PAIN PHENOTYPE AS AN EFFECT MODIFIER: EXPLORING THE ROLE OF PAIN-DETECT IN THE ASSOCIATION BETWEEN WOMAC SCORES AND MRI-DETECTED STRUCTURAL DAMAGE

H. Harandi , F.W. Roemer , S. Mastbergen , J. Collins , A. Guermazi , C.K. Kwoh , T. Neogi , M. Loggia , R. Edwards , E. Duscova , M. Kloppenburg , F.J. Blanco , I.K. Haugen , F. Berenbaum , M.P. Jansen , M. Jarraya
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The Pain-DETECT (PD-Q) can be used to help distinguish between the two, with lower PD-Q scores suggesting nociceptive pain. While associations between different MRI-based MOAKS measures and traditional pain outcomes (such as WOMAC) have been reported, whether those associations are modified by pain phenotype (as assessed by PD-Q) is not known.</div></div><div><h3>OBJECTIVE</h3><div>To test whether the association between WOMAC scores and MRI-detected OA structural pathology is modified by PD-Q score.</div></div><div><h3>METHODS</h3><div>We performed a pooled cross-sectional analysis with repeated measures using data from all 4 visits of the IMI-APPROACH cohort (baseline, 6-, 12-, and 24-months), where participants were administered the total WOMAC and PD-Q. For each participant, an index knee with OA was selected based on ACR clinical criteria. MRI of the index knee was obtained for all participants and visits, and scored using MOAKS, including bone marrow lesions (BML); Hoffa’s synovitis and effusion-synovitis. WOMAC scores ranged from 0-96. Participants with no symptoms or functional limitation (WOMAC = 0) were excluded to avoid floor effect. <strong>We conducted the analysis in 3 steps: Step 1:</strong> We fit linear mixed-effects models with random intercepts for each participant to account for multiple observations per participant and included a MOAKS  ×  PD-Q interaction term to test for effect modification. The MOAKS features we tested included: presence of full-thickness cartilage loss, presence of osteophytes ≥ grade 2, total number of BML, sum of total scores of BML, presence of BML ≥ grade 2, presence of effusion ≥grade 2 and grade 3 separately, presence of synovitis ≥ grade 2 and grade 3 separately, presence of any meniscus tear. <strong>Step 2:</strong> for each MOAKS measure identified as significant in step 1 (using a liberal threshold of p&lt;0.2) we conducted a Johnson–Neyman (J-N) analysis to locate PD-Q regions where the conditional association between MOAKS and square root of WOMAC (sqrtWOMAC) changed from being statistically significant (using the 95% CI) to non-significant. <strong>Step 3:</strong> for each MOAKS measure identified in step 1, we stratified the cohort into two PD-Q subgroups (at the J-N cutoff identified in step 2) and refitted stratified linear mixed-effects models to estimate the MOAKS–sqrtWOMAC association within each subgroup.</div></div><div><h3>RESULTS</h3><div>We included 287 participants (mean age 66.5 (SD=7.2), 77.7% female, mean/median PD-Q score 9.36 / 9), who contributed 949 observations. Significant effect modification was observed for sum of BML size, presence of grade ≥2 osteophytes, and grade 3 effusion synovitis (PD-Q cutoff using J-N were 17.2, 4.7, and 11.6, respectively) (Figure 1). In participants with lower PD-Q scores (based on threshold identified in Step 2), large effusion synovitis was positively associated with WOMAC (β = 1.073; 95% CI: 0.520–1.627). Higher sum of BML sizes was also associated with higher sqrtWOMAC (β = 0.076; 95% CI: 0.039–0.112) (Figure 2). These associations were not statistically significant among participants with higher PD-Q scores (higher likelihood of neuropathic-like pain).</div></div><div><h3>CONCLUSION</h3><div>The PD-Q score potentially modifies the relationship between WOMAC and MRI-detected sum of BML, and grade 3 effusion. Those with lower PD-Q scores (suggestive of nociceptive pain) show stronger associations between these structural features and WOMAC score.</div></div>","PeriodicalId":74378,"journal":{"name":"Osteoarthritis imaging","volume":"5 ","pages":"Article 100289"},"PeriodicalIF":0.0000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Osteoarthritis imaging","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2772654125000297","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

INTRODUCTION

A fundamental challenge in treating patients with OA is the discordance between pain and structural abnormalities, reflecting the fact that numerous factors outside of joint pathology can contribute to the pain experience. Thus, pain in OA represents different phenotypes, including nociceptive and neuropathic-like pain. The Pain-DETECT (PD-Q) can be used to help distinguish between the two, with lower PD-Q scores suggesting nociceptive pain. While associations between different MRI-based MOAKS measures and traditional pain outcomes (such as WOMAC) have been reported, whether those associations are modified by pain phenotype (as assessed by PD-Q) is not known.

OBJECTIVE

To test whether the association between WOMAC scores and MRI-detected OA structural pathology is modified by PD-Q score.

