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Noninvasive Assessment of the Fractional Flow Reserve with the CT FFRc 1D Method: Final Results of a Pilot Study
BACKGROUND: Until recently, Russia did not utilize noninvasive fractional flow reserve (FFR) assessment. We developed an automated algorithm for noninvasive assessment of FFR based on a one-dimensional (1D) mathematical modeling. OBJECTIVE: The research aims to evaluate the diagnostic accuracy of th...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Ubiquity Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7792469/ https://www.ncbi.nlm.nih.gov/pubmed/33598381 http://dx.doi.org/10.5334/gh.837 |
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author | Gognieva, Daria Mitina, Yulia Gamilov, Timur Pryamonosov, Roman Vasilevskii, Yuriy Simakov, Sergey Liang, Fuyou Ternovoy, Sergey Serova, Natalya Tebenkova, Ekaterina Sinitsyn, Valentin Pershina, Ekaterina Abugov, Sergey Mardanian, Gaik Zakarian, Narek Kirakosian, Vardan Betelin, Vladimir Shchekochikhin, Dmitry Syrkin, Abram Kopylov, Philippe |
author_facet | Gognieva, Daria Mitina, Yulia Gamilov, Timur Pryamonosov, Roman Vasilevskii, Yuriy Simakov, Sergey Liang, Fuyou Ternovoy, Sergey Serova, Natalya Tebenkova, Ekaterina Sinitsyn, Valentin Pershina, Ekaterina Abugov, Sergey Mardanian, Gaik Zakarian, Narek Kirakosian, Vardan Betelin, Vladimir Shchekochikhin, Dmitry Syrkin, Abram Kopylov, Philippe |
author_sort | Gognieva, Daria |
collection | PubMed |
description | BACKGROUND: Until recently, Russia did not utilize noninvasive fractional flow reserve (FFR) assessment. We developed an automated algorithm for noninvasive assessment of FFR based on a one-dimensional (1D) mathematical modeling. OBJECTIVE: The research aims to evaluate the diagnostic accuracy of this algorithm. METHODS: The study enrolled 80 patients: 16 of them underwent 64-slice computed tomography – included retrospectively, 64 – prospectively, with a 640-slice CT scan. Specialists processed CT images and evaluated noninvasive FFR. Ischemia was confirmed if FFR < 0.80 and disproved if FFR ≥ 0.80. The prospective group of patients was hospitalized for invasive FFR assessment as a reference standard. If ischemic, patients underwent stent implantation. In the retrospective group, patients already had invasive FFR values. Statistical analysis was performed using GraphPad Prism 8. We compared two methods using a Bland–Altman plot and per-vessel ROC curve analysis. Considering the abnormality of distribution by the Kolmogorov-Smirnov test, we have used Spearman’s rank correlation coefficient. RESULTS: During data processing, three patients of the retrospective and 46 patients of the prospective group were excluded. The sensitivity of our method was 66.67% (95% CI: 46.71–82.03); the specificity was 78.95% (95% CI: 56.67–91.49), p = 0.0052, in the per-vessel analysis. In per-patient analysis, the sensitivity was 69.57% (95% CI: 49.13–84.40); the specificity was 87.50% (95% CI: 52.91–99.36), p = 0.0109. The area under the ROC curve in the per-vessel analysis was 77.52% (95% CI: 66.97–88.08), p < 0.0001. CONCLUSION: The obtained indices of sensitivity, specificity, PPV, and NPV are, in general, comparable to those in other studies. Moreover, the noninvasive values of FFR yielded a high correlation coefficient with the invasive values. However, the AUC was not high enough, 77.52 (95% CI: 66.97–88.08), p < 0.0001. The discrepancy is probably attributed to the initial data heterogeneity and low statistical power. |
format | Online Article Text |
