Three-dimensional ultrasound evaluation of the effects of pomegranate therapy on carotid plaque texture using locality preserving projection

Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journal

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Author(s)

  • He Cui
  • Yimin Chen
  • Arna van Engelen
  • Marleen de Bruijne
  • M. Reza Azarpazhooh
  • Seyed Mojtaba Sohrevardi
  • J. David Spence

Related Research Unit(s)

Detail(s)

Original languageEnglish
Article number105276
Journal / PublicationComputer Methods and Programs in Biomedicine
Volume184
Online published12 Dec 2019
Publication statusPublished - Feb 2020

Abstract

Background and objective: Dietary supplements are expected to confer a smaller beneficial effect than medical treatments. Therefore, there is a need to develop cost-effective biomarkers that can demonstrate the efficacy of such supplements for carotid atherosclerosis. The aim of this study is to develop such a biomarker based on the changes of 376 plaque textural features measured from 3D ultrasound images.

Methods: Since the number of features (376) was greater than the number of subjects (171) in this study, principal component analysis (PCA) was applied to reduce the dimensionality of feature vectors. To generate a scalar biomarker for each subject, elements in the reduced feature vectors produced by PCA were weighted using locality preserving projections (LPP) to capture essential patterns exhibited locally in the feature space. 96 subjects treated by pomegranate juice and tablets, and 75 subjects receiving placebo-matching juice and tablets were evaluated in this study. The discriminative power of the proposed biomarker was evaluated and compared with existing biomarkers using t-tests. As the cost of a clinical trial is directly related to the number of subjects enrolled, the cost-effectiveness of the proposed biomarker was evaluated by sample size estimation. 

Results: The proposed biomarker was more able to discriminate plaque changes exhibited by the pomegranate and placebo groups than total plaque volume (TPV) according to the result of t-tests (TPV: = 0.34, Proposed biomarker: = 1.5×10−5). The sample size required by the new biomarker to detect a significant effect was 20 times smaller than that required by TPV. 

Conclusion: With the increase in cost-effectiveness afforded by the proposed biomarker, more proof-of-principle studies for novel treatment options could be performed.

Research Area(s)

  • 3D ultrasound imaging, Carotid atherosclerosis, Plaque texture, Pomegranate therapy

Citation Format(s)

Three-dimensional ultrasound evaluation of the effects of pomegranate therapy on carotid plaque texture using locality preserving projection. / Chen, Xueli; Lin, Mingquan; Cui, He; Chen, Yimin; van Engelen, Arna; de Bruijne, Marleen; Azarpazhooh, M. Reza; Sohrevardi, Seyed Mojtaba; Chow, Tommy W.S.; Spence, J. David; Chiu, Bernard.

In: Computer Methods and Programs in Biomedicine, Vol. 184, 105276, 02.2020.

Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journal