magnetic resonance

磁共振
  • 文章类型: Journal Article
    在传统成像技术(如超声和乳房X线照相术)中仍然难以捉摸的乳腺病变构成了诊断挑战。在这种情况下,磁共振(MR)引导的乳腺活检成为准确的组织病理学验证的重要工具。本文介绍了在两个中心进行的比较研究,探索由经验丰富的放射科医生进行的MR引导的乳腺活检的结果,基于内部和外部推荐。
    这项研究涉及228名患者,其中120人在中心1接受了活检,同一位放射科医生进行了鉴定和活检。根据不同机构的转诊,其余108例患者在中心2进行了活检。两个中心都通过了统一的检查规程,所有活检都进行了组织病理学验证。
    发现病变类型的分布与用于活检的设备无关(p=0.759)。有趣的是,与中心2相比,中心1的浸润性癌患病率更高(p=0.12)。此外,分析显示,与乳腺结构和活检中心相关的病变性质存在显著差异(p<0.001).
    MR引导的乳腺活检是验证通过常规成像方法和体格检查逃避检测的病变的重要工具。研究结果强调了放射科医生的经验在确定MR引导的乳腺活检的疗效方面的关键作用。
    UNASSIGNED: Breast lesions that remain elusive in traditional imaging techniques such as ultrasound and mammography pose a diagnostic challenge. In such cases, magnetic resonance (MR)-guided breast biopsy emerges as a crucial tool for accurate histopathological verification. This article presents a comparative study conducted at 2 centres, exploring the results of MR-guided breast biopsies performed by experienced radiologists, based on inside and external referrals.
    UNASSIGNED: The study involved 228 patients, 120 of whom underwent biopsies at Centre 1, where the same radiologist performed both the qualification and biopsy. The remaining 108 patients were biopsied at Centre 2, based on referrals from different institutions. Uniform examination protocols were adopted at both centres, and all biopsies underwent histopathological verification.
    UNASSIGNED: The distribution of lesion types was found to be independent of the apparatus used for biopsies (p = 0.759). Interestingly, Centre 1 exhibited a higher prevalence of infiltrating carcinomas compared to Centre 2 (p = 0.12). Furthermore, the analysis demonstrated a significant variance in the nature of the lesions in relation to breast structure and biopsy centre (p < 0.001).
    UNASSIGNED: MR-guided breast biopsy serves as a remarkable tool for verifying lesions that evade detection through conventional imaging methods and physical examinations. The study findings underscore the crucial role of radiologist experience in determining the efficacy of MR-guided breast biopsies.
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  • 文章类型: Journal Article
    背景:输血依赖性β地中海贫血(TDβT)的现代治疗方法使患者在没有铁过载的情况下达到了较高的预期寿命。尽管生存有所改善,心房颤动(AF)已成为相关问题。TDβT的AF病理生理学和特征与普通人群不同。心外膜脂肪组织(EAT)可能起作用,但尚未探讨其与TDβT患者AF的关系。方法:单中心,横断面研究,连续招募TDβT患者。磁共振评估心外膜脂肪组织(EAT)。研究了有和没有房颤史的患者的特征。分析与房颤患病率相关的独立因素。结果:共纳入116例患者。所有患者均接受常规螯合治疗。房颤患病率为29.3%(34/116)。有和没有AF的患者之间的心脏T2*和肝脏铁浓度没有差异。房颤患者左心房EAT厚度明显增高,右心房和右心室(5.0vs.4.0mm,p<0.01,4.4vs.4.0,p=0.02和5.0与4.3,p=0.04)。房颤患者年龄较大,(53vs.49年,p<0.01),更多甲状腺功能减退(44.1vs.20.7%,p=0.01),肺动脉高压(23.5vs.2.4%p<0.01),脾切除术(88.2vs.64.6%,p=0.01),右心房和左心房容积较高(61vs.40和74vs.43mL,两者p<0.01)。在多变量分析中,甲状腺功能减退,左心房容积和左心房EAT与房颤独立相关(比值比分别为9.95,1.09和1.91).结论:在TDβT患者的当代队列中,用常规的螯合疗法治疗,房颤的患病率与铁超负荷无关.EAT与房颤独立相关。
