contrast-enhanced mri

对比增强 MRI
  • 文章类型: Journal Article
    我们研究的目的是研究不同的磁共振成像(MRI)参数在肾上腺肿块表征中的作用。
    在这项研究中,对150例表现为186例肾上腺肿瘤的患者进行了回顾性评估。最终患者队列包括17个嗜铬细胞瘤,3肾上腺皮质癌,24个转移,31例贫脂腺瘤和111例富脂腺瘤。我们对FSE(快速自旋回波)T2加权图像进行了视觉评估,并计算了所有肾上腺肿块的T2信号强度比,还对化学位移成像(CSI)进行了定性评估,并使用肾上腺与脾脏的定量计算信号强度(si)比和肾上腺si指数公式。在动态对比增强序列上,我们基于动脉晚期相图像的增强模式进行了视觉评估,并进行了平均信号强度测量.所有检查均由两名腹部放射科医师以共识进行解释,他们对临床和病理结果一无所知。进行统计分析。
    在FSET2加权成像中,在良性病例中发现与肝脏等强度和稍高的比肝脏高,然而,在恶性病例中,中度和显着的高强度高于肝脏,高于良性病例(p=0.001,p<0.01)。肾上腺肿瘤组的T2信号强度比值之间有统计学意义(p=0.001,p<0.01)。在富含脂质和缺乏脂质的腺瘤组中,T2信号强度比值明显低于嗜铬细胞瘤和转移病例。在恶性组中,T2信号强度比值在统计学上显著高于良性组(p=0.001,p<0.01)。肾上腺肿瘤组的CSI视觉评估之间存在统计学上的显着差异(p=0.001,p<0.01)。尽管在富含脂质的腺瘤组中通常检测到中等和显著的信号强度损失,在其他肿瘤组中从未检测到。良性和恶性肾上腺肿瘤组之间也存在统计学上的显着差异(p=0.001,p<0.01)。在恶性组中,发现肾上腺与脾脏的比率值明显更高,肾上腺si指数值明显低于良性肿瘤(p=0.001,p<0.01)。基于恶性肿瘤,肾上腺肿瘤组之间差异有统计学意义(p=0.001,p<0.01)。尽管良性病例比恶性病例更常见毛细血管腮红和同质增强,在恶性肿瘤中,外周斑片状和明显的毛细血管腮红型增强更为常见。基于恶性肿瘤,恶性肿瘤的平均动脉信号强度值在统计学上高于良性肿瘤(p=0.001;p<0.01)。
    包括CSI在内的动态对比增强MRI方案有助于表征不确定的肾上腺肿块。在这里,定性和定量参数的结合使用使更多的肿瘤被识别,否则将是不确定的。
    UNASSIGNED: The purpose of our study was to investigate the role of different magnetic resonance imaging (MRI) parameters in the characterization of adrenal masses.
    UNASSIGNED: A total of 150 patients who presented with 186 adrenal tumors were retrospectively evaluated in this study. Final patient cohort consisted of 17 pheochromocytomas, 3 adrenocortical carcinomas, 24 metastases, 31 lipid-poor adenomas and 111 lipid-rich adenomas. We carried out a visual assessment on FSE (Fast spin echo)T2 weighted images and also calculated T2 signal intensity ratio of all adrenal masses and also performed a qualitative assessment on chemical shift imaging (CSI) together with quantitative calculation using Adrenal to spleen signal intensity (si) ratio and Adrenal si index formulas. On dynamic contrast-enhanced sequences, visual assessment based on enhancement patterns on late-arterial phase images was performed and also mean signal intensity measurements were carried out. All examinations were interpreted by two abdominal radiologists in consensus who were blinded to the clinical and pathological findings. Statistical analysis was performed.
