{"title":"阿利珠单抗增强斑块稳定效果--人工智能辅助光学相干断层扫描分析对阿利珠单抗治疗光学相干断层扫描估计的冠状动脉疾病患者薄帽纤维血管瘤(ALTAIR)研究的启示。","authors":"Tetsuya Yamamoto, Yoichiro Sugizaki, Hiroyuki Kawamori, Takayoshi Toba, Takashi Hiromasa, Satoru Sasaki, Hiroyuki Fujii, Tomoyo Hamana, Yuto Osumi, Seigo Iwane, Hiroshi Tsunamoto, Shota Naniwa, Yuki Sakamoto, Koshi Matsuhama, Yuta Fukuishi, Hiroya Okamoto, Kotaro Higuchi, Shengxian Tu, Ken-Ichi Hirata, Hiromasa Otake","doi":"10.1253/circj.CJ-24-0480","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Proprotein convertase subtilisin/kexin type 9 inhibitors stabilize vulnerable plaque, reducing cardiovascular events. However, manual optical coherence tomography (OCT) analysis of drug efficacy is challenging because of signal attenuation within lipid plaques.</p><p><strong>Methods and results: </strong>Twenty-four patients with thin-cap fibroatheroma were prospectively enrolled and randomized to receive alirocumab (75 mg every 2 weeks) plus rosuvastatin (10 mg/day) or rosuvastatin (10 mg/day) alone. OCT images at baseline and 36 weeks were analyzed manually and with artificial intelligence (AI)-aided software. AI-aided OCT analysis showed significantly greater percentage changes in the alirocumab+rosuvastatin vs. rosuvastatin-alone group in fibrous cap thickness (FCT; median [interquartile range] 212.3% [140.5-253.5%] vs. 88.6% [63.0-119.6%]; P=0.006) and lipid volume (median [interquartile range] -30.8% [-51.8%, -16.6%] vs. -2.1% [-21.6%, 4.3%]; P=0.015). Interobserver reproducibility for changes in minimum FCT and lipid index was relatively low for manual analysis (interobserver intraclass correlation coefficient [ICC] 0.780 and 0.499, respectively), but high for AI-aided analysis (interobserver ICC 0.999 and 1.000, respectively). Agreements between manual and AI-aided OCT analyses of FCT and the lipid index were acceptable (concordance correlation coefficients 0.859 and 0.833, respectively).</p><p><strong>Conclusions: </strong>AI-aided OCT analysis objectively showed greater plaque stabilization of adding alirocumab to rosuvastatin. Our results highlight the benefits of a fully automated AI-assisted approach for assessing drug efficacy, offering greater objectivity in evaluating serial changes in plaque stability vs. conventional OCT assessment.</p>","PeriodicalId":50691,"journal":{"name":"Circulation Journal","volume":" ","pages":"1809-1818"},"PeriodicalIF":3.1000,"publicationDate":"2024-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Enhanced Plaque Stabilization Effects of Alirocumab - Insights From Artificial Intelligence-Aided Optical Coherence Tomography Analysis of the Alirocumab for Thin-Cap Fibroatheroma in Patients With Coronary Artery Disease Estimated by Optical Coherence Tomography (ALTAIR) Study.\",\"authors\":\"Tetsuya Yamamoto, Yoichiro Sugizaki, Hiroyuki Kawamori, Takayoshi Toba, Takashi Hiromasa, Satoru Sasaki, Hiroyuki Fujii, Tomoyo Hamana, Yuto Osumi, Seigo Iwane, Hiroshi Tsunamoto, Shota Naniwa, Yuki Sakamoto, Koshi Matsuhama, Yuta Fukuishi, Hiroya Okamoto, Kotaro Higuchi, Shengxian Tu, Ken-Ichi Hirata, Hiromasa Otake\",\"doi\":\"10.1253/circj.CJ-24-0480\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Proprotein convertase subtilisin/kexin type 9 inhibitors stabilize vulnerable plaque, reducing cardiovascular events. However, manual optical coherence tomography (OCT) analysis of drug efficacy is challenging because of signal attenuation within lipid plaques.</p><p><strong>Methods and results: </strong>Twenty-four patients with thin-cap fibroatheroma were prospectively enrolled and randomized to receive alirocumab (75 mg every 2 weeks) plus rosuvastatin (10 mg/day) or rosuvastatin (10 mg/day) alone. OCT images at baseline and 36 weeks were analyzed manually and with artificial intelligence (AI)-aided software. AI-aided OCT analysis showed significantly greater percentage changes in the alirocumab+rosuvastatin vs. rosuvastatin-alone group in fibrous cap thickness (FCT; median [interquartile range] 212.3% [140.5-253.5%] vs. 88.6% [63.0-119.6%]; P=0.006) and lipid volume (median [interquartile range] -30.8% [-51.8%, -16.6%] vs. -2.1% [-21.6%, 4.3%]; P=0.015). Interobserver reproducibility for changes in minimum FCT and lipid index was relatively low for manual analysis (interobserver intraclass correlation coefficient [ICC] 0.780 and 0.499, respectively), but high for AI-aided analysis (interobserver ICC 0.999 and 1.000, respectively). Agreements between manual and AI-aided OCT analyses of FCT and the lipid index were acceptable (concordance correlation coefficients 0.859 and 0.833, respectively).