    Background: Modern treatments for transfusion-dependent β-thalassemia (TDβT) have allowed patients to reach high life expectancy with no iron overload. Despite survival improvement, atrial fibrillation (AF) has emerged as a relevant issue. AF pathophysiology and characteristics in TDβT are different than in the general population. Epicardial adipose tissue (EAT) may play a role but its relationship with AF in patients with TDβT has not been explored. Methods: A monocentric, cross-sectional study, enrolling consecutive patients with TDβT. Epicardial adipose tissue (EAT) was evaluated at magnetic resonance. Characteristics of patients with and without history of AF were investigated. Factors independently associated with AF prevalence were analyzed. Results: A total of 116 patients were enrolled. All patients were treated with regular chelation therapy. The prevalence of AF was 29.3% (34/116). Cardiac T2* and liver iron concentration were no different between patients with and without AF. EAT thickness was significantly higher in patients with AF at left atrium, right atrium and right ventricle (5.0 vs. 4.0 mm, p < 0.01, 4.4 vs. 4.0, p = 0.02 and 5.0 vs. 4.3, p = 0.04). Patients with AF presented with older age, (53 vs. 49 years, p < 0.01), more hypothyroidism (44.1 vs. 20.7%, p = 0.01), pulmonary hypertension (23.5 vs. 2.4% p < 0.01), splenectomy (88.2 vs. 64.6%, p = 0.01), higher right and left atrial volume (61 vs. 40 and 74 vs. 43 mL, both p < 0.01). At multivariable analysis, hypothyroidism, left atrial volume and left atrial EAT were independently associated with AF (odds ratio 9.95, 1.09 and 1.91, respectively). Conclusions: In a contemporary cohort of patients with TDβT, treated with regular chelation therapy, prevalence of AF was unrelated to iron overload. EAT was independently associated with AF.
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  • 文章类型: Journal Article
    目的:为了促进利用计算机断层扫描(CT)和磁共振(MR)成像模式信息的头颈部(HaN)放射治疗(RT)计划的自动分割方法的发展,我们组织了HaN-Seg:头颈部危险器官CT和MR分割挑战。
    方法:挑战任务是在有42个公开可用的培训案例的情况下,在14个保留的测试案例中自动分割HaN区域的30个危险器官(OAR)。每例病例均由同一患者的HaN区域的1张对比增强CT和1张T1加权MR图像组成,与多达30个相应的参考OAR划定蒙版。根据骰子相似系数(DSC)和95百分位数Hausdorff距离(HD95)评估性能,通过使用Wilcoxon符号秩检验对提交的方法进行成对比较,对每个度量进行统计排名。
    结果:虽然有23个团队报名参加了这项挑战,只有七个提交了最后阶段的方法。表现最好的团队实现了76.9%的DSC和3.5毫米的HD95。所有参与团队都使用基于U-Net的架构,获胜团队利用刚性MR到CT注册,结合两种模式的网络入门级串联。
    结论:这一挑战通过提供具有不同视场和体素大小的非配准MR和CT图像来模拟真实世界的临床场景。值得注意的是,表现最好的团队在同一数据集上取得了超过观察者间协议的细分绩效。这些结果为该公开可用数据集和配对多模态图像分割的未来研究设定了基准。
    OBJECTIVE: To promote the development of auto-segmentation methods for head and neck (HaN) radiation treatment (RT) planning that exploit the information of computed tomography (CT) and magnetic resonance (MR) imaging modalities, we organized HaN-Seg: The Head and Neck Organ-at-Risk CT and MR Segmentation Challenge.
