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Radiomics in preclinical imaging research: methods, challenges and opportunities. 放射组学在临床前影像学研究中的应用:方法、挑战和机遇。
Pub Date : 2025-09-22 DOI: 10.1038/s44303-025-00104-z
Vlora Riberdy, Alessandro Guida, James Rioux, Kimberly Brewer

Radiomics-based analyses are increasingly being applied to clinical studies. Radiomic features can be correlated with markers of disease severity or treatment success to improve early detection of disease and develop predictive models for therapeutic response. While radiomics has similar potential in preclinical research, its use in this context entails unique challenges. This paper provides an overview of the current state of radiomics in preclinical imaging, methodologies, challenges and future prospects.

基于放射组学的分析越来越多地应用于临床研究。放射组学特征可以与疾病严重程度或治疗成功的标志物相关联,以改善疾病的早期发现并开发治疗反应的预测模型。虽然放射组学在临床前研究中具有类似的潜力,但在这种情况下使用它需要面临独特的挑战。本文概述了放射组学在临床前成像中的现状、方法、挑战和未来前景。
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引用次数: 0
Enigmatic tubular ultrastructure in the bacterial defensive symbiont of the Asian citrus psyllid Diaphorina citri. 亚洲柑橘木虱细菌防御共生体的谜管状超微结构。
Pub Date : 2025-09-18 DOI: 10.1038/s44303-025-00107-w
Chihong Song, Junnosuke Maruyama, Kazuyoshi Murata, Toshinobu Suzaki, Atsushi Nakabachi

Candidatus Profftella armatura (Betaproteobacteria) is an organelle-like defensive symbiont inhabiting the symbiotic organ of a devastating citrus pest, the Asian citrus psyllid Diaphorina citri. Previous two-dimensional electron microscopy hinted at unprecedented ultrastructures in Profftella, but their precise architecture and composition were unknown. Here, using serial block-face scanning electron microscopy, high-voltage electron tomography, and fluorescence in situ hybridization, we show that elongated Profftella cells (2.8-136 μm observed) contain multiple tubes (1-43 per cell) up to 45 μm long. These tubes, occupying ~6.3% of the cell volume, are composed of five or six fibers twisted into a right-handed helix with a consistent diameter of ~230 nm. Their stability under high vacuum suggests a mechanical support role in elongated Profftella. Close association with ribosomes implies a possible role in protein synthesis. Our findings provide insight into the structural adaptations of intracellular symbionts and may inform strategies for controlling citrus pests.

候选菌(Candidatus Profftella armatura) (Betaproteobacteria)是一种类似细胞器的防御性共生体,寄生在柑橘害虫亚洲柑橘木虱(Diaphorina citri)的共生器官中。先前的二维电子显微镜暗示了Profftella中前所未有的超微结构,但它们的精确结构和组成尚不清楚。在这里,使用连续块面扫描电子显微镜,高压电子断层扫描和荧光原位杂交,我们发现细长的Profftella细胞(观察到2.8-136 μm)包含多个长达45 μm的管(每个细胞1-43个)。这些管约占细胞体积的6.3%,由5或6根纤维缠绕成右手螺旋状,直径一致为~230 nm。它们在高真空下的稳定性表明在细长的Profftella中起机械支撑作用。与核糖体的密切联系暗示在蛋白质合成中可能起作用。我们的发现为细胞内共生体的结构适应性提供了见解,并可能为控制柑橘害虫的策略提供信息。
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引用次数: 0
Fungal infections in focus: accelerating non-invasive imaging from preclinical insights to clinical breakthroughs. 聚焦真菌感染:加速非侵入性成像从临床前洞察到临床突破。
Pub Date : 2025-09-16 DOI: 10.1038/s44303-025-00105-y
Lauren Michiels, Mahrukh Shameem, Eliane Vanhoffelen, Agustin Reséndiz-Sharpe, Simon A Johnston, Nicolas Beziere, Greetje Vande Velde

Invasive fungal diseases (IFDs) present a growing clinical challenge, underscoring the urgent need for improved diagnostics, therapeutics and mechanistic understanding. This review highlights the key role of innovative imaging techniques across all scales - ranging from whole-body-level diagnostics and therapy monitoring to host-pathogen interactions at cellular resolution in both clinical and preclinical settings. These imaging modalities facilitate translation of preclinical innovations into clinical applications, accelerating research and advancing IFD management.

