Machine learning detects symptomatic patients with carotid plaques based on 6-type calcium configuration classification on CT angiography

F Pisu, H Chen, B Jiang, G Zhu, MV Usai… - European …, 2024 - Springer
Objectives While the link between carotid plaque composition and cerebrovascular vascular
(CVE) events is recognized, the role of calcium configuration remains unclear. This study …

Machine Learning Detects Symptomatic Plaques in Patients With Carotid Atherosclerosis on CT Angiography

F Pisu, BJ Williamson, V Nardi… - Circulation …, 2024 - Am Heart Assoc
BACKGROUND: This study aimed to develop and validate a computed tomography
angiography based machine learning model that uses plaque composition data and degree …

CT angiography-based radiomics as a tool for carotid plaque characterization: a pilot study

S Cilla, G Macchia, J Lenkowicz, EH Tran, A Pierro… - La radiologia …, 2022 - Springer
Purposes Radiomics is a quantitative method able to analyze a high-throughput extraction of
minable imaging features. Herein, we aim to develop a CT angiography-based radiomics …

Deep learning-based fully automatic screening of carotid artery plaques in computed tomography angiography: a multicenter study

D Zhai, R Liu, Y Liu, H Yin, W Tang, J Yang, K Liu… - Clinical Radiology, 2024 - Elsevier
AIM To develop and validate a deep learning (DL) algorithm for the automated detection and
classification of carotid artery plaques (CAPs) on computed tomography angiography (CTA) …

Identification of vulnerable carotid plaque with CT-based radiomics nomogram

M Liu, N Chang, S Zhang, Y Du, X Zhang, W Ren… - Clinical Radiology, 2023 - Elsevier
AIM To develop and validate a radiomics nomogram for identifying high-risk carotid plaques
on computed tomography (CT) angiography (CTA). MATERIALS AND METHODS A total of …

Computed tomography scan based prediction of the vulnerable carotid plaque

HMH Diab, LM Rasmussen, S Duvnjak… - BMC Medical …, 2017 - Springer
Background Primary to validate a commercial semi-automated computed tomography
angiography (CTA)–software for vulnerable plaque detection compared to histology of …

Impact analysis of different CT configurations of carotid artery plaque calcifications on cerebrovascular events

L Saba, H Chen, R Cau, GD Rubeis… - American Journal …, 2022 - Am Soc Neuroradiology
BACKGROUND AND PURPOSE: CT is considered the standard reference both for
quantification and characterization of carotid artery calcifications. Our aim was to investigate …

Automated calcium burden measurement in internal carotid artery plaque with CT: a hierarchical adaptive approach.

L Saba, AV Bhavsar, A Gupta, EE Mtui… - … angiology: a journal …, 2015 - europepmc.org
Aim Calcium burden measurement in internal carotid artery (ICA) plaque could play an
important role in assessing stroke risk and stenosis quantification in the ICA. We propose an …

Radiomics signatures of carotid plaque on computed tomography angiography: an approach to identify symptomatic plaques

J Shi, Y Sun, J Hou, X Li, J Fan, L Zhang, R Zhang… - Clinical …, 2023 - Springer
Purpose To develop and validate a combined model incorporating conventional clinical and
imaging characteristics and radiomics signatures based on head and neck computed …

[HTML][HTML] Machine learning-based identification of symptomatic carotid atherosclerotic plaques with dual-energy computed tomography angiography

LJ Wang, PQ Zhai, LL Xue, CY Shi, Q Zhang… - Journal of Stroke and …, 2023 - Elsevier
Objective This study aimed to develop and validate a machine learning model incorporating
both dual-energy computed tomography (DECT) angiography quantitative parameters and …