Literature DB >> 21509593

Completely automated robust edge snapper for carotid ultrasound IMT measurement on a multi-institutional database of 300 images.

Filippo Molinari1, U Rajendra Acharya, Guang Zeng, Kristen M Meiburger, Jasjit S Suri.   

Abstract

The carotid intima-media thickness (IMT) is the most used marker for the progression of atherosclerosis and onset of cardiovascular diseases. Computer-aided measurements improve accuracy and precision, but usually require user interaction. In this paper we characterized a new and completely automated technique for carotid segmentation and IMT measurement based on the merits of two previously developed techniques. We used an integrated approach of intelligent image feature extraction and line fitting for automatically locating the carotid artery in the image frame, followed by wall interfaces extraction based on a Gaussian edge operator. We called our system-CARES. We validated CARES on a multi-institutional database of 300 carotid ultrasound images. The IMT measurement bias was 0.032 ± 0.141 mm. Our novel approach of CARES processed 96% of the images in the database taken from two different institutions. In order to evaluate its performance, the figure-of-merit (FoM) was defined as the percent ratio between the average IMT computed by CARES and the one obtained from manual tracings by expert sonographers. The estimated FoM by CARES was 95.7%. Comparing the IMT bias of CARES with our previously published method CALEX that showed an IMT bias equal to 0.099 ± 0.137 mm, CARES improved the IMT accuracy by 67%, while increasing the standard deviation by 3%. CARES could be a useful research tool for processing large datasets in multi-center studies involving atherosclerosis.

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Year:  2011        PMID: 21509593     DOI: 10.1007/s11517-011-0781-8

Source DB:  PubMed          Journal:  Med Biol Eng Comput        ISSN: 0140-0118            Impact factor:   2.602


  29 in total

1.  Use of monitoring software to improve the measurement of carotid wall thickness by B-mode imaging.

Authors:  P J Touboul; P Prati; P Y Scarabin; V Adrai; E Thibout; P Ducimetière
Journal:  J Hypertens Suppl       Date:  1992-07

2.  Comments on: A methodology for evaluation of boundary detection algorithms on medical images.

Authors:  Carlos Alberola-López; Marcos Martín-Fernández; Juan Ruiz-Alzola
Journal:  IEEE Trans Med Imaging       Date:  2004-05       Impact factor: 10.048

3.  Intima-media thickness: setting a standard for a completely automated method of ultrasound measurement.

Authors:  Filippo Molinari; Guang Zeng; Jasjit S Suri
Journal:  IEEE Trans Ultrason Ferroelectr Freq Control       Date:  2010-05       Impact factor: 2.725

Review 4.  A state of the art review on intima-media thickness (IMT) measurement and wall segmentation techniques for carotid ultrasound.

Authors:  Filippo Molinari; Guang Zeng; Jasjit S Suri
Journal:  Comput Methods Programs Biomed       Date:  2010-05-15       Impact factor: 5.428

5.  Snakes based segmentation of the common carotid artery intima media.

Authors:  C P Loizou; C S Pattichis; M Pantziaris; T Tyllis; A Nicolaides
Journal:  Med Biol Eng Comput       Date:  2007-01-03       Impact factor: 2.602

6.  Comparison of B-mode, M-mode and Hough transform methods for measurement of arterial diastolic and systolic diameters.

Authors:  S Golemati; J Stoitsis; T Balkizas; K Nikita
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2005

Review 7.  Interrelationships among HDL metabolism, aging, and atherosclerosis.

Authors:  Michael Walter
Journal:  Arterioscler Thromb Vasc Biol       Date:  2009-08-10       Impact factor: 8.311

Review 8.  Evaluation of atherosclerosis with B-mode ultrasound imaging.

Authors:  P Pignoli; T Longo
Journal:  J Nucl Med Allied Sci       Date:  1988 Jul-Sep

Review 9.  Mannheim intima-media thickness consensus.

Authors:  P-J Touboul; M G Hennerici; S Meairs; H Adams; P Amarenco; M Desvarieux; S Ebrahim; M Fatar; R Hernandez Hernandez; S Kownator; P Prati; T Rundek; A Taylor; N Bornstein; L Csiba; E Vicaut; K S Woo; F Zannad
Journal:  Cerebrovasc Dis       Date:  2004-11-02       Impact factor: 2.762

Review 10.  Measurement of carotid intima-media thickness to assess progression and regression of atherosclerosis.