    METHODS: The challenge task was to automatically segment 30 organs-at-risk (OARs) of the HaN region in 14 withheld test cases given the availability of 42 publicly available training cases. Each case consisted of one contrast-enhanced CT and one T1-weighted MR image of the HaN region of the same patient, with up to 30 corresponding reference OAR delineation masks. The performance was evaluated in terms of the Dice similarity coefficient (DSC) and 95-percentile Hausdorff distance (HD95), and statistical ranking was applied for each metric by pairwise comparison of the submitted methods using the Wilcoxon signed-rank test.
    RESULTS: While 23 teams registered for the challenge, only seven submitted their methods for the final phase. The top-performing team achieved a DSC of 76.9 % and a HD95 of 3.5 mm. All participating teams utilized architectures based on U-Net, with the winning team leveraging rigid MR to CT registration combined with network entry-level concatenation of both modalities.
    CONCLUSIONS: This challenge simulated a real-world clinical scenario by providing non-registered MR and CT images with varying fields-of-view and voxel sizes. Remarkably, the top-performing teams achieved segmentation performance surpassing the inter-observer agreement on the same dataset. These results set a benchmark for future research on this publicly available dataset and on paired multi-modal image segmentation in general.
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  • 文章类型: Journal Article
    目的:静脉铁疗法含有铁-碳水化合物复合物,旨在确保铁通过脾脏和肝脏网状内皮巨噬细胞的中介成为生物可利用性。其他组织如何获得和处理这种铁仍然未知。这项研究在心脏的背景下解决了这个问题。
    方法:对12例因缺铁而接受羧基麦芽糖铁(FCM)治疗的患者进行了前瞻性观察研究。心肌,脾,脾纵向收集肝脏磁共振弛豫时间和血浆铁标志物。为了检查心肌吸收的铁的处理,在FCM处理的小鼠和细胞中对细胞内不稳定铁池(LIP)进行成像。
    结果:在患者中,心肌舒张时间T1在FCM后3小时最大下降,42天后保持低位,而14天时脾T1最大下降,恢复42天。在等离子体中,非转铁蛋白结合铁(NTBI)在3小时达到峰值,而铁蛋白在14天达到峰值。肝脏T1的变化在患者中分歧。在老鼠身上,FCM后,心肌LIP上升1小时,42天保持升高。在心肌细胞中,FCM曝光迅速提高了LIP。NTBI转运蛋白T型和L型钙通道和二价金属转运蛋白1的抑制剂可以预防这种情况。
    结论:FCM静脉补铁疗法通过NTBI转运体迅速将铁输送到心肌,独立于网状内皮巨噬细胞。这种铁持续数周不稳定,反映心肌有限的铁储存能力。这些发现挑战了当前关于心脏如何从这些疗法中获得铁的观念,并强调了长期给药可能导致心脏中累积的铁积聚。
    OBJECTIVE: Intravenous iron therapies contain iron-carbohydrate complexes, designed to ensure iron becomes bioavailable via the intermediary of spleen and liver reticuloendothelial macrophages. How other tissues obtain and handle this iron remains unknown. This study addresses this question in the context of the heart.
    METHODS: A prospective observational study was conducted in 12 patients receiving ferric carboxymaltose (FCM) for iron deficiency. Myocardial, spleen, and liver magnetic resonance relaxation times and plasma iron markers were collected longitudinally. To examine the handling of iron taken up by the myocardium, intracellular labile iron pool (LIP) was imaged in FCM-treated mice and cells.
    RESULTS: In patients, myocardial relaxation time T1 dropped maximally 3 h post-FCM, remaining low 42 days later, while splenic T1 dropped maximally at 14 days, recovering by 42 days. In plasma, non-transferrin-bound iron (NTBI) peaked at 3 h, while ferritin peaked at 14 days. Changes in liver T1 diverged among patients. In mice, myocardial LIP rose 1 h and remained elevated 42 days after FCM. In cardiomyocytes, FCM exposure raised LIP rapidly. This was prevented by inhibitors of NTBI transporters T-type and L-type calcium channels and divalent metal transporter 1.