id | pubmed-7792469 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Ubiquity Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-77924692021-02-16 Noninvasive Assessment of the Fractional Flow Reserve with the CT FFRc 1D Method: Final Results of a Pilot Study Gognieva, Daria Mitina, Yulia Gamilov, Timur Pryamonosov, Roman Vasilevskii, Yuriy Simakov, Sergey Liang, Fuyou Ternovoy, Sergey Serova, Natalya Tebenkova, Ekaterina Sinitsyn, Valentin Pershina, Ekaterina Abugov, Sergey Mardanian, Gaik Zakarian, Narek Kirakosian, Vardan Betelin, Vladimir Shchekochikhin, Dmitry Syrkin, Abram Kopylov, Philippe Glob Heart Original Research BACKGROUND: Until recently, Russia did not utilize noninvasive fractional flow reserve (FFR) assessment. We developed an automated algorithm for noninvasive assessment of FFR based on a one-dimensional (1D) mathematical modeling. OBJECTIVE: The research aims to evaluate the diagnostic accuracy of this algorithm. METHODS: The study enrolled 80 patients: 16 of them underwent 64-slice computed tomography – included retrospectively, 64 – prospectively, with a 640-slice CT scan. Specialists processed CT images and evaluated noninvasive FFR. Ischemia was confirmed if FFR < 0.80 and disproved if FFR ≥ 0.80. The prospective group of patients was hospitalized for invasive FFR assessment as a reference standard. If ischemic, patients underwent stent implantation. In the retrospective group, patients already had invasive FFR values. Statistical analysis was performed using GraphPad Prism 8. We compared two methods using a Bland–Altman plot and per-vessel ROC curve analysis. Considering the abnormality of distribution by the Kolmogorov-Smirnov test, we have used Spearman’s rank correlation coefficient. RESULTS: During data processing, three patients of the retrospective and 46 patients of the prospective group were excluded. The sensitivity of our method was 66.67% (95% CI: 46.71–82.03); the specificity was 78.95% (95% CI: 56.67–91.49), p = 0.0052, in the per-vessel analysis. In per-patient analysis, the sensitivity was 69.57% (95% CI: 49.13–84.40); the specificity was 87.50% (95% CI: 52.91–99.36), p = 0.0109. The area under the ROC curve in the per-vessel analysis was 77.52% (95% CI: 66.97–88.08), p < 0.0001. CONCLUSION: The obtained indices of sensitivity, specificity, PPV, and NPV are, in general, comparable to those in other studies. Moreover, the noninvasive values of FFR yielded a high correlation coefficient with the invasive values. However, the AUC was not high enough, 77.52 (95% CI: 66.97–88.08), p < 0.0001. The discrepancy is probably attributed to the initial data heterogeneity and low statistical power. Ubiquity Press 2021-01-04 /pmc/articles/PMC7792469/ /pubmed/33598381 http://dx.doi.org/10.5334/gh.837 Text en Copyright: © 2021 The Author(s) http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. See http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Original Research Gognieva, Daria Mitina, Yulia Gamilov, Timur Pryamonosov, Roman Vasilevskii, Yuriy Simakov, Sergey Liang, Fuyou Ternovoy, Sergey Serova, Natalya Tebenkova, Ekaterina Sinitsyn, Valentin Pershina, Ekaterina Abugov, Sergey Mardanian, Gaik Zakarian, Narek Kirakosian, Vardan Betelin, Vladimir Shchekochikhin, Dmitry Syrkin, Abram Kopylov, Philippe Noninvasive Assessment of the Fractional Flow Reserve with the CT FFRc 1D Method: Final Results of a Pilot Study |
title | Noninvasive Assessment of the Fractional Flow Reserve with the CT FFRc 1D Method: Final Results of a Pilot Study |
title_full | Noninvasive Assessment of the Fractional Flow Reserve with the CT FFRc 1D Method: Final Results of a Pilot Study |
title_fullStr | Noninvasive Assessment of the Fractional Flow Reserve with the CT FFRc 1D Method: Final Results of a Pilot Study |
title_full_unstemmed | Noninvasive Assessment of the Fractional Flow Reserve with the CT FFRc 1D Method: Final Results of a Pilot Study |
title_short | Noninvasive Assessment of the Fractional Flow Reserve with the CT FFRc 1D Method: Final Results of a Pilot Study |
title_sort | noninvasive assessment of the fractional flow reserve with the ct ffrc 1d method: final results of a pilot study |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7792469/ https://www.ncbi.nlm.nih.gov/pubmed/33598381 http://dx.doi.org/10.5334/gh.837 |
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