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肝切除诱导的肝脏灌注和功能改变——迈向多尺度计算建模以更好地预测肝切除术后肝功能

Hepatectomy-Induced Alterations in Hepatic Perfusion and Function - Toward Multi-Scale Computational Modeling for a Better Prediction of Post-hepatectomy Liver Function.

作者信息

Christ Bruno, Collatz Maximilian, Dahmen Uta, Herrmann Karl-Heinz, Höpfl Sebastian, König Matthias, Lambers Lena, Marz Manja, Meyer Daria, Radde Nicole, Reichenbach Jürgen R, Ricken Tim, Tautenhahn Hans-Michael

机构信息

Cell Transplantation/Molecular Hepatology Lab, Department of Visceral, Transplant, Thoracic and Vascular Surgery, University of Leipzig Medical Center, Leipzig, Germany.

RNA Bioinformatics and High-Throughput Analysis, Faculty of Mathematics and Computer Science, Friedrich Schiller University Jena, Jena, Germany.

出版信息

Front Physiol. 2021 Nov 18;12:733868. doi: 10.3389/fphys.2021.733868. eCollection 2021.

Abstract

Liver resection causes marked perfusion alterations in the liver remnant both on the organ scale (vascular anatomy) and on the microscale (sinusoidal blood flow on tissue level). These changes in perfusion affect hepatic functions via direct alterations in blood supply and drainage, followed by indirect changes of biomechanical tissue properties and cellular function. Changes in blood flow impose compression, tension and shear forces on the liver tissue. These forces are perceived by mechanosensors on parenchymal and non-parenchymal cells of the liver and regulate cell-cell and cell-matrix interactions as well as cellular signaling and metabolism. These interactions are key players in tissue growth and remodeling, a prerequisite to restore tissue function after PHx. Their dysregulation is associated with metabolic impairment of the liver eventually leading to liver failure, a serious post-hepatectomy complication with high morbidity and mortality. Though certain links are known, the overall functional change after liver surgery is not understood due to complex feedback loops, non-linearities, spatial heterogeneities and different time-scales of events. Computational modeling is a unique approach to gain a better understanding of complex biomedical systems. This approach allows (i) integration of heterogeneous data and knowledge on multiple scales into a consistent view of how perfusion is related to hepatic function; (ii) testing and generating hypotheses based on predictive models, which must be validated experimentally and clinically. In the long term, computational modeling will (iii) support surgical planning by predicting surgery-induced perfusion perturbations and their functional (metabolic) consequences; and thereby (iv) allow minimizing surgical risks for the individual patient. Here, we review the alterations of hepatic perfusion, biomechanical properties and function associated with hepatectomy. Specifically, we provide an overview over the clinical problem, preoperative diagnostics, functional imaging approaches, experimental approaches in animal models, mechanoperception in the liver and impact on cellular metabolism, omics approaches with a focus on transcriptomics, data integration and uncertainty analysis, and computational modeling on multiple scales. Finally, we provide a perspective on how multi-scale computational models, which couple perfusion changes to hepatic function, could become part of clinical workflows to predict and optimize patient outcome after complex liver surgery.

摘要

肝切除会导致肝剩余部分在器官尺度(血管解剖结构)和微观尺度(组织水平的窦状血流)上出现显著的灌注改变。这些灌注变化通过直接改变血液供应和引流来影响肝功能,随后导致生物力学组织特性和细胞功能的间接变化。血流变化会对肝组织施加压缩力、张力和剪切力。这些力被肝脏实质细胞和非实质细胞上的机械传感器感知,并调节细胞间和细胞与基质的相互作用以及细胞信号传导和代谢。这些相互作用是组织生长和重塑的关键因素,而组织生长和重塑是肝部分切除术后恢复组织功能的先决条件。它们的失调与肝脏代谢受损相关,最终导致肝衰竭,这是一种严重的肝切除术后并发症,发病率和死亡率都很高。尽管某些联系已为人所知,但由于复杂的反馈回路、非线性、空间异质性以及事件的不同时间尺度,肝切除术后的整体功能变化仍不清楚。计算建模是一种独特的方法,有助于更好地理解复杂的生物医学系统。这种方法能够:(i)将多尺度的异质数据和知识整合为一个关于灌注与肝功能关系的连贯视图;(ii)基于预测模型进行假设检验和生成,而这些模型必须经过实验和临床验证。从长远来看,计算建模将:(iii)通过预测手术引起的灌注扰动及其功能(代谢)后果来支持手术规划;从而(iv)为个体患者降低手术风险。在此,我们回顾与肝切除相关的肝灌注、生物力学特性和功能的改变。具体而言,我们概述了临床问题、术前诊断、功能成像方法、动物模型中的实验方法、肝脏中的机械感知及其对细胞代谢的影响、以转录组学为重点的组学方法、数据整合和不确定性分析以及多尺度计算建模。最后,我们展望了将灌注变化与肝功能联系起来的多尺度计算模型如何能够成为临床工作流程的一部分,以预测和优化复杂肝脏手术后的患者预后。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c925/8637208/a55551962584/fphys-12-733868-g0001.jpg

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