Quantitative plaque analysis with A.I.-augmented CCTA in end-stage renal disease and complex CAD

Geoffrey W Cho1, Ahmed K Ghanem2, Carlos G Quesada3

  • 1Division of Cardiology, David Geffen School of Medicine UCLA, Los Angeles, CA, USA.

Clinical Imaging
|July 14, 2022
PubMed

Insights

Artificial-intelligence augmented CCTA reveals significant plaque burden in end-stage renal disease (ESRD) patients, predominantly non-calcified plaque. This AI tool aids in characterizing coronary artery disease (CAD) despite calcification, offering potential for cardiac risk stratification.

Area of Science:

  • Cardiovascular Imaging
  • Artificial Intelligence in Medicine
  • Nephrology

Background:

  • Adverse cardiovascular events are a major cause of mortality in end-stage renal disease (ESRD) patients.
  • Atherosclerotic plaque characteristics (APC) may significantly contribute to cardiovascular risk in ESRD.
  • Atherosclerotic phenotypes in dialysis patients have not been well-described.

Purpose of the Study:

  • To define atherosclerotic plaque characteristics (APC) in dialysis patients.
  • To utilize artificial-intelligence augmented coronary computed tomography angiography (CCTA) for this characterization.
  • To investigate the feasibility of AI-CCTA in ESRD patients with potentially severe coronary calcification.

Main Methods:

  • Retrospective analysis of ESRD patients undergoing CCTA.
  • Utilized an FDA-approved artificial-intelligence augmented-CCTA program (Cleerly).
  • Evaluated coronary lesions for APCs including percent atheroma volume (PAV), low-density non-calcified plaque (LD-NCP), non-calcified plaque (NCP), calcified plaque (CP), and high-risk plaque (HRP).

Main Results:

  • 81.0% of 79 ESRD patients exhibited high-risk plaque (HRP).
  • Elevated plaque burden (TPV, LD-NCP, NCP, CP) was observed in patients with obstructive lesions.
  • Older patients (>65 years) showed more calcified plaque (CP) and higher PAV; men had more 2-feature plaques and higher plaque volumes.

Conclusions:

  • AI-augmented CCTA is feasible for characterizing coronary artery disease (CAD) in ESRD patients, even with severe calcification.
  • ESRD patients demonstrate elevated plaque burden and stenosis, primarily due to non-calcified plaque.
  • AI-augmented CCTA analysis of APCs shows promise for cardiac risk stratification in ESRD patients.
Abstract

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