nparACT
nparACT computes non-parametric measures from actigraphy recordings to quantify sleep–wake patterns and circadian activity characteristics.
Key Features:
- Non-Parametric Measures: nparACT computes Interdaily Stability (IS), Intradaily Variability (IV), and Relative Amplitude (RA) from actigraphy data.
- Interdaily Stability (IS): IS assesses the consistency of activity levels across different days.
- Intradaily Variability (IV): IV measures fragmentation within a single day by quantifying fluctuations in activity levels.
- Relative Amplitude (RA): RA quantifies the difference between peak and trough activity levels to reflect circadian rhythm robustness.
- Activity Periods (M10): Calculates start times and mean activity for the ten consecutive hours with maximal activity (M10).
- Activity Periods (L5): Determines start times and mean activity for the five consecutive hours with minimal activity (L5).
- Customizable L-value (Lflex): Computes an L-value (least activity value) over a user-defined time span termed Lflex.
- Data Handling: Supports analysis of single and multiple actigraphy files.
- Visualization: Provides plotting functions for computed parameters and activity patterns.
- Implementation: Implemented as an R package.
Scientific Applications:
- Sleep–wake pattern monitoring: Quantifies sleep–wake patterns from actigraphy recordings for observational studies.
- Intervention studies: Evaluates effects of experimental or clinical interventions on circadian rhythms and daily activity stability.
- Chronobiology and sleep medicine: Supports research in chronobiology, sleep medicine, and related fields focused on temporal behavior patterns.
Methodology:
Computes non-parametric measures (IS, IV, RA) from movement-sensor actigraphy recordings, calculates M10 and L5 start times and mean activity, computes Lflex over user-defined spans, supports single/multiple file input, and produces plots of the computed parameters.
Topics
Details
- License:
- GPL-2.0
- Tool Type:
- command-line tool
- Operating Systems:
- Windows, Mac
- Programming Languages:
- R
- Added:
- 10/31/2018
- Last Updated:
- 1/13/2019
Operations
Publications
Blume C, Santhi N, Schabus M. ‘nparACT’ package for R: A free software tool for the non-parametric analysis of actigraphy data. MethodsX. 2016;3:430-435. doi:10.1016/j.mex.2016.05.006. PMID:27294030. PMCID:PMC4890079.