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使用 QuPath 数字图像分析评估晚期头颈部癌症中肿瘤浸润性 CD57+细胞的预后价值。

Assessing the prognostic value of tumor-infiltrating CD57+ cells in advanced stage head and neck cancer using QuPath digital image analysis.

机构信息

Department of Pathology, University Medical Center Utrecht, Heidelberglaan 100, 3584, CX, Utrecht, The Netherlands.

Department of Pathology, University Medical Center Utrecht, H04.312, 3508, GA, Utrecht, The Netherlands.

出版信息

Virchows Arch. 2022 Aug;481(2):223-231. doi: 10.1007/s00428-022-03323-6. Epub 2022 Apr 22.

Abstract

This study aimed to assess the prognostic value of intratumoral CD57+ cells in head and neck squamous cell carcinoma (HNSCC) and to examine the reproducibility of these analyses using QuPath. Pretreatment biopsies of 159 patients with HPV-negative, stage III/IV HNSCC treated with chemoradiotherapy were immunohistochemically stained for CD57. The number of CD57+ cells per mm tumor epithelium was quantified by two independent observers and by QuPath, software for digital pathology image analysis. Concordance between the observers and QuPath was assessed by intraclass correlation coefficients (ICC). The correlation between CD57 and clinicopathological characteristics was assessed; associations with clinical outcome were estimated using Cox proportional hazard analysis and visualized using Kaplan-Meier curves. The patient cohort had a 3-year OS of 65.8% with a median follow-up of 54 months. The number of CD57+ cells/mm tumor tissue did not correlate to OS, DFS, or LRC. N stage predicted prognosis (OS: HR 0.43, p = 0.008; DFS: HR 0.41, p = 0.003; LRC: HR 0.24, p = 0.007), as did WHO performance state (OS: HR 0.48, p = 0.028; LRC: 0.33, p = 0.039). Quantification by QuPath showed moderate to good concordance with two human observers (ICCs 0.836, CI 0.805-0.863, and 0.741, CI 0.692-0.783, respectively). In conclusion, the presence of CD57+ TILs did not correlate to prognosis in advanced stage, HPV-negative HNSCC patients treated with chemoradiotherapy. Substantial concordance between human observers and QuPath was found, confirming a promising future role for digital, algorithm driven image analysis.

摘要

本研究旨在评估头颈部鳞状细胞癌(HNSCC)肿瘤内 CD57+细胞的预后价值,并使用 QuPath 检查这些分析的可重复性。对 159 例接受放化疗的 HPV 阴性、III/IV 期 HNSCC 患者的预处理活检进行 CD57 免疫组织化学染色。两位独立观察者和 QuPath(一种用于数字病理学图像分析的软件)定量了每毫米肿瘤上皮的 CD57+细胞数。观察者和 QuPath 之间的一致性通过组内相关系数(ICC)进行评估。评估了 CD57 与临床病理特征之间的相关性;使用 Cox 比例风险分析估计与临床结果的关联,并使用 Kaplan-Meier 曲线进行可视化。该患者队列的 3 年 OS 为 65.8%,中位随访时间为 54 个月。肿瘤组织中 CD57+细胞数与 OS、DFS 或 LRC 均无相关性。N 分期预测预后(OS:HR 0.43,p = 0.008;DFS:HR 0.41,p = 0.003;LRC:HR 0.24,p = 0.007),世界卫生组织(WHO)表现状态也是如此(OS:HR 0.48,p = 0.028;LRC:0.33,p = 0.039)。QuPath 的定量与两位人类观察者具有中度至良好的一致性(ICC 分别为 0.836、CI 0.805-0.863 和 0.741、CI 0.692-0.783)。总之,在接受放化疗的晚期 HPV 阴性 HNSCC 患者中,CD57+TILs 的存在与预后无关。人类观察者和 QuPath 之间存在实质性一致性,证实了数字、算法驱动的图像分析具有广阔的应用前景。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/04cb/9343309/b9604e938fab/428_2022_3323_Fig1_HTML.jpg

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