P518 抗肿瘤坏死因子α无效的成人克罗恩病患者对阿达木单抗治疗反应的饮食和非饮食预测因素

A Jatkowska, B White, I Campbell, E Brownson, B Short, J Clowe, J P Seenan, D R Gaya, S Din, G T Ho, E Robertson, C Mowat, S Milling, J MacDonald, K Gerasimidis
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Treatment response (CDAI<150) was assessed after 6 weeks, baseline diet was assessed with EPIC-Norfolk FFQ, alternative Mediterranean diet scores (aMED), and principal component analysis (PCA) with orthogonal (varimax) rotation was used to identify data-derived dietary patterns. Baseline predictors evaluated included PEN use, steroid use, immunomodulator use, age, disease duration, CDAI, C-Reactive protein (CRP), albumin, haemoglobin, Scottish Index of Multiple Deprivation (SIMD) score, adherence to dietary patterns identified, aMED score, smoking status, alcohol consumption, physical activity level, body mass index (BMI), fat mass (kg/m2), fat-free mass (kg/m2), and handgrip strength. Differential analysis between responders and non-responders was carried out with general linear model or chi-square test when appropriate. Random forest model with recursive feature elimination (RF-RFE) was used to identify the most predictive factors of treatment response. Results Of 42 participants recruited to the study, 62% (26) responded to treatment. PCA revealed four dietary patterns (Figure 1A). Responders to adalimumab were younger (mean (SD): 36.0 (17.1) vs 50.8 (10.0), P=0.004), had lower baseline CDAI (mean (SD): 228 (62) vs 286 (78), P=0.018), higher CRP (14.5 (19.2) vs 4.6 (5.8) mg/L, P=0.036), were less likely to smoke (31% (5 of 16) vs 8% (2 of 26), and less likely to adhere to a dietary pattern characterised by high consumption of animal products (PC2) (P=0.030). Adherence to PC2 also correlated positively with age (r=0.327, P=0.035). The RF-RFE algorithm highlighted young age, low baseline CDAI and low PC2 adherence as key factors (Sensitivity: 77%, Specificity: 63%, PPV: 77%, NPV: 63%, OOB: 29%, P=0.012) (Figure 1B). Interestingly, exclusion of dietary factors improved diagnostic performance of the model (Sensitivity: 77%, Specificity: 75%, PPV: 83%, NPV: 67%, OOB: 24%, P=0.003) (Figure 1C), indicating potential interactions by other factors like age. Conclusion Young age, non-smoking, low baseline CDAI and elevated CRP predict adalimumab response in anti-TNFα-naïve adults. While dietary factors may also play a role, their impact seems confounded by other non-dietary factors. 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Differential analysis between responders and non-responders was carried out with general linear model or chi-square test when appropriate. Random forest model with recursive feature elimination (RF-RFE) was used to identify the most predictive factors of treatment response. Results Of 42 participants recruited to the study, 62% (26) responded to treatment. PCA revealed four dietary patterns (Figure 1A). Responders to adalimumab were younger (mean (SD): 36.0 (17.1) vs 50.8 (10.0), P=0.004), had lower baseline CDAI (mean (SD): 228 (62) vs 286 (78), P=0.018), higher CRP (14.5 (19.2) vs 4.6 (5.8) mg/L, P=0.036), were less likely to smoke (31% (5 of 16) vs 8% (2 of 26), and less likely to adhere to a dietary pattern characterised by high consumption of animal products (PC2) (P=0.030). Adherence to PC2 also correlated positively with age (r=0.327, P=0.035). 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引用次数: 0