侵袭性真菌疾病(IFDs)提出了一个日益增长的临床挑战,强调迫切需要改进诊断,治疗和机制的理解。这篇综述强调了创新成像技术在所有尺度上的关键作用——从全身水平的诊断和治疗监测到临床和临床前环境中细胞分辨率的宿主-病原体相互作用。这些成像模式有助于将临床前创新转化为临床应用,加速研究并推进IFD管理。
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引用次数: 0
Kidney tumoroid characterisation by spatial mass spectrometry with same-section multiplex immunofluorescence uncovers tumour microenvironment lipid signatures associated with aggressive tumour phenotypes. 肾类肿瘤的空间质谱特征与同切片多重免疫荧光揭示肿瘤微环境脂质特征与侵袭性肿瘤表型相关。
Pub Date : 2025-09-16 DOI: 10.1038/s44303-025-00106-x
Hazem Abdullah, Greice M Zickuhr, In Hwa Um, Alexander Laird, Peter Mullen, David J Harrison, Alison L Dickson

Renal cell carcinoma (RCC) incidence is rising, and treatment remains challenging unless surgery is curative. Tumour heterogeneity contributes to resistance against both chemotherapy and immune checkpoint inhibitors, underscoring the need to better understand the complex tumour microenvironment (TME). While tumour models derived from cancer tissue from patients have advanced cancer research, they often fail to capture functional RCC heterogeneity and key TME components. We developed a 3D model system with a high success rate from resected tumour, retaining cancer, stromal, and immune cell populations. This system is fully compatible with advanced imaging technologies, including mass spectrometry imaging (MSI) and live-cell multiplex imaging. By integrating static spatial analysis with dynamic live-cell visualisation, our system provides unique insights into tumour heterogeneity, microenvironment metabolic crosstalk, and real-time cellular responses. Phenotypic characterization of the tumoroids showed strong histological resemblance to the original resected tissue, indicating that the tumoroids are reflective of the tumour in vivo and suitable as a representative model system. Additionally, DESI-MSI revealed distinct lipidomic profiles within patient-derived ccRCC tumoroids, capturing spatial metabolic heterogeneity reflective of the primary tissue. Lipid signatures varied across tumour regions, with phospholipid subclasses distinguishing epithelial, endothelial, and highly proliferative cell populations. Notably, non-clear cell regions exhibited reduced lipid droplet and fatty acid content, aligning with aggressive tumour phenotypes.

肾细胞癌(RCC)的发病率正在上升,除非手术可以治愈,否则治疗仍然具有挑战性。肿瘤异质性有助于抵抗化疗和免疫检查点抑制剂,强调需要更好地了解复杂的肿瘤微环境(TME)。虽然从患者的癌症组织中提取的肿瘤模型已经有了先进的癌症研究,但它们往往无法捕捉功能性RCC的异质性和关键的TME成分。我们开发了一个3D模型系统,从切除的肿瘤中获得了高成功率,保留了癌症、基质和免疫细胞群。该系统完全兼容先进的成像技术,包括质谱成像(MSI)和活细胞多路成像。通过将静态空间分析与动态活细胞可视化相结合,我们的系统提供了对肿瘤异质性、微环境代谢串扰和实时细胞反应的独特见解。类瘤的表型特征与原始切除组织具有很强的组织学相似性,表明类瘤能反映体内肿瘤,适合作为具有代表性的模型系统。此外,DESI-MSI揭示了患者来源的ccRCC类肿瘤中不同的脂质组学特征,捕获了反映原发组织的空间代谢异质性。不同肿瘤区域的脂质特征不同,磷脂亚类区分上皮细胞、内皮细胞和高度增殖细胞群。值得注意的是,非透明细胞区域显示出脂滴和脂肪酸含量减少,与侵袭性肿瘤表型一致。
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引用次数: 0
Post Pandemic Problem, is there an animal model suitable to investigate PASC. 大流行后的问题,是否有适合研究PASC的动物模型。
Pub Date : 2025-09-15 DOI: 10.1038/s44303-025-00101-2
Julia van der Bie, Anthony Coleon, Denise Visser, Willy M Bogers, Jeroen den Dunnen, Henri M H Spronk, Jan A M Langermans, Hanneke L D M Willemen, Guilherme Dias De Melo, Jinte Middeldorp, Marieke A Stammes

Although the COVID-19 pandemic is no longer a global health emergency, many patients still suffer from long-term effects, known as post-acute sequelae of COVID-19 (PASC) or long COVID. Understanding its complex pathophysiology requires animal models replicating the post-acute phase, which may aid in developing, the urgently needed, therapeutics. Our review assessed and summarized 81 studies from 1979 manuscripts. In addition, a second table summarizing the imaging findings of 26 studies related to this topic was added, based on a separate literature search of 797 manuscripts. In humans a SARS-CoV-2 infection, the sequelae and possible development of PASC is heterogenic. The same holds true for experimental animal models. While several models are suitable to address different research questions, no single model can fully replicate all aspects of PASC. Imaging plays a crucial role in visualizing these aspects, especially since questionnaires, the primary diagnostic tool in humans, cannot be used in animals. Thus, imaging allows the investigation of pathophysiology in a controlled setting, offering valuable insights. This review summarizes the available animal models and imaging modalities used in PASC research. Our aim is to provide researchers with guidance on selecting the most appropriate model and imaging technique to address their specific research questions.

