Abstract
The aim of this work is twofold. First, we survey the techniques developed in Perthame and Zubelli (Inverse Probl 23(3):1037–1052, 2007), Doumic et al. (Inverse Probl 25, 2009) to reconstruct the division (birth) rate from the cell volume distribution data in certain structured population structured population models. Secondly, we implement such techniques on experimental cell volume distributions available in the literature so as to validate the theoretical and numerical results. As a proof of concept, we use the experimental data experimental data reported in the classical work of Kubitschek (Biophys J 9(6):792–809, 1969) concerning Escherichia coli in vitro experiments measured by means of a Coulter transducer-multichannel analyzer system (Coulter Electronics, Inc., Hialeah, FL, USA). Despite the rather old measurement technology, the reconstructed division rates still display potentially useful biological features.
Similar content being viewed by others
References
Bauer F, Kindermann S (2008) The quasi-optimality criterion for classical inverse problems. Inverse Probl 24
Baumeister J, Leitão A (2005) Topics in inverse problems. Publicações Matemáticas do IMPA. [IMPA Mathematical Publications]. Instituto Nacional de Matemática Pura e Aplicada (IMPA), Rio de Janeiro. 25° Colóquio Brasileiro de Matemática. [25th Brazilian Mathematics Colloquium]
Cooper S (2006) Distinguishing between linear and exponential cell growth during the division cycle: single-cell studies, cell-culture studies, and the object of cell-cycle research. Theor Biol Med Model 3:10
Doumic JM, Gabriel P (2010) Eigenelements of a general aggregation-fragmentation model. Math Model Method Appl Sci 20(5):757–783
Doumic M, Perthame B, Zubelli JP (2009) Numerical solution of an inverse problem in size-structured population dynamics. Inverse Probl 25
Engl HW, Hanke M, Neubauer A (1996) Regularization of inverse problems, vol 375 of Mathematics and its Applications. Kluwer, Dordrecht
Harvey RJ, Marr AG, Painter PR (1967) Kinetics of growth of individual cells of Escherichia coli and Azobacter agilis. J Bacteriol 93:605–617
Hatzis C, Porro D (2006) Morphologically-strucutred models of growing budding yeast populations. J Biotechnol 124:420–438
Koch AL (1993) Biomass growth rate during the prokaryote cell cycle. Crit Rev Microbiol 19(1):17–42
Kubitschek HE (1969) Growth during the bacterial cell cycle: analysis of cell size distribution. Biophys J 9(6):792–809
Maia P (2009) Tópicos em teoria da homogeneização e equações de populações estruturadas. Master’s thesis, UFRJ, Brazil
Metz JAJ, Diekmann O (1986) Formulating models for structured populations. In: The dynamics of physiologically structured populations (Amsterdam, 1983), vol 68 of Lecture Notes in Biomath. Springer, Berlin, pp 78–135
Michel P (2006) Existence of a solution to the cell division eigenproblem. Model Math Meth Appl Sci 16(suppl. issue 1):1125–1153
Michel P, Mischler S, Perthame B (2005) General relative entropy inequality: an illustration on growth models. J Math Pures Appl 84(9):1235–1260
Mitchison J (2005) Single cell studies of the cell cycle and some models. Theor Biol Med Model 2(1):4
Perthame B (2007) Transport equations arising in biology. In: Frontiers in Mathematics. Frontiers in Mathematics, Birkhauser
Perthame B, Ryzhik L (2005) Exponential decay for the fragmentation or cell-division equation. J Differ Equ 210(1):155–177
Perthame B, Zubelli JP (2007) On the inverse problem for a size-structured population model. Inverse Probl 23(3):1037–1052
Prescott LM, Klein DA, Harley JP (2002) Microbiology. McGraw-Hill, New York
Trueba F (1981) A morphometric analysis of Escherichia coli and other rod-shaped bacteria. PhD thesis, University of Amsterdam
Acknowledgments
The authors were supported by the CNPq-INRIA agreement INVEBIO. JPZ was supported by CNPq under grants 302161/2003-1 and 474085/2003-1. JPZ is thankful to the RICAM special semester and to the International Cooperation Agreement Brazil-France. A substantial part of this work was developed during a 3-month international internship of PM at INRIA Rocquencourt during the Spring of 2008 and supported by INRIA. The authors thank very much S. Boatto (UFRJ) for facilitating this visit and for helpful discussions.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Doumic, M., Maia, P. & Zubelli, J.P. On the Calibration of a Size-Structured Population Model from Experimental Data. Acta Biotheor 58, 405–413 (2010). https://doi.org/10.1007/s10441-010-9114-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10441-010-9114-9