    CONCLUSIONS: Intravenous iron therapy with FCM delivers iron to the myocardium rapidly through NTBI transporters, independently of reticuloendothelial macrophages. This iron remains labile for weeks, reflecting the myocardium\'s limited iron storage capacity. These findings challenge current notions of how the heart obtains iron from these therapies and highlight the potential for long-term dosing to cause cumulative iron build-up in the heart.
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  • 文章类型: Journal Article
    已提出将执行功能障碍作为亲密伴侣暴力(IPV)的风险因素。这不仅是由于它对行为调节的影响,还因为它与其他变量如性别歧视有关。执行功能障碍与额叶和前额叶皮质厚度有关。因此,我们的第一个目标是评估额叶和前额叶区域的皮质厚度差异,以及性别歧视的程度,在两组IPV肇事者(有和没有执行功能障碍)和一个非暴力男性对照组之间。第二,我们分析了额叶和前额叶区域的皮质厚度是否可以解释性别歧视评分.我们的结果表明,被分类为执行功能障碍的IPV肇事者在右侧头端前扣带回上额叶两侧表现出更低的皮质厚度,双侧尾部中部额叶,右内侧眶额,右半中心,与对照组相比,双侧中央前。此外,他们比其他群体表现出更高的性别歧视水平。最重要的是,在区分群体的大脑结构中,较低的厚度与较高的性别歧视评分相关.这项研究强调需要结合神经成像技术来开发基于神经心理功能的准确IPV谱或亚型。
    Malfunctioning in executive functioning has been proposed as a risk factor for intimate partner violence (IPV). This is not only due to its effects on behavioral regulation, but also because of its association with other variables such as sexism. Executive dysfunctions have been associated with frontal and prefrontal cortical thickness. Therefore, our first aim was to assess differences in cortical thickness in frontal and prefrontal regions, as well as levels of sexism, between two groups of IPV perpetrators (with and without executive dysfunctions) and a control group of non-violent men. Second, we analyzed whether the cortical thickness in the frontal and prefrontal regions would explain sexism scores. Our results indicate that IPV perpetrators classified as dysexecutive exhibited a lower cortical thickness in the right rostral anterior cingulate superior frontal bilaterally, caudal middle frontal bilaterally, right medial orbitofrontal, right paracentral, and precentral bilaterally when compared with controls. Furthermore, they exhibited higher levels of sexism than the rest of the groups. Most importantly, in the brain structures that distinguished between groups, lower thickness was associated with higher sexism scores. This research emphasizes the need to incorporate neuroimaging techniques to develop accurate IPV profiles or subtypes based on neuropsychological functioning.
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  • 文章类型: Journal Article
    背景:肌萎缩侧索硬化症(ALS)是一种神经肌肉进行性疾病,其特征是肢体和延髓肌肉萎缩和无力。共有30%的患者出现延髓发作,而70%的人有脊椎爆发。呼吸受累是最糟糕的预后因素之一,早期识别是早期开始无创通气和患者分层的基础。由于缺乏早期呼吸损害的生物标志物,我们旨在评估胸部动态MRI在ALS患者中的作用。方法:我们招募了15例ALS患者和11例健康对照。我们评估了修订后的ALS功能评定量表,肺活量测定,和胸部动态MRI。数据采用Mann-WhitneyU检验和Cox回归分析。结果:我们观察到ALS患者和健康对照组之间在MRI上的呼吸参数和肺部测量值具有统计学上的显着差异。此外,我们发现MRI的肺部测量值与呼吸参数之间存在密切的关系,多变量分析后具有统计学意义。包括无呼吸道症状且肺活量测定值正常的ALS患者的亚组分析显示,胸部动态MRI测量在检测早期呼吸损害迹象方面具有优势。结论:我们的数据表明胸部动态MRI的有用性,快速且经济实惠的考试,在评估ALS患者的早期呼吸损伤中。
    Background: Amyotrophic lateral sclerosis (ALS) is a neuromuscular progressive disorder characterized by limb and bulbar muscle wasting and weakness. A total of 30% of patients present a bulbar onset, while 70% have a spinal outbreak. Respiratory involvement represents one of the worst prognostic factors, and its early identification is fundamental for the early starting of non-invasive ventilation and for the stratification of patients. Due to the lack of biomarkers of early respiratory impairment, we aimed to evaluate the role of chest dynamic MRI in ALS patients. Methods: We enrolled 15 ALS patients and 11 healthy controls. We assessed the revised ALS functional rating scale, spirometry, and chest dynamic MRI. Data were analyzed by using the Mann-Whitney U test and Cox regression analysis. Results: We observed a statistically significant difference in both respiratory parameters and pulmonary measurements at MRI between ALS patients and healthy controls. Moreover, we found a close relationship between pulmonary measurements at MRI and respiratory parameters, which was statistically significant after multivariate analysis. A sub-group analysis including ALS patients without respiratory symptoms and with normal spirometry values revealed the superiority of chest dynamic MRI measurements in detecting signs of early respiratory impairment. Conclusions: Our data suggest the usefulness of chest dynamic MRI, a fast and economically affordable examination, in the evaluation of early respiratory impairment in ALS patients.
