PO.BCS01.05 · 生物信息与计算
HER2阳性和转移性乳腺癌中缺氧与常氧休眠热点的空间识别及预测
Spatial identification of hypoxic and normoxic dormancy hotspots predicting in her2-positive and metastatic breast cancer
作者与单位 Authors & Affiliations
摘要 Abstract
中文摘要
乳腺癌的主要临床挑战之一是克服治疗耐药和转移性复发。此类复发往往由残留肿瘤细胞驱动,这些细胞通过进入休眠、非增殖状态来抵抗治疗,并在长短不一的潜伏期后重新苏醒。在本研究中,我们将空间转录组学Visium HD平台应用于一例HER2阳性乳腺肿瘤样本,该患者在治疗一年后发生脑转移。通过将休眠相关转录程序与空间共定位相整合,我们旨在预测具有休眠潜能的细胞。我们筛选了八个休眠相关基因来构建DormancyScore,并将其与G0/G1细胞周期停滞特征相交叉,以鉴定休眠样细胞。核密度估计(KDE)和Ripley's K用于量化空间聚集并定义休眠热点。利用交并比(IoU)评估休眠热点与HALLMARK通路热点之间的重叠,我们观察到与缺氧的显著共定位。为了进一步剖析氧合在维持休眠中的作用,将热点分层为缺氧休眠热点(HDH)和常氧休眠热点(NDH)。HDH表现出对应激、防御和炎症程序的富集响应,并伴有周围基质中ECM重塑型CAF和TAM的积累。相比之下,NDH富集了氧化磷酸化、ATP合成和生物合成过程,反映了常氧下的独特功能状态。本研究为扩大队列分析奠定了基础,以确定源自不同氧合状态的休眠细胞是否与乳腺癌转移的不同风险或时间相关,并进一步评估基于密度和基于共定位的方法在检测休眠肿瘤细胞方面的稳健性。
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One of the major clinical challenges in breast cancer is overcoming therapeutic resistance and metastatic relapse. Such relapses are often driven by residual tumor cells that resist therapy by entering a dormant, non-proliferative state and later reawaken after variable latent periods. In this study, we applied spatial transcriptomics-Visium HD platform to a HER2-positive breast tumor sample from a patient who developed brain metastasis one year after treatment. By integrating dormancy-associated transcriptional programs with spatial colocalization, we aimed to predict cells with dormancy potential. We curated eight dormancy-related genes to construct a DormancyScore and intersected it with G0/G1 cell-cycle arrest signatures to identify dormancy-like cells. Kernel density estimation (KDE) and Ripley's K were used to quantify spatial aggregation and define dormancy hotspots. Using Intersection-over-Union (IoU) to evaluate the overlap between dormancy hotspots and HALLMARK pathway hotspots, we observed substantial colocalization with hypoxia. To further dissect the role of oxygenation in maintaining dormancy, hotspots were stratified into hypoxic dormancy hotspots (HDH) and normoxic dormancy hotspots (NDH). HDH exhibited enriched response to stress, defense, and inflammatory programs, accompanied by surrounding stromal accumulation of ECM-remodeling CAFs and TAMs. In contrast, NDH were enriched for oxidative phosphorylation, ATP synthesis, and biosynthetic processes, reflecting a distinct functional state under normoxia. This study lays the foundation for expanded cohort analyses to determine whether dormancy cells arising from different oxygenation states are associated with varying risks or timing of breast cancer metastasis, and to further evaluate the robustness of density-based and colocalization-based approaches for detecting dormant tumor cells.
利益披露 Disclosure
T. Hsiao, None..
F. Liu, None..
Y. Kang, None..
K. Huang, None..
Y. Chen, None.