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胰腺导管腺癌新辅助治疗诱导的肿瘤免疫微环境重塑:空间与数字病理学分析

英文原题:Neoadjuvant therapy-induced remodeling of tumor immune microenvironment in pancreatic ductal adenocarcinoma: a spatial and digital pathology analysis.

查看英文原题

Neoadjuvant therapy-induced remodeling of tumor immune microenvironment in pancreatic ductal adenocarcinoma: a spatial and digital pathology analysis.

PubMed 2025/02/27(内容时间) Virchows Arch Q2 · IF 3(JCR 2025)

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中文摘要

新辅助治疗(NAT)是临界可切除和局部晚期胰腺导管腺癌(PDAC)的标准治疗。它也可用于可切除PDAC的治疗。本研究旨在探讨NAT如何重塑肿瘤免疫微环境(TIME),以及这种重塑是否转化为生存获益。

我们对27例直接手术患者(naïve组)和39例年龄、性别和分期匹配的NAT后手术患者(NAT组)进行了空间和数字病理学分析。使用AI辅助数字病理学标注癌细胞和CD8+ T淋巴细胞。采用空间点模式分析评估每例患者CD8+ T淋巴细胞与癌细胞之间的空间相关性,随后以癌细胞象限计数作为自变量,对CD8+ T细胞象限计数进行广义线性模型(GLM)分析。回归系数用于量化其空间相关性的强度,并进一步评估其与患者生存的关联。分析显示,与naïve组相比,NAT组CD8+ T细胞与癌细胞的空间相关性增加,提示NAT患者中效应T细胞与癌细胞的接触增强。

此外,两种细胞之间空间相关性程度较高的患者术后生存改善。通过利用AI辅助数字病理学和空间点模式分析的新方法学框架,我们的研究成功捕捉了NAT诱导的TIME重塑的细微效应,并评估了其对PDAC患者预后的影响。

展开英文摘要原文

Neoadjuvant therapy (NAT) is the standard of care for borderline-resectable and locally advanced pancreatic ductal adenocarcinoma (PDAC). It can be used to treat resectable PDAC.

This study aimed to investigate how NAT remodels the tumor immune microenvironment (TIME) and whether this remodeling translates into survival benefits.

We performed spatial and digital pathology analysis of 27 upfront resection patients (naïve group) and 39 age-, gender-, and stage-matched patients who had surgery after NAT (NAT group). AI-assisted digital pathology was used to annotate cancer cells and CD8 + T lymphocytes. Spatial correlation between CD8 + T lymphocytes and cancer cells for each case was assessed using spatial point pattern analysis, followed by generalized linear modeling (GLM) of quadrat counts of CD8 + T cells, with the quadrat counts of cancer cells as the independent variable.

The regression coefficient was used to quantify the strength of their spatial correlation and then further assessed for association with patient survival. The analyses showed that the NAT group, compared with the naïve group, had increased spatial correlation of CD8 + T cells with cancer cells, suggesting enhanced effector T cell-cancer cell engagement in the NAT patients.

Additionally, patients with a higher degree of spatial correlation between the two cells showed improved after-surgery survival. Through a new methodological framework that takes advantage of AI-assisted digital pathology and spatial point pattern analysis, our study has successfully captured the subtle effects of NAT-induced TIME remodeling and assessed its impact on prognosis of PDAC patients.

论文信息

作者
Li D、Liu Y、Lan R、Pillarisetty VG、Zhang X、Liu YZ
第一作者单位
Department of Biostatistics and Data Science, Celia Scott Weatherhead School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA.United States
通讯作者单位
Department of Biostatistics and Data Science, Celia Scott Weatherhead School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA. yliu8@tulane.edu.United States
期刊
Virchows Archiv : an international journal of pathology2026 Feb
原文标识
PubMed 40014118 · DOI 10.1007/s00428-025-04056-y