尽管COVID-19大流行不再是全球卫生紧急事件,但许多患者仍然受到长期影响,即COVID-19急性后后遗症(PASC)或长期COVID-19。了解其复杂的病理生理需要复制急性期后的动物模型,这可能有助于开发急需的治疗方法。我们的综述评估并总结了79篇论文中的81项研究。此外,根据对797份手稿的单独文献检索,增加了第二张表,总结了与该主题相关的26项研究的影像学结果。在人类SARS-CoV-2感染中,PASC的后遗症和可能的发展是异质的。实验动物模型也是如此。虽然有几个模型适用于解决不同的研究问题,但没有一个模型可以完全复制PASC的所有方面。成像在可视化这些方面起着至关重要的作用,特别是因为问卷调查是人类的主要诊断工具,不能用于动物。因此,成像允许在受控环境下对病理生理学进行调查,提供有价值的见解。本文综述了PASC研究中可用的动物模型和成像方式。我们的目标是为研究人员提供选择最合适的模型和成像技术的指导,以解决他们的具体研究问题。
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引用次数: 0
Single cell resolution 3D imaging and segmentation within intact live tissues. 完整活组织内单细胞分辨率三维成像和分割。
Pub Date : 2025-09-03 DOI: 10.1038/s44303-025-00099-7
Giulia Paci, Pablo Vicente-Munuera, Inés Fernandez-Mosquera, Álvaro Miranda, Katherine Lau, Qingyang Zhang, Ricardo Barrientos, Yanlan Mao

Epithelial cells form diverse structures, from squamous spherical organoids to densely packed pseudostratified folded tissues. Quantification of cellular properties in these contexts requires high-resolution deep imaging and computational techniques to achieve truthful three-dimensional (3D) structural features. Here, we describe a detailed step-by-step protocol for sample preparation, imaging and deep-learning-assisted cell segmentation to achieve accurate quantification of fluorescently labelled individual cells in 3D within a live tissue: the Drosophila wing disc. We share the "lessons learned" through troubleshooting 3D imaging, including considerations on the choice of microscopy modality and settings (objective, sample mounting) and available segmentation methods. In addition, we include a computational pipeline alongside custom code to assist replication of the protocol. While we focus on the segmentation of cell outlines from membrane labelling in the Drosophila wing disc, we believe it will be valuable for studying other tissues that demand complex analysis in 3D.

上皮细胞形成多种结构,从鳞状球形类器官到密实排列的假分层折叠组织。在这些情况下,细胞特性的量化需要高分辨率的深度成像和计算技术来实现真实的三维(3D)结构特征。在这里,我们描述了一个详细的分步方案,用于样品制备,成像和深度学习辅助细胞分割,以实现活体组织内三维荧光标记的单个细胞的准确定量:果蝇翅盘。我们通过故障排除3D成像分享“经验教训”,包括对选择显微镜模式和设置(物镜,样品安装)和可用分割方法的考虑。此外,我们在自定义代码中包含了一个计算管道,以协助协议的复制。当我们专注于从果蝇翅盘的膜标记中分割细胞轮廓时,我们相信这将对研究其他需要三维复杂分析的组织有价值。
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引用次数: 0
Mapping the arterial vascular network in an intact human kidney using hierarchical phase-contrast tomography. 利用分层相衬断层扫描绘制完整人体肾脏的动脉血管网络。
Pub Date : 2025-09-03 DOI: 10.1038/s44303-025-00090-2
Shahrokh Rahmani, Daniyal J Jafree, Peter D Lee, Paul Tafforeau, Joseph Brunet, Sonal Nandanwar, Yang Zhou, Joseph Jacob, Alexandre Bellier, Maximilian Ackermann, Danny D Jonigk, Rebecca J Shipley, David A Long, Claire L Walsh

