Hilbert transform-based time-series analysis of the circadian gene regulatory network

被引:3
作者
Shiju, S. [1 ]
Sriram, K. [1 ]
机构
[1] Indraprastha Inst Informat Technol Delhi, Ctr Computat Biol, New Delhi 110020, India
关键词
time series; genetics; Hilbert transforms; stochastic processes; circadian rhythms; signal processing; medical signal processing; phase model; experimental time series; circadian time series; circadian gene regulatory network; deterministic time series; stochastic time series; fruit fly model; phase response curves; period sensitivity; phase locking; phase slips; Hilbert transform; time-series analysis; MODEL; RHYTHMS; ENTRAINMENT; DROSOPHILA; OSCILLATIONS; ROBUSTNESS; MUTANT; SIGNAL; CLOCK; CYCLE;
D O I
10.1049/iet-syb.2018.5088
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
In this work, the authors propose the Hilbert transform (HT)-based numerical method to analyse the time series of the circadian rhythms. They demonstrate the application of HT by taking both deterministic and stochastic time series that they get from the simulation of the fruit fly model Drosophila melanogaster and show how to extract the period, construct phase response curves, determine period sensitivity of the parameters to perturbations and build Arnold tongues to identify the regions of entrainment. They also derive a phase model that they numerically simulate to capture whether the circadian time series entrains to the forcing period completely (phase locking) or only partially (phase slips) or neither. They validate the phase model, and numerics with the experimental time series forced under different temperature cycles. Application of HT to the circadian time series appears to be a promising tool to extract the characteristic information about circadian rhythms.
引用
收藏
页码:159 / 168
页数:10
相关论文
共 48 条
[1]  
[Anonymous], INT J BIOMATH, DOI DOI 10.1142/S1793524518500146
[2]  
[Anonymous], 2011, HILBERT TRANSFORM AP
[3]  
[Anonymous], 2003, SYNCHRONIZATION UNIV
[4]  
[Anonymous], 2011, RANDOM DATA ANAL MEA
[5]   ESTIMATING AND INTERPRETING THE INSTANTANEOUS FREQUENCY OF A SIGNAL .2. ALGORITHMS AND APPLICATIONS [J].
BOASHASH, B .
PROCEEDINGS OF THE IEEE, 1992, 80 (04) :540-568
[6]   Tuning the phase of circadian entrainment [J].
Bordyugov, Grigory ;
Abraham, Ute ;
Granada, Adrian ;
Rose, Pia ;
Imkeller, Katharina ;
Kramer, Achim ;
Herzel, Hanspeter .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2015, 12 (108)
[7]   On the phase reduction and response dynamics of neural oscillator populations [J].
Brown, E ;
Moehlis, J ;
Holmes, P .
NEURAL COMPUTATION, 2004, 16 (04) :673-715
[8]   Propensity of a circadian clock to adjust to the 24 h day-night light cycle and its sensitivity to molecular noise [J].
Calander, Nils .
JOURNAL OF THEORETICAL BIOLOGY, 2006, 241 (04) :716-724
[9]   DISCRETE HILBERT TRANSFORM [J].
CIZEK, V .
IEEE TRANSACTIONS ON AUDIO AND ELECTROACOUSTICS, 1970, AU18 (04) :340-+
[10]  
Ermentrout B, 2002, SIMULATING ANAL ANIM, Vxiv