    UNASSIGNED: On FSE T2 weighted imaging, isointense to liver and slightly hyperintense than liver was found higher in benign cases, however, in malignant cases moderately and strikingly hyperintense than liver was higher than in benign cases (p=0.001, p<0.01). There was a statistically significant difference between the T2 signal intensity ratio values of adrenal tumor groups (p=0.001, p<0.01). In lipid-rich and lipid-poor adenoma groups, T2 signal intensity ratio values was significantly lower than in pheochromocytoma and metastasis cases. In malignant group, T2 signal intensity ratio values were found statistically significantly higher than in the benign group (p=0.001, p<0.01). There was a statistically significant difference between CSI visual assessment of adrenal tumor groups (p=0.001, p<0.01). Although moderate and significant signal intensity loss was usually detected in lipid-rich adenoma group, never detected in other tumor groups. There was also a statistically significant difference between benign and malignant adrenal tumor groups (p=0.001, p<0.01). In the malignant group, Adrenal to spleen si ratio values were found significantly higher whereas, Adrenal si index values were significantly lower compared to benign tumors (p=0.001, p<0.01). Based on malignancy, there was a statistically significant difference between adrenal tumor groups (p=0.001, p<0.01). Although capillary blush and homogenous type enhancement were more common in benign cases than in malignant ones, peripheral-patchy and strikingly capillary blush type enhancement was more frequent in malignant tumors. Based on malignancy, mean arterial signal intensity values of malignant tumors were statistically higher than benign tumors (p=0.001; p<0.01).
    UNASSIGNED: Dynamic contrast-enhanced MRI protocol including CSI aids in the characterization of indeterminate adrenal masses. Herein, the combined use of qualitative and quantitative parameters enables more tumors to be recognized that otherwise would be indeterminate.
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  • 文章类型: Case Reports
    神经淋巴瘤病(NL)是非霍奇金淋巴瘤的罕见并发症,以淋巴瘤细胞浸润到周围神经为特征。一名54岁的妇女最初表现为右侧面神经麻痹,没有任何其他明显症状,并被诊断为贝尔氏麻痹。尽管初步改善,她的病情复发了,促使进一步评估。磁共振成像(MRI)显示,沿着右面神经和相邻的肿块病变,从鼓段到咬肌表面的对比增强。肿块活检显示诊断为富含T细胞/组织细胞的大B细胞淋巴瘤。化疗可完全缓解面神经麻痹。随访MRI证实沿面神经没有对比增强。认为面瘫是由NL引起的。由于面部麻痹是血液系统恶性肿瘤的首次表现,因此将该病例归类为原发性NL。复发性面神经麻痹,这在贝尔麻痹中是不典型的,导致进一步的MRI评估,最终诊断为恶性淋巴瘤。在复发性面神经麻痹的情况下,临床医生应该考虑各种诊断,包括NL的,提倡早期影像学检查和活检,如果可能,准确的诊断和改善结果。
    Neurolymphomatosis (NL) is a rare complication of non-Hodgkin\'s lymphoma, characterized by the infiltration of lymphoma cells into the peripheral nerves. A 54-year-old woman initially presented with right facial palsy without any other significant symptoms and was diagnosed with Bell\'s palsy. Despite initial improvement, her condition recurred, prompting further evaluation. Magnetic resonance imaging (MRI) revealed contrast enhancement from the tympanic segment to the surface of the masseter muscle along the right facial nerve and an adjacent mass lesion. Biopsy of the mass revealed a diagnosis of T-cell/histiocyte-rich large B-cell lymphoma. Chemotherapy resulted in complete resolution of facial palsy. Follow-up MRI confirmed the absence of contrast enhancement along the facial nerve. Facial palsy was considered to be caused by NL. This case was classified as that of primary NL because the facial palsy was the first manifestation of a hematologic malignancy. Recurrent facial palsy, which is atypical in Bell\'s palsy, led to further evaluation with MRI, which finally resulted in the diagnosis of malignant lymphoma. In cases of recurrent facial palsy, clinicians should consider various diagnoses, including that of NL, and advocate early imaging tests and biopsy, if possible, for accurate diagnosis and improved outcomes.