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  • 文章类型: Journal Article
    背景:地中海饮食对中老年人的大脑有积极影响;然而,关于孕妇的信息很少。我们旨在评估结构化地中海饮食干预对怀孕期间母体大脑皮层结构的影响。
    方法:本研究是对影响BCN,一项针对1221名高危孕妇的随机临床试验,在妊娠19-23周时随机分为三组:地中海饮食干预,基于正念的减压计划,或常规护理。在随机的参与者亚组中,在妊娠的第三个三个月进行了母体脑磁共振成像。对于这项研究,对地中海饮食和常规组的数据进行了分析。产妇饮食摄入量,使用食物频率问卷评估对地中海饮食和代谢物生物标志物的依从性,17项膳食筛选器和血浆/尿液样本,分别。
    结果:聚类分析显示,与常规护理组参与者(n=37)相比,地中海饮食组参与者(n=34)在右侧前叶(90CI:<0.0001-0.0004,p<0.001)和左侧上叶(90CI:0.026-0.033,p=0.03)小叶的表面积明显更大。较大的右前叶区域与坚持地中海饮食的高度改善有关,核桃的高摄入量和高浓度的尿羟基酪醇。较大的左上顶叶面积与核桃的高摄入量和高浓度的尿羟基酪醇有关。
    结论:在怀孕期间促进地中海饮食对母体大脑结构有显著影响。
    BACKGROUND: A Mediterranean diet has positive effects on the brain in mid-older adults; however, there is scarce information on pregnant individuals. We aimed to evaluate the effect of a structured Mediterranean diet intervention on the cortical structure of the maternal brain during pregnancy.
    METHODS: This study was a secondary analysis of the IMPACT BCN, a randomized clinical trial with 1221 high-risk pregnant women randomly allocated into three groups at 19-23 weeks of gestation: Mediterranean diet intervention, a mindfulness-based stress reduction program, or usual care. Maternal brain magnetic resonance imaging was performed during the third trimester of pregnancy in a random subgroup of participants. For this study, data from the Mediterranean diet and usual groups were analyzed. Maternal dietary intake, adherence to the Mediterranean diet and metabolite biomarkers were evaluated using a food frequency questionnaire, a 17-item dietary screener and plasma/urine samples, respectively.
    RESULTS: The cluster-wise analysis showed that the Mediterranean diet group participants (n = 34) had significantly larger surface areas in the right precuneus (90%CI: <0.0001-0.0004, p < 0.001) and left superior parietal (90%CI: 0.026-0.033, p = 0.03) lobules compared to the usual care group participants (n = 37). A larger right precuneus area was associated with high improvements in adherence to the Mediterranean diet, a high intake of walnuts and high concentrations of urinary hydroxytyrosol. A larger left superior parietal area was associated with a high intake of walnuts and high concentrations of urinary hydroxytyrosol.
