Citation: Vecsey-Nagy, M.; Jokkel, Z.;
Jermendy, Á.L.; Nagy, M.;
Boussoussou, M.; Vattay, B.;
Kolossváry, M.; Csobay-Novák, C.;
Amin-Spector, S.; Merkely, B.; et al.
The Impact of Novel Reconstruction
Algorithms on Calcium Scoring:
Results on a Dedicated Cardiac CT
Scanner. Diagnostics 2023, 13, 789.
https://doi.org/10.3390/
diagnostics13040789
Academic Editor: Andrea D. Annoni
Received: 27 December 2022
Revised: 27 January 2023
Accepted: 10 February 2023
Published: 20 February 2023
Copyright: © 2023 by the authors.
Licensee MDPI, Basel, Switzerland.
This article is an open access article
distributed under the terms and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/).
diagnostics
Article
The Impact of Novel Reconstruction Algorithms on Calcium
Scoring: Results on a Dedicated Cardiac CT Scanner
Milán Vecsey-Nagy
1,
*
,†
, Zsófia Jokkel
1,†
, Ádám Levente Jermendy
1
, Martin Nagy
1
, Melinda Boussoussou
1
,
Borbála Vattay
1
,Márton Kolossváry
2,3
, Csaba Csobay-Novák
1
, Sigal Amin-Spector
4
,Béla Merkely
1
and Bálint Szilveszter
1
1
Heart and Vascular Center, Semmelweis University, 68. Varosmajor Street, 1122 Budapest, Hungary
2
Gottsegen National Cardiovascular Center, 29. Haller Street, 1096 Budapest, Hungary
3
Physiological Controls Research Center, University Research and Innovation Center, Óbuda University,
96/b Bécsi út, 1034 Budapest, Hungary
4
Arineta Ltd., 15. Khalamish Street, P.O. Box 3057, Caesarea 3088900, Israel
* Correspondence: vecsey_nagy.milan@med.semmelweis-univ.hu
† These authors contributed equally to this work.
Abstract: Contemporary reconstruction algorithms yield the potential of reducing radiation expo-
sure by denoising coronary computed tomography angiography (CCTA) datasets. We aimed to
assess the reliability of coronary artery calcium score (CACS) measurements with an advanced
adaptive statistical iterative reconstruction (ASIR-CV) and model-based adaptive filter (MBAF2)
designed for a dedicated cardiac CT scanner by comparing them to the gold-standard filtered back
projection (FBP) calculations. We analyzed non-contrast coronary CT images of 404 consecutive
patients undergoing clinically indicated CCTA. CACS and total calcium volume were quantified and
compared on three reconstructions (FBP, ASIR-CV, and MBAF2+ASIR-CV). Patients were classified
into risk categories based on CACS and the rate of reclassification was assessed. Patients were
categorized into the following groups based on FBP reconstructions: 172 zero CACS, 38 minimal
(1–10), 87 mild (11–100), 57 moderate (101–400), and 50 severe (400<). Overall, 19/404 (4.7%) pa-
tients were reclassified into a lower-risk group with MBAF2+ASIR-CV, while 8 additional patients
(27/404, 6.7%) shifted downward when applying stand-alone ASIR-CV. The total calcium volume
with FBP was 7.0 (0.0–133.25) mm
3
, 4.0 (0.0–103.5) mm
3
using ASIR-CV, and 5.0 (0.0–118.5) mm
3
with
MBAF2+ASIR-CV (all comparisons p < 0.001). The concomitant use of ASIR-CV and MBAF2 may
allow the reduction of noise levels while maintaining similar CACS values as FBP measurements.
Keywords: coronary artery disease; coronary artery calcium score; image reconstruction; cardiovascular risk
1. Introduction
Coronary artery disease (CAD) is responsible for approximately half of cardiovascular
disease (CVD) associated deaths; meanwhile, CVDs remain the leading cause of morbidity
and mortality worldwide [1,2]. Although there are several pharmacological methods and
lifestyle options available for primary and secondary prevention of CVDs, identifying
patients who could benefit most from early initiation of therapy remains a significant
challenge [3]. Traditional risk models incorporating markers such as age and sex provide
limited accuracy at an individual level to guide patient management [4]. Therefore, further
methods are needed for the prediction of CV risk in order to provide precise early detection
and risk stratification for patients [5].
Coronary artery calcium score (CACS) is a robust non-invasive diagnostic marker for
the quantification of calcified coronary atherosclerotic burden [6]. CACS can be measured
using non-contrast cardiac CT scans with relatively low radiation exposure; nevertheless,
it provides valuable prognostic information regarding future cardiovascular events in
both symptomatic and asymptomatic patients [7]. Several population-based studies have
Diagnostics 2023, 13, 789. https://doi.org/10.3390/diagnostics13040789 https://www.mdpi.com/journal/diagnostics