Authors:  Eric de Groot; Sander I van Leuven; Raphaël Duivenvoorden; Marijn C Meuwese; Fatima Akdim; Michiel L Bots; John Jp Kastelein
Journal:  Nat Clin Pract Cardiovasc Med       Date:  2008-03-11
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  8 in total

1.  Automatic segmentation of carotid B-mode images using fuzzy classification.

Authors:  Rui Rocha; Jorge Silva; Aurélio Campilho
Journal:  Med Biol Eng Comput       Date:  2012-03-14       Impact factor: 2.602

2.  Simultaneous extraction of carotid artery intima-media interfaces in ultrasound images: assessment of wall thickness temporal variation during the cardiac cycle.

Authors:  Guillaume Zahnd; Maciej Orkisz; André Sérusclat; Philippe Moulin; Didier Vray
Journal:  Int J Comput Assist Radiol Surg       Date:  2014-07       Impact factor: 2.924

3.  Detection of the intima and media layer thickness of ultrasound common carotid artery image using efficient active contour segmentation technique.

Authors:  N Santhiyakumari; P Rajendran; M Madheswaran; S Suresh
Journal:  Med Biol Eng Comput       Date:  2011-07-20       Impact factor: 2.602

Review 4.  Cardiovascular Risk Stratification in Diabetic Retinopathy via Atherosclerotic Pathway in COVID-19/Non-COVID-19 Frameworks Using Artificial Intelligence Paradigm: A Narrative Review.

Authors:  Smiksha Munjral; Mahesh Maindarkar; Puneet Ahluwalia; Anudeep Puvvula; Ankush Jamthikar; Tanay Jujaray; Neha Suri; Sudip Paul; Rajesh Pathak; Luca Saba; Renoh Johnson Chalakkal; Suneet Gupta; Gavino Faa; Inder M Singh; Paramjit S Chadha; Monika Turk; Amer M Johri; Narendra N Khanna; Klaudija Viskovic; Sophie Mavrogeni; John R Laird; Gyan Pareek; Martin Miner; David W Sobel; Antonella Balestrieri; Petros P Sfikakis; George Tsoulfas; Athanasios Protogerou; Durga Prasanna Misra; Vikas Agarwal; George D Kitas; Raghu Kolluri; Jagjit Teji; Mustafa Al-Maini; Surinder K Dhanjil; Meyypan Sockalingam; Ajit Saxena; Aditya Sharma; Vijay Rathore; Mostafa Fatemi; Azra Alizad; Vijay Viswanathan; Padukode R Krishnan; Tomaz Omerzu; Subbaram Naidu; Andrew Nicolaides; Mostafa M Fouda; Jasjit S Suri
Journal:  Diagnostics (Basel)       Date:  2022-05-14

Review 5.  A Review on Joint Carotid Intima-Media Thickness and Plaque Area Measurement in Ultrasound for Cardiovascular/Stroke Risk Monitoring: Artificial Intelligence Framework.

Authors:  Mainak Biswas; Luca Saba; Tomaž Omerzu; Amer M Johri; Narendra N Khanna; Klaudija Viskovic; Sophie Mavrogeni; John R Laird; Gyan Pareek; Martin Miner; Antonella Balestrieri; Petros P Sfikakis; Athanasios Protogerou; Durga Prasanna Misra; Vikas Agarwal; George D Kitas; Raghu Kolluri; Aditya Sharma; Vijay Viswanathan; Zoltan Ruzsa; Andrew Nicolaides; Jasjit S Suri
Journal:  J Digit Imaging       Date:  2021-06-02       Impact factor: 4.903

6.  An improved approach for accurate and efficient measurement of common carotid artery intima-media thickness in ultrasound images.

Authors:  Qiang Li; Wei Zhang; Xin Guan; Yu Bai; Jing Jia
Journal:  Biomed Res Int       Date:  2014-08-18       Impact factor: 3.411

7.  Automatic Lumen Detection on Longitudinal Ultrasound B-Mode Images of the Carotid Using Phase Symmetry.

Authors:  José Rouco; Elsa Azevedo; Aurélio Campilho
Journal:  Sensors (Basel)       Date:  2016-03-09       Impact factor: 3.576

8.  Unseen Artificial Intelligence-Deep Learning Paradigm for Segmentation of Low Atherosclerotic Plaque in Carotid Ultrasound: A Multicenter Cardiovascular Study.

Authors:  Pankaj K Jain; Neeraj Sharma; Luca Saba; Kosmas I Paraskevas; Mandeep K Kalra; Amer Johri; John R Laird; Andrew N Nicolaides; Jasjit S Suri
Journal:  Diagnostics (Basel)       Date:  2021-12-02
  8 in total

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