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Implementation of an AI Algorithm in Clinical Practice to Reduce Missed Incidental Pulmonary Embolisms on Chest CT and Its Impact on Short-Term Survival. 在临床实践中实施人工智能算法以减少胸部 CT 上遗漏的意外肺栓塞及其对短期生存率的影响。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-09 DOI: 10.1097/RLI.0000000000001122
Vera Inka Josephin Graeve, Simin Laures, Andres Spirig, Hasan Zaytoun, Claudia Gregoriano, Philipp Schuetz, Felice Burn, Sebastian Schindera, Tician Schnitzler
<p><strong>Objectives: </strong>A substantial number of incidental pulmonary embolisms (iPEs) in computed tomography scans are missed by radiologists in their daily routine. This study analyzes the radiological reports of iPE cases before and after implementation of an artificial intelligence (AI) algorithm for iPE detection. Furthermore, we investigate the anatomic distribution patterns within missed iPE cases and mortality within a 90-day follow-up in patients before and after AI use.</p><p><strong>Materials and methods: </strong>This institutional review board-approved observational single-center study included 5298 chest computed tomography scans performed for reasons other than suspected pulmonary embolism (PE). We compared 2 cohorts: cohort 1, consisting of 1964 patients whose original radiology reports were generated before the implementation of an AI algorithm, and cohort 2, consisting of 3334 patients whose scans were analyzed after the implementation of an Food and Drug Administration-approved and CE-certified AI algorithm for iPE detection (Aidoc Medical, Tel Aviv, Israel). For both cohorts, any discrepancies between the original radiology reports and the AI results were reviewed by 2 thoracic imaging subspecialized radiologists. In the original radiology report and in case of discrepancies with the AI algorithm, the expert review served as reference standard. Sensitivity, specificity, prevalence, negative predictive value (NPV), and positive predictive value (PPV) were calculated. The rates of missed iPEs in both cohorts were compared statistically using STATA (Version 17.1). Kaplan-Meier curves and Cox proportional hazards models were used for survival analysis.</p><p><strong>Results: </strong>In cohort 1 (mean age 70.6 years, 48% female [n = 944], 52% male [n = 1020]), the prevalence of confirmed iPE was 2.2% (n = 42), and the AI detected 61 suspicious iPEs, resulting in a sensitivity of 95%, a specificity of 99%, a PPV of 69%, and an NPV of 99%. Radiologists missed 50% of iPE cases in cohort 1. In cohort 2 (mean age 69 years, 47% female [n = 1567], 53% male [n = 1767]), the prevalence of confirmed iPEs was 1.7% (56/3334), with AI detecting 59 suspicious cases (sensitivity 90%, specificity 99%, PPV 95%, NPV 99%). The rate of missed iPEs by radiologists dropped to 7.1% after AI implementation, showing a significant improvement (P < 0.001). Most overlooked iPEs (61%) were in the right lower lobe. The survival analysis showed no significantly decreased 90-day mortality rate, with a hazards ratio of 0.95 (95% confidence interval, 0.45-1.96; P = 0.88).</p><p><strong>Conclusions: </strong>The implementation of an AI algorithm significantly reduced the rate of missed iPEs from 50% to 7.1%, thereby enhancing diagnostic accuracy. Despite this improvement, the 90-day mortality rate remained unchanged. These findings highlight the AI tool's potential to assist radiologists in accurately identifying iPEs, although its implementation does not si
目的:放射科医生在日常工作中遗漏了大量计算机断层扫描中的偶发肺栓塞(iPE)。本研究分析了采用人工智能(AI)算法检测 iPE 前后 iPE 病例的放射学报告。此外,我们还调查了人工智能使用前后漏诊 iPE 病例的解剖分布模式和 90 天随访期间的死亡率:这项经机构审查委员会批准的单中心观察性研究纳入了 5298 例因疑似肺栓塞(PE)以外的原因而进行的胸部计算机断层扫描。我们对两个队列进行了比较:队列 1 由 1964 名患者组成,其原始放射学报告是在实施人工智能算法之前生成的;队列 2 由 3334 名患者组成,其扫描结果是在实施经食品药品管理局批准和 CE 认证的用于检测 iPE 的人工智能算法(Aidoc Medical,以色列特拉维夫)之后进行分析的。对于这两个队列,原始放射学报告与人工智能结果之间的任何差异均由 2 名胸部成像专业放射科医生进行审查。在原始放射学报告和人工智能算法不一致的情况下,专家审查结果作为参考标准。计算灵敏度、特异性、患病率、阴性预测值(NPV)和阳性预测值(PPV)。使用 STATA(17.1 版)对两个队列的 iPE 漏诊率进行了统计比较。采用卡普兰-梅耶曲线和考克斯比例危险模型进行生存分析:在队列 1(平均年龄 70.6 岁,48% 为女性 [n = 944],52% 为男性 [n = 1020])中,确诊 iPE 的发生率为 2.2%(n = 42),人工智能检测出 61 例可疑 iPE,灵敏度为 95%,特异性为 99%,PPV 为 69%,NPV 为 99%。在队列 1 中,放射医师漏诊了 50% 的 iPE 病例。在队列 2 中(平均年龄 69 岁,47% 为女性 [n = 1567],53% 为男性 [n = 1767]),确诊 iPE 的发病率为 1.7%(56/3334),人工智能检测出 59 例可疑病例(灵敏度 90%,特异性 99%,PPV 95%,NPV 99%)。实施人工智能后,放射科医生漏诊 iPE 的比例降至 7.1%,显示出显著改善(P < 0.001)。大多数被忽略的 iPE(61%)位于右下叶。生存分析显示,90天死亡率没有明显下降,危险比为0.95(95%置信区间,0.45-1.96;P = 0.88):结论:采用人工智能算法后,iPE 的漏诊率从 50% 显著降至 7.1%,从而提高了诊断的准确性。尽管有所改善,但 90 天死亡率仍保持不变。这些发现凸显了人工智能工具在协助放射科医生准确识别 iPE 方面的潜力,尽管其实施并不会对短期存活率产生重大影响。值得注意的是,大多数漏诊的 iPE 位于右下叶,这表明放射科医生在评估时应特别注意这一区域。
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引用次数: 0
Editorial: Hot Topics in Diagnostic Imaging-Encompassing Advances in MR, Photon-Counting CT, and Ultrasound. 社论:诊断成像的热门话题--包括磁共振、光子计数 CT 和超声波的进展。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-09 DOI: 10.1097/RLI.0000000000001124
Val M Runge, Johannes T Heverhagen
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引用次数: 0
