Low CADPS Expression Predicts Poor Outcomes in Fusion-Negative Pediatric Acute Lymphoblastic Leukemia

Low CADPS Expression Predicts Poor Outcomes in Fusion-Negative Pediatric Acute Lymphoblastic Leukemia

A Closer Look at Pediatric Acute Lymphoblastic Leukemia

Acute lymphoblastic leukemia (ALL) is one of the most common blood cancers in children. Thanks to advances in therapy, survival rates now exceed 90%. Despite this progress, some children still relapse, and for them, outcomes remain poor.

Genetics play a crucial role in classifying ALL and predicting prognosis. Fusion genes—created when two genes abnormally combine—are well-established markers. They are used for diagnosis, risk assessment, and guiding treatment choices. The World Health Organization now includes dozens of these fusions in its classification of leukemia, and clinical guidelines incorporate them into risk stratification.

Yet, not all children with ALL carry fusion genes. In fact, around 40% of pediatric ALL cases are fusion gene–negative (FG-negative). For this group, doctors lack reliable biomarkers to predict which patients are at greater risk of relapse. This gap leaves many families facing uncertainty in treatment decisions.

The Goal of the Study

Researchers from Shengjing Hospital of China Medical University and Chigene Translational Medical Research Center focused on FG-negative pediatric ALL. They aimed to uncover molecular signatures that could help identify high-risk patients.

To do this, they analyzed 54 FG-negative cases from their hospital using whole-exome and RNA sequencing. They then validated their findings with a larger public dataset from the TARGET ALL Phase II cohort, which included 203 patient samples.

What They Found

1. Mutations Are Not Enough

Genetic mutations, such as those in NRAS or KRAS, were common but showed no significant link to relapse. Tumor mutational burden also offered no predictive value.

2. CADPS Expression Stands Out

When comparing gene expression profiles, the team found CADPS (calcium-dependent activator protein for secretion) was consistently lower in patients who relapsed. CADPS has been described as a tumor suppressor in other cancers, and its downregulation here suggested a similar role in leukemia.

3. Validation in a Larger Cohort

Analysis of the TARGET dataset confirmed that low CADPS expression was linked to shorter event-free and overall survival. Importantly, CADPS remained an independent prognostic factor even after accounting for other clinical variables.

4. Prognostic Model With High Accuracy

Using CADPS expression together with clinical features such as age and white blood cell count, the researchers built a prediction model. For FG-negative patients, the model achieved strong accuracy, with AUC values of 0.804, 0.840, and 0.943 at 3, 5, and 10 years. This means CADPS levels could help predict survival with high reliability.

5. Pathways and Drug Sensitivity

Further analysis showed that patients with low CADPS had activation of pathways linked to cell growth and proliferation, such as E2F, mTORC1, and IL6-JAK-STAT3 signaling. Drug sensitivity predictions suggested that high-risk patients might respond better to certain therapies, including AZD6738, Dactinomycin, Trametinib, and Ulixertinib.

Implications for the Field

This study highlights CADPS as a promising biomarker for children with FG-negative ALL. Unlike genetic mutations, CADPS expression provides clear prognostic information. If confirmed in larger studies, it could help clinicians:

  • Identify high-risk patients more accurately.

  • Adapt treatment intensity based on CADPS levels.

  • Explore targeted therapies guided by drug sensitivity predictions.

Limitations and Next Steps

The authors acknowledge several limitations:

  • The relapse group was small (10 patients).

  • The study was retrospective and single-center.

  • Long-term follow-up data were limited.

  • Functional experiments to confirm CADPS’s biological role in leukemia were not included.

Future research should validate these results in larger, prospective cohorts and explore the mechanisms by which CADPS affects leukemia progression and treatment response.

Conclusion

This study is the first to show that CADPS expression predicts prognosis in FG-negative pediatric ALL. Children with low CADPS levels had a higher risk of relapse and poorer survival. By integrating CADPS into prognostic models, researchers were able to achieve highly accurate predictions of clinical outcomes.

In pediatric oncology, where precision medicine is increasingly important, CADPS offers a potential tool to improve risk stratification and guide therapy in a group of patients who currently lack reliable markers.