METHODS

We performed a pooled cross-sectional analysis with repeated measures using data from all 4 visits of the IMI-APPROACH cohort (baseline, 6-, 12-, and 24-months), where participants were administered the total WOMAC and PD-Q. For each participant, an index knee with OA was selected based on ACR clinical criteria. MRI of the index knee was obtained for all participants and visits, and scored using MOAKS, including bone marrow lesions (BML); Hoffa’s synovitis and effusion-synovitis. WOMAC scores ranged from 0-96. Participants with no symptoms or functional limitation (WOMAC = 0) were excluded to avoid floor effect. We conducted the analysis in 3 steps: Step 1: We fit linear mixed-effects models with random intercepts for each participant to account for multiple observations per participant and included a MOAKS  ×  PD-Q interaction term to test for effect modification. The MOAKS features we tested included: presence of full-thickness cartilage loss, presence of osteophytes ≥ grade 2, total number of BML, sum of total scores of BML, presence of BML ≥ grade 2, presence of effusion ≥grade 2 and grade 3 separately, presence of synovitis ≥ grade 2 and grade 3 separately, presence of any meniscus tear. Step 2: for each MOAKS measure identified as significant in step 1 (using a liberal threshold of p<0.2) we conducted a Johnson–Neyman (J-N) analysis to locate PD-Q regions where the conditional association between MOAKS and square root of WOMAC (sqrtWOMAC) changed from being statistically significant (using the 95% CI) to non-significant. Step 3: for each MOAKS measure identified in step 1, we stratified the cohort into two PD-Q subgroups (at the J-N cutoff identified in step 2) and refitted stratified linear mixed-effects models to estimate the MOAKS–sqrtWOMAC association within each subgroup.

RESULTS

We included 287 participants (mean age 66.5 (SD=7.2), 77.7% female, mean/median PD-Q score 9.36 / 9), who contributed 949 observations. Significant effect modification was observed for sum of BML size, presence of grade ≥2 osteophytes, and grade 3 effusion synovitis (PD-Q cutoff using J-N were 17.2, 4.7, and 11.6, respectively) (Figure 1). In participants with lower PD-Q scores (based on threshold identified in Step 2), large effusion synovitis was positively associated with WOMAC (β = 1.073; 95% CI: 0.520–1.627). Higher sum of BML sizes was also associated with higher sqrtWOMAC (β = 0.076; 95% CI: 0.039–0.112) (Figure 2). These associations were not statistically significant among participants with higher PD-Q scores (higher likelihood of neuropathic-like pain).

CONCLUSION

The PD-Q score potentially modifies the relationship between WOMAC and MRI-detected sum of BML, and grade 3 effusion. Those with lower PD-Q scores (suggestive of nociceptive pain) show stronger associations between these structural features and WOMAC score.
疼痛表型作为效应调节因子:探索疼痛检测在womac评分和mri检测的结构损伤之间的关联中的作用
治疗OA患者的一个基本挑战是疼痛与结构异常之间的不一致,这反映了关节病理之外的许多因素都可能导致疼痛体验。因此,OA患者的疼痛表现出不同的表型,包括伤害性疼痛和神经性疼痛。疼痛检测(PD-Q)可以用来帮助区分两者,较低的PD-Q分数表明是伤害性疼痛。虽然不同的基于mri的MOAKS测量与传统疼痛结果(如WOMAC)之间存在关联,但这些关联是否会因疼痛表型(如PD-Q评估)而改变尚不清楚。目的探讨PD-Q评分是否改变WOMAC评分与mri检测OA结构病理的相关性。方法:我们使用来自IMI-APPROACH队列的所有4次就诊(基线、6个月、12个月和24个月)的重复测量数据进行了汇总横断面分析,参与者接受了总WOMAC和PD-Q治疗。对于每个参与者,根据ACR临床标准选择患有OA的食指膝关节。所有参与者和访视者均获得膝关节的MRI,并使用MOAKS评分,包括骨髓病变(BML);Hoffa(氏)滑膜炎和积液性滑膜炎。WOMAC得分从0-96分不等。没有症状或功能限制的参与者(WOMAC = 0)被排除,以避免地板效应。我们分三个步骤进行了分析:第一步:我们拟合线性混合效应模型,每个参与者随机截取,以解释每个参与者的多个观察结果,并包括MOAKS × PD-Q相互作用项,以检验效果修改。我们测试的MOAKS特征包括:全层软骨丢失、骨赘≥2级、BML总数、BML总分总和、BML≥2级、积液≥2级和3级、滑膜炎≥2级和3级、半月板撕裂。步骤2:对于在步骤1中确定为显著的每个MOAKS测量(使用自由阈值p<;0.2),我们进行了Johnson-Neyman (J-N)分析,以定位PD-Q区域,其中MOAKS与WOMAC平方根(sqrtWOMAC)之间的条件关联从统计显著(使用95% CI)变为不显著。步骤3:对于步骤1中确定的每个MOAKS测量值,我们将队列分层为两个PD-Q亚组(在步骤2中确定的J-N截止点),并修改分层线性混合效应模型,以估计每个亚组内MOAKS - sqrtwomac的关联。结果共纳入287名参与者(平均年龄66.5岁(SD=7.2),女性77.7%,PD-Q评分平均/中位数9.36 / 9),共949次观察。在BML大小、≥2级骨赘和3级积液性滑膜炎的总和(J-N的PD-Q临界值分别为17.2、4.7和11.6)方面观察到显著的效果改变(图1)。在PD-Q评分较低的参与者中(基于步骤2中确定的阈值),大积液性滑膜炎与WOMAC呈正相关(β = 1.073;95% ci: 0.52 - 1.627)。BML大小总和越高,sqrtWOMAC越高(β = 0.076;95% CI: 0.039-0.112)(图2)。这些关联在PD-Q评分较高(神经性疼痛的可能性较高)的参与者中没有统计学意义。结论PD-Q评分可能改变WOMAC与mri检测BML和3级积液之间的关系。PD-Q评分较低的患者(暗示有伤害性疼痛)显示出这些结构特征与WOMAC评分之间更强的关联。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Osteoarthritis imaging
Osteoarthritis imaging Radiology and Imaging
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