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基于人工智能的第三淋巴结构空间分析及其对子宫内膜癌的临床意义

英文原题:Artificial intelligence-based spatial analysis of tertiary lymphoid structures and clinical significance for endometrial cancer.

PubMed 2025/02/01(内容时间) Cancer Immunol Immunother Q1 · IF 5.8(JCR 2025)

研究概要

我们的研究结果表明,TLSs的功能和预后意义可能因其位置而异,而dTLSs可作为预后因素和治疗疗效的预测指标。

中文摘要

随着免疫检查点抑制剂被纳入子宫内膜癌(EC)的治疗,深入了解肿瘤免疫微环境至关重要。三级淋巴结构(TLSs)被认为是EC的有利预后因素,但其空间分布的意义仍不清楚。利用六个距肿瘤不同距离的TLS样本进行的B细胞受体库分析显示,远端区域的TLS与TIL(肿瘤浸润淋巴细胞)共享更多的B细胞克隆。为了全面研究TLS的分布,我们开发了一个人工智能模型来检测TLS并确定其在全切片图像中的空间位置。我们的模型有效地量化了TLS,并在69%的EC患者中检测到TLS。我们将其分为靠近或远离肿瘤边缘,并证明在多个队列中,具有远端TLS(dTLSs)的患者总生存期和无进展生存期(PFS)显著延长[风险比(HR),0.56;95%置信区间(CI),0.36-0.88;总生存期p = 0.01;HR,0.58;95% CI,0.40-0.84;PFS p = 0.004]。按分子亚型分析时,拷贝数高EC亚型中具有dTLSs的患者PFS显著更长(HR,0.51;95% CI,0.29-0.91;p = 0.02)。此外,具有dTLSs的患者对免疫检查点抑制剂的应答率更高(87.5 vs. 41.7%),并呈现PFS改善的趋势。我们的发现表明,TLS的功能和预后意义可能因其位置而异,dTLSs可作为预后因素和治疗疗效的预测因子。这可能有助于EC患者的个性化治疗。

展开英文摘要原文

With the incorporation of immune checkpoint inhibitors into the treatment of endometrial cancer (EC), a deeper understanding of the tumor immune microenvironment is critical. Tertiary lymphoid structures (TLSs) are considered favorable prognostic factors for EC, but the significance of their spatial distribution remains unclear. B cell receptor repertoire analysis performed using six TLS samples located at various distances from the tumor showed that TLSs in distal areas had more shared B cell clones with tumor-infiltrating lymphocytes. To comprehensively investigate the distribution of TLSs, we developed an artificial intelligence model to detect TLSs and determine their spatial locations in whole-slide images. Our model effectively quantified TLSs, and TLSs were detected in 69% of the patients with EC. We identified them as proximal or distal to the tumor margin and demonstrated that patients with distal TLSs (dTLSs) had significantly prolonged overall survival and progression-free survival (PFS) across multiple cohorts [hazard ratio (HR), 0.56; 95% confidence interval (CI), 0.36-0.88; p = 0.01 for overall survival; HR, 0.58; 95% CI, 0.40-0.84; p = 0.004 for PFS]. When analyzed by molecular subtype, patients with dTLSs in the copy-number-high EC subtype had significantly longer PFS (HR, 0.51; 95% CI, 0.29-0.91; p = 0.02). Moreover, patients with dTLSs had a higher response rate to immune checkpoint inhibitors (87.5 vs. 41.7%) and a trend toward improved PFS. Our findings indicate that the functions and prognostic implications of TLSs may vary with their locations, and dTLSs may serve as prognostic factors and predictors of treatment efficacy. This may facilitate personalized therapy for patients with EC.

论文信息

作者
Suzuki H、Hamada K、Hamanishi J、Ueda A、Murakami R、Taki M、Mizuno R、Watanabe K
第一作者单位
Department of Gynecology and Obstetrics, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan.Japan
通讯作者单位
Department of Gynecology and Obstetrics, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan. jnkhmns@kuhp.kyoto-u.ac.jp.Japan
期刊
Cancer immunology, immunotherapy : CII2025 Feb 1
原文标识
PubMed 39891665 · DOI 10.1007/s00262-024-03929-6