</p><p><strong>Conclusions: </strong>AI-aided OCT analysis objectively showed greater plaque stabilization of adding alirocumab to rosuvastatin. Our results highlight the benefits of a fully automated AI-assisted approach for assessing drug efficacy, offering greater objectivity in evaluating serial changes in plaque stability vs. conventional OCT assessment.</p>\",\"PeriodicalId\":50691,\"journal\":{\"name\":\"Circulation Journal\",\"volume\":\" \",\"pages\":\"1809-1818\"},\"PeriodicalIF\":3.1000,\"publicationDate\":\"2024-10-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Circulation Journal\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1253/circj.CJ-24-0480\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2024/9/21 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q2\",\"JCRName\":\"CARDIAC & CARDIOVASCULAR SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Circulation Journal","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1253/circj.CJ-24-0480","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/9/21 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
引用次数: 0
摘要
背景:Proprotein convertase subtilisin/kexin type 9抑制剂能稳定易损斑块,减少心血管事件的发生。然而,由于脂质斑块内的信号衰减,手动光学相干断层扫描(OCT)分析药物疗效具有挑战性:24名薄盖纤维斑块患者被前瞻性地纳入研究,并随机接受阿利库单抗(75 毫克,每两周一次)加洛伐他汀(10 毫克/天)或单用洛伐他汀(10 毫克/天)治疗。对基线和36周时的OCT图像进行了人工分析和人工智能(AI)辅助软件分析。人工智能辅助 OCT 分析显示,阿利曲单抗+罗伐他汀组与单用罗伐他汀组相比,纤维帽厚度(FCT;中位数[四分位距] 212.3%[140.5-253.5%]vs.88.6%[63.0-119.6%];P=0.006)和血脂体积(中位数[四分位间范围]-30.8%[-51.8%,-16.6%]vs.-2.1%[-21.6%,4.3%];P=0.015)。人工分析最小 FCT 和血脂指数变化的观察者间再现性相对较低(观察者间平级内相关系数 [ICC] 分别为 0.780 和 0.499),但人工智能辅助分析的再现性较高(观察者间 ICC 分别为 0.999 和 1.000)。手动和人工智能辅助 OCT 分析 FCT 和血脂指数的一致性是可以接受的(一致性相关系数分别为 0.859 和 0.833):人工智能辅助 OCT 分析客观地显示,在罗伐他汀基础上添加阿利曲单抗能更好地稳定斑块。我们的研究结果凸显了全自动人工智能辅助药物疗效评估方法的优势,与传统的 OCT 评估相比,它能更客观地评估斑块稳定性的连续变化。
Enhanced Plaque Stabilization Effects of Alirocumab - Insights From Artificial Intelligence-Aided Optical Coherence Tomography Analysis of the Alirocumab for Thin-Cap Fibroatheroma in Patients With Coronary Artery Disease Estimated by Optical Coherence Tomography (ALTAIR) Study.
Background: Proprotein convertase subtilisin/kexin type 9 inhibitors stabilize vulnerable plaque, reducing cardiovascular events. However, manual optical coherence tomography (OCT) analysis of drug efficacy is challenging because of signal attenuation within lipid plaques.
Methods and results: Twenty-four patients with thin-cap fibroatheroma were prospectively enrolled and randomized to receive alirocumab (75 mg every 2 weeks) plus rosuvastatin (10 mg/day) or rosuvastatin (10 mg/day) alone. OCT images at baseline and 36 weeks were analyzed manually and with artificial intelligence (AI)-aided software. AI-aided OCT analysis showed significantly greater percentage changes in the alirocumab+rosuvastatin vs. rosuvastatin-alone group in fibrous cap thickness (FCT; median [interquartile range] 212.3% [140.5-253.5%] vs. 88.6% [63.0-119.6%]; P=0.006) and lipid volume (median [interquartile range] -30.8% [-51.8%, -16.6%] vs. -2.1% [-21.6%, 4.3%]; P=0.015). Interobserver reproducibility for changes in minimum FCT and lipid index was relatively low for manual analysis (interobserver intraclass correlation coefficient [ICC] 0.780 and 0.499, respectively), but high for AI-aided analysis (interobserver ICC 0.999 and 1.000, respectively). Agreements between manual and AI-aided OCT analyses of FCT and the lipid index were acceptable (concordance correlation coefficients 0.859 and 0.833, respectively).
Conclusions: AI-aided OCT analysis objectively showed greater plaque stabilization of adding alirocumab to rosuvastatin. Our results highlight the benefits of a fully automated AI-assisted approach for assessing drug efficacy, offering greater objectivity in evaluating serial changes in plaque stability vs. conventional OCT assessment.
期刊介绍:
Circulation publishes original research manuscripts, review articles, and other content related to cardiovascular health and disease, including observational studies, clinical trials, epidemiology, health services and outcomes studies, and advances in basic and translational research.