Tungsten-Based Contrast Agent for Photon-Counting Detector CT Angiography in Calcified Coronaries: Comparison to Iodine in a Cardiovascular Phantom. 用于钙化冠状动脉光子计数探测器 CT 血管造影的钨基造影剂:在心血管模型中与碘对比。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-03-25 DOI: 10.1097/RLI.0000000000001073
Thomas Sartoretti, Michael C McDermott, Lion Stammen, Bibi Martens, Lukas J Moser, Gregor Jost, Hubertus Pietsch, Ralf Gutjahr, Tristan Nowak, Bernhard Schmidt, Thomas G Flohr, Joachim E Wildberger, Hatem Alkadhi
<p><strong>Objectives: </strong>Calcified plaques induce blooming artifacts in coronary computed tomography angiography (CCTA) potentially leading to inaccurate stenosis evaluation. Tungsten represents a high atomic number, experimental contrast agent with different physical properties than iodine. We explored the potential of a tungsten-based contrast agent for photon-counting detector (PCD) CCTA in heavily calcified coronary vessels.</p><p><strong>Materials and methods: </strong>A cardiovascular phantom exhibiting coronaries with calcified plaques was imaged on a first-generation dual-source PCD-CT. The coronaries with 3 different calcified plaques were filled with iodine and tungsten contrast media solutions equating to iodine and tungsten delivery rates (IDR and TDR) of 0.3, 0.5, 0.7, 1.0, 1.5, 2.0, 2.5, and 3.0 g/s, respectively. Electrocardiogram-triggered sequential acquisitions were performed in the spectral mode (QuantumPlus). Virtual monoenergetic images (VMIs) were reconstructed from 40 to 190 keV in 1 keV increments. Blooming artifacts and percentage error stenoses from calcified plaques were quantified, and attenuation characteristics of both contrast media were recorded.</p><p><strong>Results: </strong>Blooming artifacts from calcified plaques were most pronounced at 40 keV (78%) and least pronounced at 190 keV (58%). Similarly, percentage error stenoses were highest at 40 keV (48%) and lowest at 190 keV (2%), respectively. Attenuation of iodine decreased monotonically in VMIs from low to high keV, with the strongest decrease from 40 keV to 100 keV (IDR of 2.5 g/s: 1279 HU at 40 keV, 187 HU at 100 kV, and 35 HU at 190 keV). The attenuation of tungsten, on the other hand, increased monotonically as a function of VMI energy, with the strongest increase between 40 and 100 keV (TDR of 2.5 g/s: 202 HU at 40 keV, 661 HU at 100 kV, and 717 HU at 190 keV). For each keV level, the relationship between attenuation and IDR/TDR could be described by linear regressions ( R2 ≥ 0.88, P < 0.001). Specifically, attenuation increased linearly when increasing the delivery rate irrespective of keV level or contrast medium. Iodine exhibited the highest relative increase in attenuation values at lower keV levels when increasing the IDR. Conversely, for tungsten, the greatest relative increase in attenuation values occurred at higher keV levels when increasing the TDR. When high keV imaging is desirable to reduce blooming artifacts from calcified plaques, IDR has to be increased at higher keV levels to maintain diagnostic vessel attenuation (ie, 300 HU), whereas for tungsten, TDR can be kept constant or can be even reduced at high keV energy levels.</p><p><strong>Conclusions: </strong>Tungsten's attenuation characteristics in relation to VMI energy levels are reversed to those of iodine, with tungsten exhibiting high attenuation values at high keV levels and vice versa. Thus, tungsten shows promise for high keV imaging CCTA with PCD-CT as-in distinction t
目的:钙化斑块会在冠状动脉计算机断层扫描血管造影(CCTA)中产生花斑伪影,可能导致血管狭窄评估不准确。钨是一种高原子序数的实验造影剂,其物理性质与碘不同。我们探索了钨基造影剂在重度钙化冠状动脉血管中用于光子计数探测器(PCD)CCTA 的潜力:在第一代双源 PCD-CT 上对一个心血管模型进行成像,该模型显示了冠状动脉钙化斑块。在带有 3 个不同钙化斑块的冠状动脉中分别注入碘和钨造影剂溶液,碘和钨的输送率(IDR 和 TDR)分别为 0.3、0.5、0.7、1.0、1.5、2.0、2.5 和 3.0 g/s。心电图触发的顺序采集在光谱模式(QuantumPlus)下进行。虚拟单能图像(VMI)以 1 keV 为增量从 40 到 190 keV 进行重建。对钙化斑块产生的出血伪影和狭窄百分比误差进行了量化,并记录了两种造影剂的衰减特性:结果:钙化斑块产生的开花伪影在 40 keV 时最明显(78%),在 190 keV 时最不明显(58%)。同样,狭窄的误差百分比在 40 千伏时最高(48%),在 190 千伏时最低(2%)。碘的衰减在 VMI 中从低到高 keV 单调下降,从 40 keV 到 100 keV 的下降幅度最大(2.5 g/s 的 IDR:40 keV 为 1279 HU,100 kV 为 187 HU,190 keV 为 35 HU)。另一方面,钨的衰减随 VMI 能量的增加而单调增加,在 40 至 100 千伏之间的增幅最大(2.5 克/秒的 TDR:40 千伏时为 202 HU,100 千伏时为 661 HU,190 千伏时为 717 HU)。在每个千伏级,衰减和 IDR/TDR 之间的关系都可以用线性回归来描述(R2 ≥ 0.88,P < 0.001)。具体地说,无论keV水平或造影剂如何,当递送速率增加时,衰减都呈线性增加。当增加 IDR 时,碘在较低 keV 水平上的衰减值相对增幅最大。相反,对于钨,当增加 TDR 时,衰减值的最大相对增幅出现在较高的 keV 水平。当需要高KeV成像以减少钙化斑块产生的花斑伪影时,必须在较高的KeV水平下增加IDR以保持诊断血管的衰减(即300 HU),而对于钨,TDR可以保持不变,甚至可以在高KeV能量水平下降低:结论:钨的衰减特性与 VMI 能量水平的关系与碘相反,钨在高 keV 能量水平时表现出高衰减值,反之亦然。因此,钨有望用于 PCD-CT 的高千伏成像 CCTA,因为与碘不同的是,钨可以实现高血管衰减和低钙化斑块产生的花斑伪影。
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引用次数: 0
Image Quality and Radiation Exposure in Abdominal Angiography: A Head-to-Head Comparison of Conventional Detector-Dose-Driven Versus Contrast-to-Noise Ratio-Driven Exposure Control at Various Source-to-Image Receptor Distances and Collimations in a Pilot Phantom and Animal Study. 腹部血管造影的图像质量和辐射暴露:在试验模型和动物研究中,在不同光源到图像受体距离和准直度下,传统探测器剂量驱动与对比度-噪声比驱动曝光控制的头对头比较。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-03-27 DOI: 10.1097/RLI.0000000000001079
Thomas Werncke, Lena S Becker, Sabine K Maschke, Jan B Hinrichs, Timo C H Meine, Cornelia L A Dewald, Inga Brüsch, Regina Rumpel, Frank K Wacker, Bernhard C Meyer

