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两种不同方法评估新辅助化疗乳腺癌患者肿瘤浸润淋巴细胞的临床效用

Clinical utility of tumor-infiltrating lymphocyte evaluation by two different methods in breast cancer patients treated with neoadjuvant chemotherapy.

作者信息

Nagahashi Masayuki, Ishikawa Eri, Nagai Takahiro, Kanaoka Haruka, Oshiro Aoi, Togashi Yusa, Hattori Akira, Tsuchida Junko, Higuchi Tomoko, Nishimukai Arisa, Murase Keiko, Takatsuka Yuichi, Kihara Takako, Ling Yiwei, Okuda Shujiro, Hirota Seiichi, Miyoshi Yasuo

机构信息

Division of Breast and Endocrine Surgery, Department of Surgery, School of Medicine, Hyogo Medical University, 1-1 Mukogawa-cho, Nishinomiya, Hyogo, 663-8501, Japan.

Department of Diagnostic Pathology, School of Medicine, Hyogo Medical University, Nishinomiya City, Hyogo, Japan.

出版信息

Breast Cancer. 2025 Mar;32(2):404-415. doi: 10.1007/s12282-025-01665-y. Epub 2025 Jan 14.

Abstract

PURPOSE

The aim of this study was to examine the clinical utility of tumor-infiltrating lymphocytes (TILs) evaluated by "average" and "hot-spot" methods in breast cancer patients.

METHODS

We examined 367 breast cancer patients without neoadjuvant chemotherapy (NAC) by average and hot-spot methods to determine the consistency of TIL scores between biopsy and surgical specimens. TIL scores before NAC were also compared with the pathological complete response (pCR) rate and clinical outcomes in 144 breast cancer patients that received NAC. TIL scores evaluated by the two methods were predicted from clinicopathological data using random forest regression.

RESULTS

Surgical specimens showed higher TIL scores than biopsy specimens using the hot-spot method (p < 0.001), while biopsy and surgical specimens showed similar TIL scores using the average method. There was a linear relationship between the pCR rate and TIL scores determined using hot-spot (p < 0.001) and average methods (p = 0.001). Patients without pCR and low TILs by the average method had significantly worse overall survival compared to other patients (p = 0.02). The root mean squared errors of the predicted TIL score for the test set were 19.662 (hot-spot) and 10.955 (average).

CONCLUSION

The average method may have an advantage for breast cancer patients receiving NAC, since the TIL score using this method is more consistent between biopsy and surgical specimens, and it associates better with clinical outcomes. Our exploratory study showed that machine learning from clinicopathological data may better predict TIL scores assessed by the average, rather than hot-spot, method.

摘要

目的

本研究旨在探讨通过“平均”和“热点”方法评估的肿瘤浸润淋巴细胞(TILs)在乳腺癌患者中的临床应用价值。

方法

我们采用平均和热点方法对367例未接受新辅助化疗(NAC)的乳腺癌患者进行检查,以确定活检标本和手术标本之间TIL评分的一致性。还比较了144例接受NAC的乳腺癌患者NAC前的TIL评分与病理完全缓解(pCR)率及临床结局。使用随机森林回归从临床病理数据预测两种方法评估的TIL评分。

结果

采用热点方法时,手术标本的TIL评分高于活检标本(p < 0.001),而采用平均方法时,活检标本和手术标本的TIL评分相似。使用热点方法(p < 0.001)和平均方法(p = 0.001)确定的pCR率与TIL评分之间存在线性关系。与其他患者相比,平均方法下未达到pCR且TIL水平低的患者总生存期明显更差(p = 0.02)。测试集预测TIL评分的均方根误差分别为19.662(热点)和10.955(平均)。

结论

对于接受NAC的乳腺癌患者,平均方法可能具有优势,因为使用该方法的TIL评分在活检标本和手术标本之间更一致,并且与临床结局的关联性更好。我们的探索性研究表明,从临床病理数据进行机器学习可能能更好地预测平均方法而非热点方法评估的TIL评分。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fcb9/11842476/5402f8a8b1a7/12282_2025_1665_Fig1_HTML.jpg

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