Reproducibility of an artificial intelligence optical coherence tomography software for tissue characterization: Implications for the design of longitudinal studies

被引:3
作者
Garg, Mohil [1 ]
Garcia-Garcia, Hector M. [2 ,24 ]
Calderon, Andrea Teira [3 ]
Gupta, Jaytin [4 ]
Sortur, Shrayus [4 ]
Levine, Molly B. [1 ]
Singla, Puneet [1 ]
Picchi, Andrea [5 ]
Sardella, Gennaro [6 ]
Adamo, Marianna [7 ]
Frigoli, Enrico [8 ]
Limbruno, Ugo [5 ]
Rigattieri, Stefano [9 ]
Diletti, Roberto [10 ]
Boccuzzi, Giacomo [11 ]
Zimarino, Marco [12 ]
Contarini, Marco [13 ]
Russo, Filippo [14 ]
Calabro, Paolo [15 ]
Ando, Giuseppe [16 ]
Varbella, Ferdinando [17 ]
Garducci, Stefano [18 ]
Palmieri, Cataldo [19 ]
Briguori, Carlo [20 ]
Sanchez, Jorge Sanz [21 ,22 ]
Valgimigli, Marco [23 ]
机构
[1] MedStar Washington Hosp Ctr, Dept Internal Med, Washington, DC USA
[2] MedStar Washington Hosp Ctr, Dept Intervent Cardiol, Washington, DC USA
[3] Hosp Univ Marques Valdecilla, Dept Cardiol, Santander, Spain
[4] MedStar Georgetown Univ Hosp, Dept Internal Med, Washington, DC USA
[5] Misericordia Hosp, Grosseto, Italy
[6] Sapienza Univ Rome, Policlin Umberto 1, Rome, Italy
[7] Azienda Osped Spedali Civili, Brescia, Italy
[8] Univ Bern, Clin Trials Unit, Bern, Switzerland
[9] Sandro Pertini Hosp, Rome, Italy
[10] Erasmus MC, Thoraxctr, Rotterdam, Netherlands
[11] San Giovanni Bosco Hosp, Turin, Italy
[12] Univ G Annunzio Chieti & Pescara, Chieti, Italy
[13] Osped Umberto I, Siracusa, Italy
[14] Azienda Osped St Anna, Como, Italy
[15] Univ Campania Luigi Vanvitelli, Dept Cardiothorac & Resp Sci, Div Cardiol, Naples, Italy
[16] Azienda Osped Univ G Martino, Messina, Italy
[17] ASL Torino 3, Osped Riuniti Rivoli, Cardiol Unit, Turin, Italy
[18] Unita Operativa Complessa Cardiol ASST Vimercate M, Vimercate, Italy
[19] CNR G Monasterio Fdn, Inst Clin Physiol, Massa, Italy
[20] Clin Mediterranea, Naples, Italy
[21] Ctr Invest Biomed Red CIBERCV, Madrid, Spain
[22] Hosp Univ & Politecn La Fe, Valencia, Spain
[23] Bern Univ Hosp, Swiss Cardiovasc Ctr Bern, Freiburgstr 8, Bern, Switzerland
[24] MedStar Washington Hosp Ctr, Sect Intervent Cardiol, 110 Irving St NW, Washington, DC 20010 USA
关键词
Optical coherence tomography; OCT; Artificial intelligence; FIBROUS-CAP THICKNESS; INTRAVASCULAR ULTRASOUND; CORONARY ATHEROSCLEROSIS; PLAQUE; DOCUMENT; THERAPY;
D O I
10.1016/j.carrev.2023.07.003
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: To assess the reproducibility of coronary tissue characterization by an Artificial Intelligence Optical Co-herence Tomography software (OctPlus, Shanghai Pulse Medical Imaging Technology Inc.). Methods: 74 patients presenting with multivessel ST-segment elevation myocardial infarction (STEMI) underwent op-tical coherence tomography (OCT) of the infarct-related artery at the end of primary percutaneous coronary interven-tion (PPCI) and during staged PCI (SPCI) within 7 days thereafter in the MATRIX (Minimizing Adverse Hemorrhagic Events by Transradial Access Site and angioX) Treatment-Duration study (ClinicalTrials.gov, NCT01433627). OCT films were run through the OctPlus software. The same region of interest between either side of the stent and the first branch was identified on OCT films for each patient at PPCI and SPCI, thus generating 94 pairs of segments. 42 pairs of segments were re-analyzed for intra-software difference. Five plaque characteristics including cholesterol crys-tal, fibrous tissue, calcium, lipid, and macrophage content were analyzed for various parameters (span angle, thick-ness, and area). Results: There was no statistically significant inter-catheter (between PPCI and SPCI) or intra-software difference in the mean values of all the parameters. Inter-catheter correlation for area was best seen for calcification [intraclass correlation coefficient (ICC) 0.86], followed by fibrous tissue (ICC 0.87), lipid (ICC 0.62), and macrophage (ICC 0.43). Some of the inter-catheter relative differences for area measurements were large: calcification 9.75 %; cholesterol crystal 74.10 %; fibrous tissue 5.90 %; lipid 4.66 %; and macrophage 1.23 %. By the intra-software measurements, there was an excellent correlation (ICC > 0.9) for all tissue types. The relative differences for area measurements were: calcification 0.64 %; cholesterol crystal 5.34 %; fibrous tissue 0.19 %; lipid 1.07 %; and macrophage 0.60 %. Features of vulnerable plaque, minimum fibrous cap thickness and lipid area showed acceptable reproducibility. Conclusion: The present study demonstrates an overall good reproducibility of tissue characterization by the Artificial Intelligence Optical Coherence Tomography software. In future longitudinal studies, investigators may use discretion in selecting the imaging endpoints and sample size, accounting for the observed relative differences in this study.
