Predicting Benefit From FOLFOXIRI Plus Bevacizumab in Patients With Metastatic Colorectal Cancer.

IF 3.3 Q2 ONCOLOGY JCO Clinical Cancer Informatics Pub Date : 2024-07-01 DOI:10.1200/CCI.24.00037
Marinde J G Bond, Maarten van Smeden, Koen Degeling, Chiara Cremolini, Hans-Joachim Schmoll, Carlotta Antoniotti, Sara Lonardi, Sabina Murgioni, Daniele Rossini, Stefan Ibach, Miriam Koopman, Rutger-Jan Swijnenburg, Cornelis J A Punt, Anne M May, Johannes J M Kwakman
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Abstract

Purpose: Patient outcomes may differ from randomized trial averages. We aimed to predict benefit from FOLFOXIRI versus infusional fluorouracil, leucovorin, and oxaliplatin/fluorouracil, leucovorin, and irinotecan (FOLFOX/FOLFIRI), both plus bevacizumab, in patients with metastatic colorectal cancer (mCRC).

Methods: A Cox model with prespecified clinical, molecular, and laboratory variables was developed in 639 patients from the TRIBE2 trial for predicting 2-year mortality. Data from the CHARTA (n = 232), TRIBE1 (n = 504), and CAIRO5 (liver-only mCRC, n = 287) trials were used for external validation and heterogeneity of treatment effects (HTE) analysis. This involves categorizing patients into risk groups and assessing treatment effects across these groups. Performance was assessed by the C-index and calibration plots. The C-for-benefit was calculated to assess evidence for HTE. The c-for-benefit is specifically designed for HTE analysis. Like the commonly known c-statistic, it summarizes the discrimination of a model. Values over 0.5 indicate evidence for HTE.

Results: In TRIBE2, the overoptimism-corrected C-index was 0.66 (95% CI, 0.63 to 0.69). At external validation, the C-index was 0.69 (95% CI, 0.64 to 0.75), 0.68 (95% CI, 0.64 to 0.72), and 0.65 (95% CI, 0.65 to 0.66), in CHARTA, TRIBE1, and CAIRO5, respectively. Calibration plots indicated slight underestimation of mortality. The c-for-benefit indicated evidence for HTE in CHARTA (0.56, 95% CI, 0.48 to 0.65), but not in TRIBE1 (0.49, 95% CI, 0.44 to 0.55) and CAIRO5 (0.40, 95% CI, 0.32 to 0.48).

Conclusion: Although 2-year mortality could be reasonably estimated, the HTE analysis showed that clinically available variables did not reliably identify which patients with mCRC benefit from FOLFOXIRI versus FOLFOX/FOLFIRI, both plus bevacizumab, across the three studies.

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预测转移性结直肠癌患者从 FOLFOXIRI 加贝伐单抗治疗中获益的可能性
目的:患者的治疗结果可能与随机试验的平均值不同。我们旨在预测转移性结直肠癌(mCRC)患者从 FOLFOXIRI 和输注氟尿嘧啶、白佐维林、奥沙利铂/氟尿嘧啶、白佐维林和伊立替康(FOLFOX/FOLFIRI)(均加贝伐单抗)中获益的情况:在 TRIBE2 试验的 639 名患者中建立了一个包含预设临床、分子和实验室变量的 Cox 模型,用于预测 2 年死亡率。来自CHARTA(n = 232)、TRIBE1(n = 504)和CAIRO5(纯肝mCRC,n = 287)试验的数据被用于外部验证和治疗效果异质性(HTE)分析。这包括将患者分为风险组,并评估这些组别的治疗效果。通过 C 指数和校准图评估疗效。计算 C-收益以评估 HTE 的证据。C-for-benefit 专为 HTE 分析而设计。与常见的 c 统计量一样,它总结了模型的区分度。数值超过 0.5 则表明存在 HTE 证据:在 TRIBE2 中,过度乐观校正后的 C 指数为 0.66(95% CI,0.63 至 0.69)。在外部验证中,CHARTA、TRIBE1 和 CAIRO5 的 C 指数分别为 0.69(95% CI,0.64 至 0.75)、0.68(95% CI,0.64 至 0.72)和 0.65(95% CI,0.65 至 0.66)。校准图显示死亡率略有低估。CHARTA(0.56,95% CI,0.48 至 0.65)的 c-for-benefit 显示有证据表明存在 HTE,但 TRIBE1(0.49,95% CI,0.44 至 0.55)和 CAIRO5(0.40,95% CI,0.32 至 0.48)则没有:尽管可以合理估计2年死亡率,但HTE分析表明,在三项研究中,临床可用变量并不能可靠地确定哪些mCRC患者可从FOLFOXIRI与FOLFOX/FOLFIRI(均加贝伐单抗)中获益。
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