摘要

背景 抗肿瘤坏死因子α等生物制剂是治疗克罗恩病(CD)的常用药物。相当一部分患者对治疗没有反应,因此有必要探索治疗前预测治疗反应的因素。方法 参与一项RCT(NCT04859088)研究的患有活动性克罗恩病(克罗恩病活动指数;CDAI≥150)的抗TNFα无效成人患者被随机分配接受阿达木单抗单药治疗或阿达木单抗联合治疗加50%部分肠内营养(PEN)。治疗反应(CDAI<150)在6周后进行评估,基线饮食通过EPIC-Norfolk FFQ、替代地中海饮食评分(aMED)进行评估,并使用正交(varimax)旋转主成分分析(PCA)确定数据衍生的饮食模式。评估的基线预测因素包括:使用 PEN、使用类固醇、使用免疫调节剂、年龄、病程、CDAI、C-反应蛋白 (CRP)、白蛋白、血红蛋白、苏格兰多重贫困指数 (SIMD) 评分、对已确定饮食模式的依从性、aMED 评分、吸烟状况、饮酒量、体力活动水平、体重指数 (BMI)、脂肪量 (kg/m2)、无脂肪量 (kg/m2) 和握力。在适当情况下,采用一般线性模型或卡方检验对应答者和非应答者进行差异分析。采用递归特征消除随机森林模型(RF-RFE)来确定对治疗反应最具预测性的因素。结果 在被招募参加研究的 42 名参与者中,62%(26 人)对治疗做出了反应。PCA显示了四种饮食模式(图1A)。阿达木单抗应答者更年轻(平均(标清):36.0(17.1) vs 50.8(10.0),P=0.004),基线 CDAI 更低(平均(标清):228(62) vs 286(78),P=0.018),CRP 更高(14.5(19.2) vs 4.6(5.8)毫克/升,P=0.036),较少吸烟(31%(16 人中有 5 人) vs 8%(26 人中有 2 人)),较少坚持以大量食用动物产品为特征的饮食模式(PC2)(P=0.030)。坚持 PC2 与年龄也呈正相关(r=0.327,P=0.035)。RF-RFE 算法强调年轻、低基线 CDAI 和低 PC2 依从性是关键因素(灵敏度:77%,特异度:63%,PPV:77%,NPV:63%,OOB:29%,P=0.012)(图 1B)。有趣的是,排除饮食因素后,模型的诊断性能有所提高(灵敏度:77%,特异性:75%,PPV:83%,NPV:67%,OOB:24%,P=0.003)(图 1C),这表明年龄等其他因素可能会产生相互作用。结论 年轻、不吸烟、基线 CDAI 低和 CRP 升高可预测抗肿瘤坏死因子α无效成人的阿达木单抗反应。虽然饮食因素也可能起到一定作用,但其影响似乎被其他非饮食因素所混淆。这一领域还需要进一步研究。
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P518 Dietary and non-dietary predictors of treatment response to adalimumab in anti-TNFα-naïve adults with Crohn’s disease
Background Biologics, such as anti-TNFα agents, are commonly used in the management of Crohn’s disease (CD). A significant proportion of patients do not respond to treatment, necessitating the exploration of pre-treatment predictors of treatment response. Methods Anti-TNFα-naïve adults with active CD (Crohn’s Disease Activity Index; CDAI≥150) participating in an RCT (NCT04859088) were randomised to receive adalimumab monotherapy or adalimumab combination therapy with 50% partial enteral nutrition (PEN). Treatment response (CDAI<150) was assessed after 6 weeks, baseline diet was assessed with EPIC-Norfolk FFQ, alternative Mediterranean diet scores (aMED), and principal component analysis (PCA) with orthogonal (varimax) rotation was used to identify data-derived dietary patterns. Baseline predictors evaluated included PEN use, steroid use, immunomodulator use, age, disease duration, CDAI, C-Reactive protein (CRP), albumin, haemoglobin, Scottish Index of Multiple Deprivation (SIMD) score, adherence to dietary patterns identified, aMED score, smoking status, alcohol consumption, physical activity level, body mass index (BMI), fat mass (kg/m2), fat-free mass (kg/m2), and handgrip strength. Differential analysis between responders and non-responders was carried out with general linear model or chi-square test when appropriate. Random forest model with recursive feature elimination (RF-RFE) was used to identify the most predictive factors of treatment response. Results Of 42 participants recruited to the study, 62% (26) responded to treatment. PCA revealed four dietary patterns (Figure 1A). Responders to adalimumab were younger (mean (SD): 36.0 (17.1) vs 50.8 (10.0), P=0.004), had lower baseline CDAI (mean (SD): 228 (62) vs 286 (78), P=0.018), higher CRP (14.5 (19.2) vs 4.6 (5.8) mg/L, P=0.036), were less likely to smoke (31% (5 of 16) vs 8% (2 of 26), and less likely to adhere to a dietary pattern characterised by high consumption of animal products (PC2) (P=0.030). Adherence to PC2 also correlated positively with age (r=0.327, P=0.035). The RF-RFE algorithm highlighted young age, low baseline CDAI and low PC2 adherence as key factors (Sensitivity: 77%, Specificity: 63%, PPV: 77%, NPV: 63%, OOB: 29%, P=0.012) (Figure 1B). Interestingly, exclusion of dietary factors improved diagnostic performance of the model (Sensitivity: 77%, Specificity: 75%, PPV: 83%, NPV: 67%, OOB: 24%, P=0.003) (Figure 1C), indicating potential interactions by other factors like age. Conclusion Young age, non-smoking, low baseline CDAI and elevated CRP predict adalimumab response in anti-TNFα-naïve adults. While dietary factors may also play a role, their impact seems confounded by other non-dietary factors. Further research is warranted in this area.
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