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  • 文章类型: Journal Article
    对比增强磁共振成像(CE-MRI)是全球疾病诊断和管理的关键工具。自2009年临床上市以来,阿魏酚用于阿魏酚增强MRI(FE-MRI)的标签外使用显着重塑了CE-MRI实践。与钆造影剂增强的MRI不同,FE-MRI具有减少造影剂剂量等优点,扩展成像窗口,无肾毒性,更高的MRI时间效率和分子成像能力。作为领先的超顺磁性氧化铁造影剂,阿魏酚被称为下一代造影剂。这篇综述描述了FE-MRI的关键临床应用和固有的技术优势,提供一个前卫的医学工程跨学科的镜头,从而弥合临床需求和工程创新之间的差距。同时,我们聚焦新兴的成像主题和新的技术突破。最后,我们分享我们对FE-MRI潜在轨迹的见解,照亮了它在医学成像领域的未来。
    Contrast-enhanced magnetic resonance imaging (CE-MRI) is a pivotal tool for global disease diagnosis and management. Since its clinical availability in 2009, the off-label use of ferumoxytol for ferumoxytol-enhanced MRI (FE-MRI) has significantly reshaped CE-MRI practices. Unlike MRI that is enhanced by gadolinium-based contrast agents, FE-MRI offers advantages such as reduced contrast agent dosage, extended imaging windows, no nephrotoxicity, higher MRI time efficiency and the capability for molecular imaging. As a leading superparamagnetic iron oxide contrast agent, ferumoxytol is heralded as the next generation of contrast agents. This review delineates the pivotal clinical applications and inherent technical superiority of FE-MRI, providing an avant-garde medical-engineering interdisciplinary lens, thus bridging the gap between clinical demands and engineering innovations. Concurrently, we spotlight the emerging imaging themes and new technical breakthroughs. Lastly, we share our own insights on the potential trajectory of FE-MRI, shedding light on its future within the medical imaging realm.
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  • 文章类型: Case Reports
    特发性双侧面神经麻痹是一种罕见的疾病,对诊断和预后提出了挑战。具体来说,当双侧神经受损时,很难预测预后。我们通过提供有关面神经变性的定位和严重程度的信息来展示对比增强磁共振成像(MRI)的有用性。一名70岁的日本男子在两侧同时出现House-BrackmannVI级的双侧同时面神经麻痹。增强MRI显示颞内面神经双侧强度增强。左侧的信号强度高于右侧。左侧行面神经减压术。左面神经麻痹在发病8个月后终于好转,而右侧在发病后不到两个月就有所改善。面神经麻痹的增强MRI可以为面神经损伤的评估提供有价值的信息。在我们病人的情况下,它可作为双侧面神经麻痹的预后预测因子。
    Idiopathic bilateral facial nerve palsy is a rare condition and presents a diagnostic and prognostic challenge. Specifically, when bilateral nerves are damaged, it is difficult to predict the prognosis. We showcase the usefulness of contrast-enhanced magnetic resonance imaging (MRI) by providing information about localization and severity of degeneration of facial nerve. A 70-year-old Japanese man presented with bilateral simultaneous facial nerve palsy of House-Brackmann Grade VI on both sides. Contrast-enhanced MRI revealed bilateral intensity enhancement of intratemporal facial nerves. The signal intensity was higher on the left side than on the right side. Facial nerve decompression was performed on the left side. The left facial nerve palsy was finally improved eight months after the onset, while the right side was improved just under two months after the onset. Contrast-enhanced MRI for facial nerve palsy can provide valuable information for the evaluation of damaged facial nerves. In our patient\'s case, it was useful as a prognostic predictor of bilateral facial nerve palsy.
