controls34. Moreover, MyD88 deficient mice are partially protected to high fat diet induced obesity35. Yu et al. demonstrated that MyD88 signaling in myeloid cells participates in the initiation and progression of obesity-induced systemic low grade inflammation since MyD88 deficiency in myeloid cells inhibits macrophage recruitment to adipose tissue and their switch to an M1-like phenotype36. These findings are in line with MyD88 expression in ST of RA patients, directly correlating with BMI value regardless to RA phase and with the IHC scores of lining and sublining CD68+ cells in ST biopsies supporting the notion that an aberrant persistent over-expression of MyD88, dependent from fat mass excess, is involved in the promotion of residual synovitis persistence in ST of overweight/obese RA, despite sustained disease control.
Therefore, based on our findings we conclude that the early and the resolution phase of RA are influenced by overweight/obesity status in terms of ST inflammation and bone remodelling. Moreover, the ST histological composition found at RA onset strongly supports the lower rate of treatment response, in terms of DAS28 reduction, found in obese patients belonging to early RA cohorts37. Therefore, these results suggest that weight control is a crucial aim along the whole disease course in RA and interventional studies, including body weight reduction, are necessary to definitively confirm the biological effect of adipose tissue on the entity of RA inflammation and to envision a personalized approach for obese RA.
Methods
Patients recruitment
One hundred and thirty-eight consecutive patients fulfilling the American College of Rheumatology 2010 revised criteria for RA38, were enrolled. RA patients were divided into naïve to treatment (n = 70), inadequately responder to Methotrexate (MTX-IR) (n = 43) and patients in stable remission under combination of MTX + TNF-inhibitor (TNF-i) (n = 25). All MTX-IR RA were taking stable dose of MTX (mean dose: 13.8 ± 5.7 mg/week). All RA in sustained clinical (DAS44 < 1.6 for at least 6 months) and ultrasound remission were selected based on the published protocol29. For each enrolled RA, clinical and laboratory evaluations included the number of tender and swollen joints on 44, erythrocyte sedimentation rate (ESR), C-reactive protein (CRP) and Disease Activity Score (DAS). Peripheral blood (PB) samples were tested for IgA and IgM-RF (Orgentec Diagnostika, Bouty-UK) and ACPA (Menarini Diagnostics-Italy) using commercial Enzyme-Linked Immunosorbent Assay (ELISA) and ChemiLuminescence Immunoassay (CLIA) methods respectively. At study entry, for each enrolled RA, Body Mass Index (BMI) was assessed39, and patients were stratified according to the following cut-off value references: <25 as normal weight; 25–29.9 as overweight; ≥30 as obese, respectively. After study enrolment, all naïve RA started MTX 10 mg/weekly for 2 subsequent administrations and 15 mg/weekly afterwards, according to RA management recommendations40. Therefore, each RA was followed every 3 months for at least 12 months in an outpatient setting and DAS value was recorded to assess treatment response and the BMI category was registered. All methods were carried out in accordance with the declaration of Helsinki. All the study experimental protocols were approved by the Ethic Committee of the Università Cattolica del Sacro Cuore (Protocol number: 19526/17) and all subjects provided signed informed consent.
Immunohistochemistry for CD68+, CD21+, CD20+ and CD3+ cells in synovial tissue
All enrolled RA underwent ultrasound guided ST biopsy of the knee following the published protocol41. Briefly, sections were stained for CD68 mouse anti-human monoclonal antibody (514H12) (for macrophages) or CD20, mouse anti-human monoclonal antibody (L26) (for B lymphocytes) or CD3 mouse anti-human monoclonal antibody (LN10) (for T lymphocytes) or CD21 mouse anti-human monoclonal antibody (2G9) (for follicular dendritic cells)42,43 (all by Leica Biosystem, Newcastle-UK) by immunostainer BOND MAX III (Leica). Double Immunohistochemical staining for CD21/CD68 and CD20/CD3 was performed as previously described30. Slides were examined using a light microscope (Leica DM 2000) and classified as diffuse or follicular based on the immunostaining of CD68, CD21, CD20 and CD3 positive cells42. Specific lymphoid features of the cellular aggregates were assessed by staining 3–4 μm-thick FFPE consecutive sections for CD3, CD20 and CD21 as previously defined42,43. All tissues were evaluated using a numerical score based on the number of positive cells in the lining and sublining areas of the section (three different fields in each section), with a score of 0 indicating no positive cells; 1 indicating <10% positive cells; 2 indicating 10–50% positive cells; and 3 indicating >50% positive cells30. Inter-rater agreement coefficients for CD68, CD21, CD20 and CD3 IHC scores were assessed (see Supplementary Table 3).
