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内质网在体内癌症 FDG 动力学中的作用。

The role of endoplasmic reticulum in in vivo cancer FDG kinetics.

机构信息

Dipartimento di Matematica, Università di Genova, Genova, Italy.

Dipartimento di Medicina Nucleare, Policlinico San Martino IRCCS, Genova, Italy.

出版信息

PLoS One. 2021 Jun 1;16(6):e0252422. doi: 10.1371/journal.pone.0252422. eCollection 2021.

Abstract

A recent result obtained by means of an in vitro experiment with cancer cultured cells has configured the endoplasmic reticulum as the preferential site for the accumulation of 2-deoxy-2-[18F]fluoro-D-glucose (FDG). Such a result is coherent with cell biochemistry and is made more significant by the fact that the reticular accumulation rate of FDG is dependent upon extracellular glucose availability. The objective of the present paper is to confirm in vivo the result obtained in vitro concerning the crucial role played by the endoplasmic reticulum in FDG cancer metabolism. This study utilizes data acquired by means of a Positron Emission Tomography scanner for small animals in the case of CT26 models of cancer tissues. The recorded concentration images are interpreted within the framework of a three-compartment model for FDG kinetics, which explicitly assumes that the endoplasmic reticulum is the dephosphorylation site for FDG in cancer cells. The numerical reduction of the compartmental model is performed by means of a regularized Gauss-Newton algorithm for numerical optimization. This analysis shows that the proposed three-compartment model equals the performance of a standard Sokoloff's two-compartment system in fitting the data. However, it provides estimates of some of the parameters, such as the phosphorylation rate of FDG, more consistent with prior biochemical information. These results are made more solid from a computational viewpoint by proving the identifiability and by performing a sensitivity analysis of the proposed compartment model.

摘要

最近,通过对培养的癌细胞进行体外实验得到的结果表明,内质网是 2-脱氧-2-[18F]氟-D-葡萄糖(FDG)积累的首选部位。这一结果与细胞生物化学一致,而且更重要的是,FDG 的网状积累率取决于细胞外葡萄糖的可用性。本文的目的是在体内证实体外实验中关于内质网在 FDG 癌症代谢中起关键作用的结果。本研究利用小动物正电子发射断层扫描(PET)扫描仪获得的数据,对 CT26 癌症组织模型进行研究。所记录的浓度图像在 FDG 动力学的三房室模型框架内进行解释,该模型明确假设内质网是癌细胞中 FDG 去磷酸化的部位。通过正则化的高斯-牛顿算法进行数值优化,对房室模型进行数值简化。该分析表明,所提出的三房室模型在拟合数据方面与标准的 Sokoloff 两房室系统性能相当。然而,它提供了一些参数的估计值,例如 FDG 的磷酸化速率,这些估计值与先前的生化信息更一致。从计算的角度来看,通过证明所提出的房室模型的可识别性和进行敏感性分析,这些结果更加可靠。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f0ed/8168898/5aed6433f96c/pone.0252422.g001.jpg

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