Objectives: This phantom and animal pilot study aimed to compare image quality and radiation exposure between detector-dose-driven exposure control (DEC) and contrast-to-noise ratio (CNR)-driven exposure control (CEC) as functions of source-to-image receptor distance (SID) and collimation.

Materials and methods: First, an iron foil simulated a guide wire in a stack of polymethyl methacrylate and aluminum plates representing patient thicknesses of 15, 25, and 35 cm. Fluoroscopic images were acquired using 5 SIDs ranging from 100 to 130 cm and 2 collimations (full field of view, collimated field of view: 6 × 6 cm). The iron foil CNRs were calculated, and radiation doses in terms of air kerma rate were obtained and assessed using a multivariate regression. Second, 5 angiographic scenarios were created in 2 anesthetized pigs. Fluoroscopic images were acquired at 2 SIDs (110 and 130 cm) and both collimations. Two blinded experienced readers compared image quality to the reference image using full field of view at an SID of 110 cm. Air kerma rate was obtained and compared using t tests.

Results: Using DEC, both CNR and air kerma rate increased significantly at longer SID and collimation below the air kerma rate limit. When using CEC, CNR was significantly less dependent of SID, collimation, and patient thickness. Air kerma rate decreased at longer SID and tighter collimation. After reaching the air kerma rate limit, CEC behaved similarly to DEC. In the animal study using DEC, image quality and air kerma rate increased with longer SID and collimation ( P < 0.005). Using CEC, image quality was not significantly different than using longer SID or tighter collimation. Air kerma rate was not significantly different at longer SID but lower using collimation ( P = 0.012).

Conclusions: CEC maintains the image quality with varying SID and collimation stricter than DEC, does not increase the air kerma rate at longer SID and reduces it with tighter collimation. After reaching the air kerma rate limit, CEC and DEC perform similarly.

研究目的这项模型和动物试验研究旨在比较探测器剂量驱动的曝光控制(DEC)和对比度-噪声比(CNR)驱动的曝光控制(CEC)之间的图像质量和辐射暴露,作为源到图像受体距离(SID)和准直的函数:首先,在代表患者厚度为 15、25 和 35 厘米的聚甲基丙烯酸甲酯和铝板堆中,用铁箔模拟导丝。使用 100 厘米至 130 厘米的 5 个 SID 和 2 种准直方式(全视场、准直视场:6 × 6 厘米)采集透视图像。计算了铁箔 CNR,获得了以空气瘢痕率表示的辐射剂量,并使用多元回归法进行了评估。其次,在 2 头麻醉猪身上创建了 5 个血管造影场景。以两种 SID(110 厘米和 130 厘米)和两种准直度获取透视图像。两名经验丰富的盲人阅读者将图像质量与 SID 为 110 厘米的全视野参考图像进行比较。结果显示,使用 DEC 时,CNR 和 Air Kerma 率均有所提高:结果:使用 DEC 时,在较长的 SID 和准直度低于空气柯玛率限制时,CNR 和空气柯玛率都显著增加。使用 CEC 时,CNR 对 SID、准直度和患者厚度的依赖性明显降低。SID 越长、准直度越紧时,空气erma 率越低。在达到空气热玛率极限后,CEC 的表现与 DEC 相似。在使用 DEC 进行的动物实验中,图像质量和空气割波率随着 SID 和准直度的延长而增加(P < 0.005)。使用 CEC 时,图像质量与使用更长的 SID 或更严格的准直没有明显差异。使用较长的 SID 时,空气 kerma 率没有明显差异,但使用准直度较低(P = 0.012):结论:与 DEC 相比,CEC 可在不同 SID 和更严格准直条件下保持图像质量,在较长的 SID 条件下不会增加空气瘢痕率,而在更严格准直条件下会降低空气瘢痕率。在达到空气热玛率极限后,CEC 和 DEC 的表现相似。
{"title":"Image Quality and Radiation Exposure in Abdominal Angiography: A Head-to-Head Comparison of Conventional Detector-Dose-Driven Versus Contrast-to-Noise Ratio-Driven Exposure Control at Various Source-to-Image Receptor Distances and Collimations in a Pilot Phantom and Animal Study.","authors":"Thomas Werncke, Lena S Becker, Sabine K Maschke, Jan B Hinrichs, Timo C H Meine, Cornelia L A Dewald, Inga Brüsch, Regina Rumpel, Frank K Wacker, Bernhard C Meyer","doi":"10.1097/RLI.0000000000001079","DOIUrl":"10.1097/RLI.0000000000001079","url":null,"abstract":"<p><strong>Objectives: </strong>This phantom and animal pilot study aimed to compare image quality and radiation exposure between detector-dose-driven exposure control (DEC) and contrast-to-noise ratio (CNR)-driven exposure control (CEC) as functions of source-to-image receptor distance (SID) and collimation.</p><p><strong>Materials and methods: </strong>First, an iron foil simulated a guide wire in a stack of polymethyl methacrylate and aluminum plates representing patient thicknesses of 15, 25, and 35 cm. Fluoroscopic images were acquired using 5 SIDs ranging from 100 to 130 cm and 2 collimations (full field of view, collimated field of view: 6 × 6 cm). The iron foil CNRs were calculated, and radiation doses in terms of air kerma rate were obtained and assessed using a multivariate regression. Second, 5 angiographic scenarios were created in 2 anesthetized pigs. Fluoroscopic images were acquired at 2 SIDs (110 and 130 cm) and both collimations. Two blinded experienced readers compared image quality to the reference image using full field of view at an SID of 110 cm. Air kerma rate was obtained and compared using t tests.</p><p><strong>Results: </strong>Using DEC, both CNR and air kerma rate increased significantly at longer SID and collimation below the air kerma rate limit. When using CEC, CNR was significantly less dependent of SID, collimation, and patient thickness. Air kerma rate decreased at longer SID and tighter collimation. After reaching the air kerma rate limit, CEC behaved similarly to DEC. In the animal study using DEC, image quality and air kerma rate increased with longer SID and collimation ( P < 0.005). Using CEC, image quality was not significantly different than using longer SID or tighter collimation. Air kerma rate was not significantly different at longer SID but lower using collimation ( P = 0.012).</p><p><strong>Conclusions: </strong>CEC maintains the image quality with varying SID and collimation stricter than DEC, does not increase the air kerma rate at longer SID and reduces it with tighter collimation. After reaching the air kerma rate limit, CEC and DEC perform similarly.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":null,"pages":null},"PeriodicalIF":7.0,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140287429","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Countering Calcium Blooming With Personalized Contrast Media Injection Protocols: The 1-2-3 Rule for Photon-Counting Detector CCTA. 用个性化的造影剂注射方案对抗钙盛行:光子计数探测器 CCTA 的 1-2-3 规则。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-05-15 DOI: 10.1097/RLI.0000000000001078
Michael C McDermott, Thomas Sartoretti, Lion Stammen, Bibi Martens, Gregor Jost, Hubertus Pietsch, Ralf Gutjahr, Bernhard Schmidt, Thomas G Flohr, Hatem Alkadhi, Joachim E Wildberger

