Estimating uterine source current during contractions using magnetomyography measurements
Authors:
Open Access
- 23 August 2018
- journal article
- research article
- Published by Public Library of Science (PLoS) in PLOS ONE
- Vol. 13 (8) , e0202184
Abstract
Understanding the uterine source of the electrophysiological activity of contractions during pregnancy is of scientific interest and potential clinical applications. In this work, we propose a method to estimate uterine source currents from magnetomyography (MMG) temporal course measurements on the abdominal surface. In particular, we develop a linear forward model, based on the quasistatic Maxwell’s equations and a realistic four-compartment volume conductor, relating the magnetic fields to the source currents on the uterine surface through a lead-field matrix. To compute the lead-field matrix, we use a finite element method that considers the anisotropic property of the myometrium. We estimate the source currents by minimizing a constrained least-squares problem to solve the non-uniqueness issue of the inverse problem. Because we lack the ground truth of the source current, we propose to predict the intrauterine pressure from our estimated source currents by using an absolute-value-based method and compare the result with real abdominal deflection recorded during contractile activity. We test the feasibility of the lead-field matrix by displaying the lead fields that are generated by putative source currents at different locations in the myometrium: cervix and fundus, left and right, front and back. We then illustrate our method by using three synthetic MMG data sets, which are generated using our previously developed multiscale model of uterine contractions, and three real MMG data sets, one of which has simultaneous real abdominal deflection measurements. The numerical results demonstrate the ability of our method to capture the local contractile activity of human uterus during pregnancy. Moreover, the predicted intrauterine pressure is in fair agreement with the real abdominal deflection with respect to the timing of uterine contractions.Keywords
Funding Information
- National Institute of Biomedical Imaging and Bioengineering (R01EB016567)
This publication has 44 references indexed in Scilit:
- The Electrical Activities of the Uterus During PregnancyReproductive Sciences, 2013
- Multiscale forward electromagnetic model of uterine contractions during pregnancyBMC Medical Physics, 2012
- Induction of labour for improving birth outcomes for women at or beyond termCochrane Database of Systematic Reviews, 2012
- Post-term birth and the risk of behavioural and emotional problems in early childhoodInternational Journal of Epidemiology, 2012
- Emergent Behaviors in a Deterministic Model of the Human UterusReproductive Sciences, 2010
- Patterns of electrical propagation in the intact pregnant guinea pig uterusAmerican Journal of Physiology-Regulatory, Integrative and Comparative Physiology, 2008
- Prediction of Intrauterine Pressure From Electrohysterography Using Optimal Linear FilteringIEEE Transactions on Biomedical Engineering, 2006
- Distinguishing Between Moving and Stationary Sources Using EEG/MEG Measurements With an Application to EpilepsyIEEE Transactions on Biomedical Engineering, 2005
- Keep it simple: a case for using classical minimum norm estimation in the analysis of EEG and MEG dataNeuroImage, 2004
- Uterine Activity in Late Pregnancy and During Parturition in the RatBiology of Reproduction, 1969