Battelle Center for Mathematical Medicine, The Research Institute at the Nationwide Children's Hospital, and Departments of Pediatrics, Physics, Statistics, and Biophysics Graduate Program, The Ohio State University, Columbus, OH 43205.
Proc Natl Acad Sci U S A. 2013 Nov 12;110(46):18531-6. doi: 10.1073/pnas.1311069110. Epub 2013 Oct 28.
Cell-to-cell variations in protein abundance in clonal cell populations are ubiquitous in living systems. Because protein composition determines responses in individual cells, it stands to reason that the variations themselves are subject to selective pressures. However, the functional role of these cell-to-cell differences is not well understood. One way to tackle questions regarding relationships between form and function is to perturb the form (e.g., change the protein abundances) and observe the resulting changes in some function. Here, we take on the form-function relationship from the inverse perspective, asking instead what specific constraints on cell-to-cell variations in protein abundance are imposed by a given functional phenotype. We develop a maximum entropy-based approach to posing questions of this type and illustrate the method by application to the well-characterized chemotactic response in Escherichia coli. We find that full determination of observed cell-to-cell variations in protein abundances is not inherent in chemotaxis itself but, in fact, appears to be jointly imposed by the chemotaxis program in conjunction with other factors (e.g., the protein synthesis machinery and/or additional nonchemotactic cell functions, such as cell metabolism). These results illustrate the power of maximum entropy as a tool for the investigation of relationships between biological form and function.
在活细胞系统中,克隆细胞群体中蛋白质丰度的细胞间变化是普遍存在的。由于蛋白质组成决定了单个细胞的反应,因此可以说这些变化本身受到选择压力的影响。然而,这些细胞间差异的功能作用还不是很清楚。解决形态和功能之间关系问题的一种方法是改变形态(例如,改变蛋白质丰度),并观察某些功能的相应变化。在这里,我们从相反的角度来处理形态-功能关系的问题,而是询问给定功能表型对蛋白质丰度的细胞间变化施加了哪些具体限制。我们开发了一种基于最大熵的方法来提出这类问题,并通过对大肠杆菌中特征明确的趋化反应的应用来说明该方法。我们发现,观察到的蛋白质丰度的细胞间变化的完全确定本身并不是趋化作用所固有的,而是实际上似乎是由趋化作用程序与其他因素(例如,蛋白质合成机制和/或其他非趋化性细胞功能,如细胞代谢)共同施加的。这些结果说明了最大熵作为一种研究生物形态和功能之间关系的工具的强大功能。