In Toto Adipocytes Analysis Using Hydrophilic Tissue Clearing, Light Sheet Microscopy, and Deep Learning-Based Image Processing

IF 2.4 4区 生物学 Q4 CELL BIOLOGY
Dylan Le Jan, Manar Harb, Mohamed Siliman Misha, Jean-Claude Desfontis, Yassine Mallem, Laurence Dubreil
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Abstract

Background Information

Obesity is a multifactorial metabolic disease characterized by excessive fat storage in adipocytes, particularly in visceral adipose tissue (VAT) like mesenteric adipocytes. Metabolic dysfunctions due to obesity are often associated with modification of adipocyte volume. Various techniques for measuring adipocyte size are described in the literature, including classical histological methods on paraffin-embedded tissue sections or dissociation of adipose tissue (AT) using collagenase with artifacts due to AT post treatment.

Results

This study aims to develop and implement an innovative method for 3D investigation of AT to assess adipocyte volume, overcoming the limitations and biases inherent in traditional techniques. The principle of the method relies on fluorescent labeling of lipids and extracellular matrix (ECM) in toto within AT, followed by a tissue clearing step without delipidation and imaging using 3D light sheet microscopy coupled with automated analysis of adipocyte size through a deep learning approach. By this work we showed that the volume of adipocytes increased in mesenteric AT from obese rats with an increase in the distance between adipocytes.

Conclusion and Significance

The current work highlights the interest in combining AT clearing without a delipidation step and light sheet microscopy for in toto 3D adipocyte characterization in obese versus healthy rats. While this method is particularly valuable for understanding adipocyte hypertrophy in the context of obesity, its applicability extends beyond this area. This innovative approach offers valuable opportunities for investigating adipocyte dynamics in various pathological conditions, evaluating the impact of nutritional interventions, and assessing the effectiveness of pharmacological treatments.

Abstract Image

在Toto脂肪细胞分析中使用亲水组织清除、薄片显微镜和基于深度学习的图像处理
肥胖是一种多因素代谢疾病,其特征是脂肪细胞中脂肪储存过多,特别是内脏脂肪组织(VAT)如肠系膜脂肪细胞。肥胖引起的代谢功能障碍通常与脂肪细胞体积的改变有关。文献中描述了测量脂肪细胞大小的各种技术,包括石蜡包埋组织切片的经典组织学方法或使用胶原酶与AT后处理产生的伪影分离脂肪组织(AT)。本研究旨在开发和实施一种创新的AT三维研究方法,以评估脂肪细胞体积,克服传统技术固有的局限性和偏差。该方法的原理依赖于在AT内对脂质和细胞外基质(ECM)进行荧光标记,然后使用3D光片显微镜进行组织清除步骤,不进行脱脂和成像,并通过深度学习方法自动分析脂肪细胞大小。通过这项工作,我们发现肥胖大鼠肠系膜AT中脂肪细胞的体积随着脂肪细胞之间距离的增加而增加。结论和意义目前的工作强调了将无脱脂步骤的AT清除与薄层显微镜相结合用于肥胖大鼠与健康大鼠的全三维脂肪细胞表征的兴趣。虽然这种方法对于理解肥胖背景下的脂肪细胞肥大特别有价值,但其适用性超出了这一领域。这种创新的方法为研究各种病理条件下的脂肪细胞动力学,评估营养干预的影响以及评估药物治疗的有效性提供了宝贵的机会。
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来源期刊
Biology of the Cell
Biology of the Cell 生物-细胞生物学
CiteScore
5.30
自引率
0.00%
发文量
53
审稿时长
>12 weeks
期刊介绍: The journal publishes original research articles and reviews on all aspects of cellular, molecular and structural biology, developmental biology, cell physiology and evolution. It will publish articles or reviews contributing to the understanding of the elementary biochemical and biophysical principles of live matter organization from the molecular, cellular and tissues scales and organisms. This includes contributions directed towards understanding biochemical and biophysical mechanisms, structure-function relationships with respect to basic cell and tissue functions, development, development/evolution relationship, morphogenesis, stem cell biology, cell biology of disease, plant cell biology, as well as contributions directed toward understanding integrated processes at the organelles, cell and tissue levels. Contributions using approaches such as high resolution imaging, live imaging, quantitative cell biology and integrated biology; as well as those using innovative genetic and epigenetic technologies, ex-vivo tissue engineering, cellular, tissue and integrated functional analysis, and quantitative biology and modeling to demonstrate original biological principles are encouraged.
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