Modeling the hypothalamus-pituitary-adrenal axis: A review and extension

Multiple models of the hypothalamus-pituitary-adrenal (HPA) axis have been developed to characterize the oscillations seen in the hormone concentrations and to examine HPA axis dysfunction. We reviewed the existing models, then replicated and compared five of them by finding their correspondence to...

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Bibliographic Details
Main Authors: Hosseinichimeh, Niyousha (Author), Rahmandad, Hazhir (Contributor), Wittenborn, Andrea K. (Author)
Other Authors: Sloan School of Management (Contributor)
Format: Article
Language:English
Published: Elsevier, 2017-05-17T20:10:04Z.
Subjects:
Online Access:Get fulltext
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100 1 0 |a Hosseinichimeh, Niyousha  |e author 
100 1 0 |a Sloan School of Management  |e contributor 
100 1 0 |a Rahmandad, Hazhir  |e contributor 
700 1 0 |a Rahmandad, Hazhir  |e author 
700 1 0 |a Wittenborn, Andrea K.  |e author 
245 0 0 |a Modeling the hypothalamus-pituitary-adrenal axis: A review and extension 
260 |b Elsevier,   |c 2017-05-17T20:10:04Z. 
856 |z Get fulltext  |u http://hdl.handle.net/1721.1/109153 
520 |a Multiple models of the hypothalamus-pituitary-adrenal (HPA) axis have been developed to characterize the oscillations seen in the hormone concentrations and to examine HPA axis dysfunction. We reviewed the existing models, then replicated and compared five of them by finding their correspondence to a dataset consisting of ACTH and cortisol concentrations of 17 healthy individuals. We found that existing models use different feedback mechanisms, vary in the level of details and complexities, and offer inconsistent conclusions. None of the models fit the validation dataset well. Therefore, we re-calibrated the best performing model using partial calibration and extended the model by adding individual fixed effects and an exogenous circadian function. Our estimated parameters reduced the mean absolute percent error significantly and offer a validated reference model that can be used in diverse applications. Our analysis suggests that the circadian and ultradian cycles are not created endogenously by the HPA axis feedbacks, which is consistent with the recent literature on the circadian clock and HPA axis. 
520 |a United States. National Institutes of Health (R21MH100515) 
546 |a en_US 
655 7 |a Article 
773 |t Mathematical Biosciences