PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
December 20, 2011IEEE Transactions on Biomedical Engineering120 citations

Accounting for Respiration is Necessary to Reliably Infer Granger Causality From Cardiovascular Variability Series

View Full Paper
APAlberto PortaTBTito BassaniVBVlasta Bari

Key Points

  • To determine whether accounting for respiration is necessary to reliably infer Granger causality between heart period and systolic arterial pressure.
  • Simulated bivariate autoregressive closed-loop models with and without an exogenous signal to determine the estimation bias induced by omitted sources.

Structured PICO

P
Population
19 healthy subjects and simulated data based on a bivariate autoregressive closed-loop model
I
Intervention
Accounting for respiration (R) when assessing causality between heart period (HP) and systolic arterial pressure (SAP)
C
Comparator
Assessing causality without taking into consideration respiration
O
Outcome
Bias on causality (percentage of closed-loop interactions and fraction of unidirectional causality from HP to SAP)surrogate

Accounting for respiration is necessary to reliably infer Granger causality between heart period and systolic arterial pressure and correctly assess the role of the baroreflex.

Abstract

This study was designed to demonstrate the need of accounting for respiration (R) when causality between heart period (HP) and systolic arterial pressure (SAP) is under scrutiny. Simulations generated according to a bivariate autoregressive closed-loop model were utilized to assess how causality changes as a function of the model parameters. An exogenous (X) signal was added to the bivariate autoregressive closed-loop model to evaluate the bias on causality induced when the X source was disregarded. Causality was assessed in the time domain according to a predictability improvement approach (i.e., Granger causality). HP and SAP variability series were recorded with R in 19 healthy subjects during spontaneous and controlled breathing at 10, 15, and 20 breaths/min. Simulations proved the importance of accounting for X signals. During spontaneous breathing, assessing causality without taking into consideration R leads to a significantly larger percentage of closed-loop interactions and a smaller fraction of unidirectional causality from HP to SAP. This finding was confirmed during paced breathing and it was independent of the breathing rate. These results suggest that the role of baroreflex cannot be correctly assessed without accounting for R.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

Porta et al. (2011) studied this question.

synapsesocial.com/papers/6a1cd766c1a6f558a750b6c4https://doi.org/10.1109/tbme.2011.2180379
Ask AI
Helpful
Bookmark
Share
View Full Paper