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DOI: 10.1055/a-2271-0887
The value of AI-based analysis of fractional flow reserve of volume computed tomographically detected coronary artery stenosis with regard to their hemodynamic relevance
Article in several languages: English | deutsch
Abstract
Purpose The aim of our work was to demonstrate the importance of artificial intelligence-based analysis of fractional flow reserves of computed tomographically detected coronary artery stenosis with regard to their hemodynamic relevance in patients with unclear chest pain and suspected stable coronary heart disease with a low to medium pre-test probability.
Material and Methods The collective of our retrospective analysis includes 63 patients in whom coronary artery stenosis was detected by volume computed tomographic examination in “one beat, whole heart” mode in the period from March to October 2022. In these patients, the fractional flow reserve was also determined by computed tomography, which was modulated by the use of artificial intelligence.
Results The calculated values of the fractional flow reserve and the degrees of stenosis determined by computed tomography showed a moderate and significant negative correlation for all three coronary vascular territories (LAD/CX/RCA) (correlation coefficient rho = 0.54/0.54/0.6; p < 0.01 respectively). In just over a third (37.6 %) of all stenoses classified as high-grade by computed tomography, the assessment of hemodynamic relevance by calculating the fractional flow reserve deviated from the severity of the stenosis diagnosed by computed tomography, while the results in the peripheral areas “no stenosis/vascular occlusion” were 100 % consistent in each case.
Conclusion The present results of this work illustrate that the calculation of the fractional flow reserve based on artificial intelligence as a supplement to volume computed tomography of the heart can make a decisive contribution to further therapy planning by increasing the specificity of the purely morphological method by the physiological aspect.
Key Points
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Calculation of fractional flow reserve is a useful addition to computed tomography of the heart.
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It provides possibility to dispense with unnecessary further diagnostics by increasing specificity.
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The combination of both procedures leads to therapy optimization for patients.
Citation Format
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Noblé H, Mühlbauer N, Ehling J et al. The value of AI-based analysis of fractional flow reserve of volume computed tomographically detected coronary artery stenosis with regard to their hemodynamic relevance. Fortschr Röntgenstr 2024; 196: 1253 – 1261
Publication History
Received: 27 September 2023
Accepted: 13 February 2024
Article published online:
17 April 2024
© 2024. Thieme. All rights reserved.
Georg Thieme Verlag KG
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References
- 1 Deutsche Herzstiftung 33. Deutscher Herzbericht 2021. https://www.herzstiftung.de/service-und-aktuelles/publikationen-und-medien/herzbericht Zugriff am 01.03.2023
- 2 DESTATIS Todesursachenstatistik 2021. https://www.destatis.de/DE/Themen/Gesellschaft-Umwelt/Gesundheit/Todesursachen/_inhalt.html Zugriff am 27.02.2023
- 3 Busch U. Dreidimensionale Körperwelten- 50 Jahre Computertomografie. https://www.drg.de/de-DE/10046/50-jahre-ct-teil-2/ Zugriff am 01.03.2023
- 4 Schlosser T. CT-Koronarangiografien. In: Thelen M, Erbel R, Kreitner K. etµal. Hrsg. Bildgebende Kardiodiagnostik. 1. Auflage. Stuttgart: Thieme; 2010
- 5 GE Healthcare. TrueFidelityTM – Computertomografie mit KI. http://www.gehealthcare.de/products/computed-tomography/truefidelity Zugriff am 30.04.2023