    CONCLUSIONS: The promotion of a Mediterranean diet during pregnancy has a significant effect on maternal brain structure.
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  • 文章类型: Case Reports
    盆腔肿块通常起源于盆腔,通常与子宫有关。卵巢,或肠道疾病。本报告描述了我院诊断为腹膜后皮样囊肿的盆腔肿块患者的情况。我们对这个案例进行了分析和文献综述,减少误诊风险,加强腹膜后肿块的治疗。
    Pelvic masses frequently originate from the pelvic cavity and are often associated with uterine, ovarian, or intestinal disorders. This report describes the case of a patient with a pelvic mass diagnosed as a retroperitoneal dermoid cyst at our hospital. We analyzed this case and conducted a literature review, to mitigate the risk of misdiagnosis and enhance the treatment of retroperitoneal masses.
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  • 文章类型: Journal Article
    背景:动物或临床模型中急性深静脉血栓形成(DVT)或血栓后综合征(PTS)的影像学评估仅限于对血栓位置和范围的解剖学评估。我们假设铁磁共振成像,用于评估其他炎症性疾病中的巨噬细胞含量,可用于评估DVT后随时间的血栓炎症特征。
    方法:19只野生型CD-1小鼠接受手术IVC结扎以诱导DVT。小鼠接受生理盐水或5mg/kg的因子XI抑制剂14E11,在程序之前。结扎后第6-7天进行Fe-MRI以评估血栓体积,灌注,和巨噬细胞含量通过T2加权图像。在手术后第3-15天对小鼠实施安乐死。切除血栓和邻近的静脉壁,称重,福尔马林固定,和石蜡包埋的免疫组织学分析。标本用特异性抗体染色以评估巨噬细胞含量,胶原蛋白沉积,新生血管形成,和再通。使用Mann-WhitneyU或Student'st检验确定显著性。
    结果:对照小鼠IVC结扎后,从第3天到第15天,血栓重量减少了59%.血栓体积在第5天达到峰值,然后在第13天下降85%。FXI抑制导致血栓(p=.008)和静脉壁(p=.01)的巨噬细胞含量降低,血栓体积减少(p=0.03),与对照小鼠相比,血栓质量降低(p=0.01)。CCR2+染色证实了这些发现,显示在血栓(p=0.002)和静脉壁(p=0.002)中存在显著减少的巨噬细胞。
    结论:Fe-MRIT2弛豫时间可用于表征和量化血栓后灌注的变化,巨噬细胞含量,在静脉血栓形成的手术小鼠模型中,血栓体积随时间的变化。这种方法可以更好地量化体内炎症,从而解决血栓和静脉内的单核细胞和巨噬细胞含量,并且可以作为研究和临床评估血栓形成后环境的有用工具。
    BACKGROUND: Imaging evaluation of acute deep vein thrombosis (DVT) or post-thrombotic syndrome (PTS) in animal or clinical models is limited to anatomical assessment of the location and extent of thrombi. We hypothesize that Fe-MRI, used to evaluate macrophage content in other inflammatory diseases, can be useful to evaluate the thromboinflammatory features after DVT over time.
    METHODS: Nineteen wild-type CD-1 mice underwent surgical IVC ligation to induce DVT. Mice received either saline or 5 mg/kg of 14E11, a Factor XI inhibitor, before the procedure. Fe-MRI was performed on days 6-7 after ligation to evaluate thrombus volume, perfusion, and macrophage content via T2-weighted images. Mice were euthanized at days 3-15 after surgery. The thrombi and adjacent vein walls were excised, weighed, formalin-fixed, and paraffin-embedded for immunohistological analysis. Specimens were stained with specific antibodies to evaluate macrophage content, collagen deposition, neovascularization, and recanalization. Significance was determined using the Mann-Whitney U or Student\'s t-test.
