Cross-Platform Gene Signature to Predict Survival Outcomes for Nasopharyngeal Carcinoma.

IF 4.7 2区 医学 Q1 ONCOLOGY
Huaping Li, Qiuyu Jing, James Chung Hang Chow, Wah Cheuk, Kenneth Sik Kwan Chan, Suyu Hao, Kazi Anisha Islam, Wei Dai, Ka On Lam, Victor Ho Fun Lee, Wai Tong Ng, Roger Kai Cheong Ngan, Anne Wing Mui Lee, Jason Wing Hon Wong, Chi Leung Chiang
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Abstract

Purpose: Nasopharyngeal carcinoma (NPC) is a multifactorial malignancy often diagnosed at an advanced stage due to nonspecific early symptoms. Accurate prognostic stratification is essential for individualized therapy but remains challenging because of biological and clinical heterogeneity. This study aimed to develop and validate a gene expression-based prognostic signature for locally advanced NPC.

Methods: This retrospective biomarker investigation combined transcriptomic profiling and survival analyses. A prognostic model was constructed using LASSO-Cox regression in the discovery cohort (N = 99) from the multicenter, randomized phase III trial NPC-0501, and validated in independent cohorts (N = 133) from Queen Elizabeth Hospital (QEH), Hong Kong, and Sun Yat-sen University Cancer Center (SYS), Guangzhou, using different profiling methods. Mechanisms underlying the signature were explored using single-cell RNA-seq (scRNA-seq) data. The primary outcome was 3-year progression-free survival (PFS), with 5-year overall survival (OS) as a secondary end point. Performance was evaluated using hazard ratios (HRs) and survival probabilities (SP).

Results: A 5-gene signature (SPP1, IL18BP, PALMD, WDR35, and SOCS6) predicted 3-year PFS in the NPC-0501 cohort (HR, 0.046 [95% CI, 0.011 to 0.190]; P < .001), separating high-risk from low-risk patients (SP, 42.9% v 96.0%; P < .0001). It predicted survival in both validation cohorts, with associations with 5-year OS in QEH (SP, 72.7% v 100%; P < .001) and 3-year PFS in SYS (SP, 70.5% v 93.2%; P = .0059). It outperformed a published metastasis-related model. Single-cell analyses showed SPP1 enrichment in M2 macrophages, linking high risk with an immunosuppressive tumor microenvironment.

Conclusion: A robust five-gene signature was established and validated for prognostic stratification of locally advanced NPC. Reproducibility across transcriptomic platforms and biological relevance support clinical application to guide personalized treatment.

跨平台基因标记预测鼻咽癌的生存结果。
目的:鼻咽癌(NPC)是一种多因素恶性肿瘤,由于早期症状非特异性,常在晚期诊断。准确的预后分层对于个体化治疗至关重要,但由于生物学和临床异质性,仍然具有挑战性。本研究旨在开发和验证基于基因表达的局部晚期鼻咽癌预后标志。方法:回顾性生物标志物研究,结合转录组学分析和生存分析。采用LASSO-Cox回归在多中心随机III期临床试验NPC-0501的发现队列(N = 99)中构建预后模型,并在来自香港伊丽莎白女王医院(QEH)和广州中山大学癌症中心(SYS)的独立队列(N = 133)中使用不同的分析方法进行验证。使用单细胞RNA-seq (scRNA-seq)数据探索了该特征的机制。主要终点是3年无进展生存期(PFS), 5年总生存期(OS)作为次要终点。使用风险比(hr)和生存概率(SP)评估性能。结果:5个基因标记(SPP1, IL18BP, PALMD, WDR35和SOCS6)预测NPC-0501队列3年PFS (HR, 0.046 [95% CI, 0.011至0.190];P < .001),区分高风险和低风险患者(SP, 42.9% vs 96.0%; P < .0001)。它预测了两个验证队列的生存率,与QEH的5年OS (SP, 72.7% v 100%, P < 0.001)和SYS的3年PFS (SP, 70.5% v 93.2%, P = 0.0059)相关。它优于已发表的转移相关模型。单细胞分析显示SPP1在M2巨噬细胞中富集,将高风险与免疫抑制肿瘤微环境联系起来。结论:建立并验证了局部晚期鼻咽癌预后分层的五基因特征。转录组学平台的可重复性和生物学相关性支持临床应用,指导个性化治疗。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
9.10
自引率
4.30%
发文量
363
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