 

The translation of the preceding English text in Chinese:

 

深入解读儿童急性淋巴细胞白血病

急性淋巴细胞白血病(ALL)是儿童最常见的血液肿瘤之一。得益于治疗进展,生存率现已超过 90%。尽管如此,仍有部分患儿发生复发,而其预后依然不佳。

遗传学在 ALL 的分型与预后预测中起着关键作用。融合基因——由两个基因异常融合形成——是公认的标志物,被用于诊断、风险评估以及指导治疗选择。世界卫生组织(WHO)目前已在其白血病分类中纳入数十种此类融合,临床指南也将其纳入风险分层。

然而,并非所有 ALL 患儿都携带融合基因。事实上,约 40% 的儿童 ALL 为融合基因阴性(FG 阴性)。对于这一人群,医生缺乏可靠的生物标志物来预测哪些患者复发风险更高,使许多家庭在治疗决策上面临不确定性。

研究目标

来自中国医科大学附属盛京医院与 Chigene Translational Medical Research Center 的研究者聚焦于 FG 阴性儿童 ALL,旨在发现可帮助识别高风险患者的分子特征。

为此,他们采用全外显子测序(WES)与 RNA 测序(RNA-seq)分析了本院的 54 例 FG 阴性病例;随后,使用更大规模的公开数据集——TARGET ALL Phase II 队列(包含 203 例患者样本)对发现进行验证。

研究发现

  1. 仅有突变并不足够

NRAS、KRAS 等基因突变较为常见,但与复发并无显著相关性。肿瘤突变负荷(TMB)同样不具备预测价值。

  1. CADPS 表达尤为关键

在比较基因表达谱时,团队发现复发患者的 CADPS(钙依赖性分泌激活蛋白)表达持续偏低。CADPS 在其他肿瘤中被描述为抑癌因子,此处的下调提示其在白血病中可能具有类似作用。

  1. 在更大队列中的验证

对 TARGET 数据集的分析证实,CADPS 低表达与更短的无事件生存期(EFS)和总生存期(OS)相关。重要的是,在校正其他临床变量后,CADPS 仍为独立预后因素。

  1. 高准确度的预后模型

研究者将 CADPS 表达与年龄、白细胞计数等临床特征结合,构建了预测模型。在 FG 阴性患者中,该模型表现出较高准确度,3 年、5 年和 10 年的 AUC 分别为 0.804、0.840 和 0.943。这意味着 CADPS 水平有望以较高可靠性预测生存结局。

  1. 通路与药物敏感性

进一步分析显示,CADPS 低表达患者中,与细胞生长和增殖相关的通路被激活,如 E2F、mTORC1 与 IL6‑JAK‑STAT3 信号。药物敏感性预测提示,高风险患者可能对某些疗法反应更佳,包括 AZD6738、Dactinomycin、Trametinib 和 Ulixertinib。

对领域的意义

本研究突出显示了 CADPS 作为 FG 阴性儿童 ALL 的潜在生物标志物。不同于基因突变,CADPS 表达提供了明确的预后信息。若在更大规模研究中得到证实,它可帮助临床医生:

  • 更准确地识别高风险患者。

  • 根据 CADPS 水平调整治疗强度。

  • 在药物敏感性预测的指导下探索靶向治疗方案。

局限性与后续工作

作者指出了若干局限性:

  • 复发组样本量较小(10 例)。

  • 研究为回顾性、单中心设计。

  • 长期随访数据有限。

  • 未开展功能实验以验证 CADPS 在白血病中的生物学作用。

未来研究应在更大规模的前瞻性队列中验证上述结果,并探索 CADPS 影响白血病进展与治疗反应的机制。

结论

本研究首次表明,CADPS 表达可预测 FG 阴性儿童 ALL 的预后。CADPS 低表达的患儿复发风险更高、生存更差。将 CADPS 纳入预后模型,可实现对临床结局的高精度预测。

在精准医学日益重要的儿童肿瘤学领域,CADPS 为目前缺乏可靠标志物的患者群体提供了一个改进风险分层与治疗指导的潜在工具。


Reference:

Bin Zhang, Chaoran Shi, Xiuxiu Wang, Jiajia Mi, Runan Wang, Shuang Li, Jiawei Yang, Qiuying He, Yujiao Wang, Zuofei Chi, Liangchun Hao
Low expression of CADPS predicts poor prognosis in pediatric acute lymphoblastic leukemia without fusion genes.
Biomol Biomed [Internet]. 2025 May 30 [cited 2025 Sep. 15];25(10):2295–2307.

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