    RESULTS: After IVC-ligation in control mice, thrombus weights decreased by 59 % from day 3 to 15. Thrombus volumes peaked on day 5 before decreasing by 85 % by day 13. FXI inhibition led to reduced macrophage content in both thrombi (p = .008) and vein walls (p = .01), decreased thrombus volume (p = .03), and decreased thrombus mass (p = .01) compared to control mice. CCR2+ staining corroborated these findings, showing significantly reduced macrophage presence in the thrombi (p = .002) and vein wall (p = .002).
    CONCLUSIONS: Fe-MRI T2 relaxation times can be used to characterize and quantify post-thrombotic changes of perfusion, macrophage content, and thrombus volume over time in a surgical mouse model of venous thrombosis. This approach could lead to better quantification of in vivo inflammation correlating monocyte and macrophage content within resolving thrombi and veins and may serve as a useful tool for research and clinically in the evaluation of the post-thrombotic environment.
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  • 文章类型: Journal Article
    背景:胰腺囊性病变(PCL)是计算机断层扫描(CT)扫描中常见且未报道的偶然发现,并且可以发展为胰腺癌-最致命的癌症,预期寿命不到5个月。
    目的:本研究的目的是开发和验证一种人工深度神经网络(注意门U-Net,也称为“AGNet”),用于自动检测PCL。这种技术可以帮助放射科医师应对日益增长的横断面影像检查需求,增加偶然发现的PCL数量,从而增加胰腺癌的早期检测。
    方法:我们调整并评估了一种基于注意力门U-Net架构的算法,用于在CT上自动检测PCL。共有335个具有PCL和对照病例的腹部CT由2名放射科医师在3D中手动分割,这些放射科医师具有超过10年的经验,并与专门从事腹部放射学的董事会认证放射科医师达成共识。该信息用于训练用于分割的神经网络,然后是过滤网络结果并应用一些物理约束的后处理管道,比如胰腺的预期位置,以尽量减少误报的数量。
    结果:在这项研究中纳入的335项研究中,297有一个PCL,包括浆液性囊腺瘤,导管内假乳头状黏液瘤,黏液囊性肿瘤,和假性囊肿。所选数据集的Shannon指数为0.991,均匀度为0.902。检测这些病变的平均灵敏度为93.1%(SD0.1%),特异性为81.8%(SD0.1%)。
    结论:这项研究表明,在非对比增强和对比增强腹部CT扫描中,自动人工深度神经网络在检测PCL方面具有良好的性能。
    BACKGROUND: Pancreatic cystic lesions (PCLs) are frequent and underreported incidental findings on computed tomography (CT) scans and can evolve to pancreatic cancer-the most lethal cancer, with less than 5 months of life expectancy.
    OBJECTIVE: The aim of this study was to develop and validate an artificial deep neural network (attention gate U-Net, also named \"AGNet\") for automated detection of PCLs. This kind of technology can help radiologists to cope with an increasing demand of cross-sectional imaging tests and increase the number of PCLs incidentally detected, thus increasing the early detection of pancreatic cancer.
    METHODS: We adapted and evaluated an algorithm based on an attention gate U-Net architecture for automated detection of PCL on CTs. A total of 335 abdominal CTs with PCLs and control cases were manually segmented in 3D by 2 radiologists with over 10 years of experience in consensus with a board-certified radiologist specialized in abdominal radiology. This information was used to train a neural network for segmentation followed by a postprocessing pipeline that filtered the results of the network and applied some physical constraints, such as the expected position of the pancreas, to minimize the number of false positives.
    RESULTS: Of 335 studies included in this study, 297 had a PCL, including serous cystadenoma, intraductal pseudopapillary mucinous neoplasia, mucinous cystic neoplasm, and pseudocysts . The Shannon Index of the chosen data set was 0.991 with an evenness of 0.902. The mean sensitivity obtained in the detection of these lesions was 93.1% (SD 0.1%), and the specificity was 81.8% (SD 0.1%).
    CONCLUSIONS: This study shows a good performance of an automated artificial deep neural network in the detection of PCL on both noncontrast- and contrast-enhanced abdominal CT scans.
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