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  • 文章类型: Journal Article
    目的:目的是评估有和没有MRI和US相关的乳房X线摄影结构畸变(AD)的结果。
    方法:使用基于读者的研究设计,对2007年1月1日至2017年9月30日的不明原因的乳房X线摄影AD和随后的MRI进行了回顾性审查。乳腺摄影,MRI,并记录了美国的特征和结果。真相基于活检结果或至少两年的影像学随访。计算了诊断准确性的度量。
    结果:纳入56例AD:29例(51.8%)在二维乳房X线照片上检测到,27例(48.2%)在数字乳腺断层合成上检测到。35.7%(20/56)与MRI相关,40.0%(8/20)为增强肿块,55.0%(11/20)为非质量增强(NME),5.0%(1/20)为非增强型AD。在八个增强群众中,75.0%(6/8)为浸润性癌症,高危病变占25.0%(2/8)。在11个NME中,18.2%(2/11)为导管原位癌,36.4%(4/11)为高危病变,45.4%(5/11)为良性。64.3%(36/56)无MRI相关,94.4%(34/36)为良性病理或随访,一个(2.8%,1/36)是4毫米的浸润性癌症病灶,与美国相关,一个(1/36,2.8%)是高危病变。在没有MRI和US相关的病例中,一个(3.0%,1/33)是高危病变,97.0%(32/33)是良性病变。无MRI相关的乳房X线摄影AD的阴性预测值为97.2%(35/36),无MRI和US相关的阴性预测值为100.0%(33/33)。
    结论:在我们的小队列中,没有MRI或US相关的乳房X线摄影AD与癌症无关,可以考虑随访,减少干预。
    OBJECTIVE: The objective was to evaluate outcomes of mammographic architectural distortion (AD) with and without MRI and US correlates.
    METHODS: A retrospective review of unexplained mammographic AD with subsequent MRI from January 1, 2007 to September 30, 2017 was performed using a reader-based study design. Mammographic, MRI, and US features and outcomes were documented. Truth was based on biopsy results or minimum two-year imaging follow-up. Measures of diagnostic accuracy were calculated.
    RESULTS: Fifty-six cases of AD were included: 29 (51.8%) detected on 2D mammogram and 27 (48.2%) detected on digital breast tomosynthesis. Of 35.7% (20/56) with MRI correlate, 40.0% (8/20) were enhancing masses, 55.0% (11/20) were non-mass enhancement (NME), and 5.0% (1/20) were nonenhancing AD. Of eight enhancing masses, 75.0% (6/8) were invasive cancers, and 25.0% (2/8) were high-risk lesions. Of 11 NME, 18.2% (2/11) were ductal carcinoma in situ, 36.4% (4/11) were high-risk lesions, and 45.4% (5/11) were benign. Of 64.3% (36/56) without MRI correlate, 94.4% (34/36) were benign by pathology or follow-up, one (2.8%, 1/36) was a 4-mm focus of invasive cancer with US correlate, and one (1/36, 2.8%) was a high-risk lesion. Of cases without MRI and US correlates, one (3.0%, 1/33) was a high-risk lesion and 97.0% (32/33) were benign. The negative predictive value of mammographic AD without MRI correlate was 97.2% (35/36) and without both MRI and US correlates was 100.0% (33/33).
    CONCLUSIONS: Mammographic AD without MRI or US correlate was not cancer in our small cohort and follow-up could be considered, reducing interventions.
