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利用磁场测量中的偶极追踪对胃电活动进行的理论与计算多元回归研究。

Theoretical and computational multiple regression study of gastric electrical activity using dipole tracing from magnetic field measurements.

作者信息

Irimia Andrei, Beauchamp John J, Bradshaw L Alan

机构信息

Living State Physics Laboratories, Department of Physics and Astronomy, Vanderbilt University, Station B, Box 1807, Nashville, TN 37235 USA.

出版信息

J Biol Phys. 2004 Sep;30(3):239-59. doi: 10.1023/B:JOBP.0000046737.71194.62.

Abstract

The biomagnetic inverse problem has captured the interest of both mathematicians and physicists due to its important applications in the medical field. As a result of our experience in analyzing the electrical activity of the gastric smooth muscle, we present here a theoretical model of the magnetic field in the stomach and a computational implementation whereby we demonstrate its realism and usefulness. The computational algorithm developed for this purpose consists of dividing the magnetic field signal input surface into centroid-based grids that allow recursive least-squares approximations to be applied, followed by comparison tests in which the locations of the best-fitting current dipoles are determined. In the second part of the article, we develop a multiple-regression analysis of experimental gastric magnetic data collected using Superconducting QUantum Interference Device (SQUID) magnetometers and successfully processed using our algorithm. As a result of our analysis, we conclude on statistical grounds that it is sufficient to model the electrical activity of the GI tract using only two electric current dipoles in order to account for the magnetic data recorded non-invasively with SQUID magnetometers above the human abdomen.

摘要

生物磁逆问题因其在医学领域的重要应用而引起了数学家和物理学家的关注。基于我们在分析胃平滑肌电活动方面的经验,我们在此提出胃内磁场的理论模型以及一种计算实现方法,借此展示其真实性和实用性。为此开发的计算算法包括将磁场信号输入表面划分为基于质心的网格,以便应用递归最小二乘近似,随后进行比较测试,确定最佳拟合电流偶极子的位置。在文章的第二部分,我们对使用超导量子干涉装置(SQUID)磁力计收集并使用我们的算法成功处理的实验性胃磁数据进行了多元回归分析。经过分析,我们基于统计学得出结论:仅使用两个电流偶极子对胃肠道的电活动进行建模就足以解释在人体腹部上方使用SQUID磁力计无创记录的磁数据。

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