Objective: Photon-counting detector computed tomography (PCD-CT) enables spectral data acquisition of CT angiographies allowing for reconstruction of virtual monoenergetic images (VMIs) in routine practice. Specifically, it has potential to reduce the blooming artifacts associated with densely calcified plaques. However, calcium blooming and iodine attenuation are inversely affected by energy level (keV) of the VMIs, creating a challenge for contrast media (CM) injection protocol optimization. A pragmatic and simple rule for calcium-dependent CM injection protocols is investigated and proposed for VMI-based coronary CT angiography with PCD-CT.

Materials and methods: A physiological circulation phantom with coronary vessels including calcified lesions (maximum CT value >700 HU) with a 50% diameter stenosis was injected into at iodine delivery rates (IDRs) of 0.3, 0.5, 0.7, 1.0, 1.5, 2.0, 2.5, and 3.0 g I/s. Images were acquired using a first-generation dual-source PCD-CT and reconstructed at various VMI levels (between 45 and 190 keV). Iodine attenuation in the coronaries was measured at each IDR for each keV, and blooming artifacts from the calcified lesions were assessed including stenosis grading error (as % overestimation vs true lumen). The IDR to achieve 300 HU at each VMI level was then calculated and compared with stenosis grading accuracy to establish a general rule for CM injection protocols.

Results: Plaque blooming artifacts and intraluminal iodine attenuation decreased with increasing keV. Fixed windowing (representing absolute worst case) resulted in stenosis overestimation from 77% ± 4% at 45 keV to 5% ± 2% at 190 keV, whereas optimized windowing resulted in overestimation from 29% ± 3% at 45 keV to 4% ± 1% at 190 keV. The required IDR to achieve 300 HU showed a strong linear correlation to VMI energy ( R2 = 0.98). Comparison of this linear plot versus stenosis grading error and blooming artifact demonstrated that multipliers of 1, 2, and 3 times the reference IDR for theoretical clinical regimes of no, moderate, and severe calcification density, respectively, can be proposed as a general rule.

Conclusions: This study provides a proof-of-concept in an anthropomorphic phantom for a simple pragmatic adaptation of CM injection protocols in coronary CT angiography with PCD-CT. The 1-2-3 rule demonstrates the potential for reducing the effects of calcium blooming artifacts on overall image quality.

目的:光子计数探测器计算机断层扫描(PCD-CT光子计数探测器计算机断层扫描(PCD-CT)可获取 CT 血管造影的光谱数据,从而在常规实践中重建虚拟单能图像(VMI)。特别是,它有可能减少与密集钙化斑块相关的钙化伪影。然而,钙华和碘衰减与 VMI 的能级(keV)成反比,这给造影剂(CM)注射方案的优化带来了挑战。针对基于 VMI 的 PCD-CT 冠状动脉 CT 血管造影,研究并提出了一个实用、简单的钙依赖性 CM 注射方案规则:生理循环模型中的冠状动脉血管包括直径狭窄 50%的钙化病变(最大 CT 值大于 700 HU),碘注射率(IDR)分别为 0.3、0.5、0.7、1.0、1.5、2.0、2.5 和 3.0 g I/s。使用第一代双源 PCD-CT 采集图像,并在不同的 VMI 水平(45 至 190 千伏之间)下进行重建。在每个IDR、每个KeV下测量冠状动脉的碘衰减,并评估钙化病变产生的开花伪影,包括狭窄分级误差(高估与真实管腔的百分比)。然后计算每个 VMI 水平达到 300 HU 的 IDR,并将其与狭窄分级的准确性进行比较,以制定 CM 注射方案的一般规则:结果:斑块开花伪影和腔内碘衰减随 keV 的增加而减少。固定开窗(代表绝对最差情况)导致血管狭窄高估,从 45 keV 时的 77% ± 4% 降至 190 keV 时的 5% ± 2%,而优化开窗导致血管狭窄高估,从 45 keV 时的 29% ± 3% 降至 190 keV 时的 4% ± 1%。达到 300 HU 所需的 IDR 与 VMI 能量呈很强的线性相关(R2 = 0.98)。该线性图与血管狭窄分级误差和出血伪影的比较表明,对于无钙化密度、中度钙化密度和重度钙化密度的临床理论机制,可将参考 IDR 的 1 倍、2 倍和 3 倍作为一般规则:本研究在一个拟人化模型中对 PCD-CT 冠状动脉 CT 血管造影中的 CM 注射方案进行了简单实用的调整,提供了一个概念验证。1-2-3 规则证明了减少钙花伪影对整体图像质量影响的潜力。
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引用次数: 0
A Novel Reconstruction Technique to Reduce Stair-Step Artifacts in Sequential Mode Coronary CT Angiography. 减少顺序模式冠状动脉 CT 血管造影中台阶伪影的新型重建技术
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-01-30 DOI: 10.1097/RLI.0000000000001066
Lukas Jakob Moser, Victor Mergen, Thomas Allmendinger, Robert Manka, Matthias Eberhard, Hatem Alkadhi

Purpose: Prospective electrocardiography-triggering is one of the most commonly used cardiac computed tomography (CT) scan modes but can be susceptible to stair-step artifacts in the transition areas of an acquisition over multiple cardiac cycles. We evaluated a novel reconstruction algorithm to reduce the occurrence and severity of such artifacts in sequential coronary CT angiography.