- 6 Nasser TK, Mohler 3rd ER, Wilensky RL. et al. Peripheral vascular complications following coronary interventional procedures. Clin Cardiol 1995; 18 (11) 609-614
- 7 Davis C, VanRiper S, Longstreet J. et al. Vascular complications of coronary interventions. Heart Lung 1997; 26 (02) 118-127
- 8 Deutsche Herzstiftung. Herzkatheteruntersuchung bei der koronaren Herzkrankheit. http://www.herzstiftung.de/infos-zu-herzerkrankungen/koronare-herzkrankheit/herzkatheteruntersuchung Zugriff am 09.03.2023
- 9 Bundesärztekammer (BÄK), Kassenärztliche Bundesvereinigung (KBV), Arbeitsgemeinschaft der Wissenschaftlichen Medizinischen Fachgesellschaften (AWMF). Nationale VersorgungsLeitlinie Chronische KHK- Leitlinienreport, Version 6.0. 2022 [cited: 2023-02-27]. www.leitlinien.de/khk
- 10 Baumann S, Overhoff D, Tesche C. et al. Morphologische und funktionelle Diagnostik der koronaren Herzkrankheit mittels Computertomografie. Herz 2023; 48: 39-47
- 11 HeartFlow FFRct Analysis. https://www.heartflow.com/heartflow-ffrct-analysis/article/our-technology-core/ Zugriff am 13.03.2023
- 12 Nørgaard BL, Leipsic J, Gaur S. et al. Diagnostic performance of noninvasive fractional flow reserve derived from coronary computed tomography angiography in suspected coronary artery disease: the NXT trial (Analysis of Coronary Blood FLow Using CT Angiography: Next Steps). Int J Cardiol 2014; 63 (12) 1145-1155
- 13 Maurovich-Horvat P, Bosserdt M, Kofoed KF. The DISCHARGE Trial Group. et al. CT or Invasive Coronary Aniography in Stable Chest Pain. N Engl J Med 2022; 386: 1591-1602
- 14 2021 AHA/ACC/ASE/CHEST/SAEM/SCCT/SCMR Guideline for the Evaluation and Diagnosis of Chest Pain: A Repport of the American College of Cardioloy/American Heart Association Joint Committee on Clinical Practice Guidelines. J Am Coll Cardiol 2021; 78 (22) e187-e285
- 15 Knuuti J, Wijns W, Saraste A. et al. 2019 ESC Guidelines for the diagnosis and management of chronic coronary syndromes. Eur Heart J 2020; 41 (44) 4242
- 16 Klauss V. Fraktionelle Flussreserve: Chancen und Grenzen des Verfahrens. Dtsch Arztebl 2016; 113 (12) 30
- 17 Raijah P, Cummings KW, Williamson E. et al. CT Fractional Flow Reserve: A Practical Guide to Application, Interpretation, and Problem Solving. Radiographics 2022; 42 (02) 340-358
- 18 Koo BK, Erglis A, Doh J-H. et al. Diagnosis of Ischemia Causing Coronary Stenoses by Noninvasive Fractional Flow Reserve Computed From Coronary Computesd Tomogrphic Angiograms: Results From the Prospective Multicenter DISCOVER-FLOW (Diagnosis of Ischemia-Causing Stenoses Obbtained Via Noninvasive Fractional Flow Reserve) Study. J Am Coll Cardiol 2011; 58 (19) 1989-1997
- 19 Patel MR, Nørgaard BL, Fairbairn TA. et al. 1-Year Impact on Medical Practice and Clinical Outcomes of FFRct: The ADVANCE Registry. J Am Coll Cardiol Img 2020; 13 (1_Part_1): 97-105
- 20 Ballmoos MW, Haring B, Juillerat P. et al. Meta-analysis: diagnostic performance of low-radiation-dose coronary computed tomography angiography. Ann Intern Med 2011; 154 (06) 413-420
- 21 Li S, Ni Q, Wu H. et al. Diagnostic accuracy of 320-slice computed tomography angiography for detection of coronary artery stenosis: meta-analysis. Int J Cardiol 2013; 168 (03) 2699-2697
- 22 Sieren MM, Maintz D, Gutberlet M. et al. Current Status of Cardiovascualr Imaging in Germany: Structured Data from the National Certification Program, ESCR Registry, and Survey among Radiologists. Fortschr Röntgenstr 2022; 194 (02) 181-191
- 23 Zimmermann FM, Ferrara A, Johnson NP. et al. Deferral vs. performance of percutaneous coronary intervention of functionally non-significant coronary stenosis. 15-year follow-up of the DEFER trial. European Heart Journal 2015; 36 (45) 3182-3188
- 24 Patel MR, Peterson ED, Dai D. et al. Low Diagnostic Yield of Elective Coronary ANgiography. N Engl J Med 2010; 362 (10) 886-895
- 25 Maron DJ, Hochman JS, Reynolds HR. et al. Initial Invasive or Conservative Strategy for Stable Coronary Disease. N Engl J Med 2020; 382: 1395-1407