Laboratory of Biological Modeling, National Institute of Diabetes and Digestive and Kidney Diseases, Bethesda, Maryland, United States of America.
PLoS One. 2011 Jan 5;6(1):e15961. doi: 10.1371/journal.pone.0015961.
The mouse is an important model organism for investigating the molecular mechanisms of body weight regulation, but a quantitative understanding of mouse energy metabolism remains lacking. Therefore, we created a mathematical model of mouse energy metabolism to predict dynamic changes of body weight, body fat, energy expenditure, and metabolic fuel selection. Based on the principle of energy balance, we constructed ordinary differential equations representing the dynamics of body fat mass (FM) and fat-free mass (FFM) as a function of dietary intake and energy expenditure (EE). The EE model included the cost of tissue deposition, physical activity, diet-induced thermogenesis, and the influence of FM and FFM on metabolic rate. The model was calibrated using previously published data and validated by comparing its predictions to measurements in five groups of male C57/BL6 mice (N = 30) provided ad libitum access to either chow or high fat diets for varying time periods. The mathematical model accurately predicted the observed body weight and FM changes. Physical activity was predicted to decrease immediately upon switching from the chow to the high fat diet and the model coefficients relating EE to FM and FFM agreed with previous independent estimates. Metabolic fuel selection was predicted to depend on a complex interplay between diet composition, the degree of energy imbalance, and body composition. This is the first validated mathematical model of mouse energy metabolism and it provides a quantitative framework for investigating energy balance relationships in mouse models of obesity and diabetes.
老鼠是研究体重调节分子机制的重要模式生物,但对老鼠能量代谢的定量理解仍然缺乏。因此,我们创建了一个老鼠能量代谢的数学模型,以预测体重、体脂肪、能量消耗和代谢燃料选择的动态变化。基于能量平衡的原理,我们构建了代表体脂肪质量 (FM) 和无脂肪质量 (FFM) 随饮食摄入和能量消耗 (EE) 变化的动态的常微分方程。EE 模型包括组织沉积、体力活动、饮食诱导的生热和 FM 和 FFM 对代谢率的影响的成本。该模型使用先前发表的数据进行了校准,并通过将其预测与五组雄性 C57/BL6 老鼠(N = 30)的测量值进行比较来验证,这些老鼠可以自由获取标准饮食或高脂肪饮食,时间长短不同。数学模型准确地预测了观察到的体重和 FM 变化。体力活动在从标准饮食切换到高脂肪饮食时立即下降,并且将 EE 与 FM 和 FFM 相关的模型系数与以前的独立估计值一致。代谢燃料选择被预测取决于饮食成分、能量失衡程度和身体成分之间的复杂相互作用。这是第一个经过验证的老鼠能量代谢数学模型,它为研究肥胖和糖尿病老鼠模型中的能量平衡关系提供了一个定量框架。