A Respiratory Motion Estimation Method Based on Inertial Measurement Units for Gated Positron Emission Tomography
Eero Lehtonen1, Jarmo Teuho2, Juho Koskinen1
1Department of Computing, University of Turku, 20014 Turku, Finland.
Sensors (Basel, Switzerland)
|July 2, 2021
Summary
We developed a new method using microelectromechanical systems (MEMS) inertial measurement units (IMUs) to accurately estimate respiratory motion. This technique improves motion estimation for positron emission tomography (PET) imaging and other applications.
Area of Science:
- Biomedical Engineering
- Medical Imaging Physics
- Wearable Sensor Technology
Background:
- Respiratory motion significantly impacts medical imaging quality, particularly in Positron Emission Tomography (PET).
- Accurate respiratory motion estimation is crucial for improving image resolution and quantitative accuracy in PET scans.
- Current methods for respiratory motion estimation can be complex or lack quantitative precision.
Purpose of the Study:
- To introduce a novel method for estimating respiratory motion using commercial microelectromechanical systems (MEMS) inertial measurement units (IMUs).
- To apply this method for amplitude gating in PET imaging and compare its performance against a standard clinical technique.
- To enable quantitative estimation of both magnitude and phase of respiratory motion from chest and abdomen.
Main Methods:
- Utilized MEMS-based IMUs to capture chest and abdominal movements.
- Developed algorithms to detect respiratory cycles and estimate their length, magnitude, and phase.
- Compared the novel IMU-based method against a clinically used respiratory motion estimation technique in a cohort of patients.
Main Results:
- The IMU-based method demonstrated state-of-the-art accuracy in detecting respiratory cycles and estimating their lengths.
- Achieved an absolute breathing rate error of 0.44 ± 0.23 1/min and an absolute amplitude error of 0.24 ± 0.09 cm in subjects with acute myocardial infarction.
- This is the first IMU-based method using commercial MEMS devices capable of quantitative magnitude and phase estimation.
Conclusions:
- The novel MEMS IMU method offers a simplified and accurate approach to respiratory motion estimation for PET imaging.
- The technique has the potential to enhance PET imaging logistics and enable advanced organ motion studies.
- This method provides a robust platform for quantitative respiratory motion analysis using accessible wearable sensors.
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