Department of Internal Medicine and Pediatrics, Ghent University, Ghent, Belgium.
Department of Pediatric Hematology-Oncology and Stem Cell Transplantation, Ghent University Hospital, Ghent, Belgium.
Blood Adv. 2024 Jun 25;8(12):3299-3310. doi: 10.1182/bloodadvances.2024012667.
Risk stratification using genetics and minimal residual disease has allowed for an increase in the cure rates of pediatric acute myeloid leukemia (pedAML) to up to 70% in contemporary protocols. Nevertheless, ∼30% of patients still experience relapse, indicating a need to optimize stratification strategies. Recently, long noncoding RNA (lncRNA) expression has been shown to hold prognostic power in multiple cancer types. Here, we aimed at refining relapse prediction in pedAML using lncRNA expression. We built a relapse-related lncRNA prognostic signature, named AMLlnc69, using 871 transcriptomes of patients with pedAML obtained from the Therapeutically Applicable Research to Generate Effective Treatments repository. We identified a 69 lncRNA signature AMLlnc69 that is highly predictive of relapse risk (c-index = 0.73), with area under the receiver operating characteristic curve (AUC) values for predicting the 1-, 2-, and 3-year relapse-free survival (RFS) of 0.78, 0.77, and 0.77, respectively. The internal validation using a bootstrap method (resampling times = 1000) resulted in a c-index of 0.72 and AUC values for predicting the 1-, 2-, and 3-year RFS of 0.77, 0.76, and 0.76, respectively. Through a Cox regression analysis, AMLlnc69, nucleophosmin mutation, and white blood cell at diagnosis were identified as independent predictors of RFS. Finally, a nomogram was build using these 2 parameters, showing a c-index of 0.80 and 0.71 after bootstrapping (n = 1000). In conclusion, the identified AMLlnc69 will, after prospective validation, add important information to guide the management of patients with pedAML. The nomogram is a promising tool for easy stratification of patients into a novel scheme of relapse-risk groups.
利用遗传学和微小残留病进行风险分层,使得当代方案中儿科急性髓系白血病(pedAML)的治愈率提高到 70%。然而,仍有约 30%的患者复发,表明需要优化分层策略。最近,长链非编码 RNA(lncRNA)的表达已被证明在多种癌症类型中具有预后能力。在这里,我们旨在利用 lncRNA 表达来完善 pedAML 的复发预测。我们使用来自 Therapeutically Applicable Research to Generate Effective Treatments 存储库的 871 例 pedAML 患者的转录组数据构建了一个与复发相关的 lncRNA 预后特征,命名为 AMLlnc69。我们确定了一个由 69 个 lncRNA 组成的 AMLlnc69 signature,该 signature 对复发风险具有高度预测性(c-index=0.73),其预测 1、2 和 3 年无复发生存率(RFS)的受试者工作特征曲线下面积(AUC)值分别为 0.78、0.77 和 0.77。使用 bootstrap 方法(重采样次数=1000)进行内部验证,得到的 c-index 为 0.72,预测 1、2 和 3 年 RFS 的 AUC 值分别为 0.77、0.76 和 0.76。通过 Cox 回归分析,确定 AMLlnc69、核仁磷酸蛋白突变和诊断时的白细胞计数是 RFS 的独立预测因子。最后,使用这 2 个参数构建了一个列线图,bootstrap 后 c-index 为 0.80 和 0.71(n=1000)。总之,经过前瞻性验证后,所确定的 AMLlnc69 将为指导 pedAML 患者的管理提供重要信息。该列线图是一种很有前途的工具,可用于将患者简单分层为新的复发风险组。