Thermodynamic Costs of Information Processing in Sensory Adaptation

被引:91
|
作者
Sartori, Pablo [1 ]
Granger, Leo [2 ,3 ]
Lee, Chiu Fan [4 ]
Horowitz, Jordan M. [5 ]
机构
[1] Max Planck Inst Phys Komplexer Syst, Dresden, Germany
[2] Univ Complutense Madrid, Dept Fis Atom Mol & Nucl, Madrid, Spain
[3] Univ Complutense Madrid, GISC, Madrid, Spain
[4] Univ London Imperial Coll Sci Technol & Med, Dept Bioengn, London, England
[5] Univ Massachusetts, Dept Phys, Boston, MA 02125 USA
关键词
ESCHERICHIA-COLI; AMPLIFICATION; CHEMOTAXIS; RESPONSES;
D O I
10.1371/journal.pcbi.1003974
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Biological sensory systems react to changes in their surroundings. They are characterized by fast response and slow adaptation to varying environmental cues. Insofar as sensory adaptive systems map environmental changes to changes of their internal degrees of freedom, they can be regarded as computational devices manipulating information. Landauer established that information is ultimately physical, and its manipulation subject to the entropic and energetic bounds of thermodynamics. Thus the fundamental costs of biological sensory adaptation can be elucidated by tracking how the information the system has about its environment is altered. These bounds are particularly relevant for small organisms, which unlike everyday computers, operate at very low energies. In this paper, we establish a general framework for the thermodynamics of information processing in sensing. With it, we quantify how during sensory adaptation information about the past is erased, while information about the present is gathered. This process produces entropy larger than the amount of old information erased and has an energetic cost bounded by the amount of new information written to memory. We apply these principles to the E. coli's chemotaxis pathway during binary ligand concentration changes. In this regime, we quantify the amount of information stored by each methyl group and show that receptors consume energy in the range of the information-theoretic minimum. Our work provides a basis for further inquiries into more complex phenomena, such as gradient sensing and frequency response.
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页数:9
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