Materials and methods: In this institutional review board-approved, retrospective study, 50 consecutive patients (16 females; mean age, 58.9 ± 15.2) were included who underwent coronary CT angiography on a dual-source photon-counting detector CT in the sequential ultra-high-resolution mode with a detector collimation of 120 × 0.2 mm. Each scan was reconstructed without (hereafter called standard reconstruction) and with the novel ZeeFree reconstruction algorithm, which aims to minimize stair-step artifacts. The presence and extent of stair-step artifacts were rated by 2 independent, blinded readers on a 4-point discrete visual scale. The relationship between the occurrences of artifacts was correlated with the average and variability of heart rate and with patient characteristics.

Results: A total of 504 coronary segments were included into the analyses. In standard reconstructions, reader 1 reported stair-step artifacts in 40/504 (7.9%) segments, from which 12/504 led to nondiagnostic image quality (2.4% of all segments). Reader 2 reported 56/504 (11.1%) stair-step artifacts, from which 11/504 lead to nondiagnostic image quality (2.2% of all segments). With the ZeeFree algorithm, 9/12 (75%) and 8/11 (73%) of the nondiagnostic segments improved to a diagnostic quality for readers 1 and 2, respectively. The ZeeFree reconstruction algorithm significantly reduced the frequency and extent of stair-step artifacts compared with standard reconstructions for both readers ( P < 0.001, each). Heart rate variability and body mass index were significantly related to the occurrence of stair-step artifacts ( P < 0.05).

Conclusions: Our study demonstrates the feasibility and effectiveness of a novel reconstruction algorithm leading to a significant reduction of stair-step artifacts and, hence, a reduction of coronary segments with a nondiagnostic image quality in sequential ultra-high-resolution coronary photon-counting detector CT angiography.

目的:前瞻性心电图触发是最常用的心脏计算机断层扫描(CT)扫描模式之一,但在多个心动周期的采集过渡区域容易出现阶梯状伪影。我们评估了一种新型重建算法,以减少顺序冠状动脉 CT 血管造影中此类伪影的出现和严重程度:在这项机构审查委员会批准的回顾性研究中,50 名连续患者(16 名女性;平均年龄为 58.9 ± 15.2)在双源光子计数探测器 CT 上进行了冠状动脉 CT 血管造影,CT 采用顺序超高分辨率模式,探测器准直度为 120 × 0.2 毫米。每次扫描均采用无重建(以下称为标准重建)和新型 ZeeFree 重建算法进行重建,该算法旨在最大限度地减少阶梯伪影。阶梯伪影的存在和程度由两名独立的盲人读者根据 4 点离散视觉量表进行评分。伪影的出现与心率的平均值和变异性以及患者特征之间的关系也有关联:共有 504 个冠状动脉节段被纳入分析。在标准重建中,读者 1 报告 40/504 个节段(7.9%)出现阶梯状伪影,其中 12/504 个节段的图像质量无法诊断(占所有节段的 2.4%)。阅读器 2 报告了 56/504 个(11.1%)阶梯状伪影,其中 11/504 个导致图像质量无法诊断(占所有节段的 2.2%)。使用 ZeeFree 算法后,读者 1 和读者 2 中分别有 9/12 个(75%)和 8/11 个(73%)非诊断节段的图像质量提高到了诊断质量。与标准重建相比,ZeeFree 重建算法大大降低了两位读者的阶梯伪影频率和程度(P < 0.001,各不相同)。心率变异性和体重指数与阶梯伪影的发生有明显关系(P < 0.05):我们的研究证明了一种新型重建算法的可行性和有效性,该算法可显著减少阶梯伪影,从而减少连续超高分辨率冠状动脉光子计数探测器 CT 血管造影中图像质量不达标的冠状动脉节段。
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引用次数: 0
Clinical Safety of Gadobutrol: Review of Over 25 Years of Use Exceeding 100 Million Administrations. 钆布醇的临床安全性:超过 1 亿次用药的 25 年使用回顾。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-03-01 DOI: 10.1097/RLI.0000000000001072
Jan Endrikat, Matthias Gutberlet, Karl-Titus Hoffmann, Laura Schöckel, Aasia Bhatti, Cornelia Harz, Jörg Barkhausen

Background: The macrocyclic gadolinium-based contrast agent gadobutrol was introduced to the market in February 1998. Over the last 25 years, gadobutrol has been administered more than 100 million times worldwide providing a wealth of data related to safety.

Objective: The aim of this study was to perform a thorough review and status update on gadobutrol's safety.

Materials and methods: Safety data from the clinical phase II-IV program and postmarketing surveillance were descriptively analyzed from February 1998 until December 31, 2022. Literature on special at-risk populations and specific safety aspects was critically summarized.

Results: Forty-five clinical phase II-IV studies recruited 7856 patients receiving gadobutrol. Drug-related adverse events (AEs) were reported in 3.4% and serious AEs in <0.1% of patients. Nausea (0.7%) and dysgeusia (0.4%) were the most reported AEs. All other drug-related AEs occurred ≤0.3%. After more than 100 million gadobutrol administrations, overall adverse drug reactions (ADRs) from postmarketing surveillance (including clinical trials) were rare with an overall reporting rate of 0.0356%, hypersensitivity reactions (0.0147%), nausea (0.0032%), vomiting (0.0025%), and dyspnea (0.0010%). All other ADRs were <0.001%. No trend for higher rates of AEs was found in patients with reduced renal or liver function. Seven clinical studies reported safety findings in 7292 children ≤18 years, thereof 112 newborns/toddlers younger than 2 years. Overall, 61 ADRs (0.84%) were reported, including 3 serious ones. Adverse events in patients ≥65 years of age ("elderly") were significantly less frequent than in younger patients. A total of 4 reports diagnostic of or consistent with nephrogenic systemic fibrosis have been received. No causal relationship has been established between clinical signs and symptoms and the presence of small amounts of gadolinium in the body in patients with normal renal function after use of gadobutrol.

