TY - JOUR
T1 - Analysis of a compartmental model of amyloid beta production, irreversible loss and exchange in humans
AU - Elbert, Donald L.
AU - Patterson, Bruce W.
AU - Bateman, Randall J.
N1 - Funding Information:
We would like to thank Prof. John E. McCarthy (Department of Mathematics, Washington University in St. Louis) for helpful discussions. This work was supported by funding from the NIH , R01 NS065667 (R.J.B.) and P30 DK056341 (Nutrition Obesity Research Center, BWP).
Publisher Copyright:
© 2015 Elsevier Inc.
PY - 2015/3/1
Y1 - 2015/3/1
N2 - Amyloid beta (Aβ) peptides, and in particular Aβ42, are found in senile plaques associated with Alzheimer's disease. A compartmental model of Aβ production, exchange and irreversible loss was recently developed to explain the kinetics of isotope-labeling of Aβ peptides collected in cerebrospinal fluid (CSF) following infusion of stable isotope-labeled leucine in humans. The compartmental model allowed calculation of the rates of production, irreversible loss (or turnover) and short-term exchange of Aβ peptides. Exchange of Aβ42 was particularly pronounced in amyloid plaque-bearing participants. In the current work, we describe in much greater detail the characteristics of the compartmental model to two distinct audiences: physician-scientists and biokineticists. For physician-scientists, we describe through examples the types of questions the model can and cannot answer, as well as correct some misunderstandings of previous kinetic analyses applied to this type of isotope labeling data. For biokineticists, we perform a system identifiability analysis and a sensitivity analysis of the kinetic model to explore the global and local properties of the model. Combined, these analyses motivate simplifications from a more comprehensive physiological model to the final model that was previously presented. The analyses clearly demonstrate that the current dataset and compartmental model allow determination with confidence a single 'turnover' parameter, a single 'exchange' parameter and a single 'delay' parameter. When combined with CSF concentration data for the Aβ peptides, production rates may also be obtained.
AB - Amyloid beta (Aβ) peptides, and in particular Aβ42, are found in senile plaques associated with Alzheimer's disease. A compartmental model of Aβ production, exchange and irreversible loss was recently developed to explain the kinetics of isotope-labeling of Aβ peptides collected in cerebrospinal fluid (CSF) following infusion of stable isotope-labeled leucine in humans. The compartmental model allowed calculation of the rates of production, irreversible loss (or turnover) and short-term exchange of Aβ peptides. Exchange of Aβ42 was particularly pronounced in amyloid plaque-bearing participants. In the current work, we describe in much greater detail the characteristics of the compartmental model to two distinct audiences: physician-scientists and biokineticists. For physician-scientists, we describe through examples the types of questions the model can and cannot answer, as well as correct some misunderstandings of previous kinetic analyses applied to this type of isotope labeling data. For biokineticists, we perform a system identifiability analysis and a sensitivity analysis of the kinetic model to explore the global and local properties of the model. Combined, these analyses motivate simplifications from a more comprehensive physiological model to the final model that was previously presented. The analyses clearly demonstrate that the current dataset and compartmental model allow determination with confidence a single 'turnover' parameter, a single 'exchange' parameter and a single 'delay' parameter. When combined with CSF concentration data for the Aβ peptides, production rates may also be obtained.
KW - Alzheimer's disease
KW - Amyloid beta
KW - Compartmental model
KW - Identifiability
KW - Kinetics
KW - Sensitivity analysis
UR - http://www.scopus.com/inward/record.url?scp=84922175753&partnerID=8YFLogxK
U2 - 10.1016/j.mbs.2014.11.004
DO - 10.1016/j.mbs.2014.11.004
M3 - Article
C2 - 25497960
AN - SCOPUS:84922175753
SN - 0025-5564
VL - 261
SP - 48
EP - 61
JO - Mathematical Biosciences
JF - Mathematical Biosciences
ER -