1
|
Embleton J, Knight MI, Ombao H. Multiscale spectral modelling for nonstationary time series within an ordered multiple-trial experiment. Ann Appl Stat 2022. [DOI: 10.1214/22-aoas1614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Affiliation(s)
| | | | - Hernando Ombao
- Statistics Program, King Abdullah University of Science and Technology (KAUST)
| |
Collapse
|
2
|
Embleton J, Knight MI, Ombao H. Wavelet testing for a replicate-effect within an ordered multiple-trial experiment. Comput Stat Data Anal 2022. [DOI: 10.1016/j.csda.2022.107456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
|
3
|
Hargreaves JK, Oakenfull RJ, Davis AM, Pullen F, Knight MI, Pitchford JW, Davis SJ. Multiple metals influence distinct properties of the Arabidopsis circadian clock. PLoS One 2022; 17:e0258374. [PMID: 35381003 PMCID: PMC8982871 DOI: 10.1371/journal.pone.0258374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Accepted: 03/08/2022] [Indexed: 11/19/2022] Open
Abstract
Circadian rhythms coordinate endogenous events with external signals, and are essential to biological function. When environmental contaminants affect these rhythms, the organism may experience fitness consequences such as reduced growth or increased susceptibility to pathogens. In their natural environment plants may be exposed to a wide range of industrial and agricultural soil pollutants. Here, we investigate how the addition of various metal salts to the root-interaction environment can impact rhythms, measured via the promoter:luciferase system. The consequences of these environmental changes were found to be varied and complex. Therefore, in addition to traditional Fourier-based analyses, we additionally apply novel wavelet-based spectral hypothesis testing and clustering methodologies to organize and understand the data. We are able to classify broad sets of responses to these metal salts, including those that increase, and those that decrease, the period, or which induce a lack of precision or disrupt any meaningful periodicity. Our methods are general, and may be applied to discover common responses and hidden structures within a wide range of biological time series data.
Collapse
Affiliation(s)
- Jessica K. Hargreaves
- Department of Mathematics, University of York, York, United Kingdom
- * E-mail: (JKH); (SJD)
| | | | - Amanda M. Davis
- Department of Biology, University of York, York, United Kingdom
| | - Freya Pullen
- Department of Biology, University of York, York, United Kingdom
| | - Marina I. Knight
- Department of Mathematics, University of York, York, United Kingdom
| | - Jon W. Pitchford
- Department of Mathematics, University of York, York, United Kingdom
- Department of Biology, University of York, York, United Kingdom
| | - Seth J. Davis
- Department of Biology, University of York, York, United Kingdom
- State Key Laboratory of Crop Stress Biology, School of Life Sciences, Henan University, Kaifeng, China
- * E-mail: (JKH); (SJD)
| |
Collapse
|
4
|
Hargreaves JK, Knight MI, Pitchford JW, Oakenfull RJ, Chawla S, Munns J, Davis SJ. Wavelet spectral testing: Application to nonstationary circadian rhythms. Ann Appl Stat 2019. [DOI: 10.1214/19-aoas1246] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
|