Conclusions: More than 100 million administrations worldwide have shown gadobutrol's well-established benefit-risk profile in any approved indication and populations.

背景:大环钆基造影剂钆布醇于 1998 年 2 月投放市场。在过去的 25 年中,钆布醇在全球的使用次数已超过 1 亿次,提供了大量与安全性相关的数据:本研究的目的是对钆布醇的安全性进行全面回顾和现状更新:对 1998 年 2 月至 2022 年 12 月 31 日期间临床 II-IV 期项目和上市后监测的安全性数据进行了描述性分析。对特殊高危人群和特定安全性方面的文献进行了批判性总结:45项临床II-IV期研究招募了7856名接受钆布醇治疗的患者。据报告,3.4%的患者发生了与药物相关的不良事件(AEs),结论为严重不良事件:全球超过 1 亿次的用药表明,钆布醇在任何已获批准的适应症和人群中都具有公认的效益-风险特征。
{"title":"Clinical Safety of Gadobutrol: Review of Over 25 Years of Use Exceeding 100 Million Administrations.","authors":"Jan Endrikat, Matthias Gutberlet, Karl-Titus Hoffmann, Laura Schöckel, Aasia Bhatti, Cornelia Harz, Jörg Barkhausen","doi":"10.1097/RLI.0000000000001072","DOIUrl":"10.1097/RLI.0000000000001072","url":null,"abstract":"<p><strong>Background: </strong>The macrocyclic gadolinium-based contrast agent gadobutrol was introduced to the market in February 1998. Over the last 25 years, gadobutrol has been administered more than 100 million times worldwide providing a wealth of data related to safety.</p><p><strong>Objective: </strong>The aim of this study was to perform a thorough review and status update on gadobutrol's safety.</p><p><strong>Materials and methods: </strong>Safety data from the clinical phase II-IV program and postmarketing surveillance were descriptively analyzed from February 1998 until December 31, 2022. Literature on special at-risk populations and specific safety aspects was critically summarized.</p><p><strong>Results: </strong>Forty-five clinical phase II-IV studies recruited 7856 patients receiving gadobutrol. Drug-related adverse events (AEs) were reported in 3.4% and serious AEs in <0.1% of patients. Nausea (0.7%) and dysgeusia (0.4%) were the most reported AEs. All other drug-related AEs occurred ≤0.3%. After more than 100 million gadobutrol administrations, overall adverse drug reactions (ADRs) from postmarketing surveillance (including clinical trials) were rare with an overall reporting rate of 0.0356%, hypersensitivity reactions (0.0147%), nausea (0.0032%), vomiting (0.0025%), and dyspnea (0.0010%). All other ADRs were <0.001%. No trend for higher rates of AEs was found in patients with reduced renal or liver function. Seven clinical studies reported safety findings in 7292 children ≤18 years, thereof 112 newborns/toddlers younger than 2 years. Overall, 61 ADRs (0.84%) were reported, including 3 serious ones. Adverse events in patients ≥65 years of age (\"elderly\") were significantly less frequent than in younger patients. A total of 4 reports diagnostic of or consistent with nephrogenic systemic fibrosis have been received. No causal relationship has been established between clinical signs and symptoms and the presence of small amounts of gadolinium in the body in patients with normal renal function after use of gadobutrol.</p><p><strong>Conclusions: </strong>More than 100 million administrations worldwide have shown gadobutrol's well-established benefit-risk profile in any approved indication and populations.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":null,"pages":null},"PeriodicalIF":7.0,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139996237","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Small Pixel Effect in Ultra-High-Resolution Photon-Counting CT of the Lumbar Spine. 腰椎超高分辨率光子计数 CT 中的小像素效应
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-02-08 DOI: 10.1097/RLI.0000000000001069
Henner Huflage, Robin Hendel, Piotr Woznicki, Nora Conrads, Philipp Feldle, Theresa Sophie Patzer, Süleyman Ergün, Thorsten Alexander Bley, Andreas Steven Kunz, Jan-Peter Grunz

Objectives: Image acquisition in ultra-high-resolution (UHR) scan mode does not impose a dose penalty in photon-counting CT (PCCT). This study aims to investigate the dose saving potential of using UHR instead of standard-resolution PCCT for lumbar spine imaging.

Materials and methods: Eight cadaveric specimens were examined with 7 dose levels (5-35 mGy) each in UHR (120 × 0.2 mm) and standard-resolution acquisition mode (144 × 0.4 mm) on a first-generation PCCT scanner. The UHR images were reconstructed with 3 dedicated bone kernels (Br68 [spatial frequency at 10% of the modulation transfer function 14.5 line pairs/cm], Br76 [21.0], and Br84 [27.9]), standard-resolution images with Br68 and Br76. Using automatic segmentation, contrast-to-noise ratios (CNRs) were established for lumbar vertebrae and psoas muscle tissue. In addition, image quality was assessed subjectively by 19 independent readers (15 radiologists, 4 surgeons) using a browser-based forced choice comparison tool totaling 16,974 performed pairwise tests. Pearson's correlation coefficient ( r ) was used to analyze the relationship between CNR and subjective image quality rankings, and Kendall W was calculated to assess interrater agreement.

Results: Irrespective of radiation exposure level, CNR was higher in UHR datasets than in standard-resolution images postprocessed with the same reconstruction parameters. The use of sharper convolution kernels entailed lower CNR but higher subjective image quality depending on radiation dose. Subjective assessment revealed high interrater agreement ( W = 0.86; P < 0.001) with UHR images being preferred by readers in the majority of comparisons on each dose level. Substantial correlation was ascertained between CNR and the subjective image quality ranking (all r 's ≥ 0.95; P < 0.001).

Conclusions: In PCCT of the lumbar spine, UHR mode's smaller pixel size facilitates a considerable CNR increase over standard-resolution imaging, which can either be used for dose reduction or higher spatial resolution depending on the selected convolution kernel.

