Crucial events, randomness, and multifractality in heartbeats

Gyanendra Bohara1, David Lambert1, Bruce J West2

  • 1Center for Nonlinear Science, University of North Texas, P.O. Box 311427, Denton, Texas 76203-1427, USA.

Physical Review. E
|January 20, 2018
PubMed

Insights

This study links multifractality and crucial events in heartbeat dynamics. We show that increased uncorrelated events narrow the multifractal spectrum, unifying two diagnostic methods for distinguishing healthy from pathologic subjects.

Area of Science:

  • Physiology
  • Complex Systems Analysis
  • Information Theory

Background:

  • Multifractality quantifies physiological variability and is crucial for information transport in complex networks.
  • Two diagnostic techniques for heartbeat time series exist: one based on multifractal spectrum width, the other on the proportion of uncorrelated events.

Purpose of the Study:

  • To investigate the relationship between multifractality and crucial events in heartbeat dynamics.
  • To develop a unified diagnostic approach for distinguishing healthy from pathologic subjects using heartbeat time series analysis.

Main Methods:

  • Analysis of heartbeat time series data.
  • Mathematical modeling to explore the impact of uncorrelated events on multifractal spectra.
  • Comparison of two established diagnostic techniques.

Main Results:

  • A direct correlation was established: increasing uncorrelated Poisson-like events narrows the multifractal spectrum.
  • The two seemingly disparate diagnostic techniques were shown to be compatible.
  • A novel dynamic interpretation of multifractal processes was introduced.

Conclusions:

  • The findings reconcile two diagnostic methods for heartbeat variability.
  • This study provides a deeper understanding of multifractality in physiological systems.
  • The research offers a new perspective on analyzing complex physiological data.

Related Concept Videos

Elements Crucial for Effective Psychotherapy01:25

Elements Crucial for Effective Psychotherapy

Research has highlighted several critical factors that influence the effectiveness of psychotherapy, such as the therapeutic alliance, the therapist, and the client.
The Therapeutic Alliance
The therapeutic alliance refers to the relationship between the therapist and the client. The alliance strengthens when the therapist and the client engage in a nurturing, supportive, trusting, empathetic, and respectful relationship, improving therapeutic outcomes. Therapists must monitor this relationship...
357
Random Error01:04

Random Error

Random or indeterminate errors originate from various uncontrollable variables, such as variations in environmental conditions, instrument imperfections, or the inherent variability of the phenomena being measured. Usually, these errors cannot be predicted, estimated, or characterized because their direction and magnitude often vary in magnitude and direction even during consecutive measurements. As a result, they are difficult to eliminate. However, the aggregate effect of these errors can be...
9.9K
Random Variables01:09

Random Variables

A random variable is a single numerical value that indicates the outcome of a procedure. The concept of random variables is fundamental to the probability theory and was introduced by a Russian mathematician, Pafnuty Chebyshev, in the mid-nineteenth century.
Uppercase letters such as X or Y denote a random variable. Lowercase letters like x or y denote the value of a random variable. If X is a random variable, then X is written in words, and x is given as a number.
For example, let X = the...
17.9K
Randomized Experiments01:13

Randomized Experiments

The randomization process involves assigning study participants randomly to experimental or control groups based on their probability of being equally assigned. Randomization is meant to eliminate selection bias and balance known and unknown confounding factors so that the control group is similar to the treatment group as much as possible. A computer program and a random number generator can be used to assign participants to groups in a way that minimizes bias.
Simple randomization
Simple...
9.1K
Random and Systematic Errors01:20

Random and Systematic Errors

Scientists always try their best to record measurements with the utmost accuracy and precision. However, sometimes errors do occur. These errors can be random or systematic. Random errors are observed due to the inconsistency or fluctuation in the measurement process, or variations in the quantity itself that is being measured. Such errors fluctuate from being greater than or less than the true value in repeated measurements. Consider a scientist measuring the length of an earthworm using a...
15.4K
Integration of Synaptic Events01:28

Integration of Synaptic Events

Synaptic integration mainly includes the summation of graded potentials. Graded potentials, regardless of their type, cause subtle alterations in membrane voltage, resulting in either depolarization or hyperpolarization. These incremental changes, when combined or summed, can propel the neuron toward its threshold. Consider, for example, a membrane experiencing a +15 mV shift, causing it to depolarize from -70 mV to -55 mV. In this scenario, graded potentials govern the membrane's ability to...
4.3K