Literature DB >> 31673164

Pharmaceutical-based entrainment of circadian phase via nonlinear model predictive control.

John H Abel1,2,3, Ankush Chakrabarty4, Elizabeth B Klerman2,5, Francis J Doyle2,4.   

Abstract

The widespread adoption of closed-loop control in systems biology has resulted from improvements in sensors, computing, actuation, and the discovery of alternative sites of targeted drug delivery. Most control algorithms for circadian phase resetting exploit light inputs. However, recently identified small-molecule pharmaceuticals offer advantages in terms of invasiveness and potency of actuation. Herein, we develop a systematic method to control the phase of biological oscillations motivated by the recently identified small molecule circadian pharmaceutical KL001. The model-based control architecture exploits an infinitesimal parametric phase response curve (ipPRC) that is used to predict the effect of control inputs on future phase trajectories of the oscillator. The continuous time optimal control policy is first derived for phase resetting, based on the ipPRC and Pontryagin's maximum principle. Owing to practical challenges in implementing a continuous time optimal control policy, we investigate the effect of implementing the continuous time policy in a sampled time format. Specifically, we provide bounds on the errors incurred by the physiologically tractable sampled time control law. We use these results to select directions of resetting (i.e. phase advance or delay), sampling intervals, and prediction horizons for a nonlinear model predictive control (MPC) algorithm for phase resetting. The potential of this ipPRC-informed pharmaceutical nonlinear MPC is then demonstrated in silico using real-world scenarios of jet lag or rotating shift work.

Entities:  

Keywords:  Phase response curve; circadian oscillators; entrainment; model predictive control; nonlinear dynamics; optimal control; phase; systems biology

Year:  2018        PMID: 31673164      PMCID: PMC6822617          DOI: 10.1016/j.automatica.2018.11.012

Source DB:  PubMed          Journal:  Automatica (Oxf)        ISSN: 0005-1098            Impact factor:   5.944


  29 in total

Review 1.  Forty years of PRCs--what have we learned?

Authors:  C H Johnson
Journal:  Chronobiol Int       Date:  1999-11       Impact factor: 2.877

Review 2.  Quantifying human circadian pacemaker response to brief, extended, and repeated light stimuli over the phototopic range.

Authors:  R E Kronauer; D B Forger; M E Jewett
Journal:  J Biol Rhythms       Date:  1999-12       Impact factor: 3.182

3.  Sensitivity Measures for Oscillating Systems: Application to Mammalian Circadian Gene Network.

Authors:  Stephanie R Taylor; Rudiyanto Gunawan; Linda R Petzold; Francis J Doyle
Journal:  IEEE Trans Automat Contr       Date:  2008-01-01       Impact factor: 5.792

4.  Periodic zone-MPC with asymmetric costs for outpatient-ready safety of an artificial pancreas to treat type 1 diabetes.

Authors:  Ravi Gondhalekar; Eyal Dassau; Francis J Doyle
Journal:  Automatica (Oxf)       Date:  2016-06-01       Impact factor: 5.944

5.  Reentrainment of the circadian pacemaker during jet lag: East-west asymmetry and the effects of north-south travel.

Authors:  Casey O Diekman; Amitabha Bose
Journal:  J Theor Biol       Date:  2017-10-04       Impact factor: 2.691

6.  Phase tracking and restoration of circadian rhythms by model-based optimal control.

Authors:  O S Shaik; S Sager; O Slaby; D Lebiedz
Journal:  IET Syst Biol       Date:  2008-01       Impact factor: 1.615

7.  Identification of small molecule activators of cryptochrome.

Authors:  Tsuyoshi Hirota; Jae Wook Lee; Peter C St John; Mariko Sawa; Keiko Iwaisako; Takako Noguchi; Pagkapol Y Pongsawakul; Tim Sonntag; David K Welsh; David A Brenner; Francis J Doyle; Peter G Schultz; Steve A Kay
Journal:  Science       Date:  2012-07-12       Impact factor: 47.728

8.  Network control principles predict neuron function in the Caenorhabditis elegans connectome.

Authors:  Gang Yan; Petra E Vértes; Emma K Towlson; Yee Lian Chew; Denise S Walker; William R Schafer; Albert-László Barabási
Journal:  Nature       Date:  2017-10-18       Impact factor: 49.962

9.  Multiple model-informed open-loop control of uncertain intracellular signaling dynamics.

Authors:  Jeffrey P Perley; Judith Mikolajczak; Marietta L Harrison; Gregery T Buzzard; Ann E Rundell
Journal:  PLoS Comput Biol       Date:  2014-04-10       Impact factor: 4.475

10.  Optimal schedules of light exposure for rapidly correcting circadian misalignment.

Authors:  Kirill Serkh; Daniel B Forger
Journal:  PLoS Comput Biol       Date:  2014-04-10       Impact factor: 4.475

View more
  5 in total

1.  Compensating for Sensor Error in the Model Predictive Control of Circadian Clock Phase.

Authors:  Lindsey S Brown; Elizabeth B Klerman; Francis J Doyle
Journal:  IEEE Control Syst Lett       Date:  2019-05-28

2.  Constructing a control-ready model of EEG signal during general anesthesia in humans.

Authors:  John H Abel; Marcus A Badgeley; Taylor E Baum; Sourish Chakravarty; Patrick L Purdon; Emery N Brown
Journal:  Proc IFAC World Congress       Date:  2021-04-14

3.  A dual-feedback loop model of the mammalian circadian clock for multi-input control of circadian phase.

Authors:  Lindsey S Brown; Francis J Doyle
Journal:  PLoS Comput Biol       Date:  2020-11-23       Impact factor: 4.475

4.  Restoring circadian gene profiles in clock networks using synthetic feedback control.

Authors:  Mathias Foo; Ozgur E Akman; Declan G Bates
Journal:  NPJ Syst Biol Appl       Date:  2022-02-15

5.  DyNeuMo Mk-2: An Investigational Circadian-Locked Neuromodulator with Responsive Stimulation for Applied Chronobiology.

Authors:  Robert Toth; Mayela Zamora; Jon Ottaway; Tom Gillbe; Sean Martin; Moaad Benjaber; Guy Lamb; Tara Noone; Barry Taylor; Alceste Deli; Vaclav Kremen; Gregory Worrell; Timothy G Constandinou; Ivor Gillbe; Stefan De Wachter; Charles Knowles; Andrew Sharott; Antonio Valentin; Alexander L Green; Timothy Denison
Journal:  Conf Proc IEEE Int Conf Syst Man Cybern       Date:  2020-12-14
  5 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.