整合元素成像和空间转录组分析用于结肠肿瘤微环境的概念验证金属通路分析。

IF 2.9 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Metallomics Pub Date : 2025-10-03 DOI:10.1093/mtomcs/mfaf034
Aruesha Srivastava, Neha Shaik, Yunrui Lu, Matthew Chan, Alos Diallo, John Zavras, Serin Han, Tracy Punshon, Brian Jackson, Linda Vahdat, Xiaoying Liu, Vivek Mittal, Ken Lau, Jiang Gui, Louis Vaickus, Jack Hoopes, Fred Kolling, Laurent Perreard, Jonathan Marotti, Joshua Levy
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引用次数: 0

摘要

金属丰度、运输机制、细胞分布和肿瘤进展相关的生物学途径(如代谢、胶原重塑)之间复杂的相互作用仍然知之甚少。传统上,基因和金属是分开研究的,这限制了对它们相互作用的认识。空间转录组学和元素分析的最新进展现在可以全面探索组织范围内的金属-基因相互作用,尽管整合仍然具有挑战性。在这项概念验证研究中,我们研究了一种独特的结直肠癌(CRC)肿瘤微环境中的金属依赖信号。我们实施了一个空间多模态工作流,该工作流集成了元素成像、基因表达、细胞组成和组织病理学特征,通过空间解析基因表达相关性分析揭示金属相关途径。初步研究结果显示了显著的相关性,例如:铁的升高与肿瘤增殖前沿的间充质表型相关,与参与上皮到间充质转化途径和细胞外基质重塑的基因表达相关。这一单一样本的初步观察显示,高铜浓度局限于肿瘤活性生长区域,并与免疫反应基因的表达增加有关。这个概念验证工作流程证明了将元素成像与空间转录组学相结合以识别基于金属的基因相关基因的可行性。未来将该工作流程应用于更大的患者队列,将为金属组和转录组之间的广泛比较铺平道路,最终确定肿瘤进展生物标志物和治疗干预的新靶点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integration of Elemental Imaging and Spatial Transcriptomic Profiling for Proof-of-Concept Metals-Based Pathway Analysis of Colon Tumor Microenvironment.

The complex interplay between metal abundance, transport mechanisms, cell distribution, and tumor progression-related biological pathways (e.g. metabolism, collagen remodeling) remains poorly understood. Traditionally, genes and metals have been studied in isolation, limiting insights into their interactions. Recent advances in spatial transcriptomics and elemental profiling now enable comprehensive exploration of tissue-wide metal-gene interactions, though integration remains challenging. In this proof-of-concept study, we investigated metal-dependent signaling within the tumor microenvironment of a unique colorectal cancer (CRC) tumor. We implemented a spatial multimodal workflow which integrated elemental imaging, gene expression, cellular composition, and histopathological features to uncover metals-related pathways through spatially resolved gene expression correlation analyses. Preliminary findings revealed significant associations, for instance: elevated iron correlated with mesenchymal phenotypes located at the tumor's proliferative front, correlating with expression of genes involved in the epithelial-to-mesenchymal transition pathways, and extracellular matrix remodeling. Preliminary observations from this single sample revealed that high copper concentrations were localized to regions of active tumor growth and were associated with increased expression of immune response genes. This proof-of-concept workflow demonstrates the feasibility of integrating elemental imaging with spatial transcriptomics to identify metals-based gene correlates. Future application of this workflow to larger patient cohorts will pave the way for expansive comparisons across the metallome and transcriptome, ultimately identifying novel targets for tumor progression biomarkers and therapeutic interventions.

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来源期刊
Metallomics
Metallomics 生物-生化与分子生物学
CiteScore
7.00
自引率
5.90%
发文量
87
审稿时长
1 months
期刊介绍: Global approaches to metals in the biosciences
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