The architecture of kidney vasculature is essential the organ's specialised functions, yet is challenging to structurally map in an intact human organ. Here, we combined hierarchical phase-contrast tomography (HiP-CT) with topology network analysis to enable quantitative assessment of the intact human kidney vasculature, from the renal artery to interlobular arteries. Comparison with kidney vascular maps described for rodents revealed similar topologies to human, but human kidney vasculature possessed a significantly sharper decrease in radius from hilum to cortex, deviating from theoretically optimal flow resistance for smaller vessels. Structural differences in kidney hilar, medullary and cortical vasculature reflected unique functional adaptations of each zone. This work represents the first time the arterial vasculature of an intact human kidney has been mapped beyond segmental arteries, potentiating novel computational models of kidney vascular flow in humans. Our analyses have implications for understanding how blood vessel structure collectively scales to facilitate specialised functions in human organs.

肾脏血管的结构是器官的特殊功能,但具有挑战性的结构图在一个完整的人体器官。在这里,我们将分层相对比断层扫描(HiP-CT)与拓扑网络分析相结合,对完整的人体肾脏血管系统进行定量评估,从肾动脉到小叶间动脉。与啮齿类动物的肾脏血管图比较,发现其拓扑结构与人类相似,但人类肾脏血管从肾门到皮质的半径明显减小,偏离了理论上较小血管的最佳流动阻力。肾门、髓质和皮质血管的结构差异反映了每个区独特的功能适应。这项工作代表了第一次完整的人类肾脏的动脉血管系统已经超越了节段动脉,增强了人类肾脏血管流动的新计算模型。我们的分析对理解血管结构如何共同扩展以促进人体器官的特殊功能具有重要意义。
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引用次数: 0
Aptamer-based NIR II imaging for breast cancer surgical resection. 基于适配体的近红外成像在乳腺癌手术切除中的应用。
Pub Date : 2025-08-19 DOI: 10.1038/s44303-025-00095-x
Lei Niu, Kang-Liang Lou, Zhi Zhu, Wei-Zhi Liu, Wen-Liang Gao, Gu-Yue Hu, Jun-Xue Gao, Guo-Jun Zhang, Wen-He Huang

The accuracy of intraoperative tumor margin assessment is the main challenge in breast conserving surgery (BCS). NIR-II fluorescence-guided surgery enables surgeons to visualize the tumor margins dynamically in real time and facilitate the precision of tumor resection. We develop an aptamer-conjugated NIR-II probe for intraoperative fluorescence imaging. Peglated indocyanine green (PEG-ICG) was conjugated with an aptamer SYL3C binding to EpCAM to synthesize the probe SYL3C-ICG. Human breast cancer cell lines with different expression levels of EpCAM were employed to assess its tumor-targeting capability. Tumor xenograft models were established to investigate the in vivo selectivity of SYL3C-ICG, and a segmental excision procedure was employed to evaluate the efficacy of the probe in navigating precise surgical resection under NIR-II imaging. In vitro and in vivo fluorescence imaging revealed that NIR-II provides superior imaging resolution and penetration depth compared to NIR-I, and SYL3C-ICG could selectively accumulate at the tumor site, which helps surgeons detect tiny residual malignant lesions invisible to the naked eye and reduce the postoperative recurrence rate.