目的:在超高分辨率(UHR)扫描模式下采集图像不会对光子计数 CT(PCCT)造成剂量损失。本研究旨在探讨在腰椎成像中使用超高分辨率而非标准分辨率 PCCT 可节省剂量的潜力:在第一代 PCCT 扫描仪上以 UHR(120 × 0.2 毫米)和标准分辨率采集模式(144 × 0.4 毫米)对 8 具尸体标本进行了 7 个剂量水平(5-35 mGy)的检查。UHR 图像用 3 个专用骨核(Br68 [空间频率为调制传递函数 14.5 线对/厘米的 10%]、Br76 [21.0] 和 Br84 [27.9])重建,标准分辨率图像用 Br68 和 Br76 重建。通过自动分割,确定了腰椎和腰肌组织的对比度-噪声比(CNR)。此外,19 位独立读者(15 位放射科医生和 4 位外科医生)使用基于浏览器的强制选择比较工具对图像质量进行了主观评估,共进行了 16974 次配对测试。皮尔逊相关系数(r)用于分析CNR与主观图像质量排名之间的关系,Kendall W用于评估判读者之间的一致性:结果:无论辐照水平如何,UHR 数据集的 CNR 均高于使用相同重建参数后处理的标准分辨率图像。根据辐射剂量的不同,使用更清晰的卷积核会导致更低的 CNR,但主观图像质量却更高。主观评估结果显示,在每个剂量水平的大多数比较中,UHR 图像受到读者的青睐,这显示了较高的校准间一致性(W = 0.86;P < 0.001)。CNR与主观图像质量排名之间存在显著相关性(所有r均≥0.95;P < 0.001):结论:在腰椎的 PCCT 中,UHR 模式的像素尺寸较小,与标准分辨率成像相比,CNR 大幅提高,根据所选卷积核的不同,可用于降低剂量或提高空间分辨率。
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引用次数: 0
Morphological and Quantitative Parametric MRI Follow-up of Cartilage Changes Before and After Intra-articular Injection Therapy in Patients With Mild to Moderate Knee Osteoarthritis: A Randomized, Placebo-Controlled Trial. 轻度至中度膝关节骨性关节炎患者关节内注射治疗前后软骨变化的形态学和定量参数磁共振成像随访:随机安慰剂对照试验。
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-02-28 DOI: 10.1097/RLI.0000000000001067
Marcel Tschopp, Christian W A Pfirrmann, Florian Brunner, Sandro F Fucentese, Julien Galley, Christoph Stern, Reto Sutter, Sabrina Catanzaro, Nathalie Kühne, Andrea B Rosskopf

Background: Intra-articular injections are routinely used for conservative treatment of knee osteoarthritis (OA). The detailed comparative therapeutic effects of these injections on cartilage tissue are still unclear.

Objective: The aim of this study was to detect and compare knee cartilage changes after intra-articular injection of glucocorticoid, hyaluronic acid, or platelet-rich plasma (PRP) to placebo using quantitative (T2 and T2* mapping) and morphological magnetic resonance imaging parameters in patients with mild or moderate osteoarthritis.

Materials and methods: In a double-blinded, placebo-controlled, single-center trial, knees with mild or moderate osteoarthritis (Kellgren-Lawrence grade 1-3) were randomly assigned to an intra-articular injection with 1 of these substances: glucocorticoid, hyaluronic acid, PRP, or placebo. Cartilage degeneration on baseline and follow-up magnetic resonance imaging scans (after 3 and 12 months) was assessed by 2 readers using quantitative T2 and T2* times (milliseconds) and morphological parameters (modified Outerbridge grading, subchondral bone marrow edema, subchondral cysts, osteophytes).

Results: One hundred twenty knees (30 knees per treatment group) were analyzed with a median patient age of 60 years (interquartile range, 54.0-68.0 years). Interreader reliability was good for T2 (ICC, 0.76; IQR, 0.68-0.83) and T2* (ICC, 0.83; IQR, 0.76-0.88) measurements. Morphological parameters showed no significant changes between all groups after 3 and 12 months. T2 mapping after 12 months showed the following significant ( P = 0.001-0.03) changes between groups in 6 of 14 compartments: values after PRP injection decreased compared with glucocorticoid in 4 compartments (complete medial femoral condyle and central part of lateral condyle) and compared with placebo in 2 compartments (anterior and central part of medial tibial plateau); values after glucocorticoid injection decreased compared with placebo in 1 compartment (central part of medial tibial plateau). No significant changes were seen for T2 and T2* times after 3 months and T2* times after 12 months. No correlation was found between T2/T2* times and Kellgren-Lawrence grade, age, body mass index, or pain (Spearman ρ, -0.23 to 0.18).

Conclusions: Platelet-rich plasma injection has a positive long-term effect on cartilage quality in the medial femoral compartment compared to glucocorticoid, resulting in significantly improved T2 values after 12 months. For morphological cartilage parameters, injections with glucocorticoid, PRP, or hyaluronic acid showed no better effect in the short or long term compared with placebo.

背景:关节内注射是膝关节骨性关节炎(OA)保守治疗的常规方法。这些注射剂对软骨组织治疗效果的详细比较仍不清楚:本研究旨在使用定量(T2 和 T2* 映射)和形态学磁共振成像参数检测和比较轻度或中度骨关节炎患者在关节内注射糖皮质激素、透明质酸或富血小板血浆(PRP)和安慰剂后膝关节软骨的变化:在一项双盲、安慰剂对照、单中心试验中,患有轻度或中度骨关节炎(Kellgren-Lawrence 1-3 级)的膝关节被随机分配到关节内注射糖皮质激素、透明质酸、PRP 或安慰剂中的一种。由两名阅读者使用定量 T2 和 T2* 时间(毫秒)以及形态学参数(改良的 Outerbridge 分级、软骨下骨髓水肿、软骨下囊肿、骨质增生)对基线和随访磁共振成像扫描(3 个月和 12 个月后)上的软骨退变进行评估:对 120 个膝关节(每个治疗组 30 个膝关节)进行了分析,患者的中位年龄为 60 岁(四分位间范围为 54.0-68.0 岁)。T2(ICC,0.76;IQR,0.68-0.83)和T2*(ICC,0.83;IQR,0.76-0.88)测量的读数间可靠性良好。3 个月和 12 个月后,形态学参数在各组之间均无明显变化。12 个月后的 T2 图谱显示,14 个区段中有 6 个区段的组间变化显著(P = 0.001-0.03):与糖皮质激素相比,注射 PRP 后 4 个区段(股骨内侧髁和外侧髁中部)的数值下降,与安慰剂相比 2 个区段(胫骨内侧平台的前部和中部)的数值下降;与安慰剂相比,注射糖皮质激素后 1 个区段(胫骨内侧平台的中部)的数值下降。3 个月后的 T2 和 T2* 时间以及 12 个月后的 T2* 时间均无明显变化。T2/T2* 时间与 Kellgren-Lawrence 分级、年龄、体重指数或疼痛之间没有相关性(Spearman ρ,-0.23 至 0.18):结论:与糖皮质激素相比,注射富血小板血浆对股骨内侧软骨质量有积极的长期影响,12个月后T2值明显改善。就形态学软骨参数而言,与安慰剂相比,注射糖皮质激素、PRP或透明质酸在短期或长期都没有更好的效果。
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引用次数: 0
AI-Based Measurement of Lumbar Spinal Stenosis on MRI: External Evaluation of a Fully Automated Model. 基于人工智能的磁共振成像腰椎管狭窄测量:全自动模型的外部评估
IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-03-01 DOI: 10.1097/RLI.0000000000001070
Sanja Bogdanovic, Matthias Staib, Marco Schleiniger, Livio Steiner, Leonardo Schwarz, Christoph Germann, Reto Sutter, Benjamin Fritz

