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Published on: April 17, 2019
Antral contraction rate estimation from dynamic antral scintigraphy using Hilbert-Huang transform.
Panasun Ngamsirijit1, Tongchatra Watcharawittayakul2, Pisit Jarumaneeroj3
1Department of Industrial Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok, 10330, Thailand; Chulalongkorn University Biomedical Imaging Group, Department of Radiology, Faculty of Medicine, Chulalongkorn University, Bangkok, 10330, Thailand.
The Hilbert-Huang transform (HHT) offers superior gastric antral contraction rate (ACR) analysis from dynamic antral scintigraphy (DAS) compared to Fourier transform (FT). HHT provides more accurate ACR estimates, aiding in gastrointestinal disease diagnosis.
Area of Science:
- Gastroenterology
- Medical Imaging Analysis
- Signal Processing
Background:
- Dynamic antral scintigraphy (DAS) is used to assess gastric motility.
- Conventional Fourier transform (FT) analysis of DAS data has limitations in capturing non-stationary gastric antral contraction rate (ACR) properties.
- Accurate ACR measurement is crucial for diagnosing gastrointestinal motility disorders.
Purpose of the Study:
- To evaluate the efficacy of the Hilbert-Huang transform (HHT) for estimating ACR from DAS data.
- To compare the performance of HHT against the conventional FT method in ACR analysis.
- To explore the potential of HHT-enhanced DAS for noninvasive gastrointestinal disease diagnosis.
Main Methods:
- Time activity curves were extracted from DAS data of 18 healthy volunteers.
- Both FT and HHT analyses were applied to the extracted time activity curves.
- Key statistical metrics including mean, standard deviation (SD), and root mean square error (RMSE) were compared between the two methods.
Main Results:
- The HHT method demonstrated significantly smaller SD (p<0.00001) and RMSE (0.72 cpm vs. 1.59 cpm) compared to FT.
- HHT yielded a substantially lower relative SD for ACR (13.3% vs. 53.7%) and frequency values.
- HHT analysis proved more robust in estimating ACR from non-stationary DAS signals.
Conclusions:
- The Hilbert-Huang transform (HHT) significantly outperforms the conventional Fourier transform (FT) for ACR estimation in dynamic antral scintigraphy (DAS).
- HHT's ability to handle non-stationary data improves the accuracy and reliability of ACR measurements.
- This advanced analytical approach holds promise for developing effective noninvasive diagnostic tools for gastrointestinal tract diseases.
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