引用
收藏
页码:79 / 87
页数:9
相关论文
共 23 条
  • [1] [Anonymous], Pulse-Imaging
  • [2] Optical coherence tomography imaging of coronary atherosclerosis is affected by intraobserver and interobserver variability
    Brown, Adam J.
    Jaworski, Catherine
    Corrigan, Joseph P.
    de Silva, Ramesh
    Bennett, Martin R.
    Mahmoudi, Michael
    Hoole, Stephen P.
    West, Nick E. J.
    [J]. JOURNAL OF CARDIOVASCULAR MEDICINE, 2016, 17 (05) : 368 - 373
  • [3] Artificial intelligence and optical coherence tomography for the automatic characterisation of human atherosclerotic plaques
    Chu, Miao
    Jia, Haibo
    Gutierrez-Chico, Juan Luis
    Maehara, Akiko
    Ali, Ziad A.
    Zeng, Xiaoling
    He, Luping
    Zhao, Chen
    Matsumura, Mitsuaki
    Wu, Peng
    Zeng, Ming
    Kubo, Takashi
    Xu, Bo
    Chen, Lianglong
    Yu, Bo
    Mintz, Gary S.
    Wijns, William
    Holm, Niels R.
    Tu, Shengxian
    [J]. EUROINTERVENTION, 2021, 17 (01) : 41 - +
  • [4] Reproducibility of intravascular ultrasound and intracoronary Doppler measurements
    Gaster, AL
    Korsholm, L
    Thayssen, P
    Pedersen, KE
    Haghfelt, TH
    [J]. CATHETERIZATION AND CARDIOVASCULAR INTERVENTIONS, 2001, 53 (04) : 449 - 458
  • [5] Multi-laboratory inter-institute reproducibility study of IVOCT and IVUS assessments using published consensus document definitions
    Gerbaud, Edouard
    Weisz, Giora
    Tanaka, Atsushi
    Kashiwagi, Manabu
    Shimizu, Takehisa
    Wang, Lin
    Souza, Christiano
    Bouma, Brett E.
    Suter, Melissa J.
    Shishkov, Milen
    Ughi, Giovanni J.
    Halpern, Elkan F.
    Rosenberg, Mireille
    Waxman, Sergio
    Moses, Jeffrey W.
    Mintz, Gary S.
    Maehara, Akiko
    Tearney, Guillermo J.
    [J]. EUROPEAN HEART JOURNAL-CARDIOVASCULAR IMAGING, 2016, 17 (07) : 756 - 764
  • [6] Impact on Optical Coherence Tomographic Coronary Findings of Fluvastatin Alone Versus Fluvastatin plus Ezetimibe
    Habara, Maoto
    Nasu, Kenya
    Terashima, Mitsuyasu
    Ko, Euihong
    Yokota, Daisuke
    Ito, Tsuyoshi
    Kurita, Tairo
    Teramoto, Tomohiko
    Kimura, Masashi
    Kinoshita, Yoshihisa
    Tsuchikane, Etsuo
    Asakura, Yasushi
    Matsubara, Tetsuo
    Suzuki, Takahiko
    [J]. AMERICAN JOURNAL OF CARDIOLOGY, 2014, 113 (04) : 580 - 587
  • [7] Visualization of coronary atherosclerotic plaques in patients using optical coherence tomography: Comparison with intravascular ultrasound
    Jang, IK
    Bouma, BE
    Kang, DH
    Park, SJ
    Park, SW
    Seung, KB
    Choi, KB
    Shishkov, M
    Schlendorf, K
    Pomerantsev, E
    Houser, SL
    Aretz, HT
    Tearney, GJ
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2002, 39 (04) : 604 - 609
  • [8] Reproducibility of In Vivo Measurements for Fibrous Cap Thickness and Lipid Arc by OCT
    Kim, Soo-Joong
    Lee, Hang
    Kato, Koji
    Yonetsu, Taishi
    Xing, Lei
    Zhang, Shaosong
    [J]. JACC-CARDIOVASCULAR IMAGING, 2012, 5 (10) : 1072 - 1074
  • [9] Effect of Atorvastatin Therapy on Fibrous Cap Thickness in Coronary Atherosclerotic Plaque as Assessed by Optical Coherence Tomography
    Komukai, Kenichi
    Kubo, Takashi
    Kitabata, Hironori
    Matsuo, Yoshiki
    Ozaki, Yuichi
    Takarada, Shigeho
    Okumoto, Yasushi
    Shiono, Yasutsugu
    Orii, Makoto
    Shimamura, Kunihiro
    Ueno, Satoshi
    Yamano, Takashi
    Tanimoto, Takashi
    Ino, Yasushi
    Yamaguchi, Tomoyuki
    Kumiko, Hirata
    Tanaka, Atsushi
    Imanishi, Toshio
    Akagi, Hideharu
    Akasaka, Takashi
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2014, 64 (21) : 2207 - 2217
  • [10] Intracoronary imaging of coronary atherosclerosis: validation for diagnosis, prognosis and treatment
    Koskinas, Konstantinos C.
    Ughi, Giovanni J.
    Windecker, Stephan
    Tearney, Guillermo J.
    Raeber, Lorenz
    [J]. EUROPEAN HEART JOURNAL, 2016, 37 (06) : 524 - U91