ELISA assay for IL-6 and IL-1RA plasma levels evaluation
Naive to treatment RA and RA patients in stable clinical and ultrasound remission were tested for IL-6 and IL-1RA PB levels using commercial Enzyme-Linked ImmunoSorbent Assay (ELISA) kits (all by R&D Systems, United Kingdom). The sensitivity of the test was 0.70 pg/ml for IL-6 and 18.3 pg/ml for IL-1RA respectively.
Gene expression profile of synovial tissue of RA patients with naive active disease and in sustained clinical and ultrasound remission based on BMI category
Total RNA was isolated from synovial tissue of 15 RA patients (8 from RA with naive active disease and 7 from RA in sustained clinical and ultrasound remission as previously described) using the miRneasy kit (Qiagen). RNA was reverse transcribed using a cDNA conversion kit (Qiagen). The cDNA was used on the real-time RT2 Profiler PCR Array (QIAGEN, Cat. no. PAHS-077Z) in combination with RT2 SYBR® Green qPCR Mastermix (Cat. no. 330529). A set of controls was included on each plate which enabled data analysis using ΔΔCt method of relative quantification, assessment of reverse transcription performance and assessment of PCR performance. The RT² Profiler PCR Array enables SYBR Green-based real-time PCR analysis using Biorad iQ5 real-time PCR system as follows: 95 °C for 15 min; 40 cycles of 94 °C for 15 s; 55 °C for 30 s; and 70 °C for 30 s. The relative expression was calculated using the ΔΔCt method (relative gene expression = 2(ΔCt test − ΔCt control)] and is presented in fold increase relative to control. The Web-based GeneGlobe Data Analysis Center was used to analyse the real-time PCR data (Qiagen).
Statistical analysis
Statistical analysis was performed using SPSS V. 20.0 (SPSS. Chicago, Illinois, USA) and Prism Software (GraphPad, San Diego, California, USA). Categorical and quantitative variables were described as frequencies, percentage and mean ± standard deviation (SD). Data on demographic and clinical features were compared between patients by the non-parametric Mann-Whitney U test or χ2 test, as appropriate. Spearman’s rank correlation test was used for correlation in all analyses. For the gene expression profile, data analysis was performed using the supplied software (http://www.qiagen.com/it/shop/genes-and-pathways/data-analysis-center-overview-page/), based on Student’s t-test of the replicate 2(−ΔCt) values for each gene in the tested group and in the control group. Fold-change values > 1 imply an upregulation while fold-change <1 imply down-regulation. using RT2 Profiler PCR array, a t-test was used to identify significant differences in gene expression profiles between overweight/obese and normal weight naive active RA, overweight/obese RA in sustained remission and normal weight RA in sustained remission used as control. A value of p ≤ 0.05 was considered statistically significant.
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This work was supported by the linea D1 (2016/2017) (Università Cattolica del Sacro Cuore).
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S.A., B.T., G.F. and E.G. gave substantial contributions to study conception and design; S.A., B.T., M.R.G., L.P., L.B., A.L.F., C.D.M., R.B. and F.F. gave substantial contributions to acquisition of data; S.A., B.T., G.F. and E.G. gave substantial contributions to analysis and interpretation of data; S.A., B.T., M.R.G., L.P., L.B., A.L.F., C.D.M., R.B., F.F., G.F. and E.G. drafted the article and revised it critically for important intellectual content; S.A., B.T., M.R.G., L.P., L.B., A.L.F., C.D.M., R.B., F.F., G.F. and E.G. gave final approval of the version of the article to be published.
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Alivernini, S., Tolusso, B., Gigante, M.R. et al. Overweight/obesity affects histological features and inflammatory gene signature of synovial membrane of Rheumatoid Arthritis. Sci Rep 9, 10420 (2019). https://doi.org/10.1038/s41598-019-46927-w
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DOI: https://doi.org/10.1038/s41598-019-46927-w
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