Long-term behavioral symptom clusters among survivors of early-stage breast cancer. development and validation of a predictive model

Martina Pagliuca, Julie Havas, Emilie Thomas, Youenn Drouet, Davide Soldato, Maria Alice Franzoi, Joana Ribeiro, Camila K Chiodi, Emma Gillanders, Barbara Pistilli, Gwenn Menvielle, Florence Joly, Florence Lerebours, Olivier Rigal, Thierry Petit, Sylvie Giacchetti, Florence Dalenc, Johanna Wassermann, Olivier Arsene, Anne Laure Martin, Sibille Everhard, Olivier Tredan, Sandrine Boyault, Michelino De Laurentiis, Alain Viari, Jean Francois Deleuze, Aurelie Bertaut, Fabrice André, Ines Vaz-Luis, Antonio Di Meglio
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Abstract

Background Fatigue, cognitive impairment, anxiety, depression, and sleep disturbance are cancer-related behavioral symptoms (CRBS) that may persist years after early-stage breast cancer (BC), affecting quality of life. We aimed at generating a predictive model of long-term CRBS clusters among BC survivors four years post-diagnosis. Methods Patients with early-stage BC were included from the CANcer TOxicity (NCT01993498). Our outcome was the proportion of patients reporting CRBS clusters four years post-diagnosis (≥3 severe CRBS). Predictors, including clinical, behavioral, and treatment-related characteristics, Behavioral Symptoms Score (BSS; 1 point per severe CRBS at diagnosis) and a pro-inflammatory cytokine (IL-1b, IL-6, TNFα)-genetic risk score, were tested using multivariable logistic regression, implementing bootstrapped Augmented Backwards Elimination. A two-sided p-value < 0.05 defined statistical significance. Results In the development cohort (N = 3555), 642 patients (19.0%) reported a cluster of CRBS at diagnosis and 755 (21.2%) did so four years post-diagnosis. Younger age (adjusted Odds Ratio [aOR] for 1-year decrement: 1.012; 95% Confidence Interval [CI] 1.003-1.020); previous psychiatric disorders (aOR vs no: 1.27; 95% CI 1.01-1.60); and BSS (aOR ranged from 2.17 [1.66-2.85] for BSS = 1 vs 0 to 12.3 [7.33-20.87] for BSS = 5 vs 0) were predictors of reporting a cluster of CRBS (AUC 0.73 [95%CI 0.71-0.75]). Genetic risk score was not predictive of CRBS. Results were confirmed in the validation cohort (N = 1533). Conclusion Younger patients with previous psychiatric disorders and higher baseline symptom burden have greater risk of long-term clusters of CRBS. Our model might be implemented in clinical pathways to improve management and test the effectiveness of risk mitigation interventions among breast cancer survivors.
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早期乳腺癌幸存者的长期行为症状群:预测模型的开发与验证
背景 疲劳、认知障碍、焦虑、抑郁和睡眠障碍是与癌症相关的行为症状(CRBS),这些症状可能会在早期乳腺癌(BC)多年后持续存在,影响生活质量。我们的目的是建立一个乳腺癌幸存者在确诊四年后长期CRBS集群的预测模型。方法 从 CANcer TOxicity(NCT01993498)中纳入早期 BC 患者。我们的研究结果是确诊四年后报告 CRBS 群(≥3 次严重 CRBS)的患者比例。预测因素包括临床、行为和治疗相关特征、行为症状评分(BSS;诊断时每出现一次严重 CRBS 得 1 分)和促炎细胞因子(IL-1b、IL-6、TNFα)-遗传风险评分,我们使用多变量逻辑回归对这些预测因素进行了测试,并采用了自引导增强向后消除法(bootstrapped Augmented Backwards Elimination)。双侧 p 值 < 0.05 定义为统计学意义。结果 在发展队列(N = 3555)中,642 名患者(19.0%)在确诊时报告了一组 CRBS,755 名患者(21.2%)在确诊四年后报告了一组 CRBS。年龄较小(1 年递减的调整比值比 [aOR]:1.012;95% 置信区间比 [aOR]:1.012):1.012;95% 置信区间 [CI] 1.003-1.020)、既往精神障碍(aOR vs no:1.27;95% CI 1.01-1.60)和 BSS(aOR 从 BSS = 1 vs 0 的 2.17 [1.66-2.85] 到 BSS = 5 vs 0 的 12.3 [7.33-20.87] 不等)是报告一组 CRBS 的预测因素(AUC 0.73 [95%CI 0.71-0.75])。遗传风险评分不能预测 CRBS。结果在验证队列(N = 1533)中得到证实。结论 既往患有精神障碍且基线症状负担较重的年轻患者有更高的 CRBS 长期群集风险。我们的模型可应用于临床路径中,以改善管理并测试乳腺癌幸存者风险缓解干预措施的有效性。
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