术中肿瘤边缘评估的准确性是保乳手术(BCS)面临的主要挑战。NIR-II荧光引导手术使外科医生能够实时动态地观察肿瘤边缘,促进肿瘤切除的准确性。我们开发了一种适配体共轭NIR-II探针用于术中荧光成像。将聚乙二醇吲哚菁绿(PEG-ICG)与EpCAM上的适体SYL3C结合,合成探针SYL3C- icg。采用不同表达水平的EpCAM人乳腺癌细胞系,评估其肿瘤靶向能力。建立肿瘤异种移植模型,研究SYL3C-ICG的体内选择性,并采用节段性切除手术,评估探针在NIR-II成像下导航精确手术切除的疗效。体外和体内荧光成像显示,与NIR-I相比,NIR-II具有更好的成像分辨率和穿透深度,SYL3C-ICG可选择性地在肿瘤部位积聚,有助于外科医生发现肉眼看不见的微小残留恶性病变,降低术后复发率。
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引用次数: 0
Author Correction: Fast histological assessment of adipose tissue inflammation by label-free mid-infrared optoacoustic microscopy. 作者更正:脂肪组织炎症的快速组织学评估无标记中红外光声显微镜。
Pub Date : 2025-08-13 DOI: 10.1038/s44303-025-00103-0
Vito Ko, Marie C Goess, Lukas Scheel-Platz, Tao Yuan, Andriy Chmyrov, Dominik Jüstel, Jürgen Ruland, Vasilis Ntziachristos, Selina J Keppler, Miguel A Pleitez
{"title":"Author Correction: Fast histological assessment of adipose tissue inflammation by label-free mid-infrared optoacoustic microscopy.","authors":"Vito Ko, Marie C Goess, Lukas Scheel-Platz, Tao Yuan, Andriy Chmyrov, Dominik Jüstel, Jürgen Ruland, Vasilis Ntziachristos, Selina J Keppler, Miguel A Pleitez","doi":"10.1038/s44303-025-00103-0","DOIUrl":"10.1038/s44303-025-00103-0","url":null,"abstract":"","PeriodicalId":501709,"journal":{"name":"npj Imaging","volume":"3 1","pages":"37"},"PeriodicalIF":0.0,"publicationDate":"2025-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12350948/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144850242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Imaging the uptake and metabolism of glutamine in prostate tumor models using CEST MRI. 前列腺肿瘤模型中谷氨酰胺摄取和代谢的CEST成像。
Pub Date : 2025-08-01 DOI: 10.1038/s44303-025-00100-3
Yuki Hodo, Caitlin M Tressler, Behnaz Ghaemi, Rebecca Thomas, Aliyah S Webster, Kirsten N Bains Williams, Yuguo Li, Martin G Pomper, Chi V Dang, Zaver M Bhujwalla, Jeff W M Bulte, Peter C M van Zijl, Aline M Thomas

Glutamine metabolism is upregulated in many cancers. While multiple glutamine imaging agents have been developed and translated to clinical use, the short half-lives of their signal and instability in vivo limit the aspects of glutamine metabolism they capture. In phantoms at physiological pH, chemical exchange saturation transfer (CEST) magnetic resonance imaging (MRI) contrast was observed at 11.7 T from glutamine, downstream metabolic products (glutamate and ammonia) and their co-substrates (alanine, aspartate, and cystine/cysteine). This contrast increased at lower pH. These results suggest that both uptake and metabolism of glutamine would increase CEST signal enhancement. We then investigated the feasibility of imaging the uptake (delivery, transport and metabolism) of naturally-occuring glutamine using CEST MRI in preclinical prostate cancer models, wherein key metabolic proteins are the glutamine transporter ASCT2 and as well as enzymes GLS1, ALT2 (GPT2), AST1 (GOT1), and GDH1 (GLUD1). The LNCaP prostate cancer line exhibited higher expression of ASCT2, GDH1, ALT2, and AST1 compared to DU-145 cells. CEST MRI enhancement upon administration of glutamine was consistently higher in LNCaP 3D spheres (phantoms) and tumors (in vivo) than their DU-145 counterparts. Mass spectrometry imaging confirmed higher uptake and metabolism of glutamine in LNCaP tumors. These findings demonstrate that CEST MRI of glutamine is capable of distinguishing preclinical prostate tumor models that differ in glutamine uptake and has potential for translation to clinical use.

谷氨酰胺代谢在许多癌症中都是上调的。虽然多种谷氨酰胺显像剂已经开发并转化为临床应用,但其信号的半衰期短和体内的不稳定性限制了它们捕获谷氨酰胺代谢的方面。在生理pH下的幻影中,在11.7 T时观察到谷氨酰胺、下游代谢产物(谷氨酸和氨)及其共底物(丙氨酸、天冬氨酸和胱氨酸/半胱氨酸)的化学交换饱和转移(CEST)磁共振成像(MRI)对比。这些结果表明谷氨酰胺的摄取和代谢都会增加CEST信号的增强。然后,我们研究了在临床前前列腺癌模型中使用CEST MRI成像天然存在的谷氨酰胺摄取(递送,运输和代谢)的可行性,其中关键代谢蛋白是谷氨酰胺转运蛋白ASCT2以及酶GLS1, ALT2 (GPT2), AST1 (GOT1)和GDH1 (GLUD1)。LNCaP前列腺癌细胞系ASCT2、GDH1、ALT2和AST1的表达高于DU-145细胞。在LNCaP 3D球体(幻影)和肿瘤(体内)中,谷氨酰胺给药后的CEST MRI增强始终高于其DU-145对应物。质谱成像证实LNCaP肿瘤中谷氨酰胺的摄取和代谢较高。这些发现表明谷氨酰胺的CEST MRI能够区分临床前前列腺肿瘤模型,这些模型在谷氨酰胺摄取方面存在差异,并有可能转化为临床应用。
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引用次数: 0
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npj Imaging
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