Estimating uterine source current during contractions using magnetomyography measurements.

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...

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Main Authors: Mengxue Zhang, Patricio S La Rosa, Hari Eswaran, Arye Nehorai
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2018-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC6121809?pdf=render
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spelling doaj-c5f6fc3ab1ef4553add95535dfec95cc2020-11-25T02:33:21ZengPublic Library of Science (PLoS)PLoS ONE1932-62032018-01-01138e020218410.1371/journal.pone.0202184Estimating uterine source current during contractions using magnetomyography measurements.Mengxue ZhangPatricio S La RosaHari EswaranArye NehoraiUnderstanding 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.http://europepmc.org/articles/PMC6121809?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Mengxue Zhang
Patricio S La Rosa
Hari Eswaran
Arye Nehorai
spellingShingle Mengxue Zhang
Patricio S La Rosa
Hari Eswaran
Arye Nehorai
Estimating uterine source current during contractions using magnetomyography measurements.
PLoS ONE
author_facet Mengxue Zhang
Patricio S La Rosa
Hari Eswaran
Arye Nehorai
author_sort Mengxue Zhang
title Estimating uterine source current during contractions using magnetomyography measurements.
title_short Estimating uterine source current during contractions using magnetomyography measurements.
title_full Estimating uterine source current during contractions using magnetomyography measurements.
title_fullStr Estimating uterine source current during contractions using magnetomyography measurements.
title_full_unstemmed Estimating uterine source current during contractions using magnetomyography measurements.
title_sort estimating uterine source current during contractions using magnetomyography measurements.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2018-01-01
description 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.
url http://europepmc.org/articles/PMC6121809?pdf=render
work_keys_str_mv AT mengxuezhang estimatinguterinesourcecurrentduringcontractionsusingmagnetomyographymeasurements
AT patricioslarosa estimatinguterinesourcecurrentduringcontractionsusingmagnetomyographymeasurements
AT harieswaran estimatinguterinesourcecurrentduringcontractionsusingmagnetomyographymeasurements
AT aryenehorai estimatinguterinesourcecurrentduringcontractionsusingmagnetomyographymeasurements
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