Objectives: The aim of this study was to clinically validate a fully automated AI model for magnetic resonance imaging (MRI)-based quantifications of lumbar spinal canal stenosis.

Materials and methods: This retrospective study included lumbar spine MRI of 100 consecutive clinical patients (56 ± 17 years; 43 females, 57 males) performed on clinical 1.5 (51 examinations) and 3 T MRI scanners (49 examinations) with heterogeneous clinical imaging protocols. The AI model performed segmentations of the thecal sac on axial T2-weighted sequences. Based on these segmentations, the anteroposterior (AP) and mediolateral (ML) distance, and the area of the thecal sac were measured in a fully automated manner. For comparison, 2 fellowship-trained musculoskeletal radiologists performed the same segmentations and measurements independently. Statistics included 1-sample t tests, the intraclass correlation coefficient (ICC), Bland-Altman plots, and Dice coefficients. A P value of <0.05 was considered statistically significant.

Results: The average measurements of the AI model, reader 1, and reader 2 were 194 ± 72 mm 2 , 181 ± 71 mm 2 , and 179 ± 70 mm 2 for thecal sac area, 13 ± 3.3 mm, 12.6 ± 3.3 mm, and 12.6 ± 3.2 mm for AP distance, and 19.5 ± 3.9 mm, 20 ± 4.3 mm, and 19.4 ± 4 mm for ML distance, respectively. Significant differences existed for all pairwise comparisons, besides reader 1 versus AI model for the ML distance and reader 1 versus reader 2 for the AP distance ( P = 0.1 and P = 0.21, respectively). The pairwise mean absolute errors among reader 1, reader 2, and the AI model ranged from 0.59 mm and 0.75 mm for the AP distance, from 1.16 mm to 1.37 mm for the ML distance, and from 7.9 mm 2 to 15.54 mm 2 for the thecal sac area. Pairwise ICCs among reader 1, reader 2, and the AI model ranged from 0.91 and 0.94 for the AP distance and from 0.86 to 0.9 for the ML distance without significant differences. For the thecal sac area, the pairwise ICC between both readers and the AI model of 0.97 each was slightly, but significantly lower than the ICC between reader 1 and reader 2 of 0.99. Similarly, the Dice coefficient and Hausdorff distance between both readers and the AI model were significantly lower than the values between reader 1 and reader 2, overall ranging from 0.93 to 0.95 for the Dice coefficients and 1.1 to 1.44 for the Hausdorff distances.

Conclusions: The investigated AI model is reliable for assessing the AP and the ML thecal sac diameters with human level accuracies. The small differences for measurement and segmentation of the thecal sac area between the AI model and the radiologists are likely within a clinically acceptable range.

研究目的本研究旨在对基于磁共振成像(MRI)量化腰椎管狭窄的全自动人工智能模型进行临床验证:这项回顾性研究包括在临床 1.5 T(51 次检查)和 3 T MRI 扫描仪(49 次检查)上对 100 名连续临床患者(56 ± 17 岁;43 名女性,57 名男性)进行的腰椎 MRI 检查,临床成像方案各不相同。人工智能模型在轴向 T2 加权序列上对椎管囊进行了分割。在这些分割的基础上,以全自动的方式测量了椎管内囊的前后(AP)距离、内外侧(ML)距离和面积。为了进行比较,两名受过研究培训的肌肉骨骼放射科医生独立完成了相同的分割和测量。统计数据包括单样本 t 检验、类内相关系数 (ICC)、Bland-Altman 图和 Dice 系数。结果的 P 值:AI 模型、阅读器 1 和阅读器 2 的平均测量结果分别为:膀胱囊面积为 194 ± 72 平方毫米、181 ± 71 平方毫米和 179 ± 70 平方毫米;AP 距离为 13 ± 3.3 毫米、12.6 ± 3.3 毫米和 12.6 ± 3.2 毫米;ML 距离为 19.5 ± 3.9 毫米、20 ± 4.3 毫米和 19.4 ± 4 毫米。除了阅读器 1 与人工智能模型的 ML 距离比较和阅读器 1 与阅读器 2 的 AP 距离比较存在显著差异外(P = 0.1 和 P = 0.21),所有成对比较均存在显著差异。阅读器 1、阅读器 2 和 AI 模型之间的成对平均绝对误差范围为:AP 距离为 0.59 毫米至 0.75 毫米,ML 距离为 1.16 毫米至 1.37 毫米,睾丸囊面积为 7.9 平方毫米至 15.54 平方毫米。阅读器 1、阅读器 2 和 AI 模型之间的配对 ICC 在 AP 距离上介于 0.91 和 0.94 之间,在 ML 距离上介于 0.86 和 0.9 之间,无显著差异。在钙囊面积方面,两个读者和人工智能模型之间的成对 ICC 均为 0.97,略低于读者 1 和读者 2 之间的 ICC 0.99,但差异显著。同样,两名读者与人工智能模型之间的狄斯系数和豪斯多夫距离也明显低于读者 1 和读者 2 之间的值,狄斯系数的总体范围为 0.93 至 0.95,豪斯多夫距离的总体范围为 1.1 至 1.44:所研究的人工智能模型可以可靠地评估 AP 和 ML 膀胱囊直径,其精确度达到了人类水平。人工智能模型与放射科医生在测量和分割椎囊面积方面的微小差异可能在临床可接受的范围内。
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Investigative Radiology
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