Spatial immune scoring system predicts hepatocellular carcinoma recurrence

IF 50.5 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Nature Pub Date : 2025-03-12 DOI:10.1038/s41586-025-08668-x
Gengjie Jia, Peiqi He, Tianli Dai, Denise Goh, Jiabei Wang, Mengyuan Sun, Felicia Wee, Fuling Li, Jeffrey Chun Tatt Lim, Shuxia Hao, Yao Liu, Tony Kiat Hon Lim, Nye-Thane Ngo, Qingping Tao, Wei Wang, Ahitsham Umar, Björn Nashan, Yongchang Zhang, Chen Ding, Joe Yeong, Lianxin Liu, Cheng Sun
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Abstract

Given the high recurrence rates of hepatocellular carcinoma (HCC) post-resection1–3, improved early identification of patients at high risk for post-resection recurrence would help to improve patient outcomes and prioritize healthcare resources4–6. Here we observed a spatial and HCC recurrence-associated distribution of natural killer (NK) cells in the invasive front and tumour centre from 61 patients. Using extreme gradient boosting and inverse-variance weighting, we developed the tumour immune microenvironment spatial (TIMES) score based on the spatial expression patterns of five biomarkers (SPON2, ZFP36L2, ZFP36, VIM and HLA-DRB1) to predict HCC recurrence risk. The TIMES score (hazard ratio = 88.2, P < 0.001) outperformed current standard tools for patient risk stratification including the TNM and BCLC systems. We validated the model in 231 patients from five multicentred cohorts, achieving a real-world accuracy of 82.2% and specificity of 85.7%. The predictive power of these biomarkers emerged through the integration of their spatial distributions, rather than individual marker expression levels alone. In vivo models, including NK cell-specific Spon2-knockout mice, revealed that SPON2 enhances IFNγ secretion and NK cell infiltration at the invasive front. Our study introduces TIMES, a publicly accessible tool for predicting HCC recurrence risk, offering insights into its potential to inform treatment decisions for early-stage HCC. A publicly accessible tool—the TIMES score—for predicting the risk of recurrence of hepatocellular carcinoma is revealed, providing mechanistic insights into the prognostic patterns for hepatocellular carcinoma.

Abstract Image

Abstract Image

空间免疫评分系统预测肝癌复发
鉴于肝细胞癌(HCC)切除术后的高复发率1,2,3,提高对术后复发高风险患者的早期识别将有助于改善患者的预后并优先考虑医疗资源4,5,6。在这里,我们观察了61例患者的自然杀伤(NK)细胞在侵袭性前部和肿瘤中心的空间和复发相关分布。利用极端梯度增强和反方差加权,我们基于五种生物标志物(SPON2、ZFP36L2、ZFP36、VIM和HLA-DRB1)的空间表达模式建立了肿瘤免疫微环境空间(TIMES)评分,以预测HCC复发风险。TIMES评分(风险比= 88.2,P < 0.001)优于目前用于患者风险分层的标准工具,包括TNM和BCLC系统。我们在来自5个多中心队列的231例患者中验证了该模型,实现了82.2%的真实世界准确性和85.7%的特异性。这些生物标记物的预测能力是通过整合它们的空间分布而不是单独的个体标记物表达水平而出现的。包括NK细胞特异性SPON2敲除小鼠在内的体内模型显示,SPON2增强IFNγ分泌和NK细胞浸润。我们的研究介绍了TIMES,这是一个可公开访问的预测HCC复发风险的工具,为早期HCC的治疗决策提供了潜在的见解。
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
Nature
Nature 综合性期刊-综合性期刊
CiteScore
90.00
自引率
1.20%
发文量
3652
审稿时长
3 months
期刊介绍: Nature is a prestigious international journal that publishes peer-reviewed research in various scientific and technological fields. The selection of articles is based on criteria such as originality, importance, interdisciplinary relevance, timeliness, accessibility, elegance, and surprising conclusions. In addition to showcasing significant scientific advances, Nature delivers rapid, authoritative, insightful news, and interpretation of current and upcoming trends impacting science, scientists, and the broader public. The journal serves a dual purpose: firstly, to promptly share noteworthy scientific advances and foster discussions among scientists, and secondly, to ensure the swift dissemination of scientific results globally, emphasizing their significance for knowledge, culture, and daily life.
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