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  • 文章类型: Journal Article
    梅尼埃病(MD)的诊断依赖于主观因素,诊断为MD的患者可能具有异质性的病理生理。本研究旨在使用两个客观数据对MD患者进行分层,眼球震颤视频和对比增强磁共振成像(CE-MRI)。
    这是一项回顾性的横断面研究。根据日本均衡研究协会(c-JSER)的标准,纳入诊断为明确MD的成年人,在眩晕发作后立即获得便携式眼球震颤记录仪记录的视频,并接受内耳CE-MRI检查(ss=91).没有获得眼球震颤视频的患者,接受了囊手术的人,排除检查间隔较长的患者(n=40)。
    受试者的性别为22名男性和29名女性。年龄范围为20-82岁,中位数为54y。在CE-MRI上观察到84%(43例患者)的内淋巴积液(EH)。31例患者出现单侧EH。所有患者均表现出EH一侧存在耳蜗症状。同时患有眼球震颤和EH的患者人数为38。5例仅显示EH,5例仅显示眼球震颤,而3例患者也没有。在43个眼球震颤记录中,32在眩晕发作后立即显示刺激性眼震。眼震的方向后来在24小时内逆转了44%的病例。
    根据是否存在EH和眼球震颤将患者分为亚组。有耳蜗症状的一侧与EH一致。c-JSER可以诊断早期MD患者,它可用于治疗早期MD并保留听力;然而,这种方法也可能包括具有不同病理的患者。
    UNASSIGNED: Diagnosis of Menière\'s disease (MD) relies on subjective factors and the patients diagnosed with MD may have heterogeneous pathophysiologies. This study aims to stratify MD patients using two objective data, nystagmus videos and contrast-enhanced magnetic resonance imaging (CE-MRI).
    UNASSIGNED: This is a retrospective cross-sectional study. According to the Japan Society for Equilibrium Research criteria (c-JSER), adults diagnosed with definite MD and who obtained videos recorded by portable nystagmus recorder immediately following vertigo attacks and underwent CE-MRI of the inner ear were included (ss = 91). Patients who obtained no nystagmus videos, who had undergone sac surgery, and those with long examination intervals were excluded (n = 40).
    UNASSIGNED: The gender of the subjects was 22 males and 29 females. The age range was 20-82 y, with a median of 54 y. Endolymphatic hydrops (EH) were observed on CE-MRI in 84% (43 patients). Thirty-one patients had unilateral EH. All of them demonstrated EH on the side of the presence of cochlear symptoms. The number of patients who had both nystagmus and EH was 38. Five patients only showed EH and 5 patients only exhibited nystagmus, while 3 patients did not have either. Of the 43 nystagmus records, 32 showed irritative nystagmus immediately after the vertigo episode. The direction of nystagmus later reversed in 44% of cases over 24 h.
    UNASSIGNED: Patients were stratified into subgroups based on the presence or absence of EH and nystagmus. The side with cochlear symptoms was consistent with EH. The c-JSER allows for the diagnosis of early-stage MD patients, and it can be used to treat early MD and preserve hearing; however, this approach may also include patients with different pathologies.
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  • 文章类型: Case Reports
    目的:睾丸间质细胞瘤(LCT)是一种罕见的睾丸肿瘤亚型,发生在睾丸间质组织中,占每年切除总睾丸肿块的1-3%。我们报告了一例诊断为睾丸LCT的70岁男性。该报告显示睾丸LCT在受影响的睾丸中具有瘤内和非肿瘤性睾丸实质增强,应将其视为LCT的特征性发现。
    方法:超声检查显示低回声肿块。在磁共振成像上,肿瘤在T1加权图像(T1WI)上显示与周围睾丸组织相当的低信号强度,在T2加权图像(T2WI)上显示低信号强度.在钆对比增强T1WI(CE-T1WI)上,肿瘤显示出快速和明显的冲洗和随后的延长冲洗。幸免的人,非肿瘤性睾丸实质在早期表现出缓慢和渐进的增强,与延迟阶段的质量一样强或更强。患者接受右睾丸切除术。
    结果:病理,该肿瘤被诊断为睾丸间质细胞瘤(LCT)。在发育良好的微血管中观察到Leydig细胞增殖,精细管萎缩,非肿瘤性睾丸实质间质水肿。非肿瘤实质中的睾丸间质细胞对雌激素受体呈阳性。
    结论:由于CE-T1WI上的非肿瘤性睾丸实质区域的对比发现可能与LCT的组织病理学特征相符,我们的病例提示影像学上存在非肿瘤性睾丸实质增强可能提示LCT的诊断.
    Testicular Leydig cell tumor (LCT) is a rare subtype of testicular neoplasms that occurs in the interstitial tissue of testes, accounting for 1-3% of total testicular masses removed annually. We report a case of 70-year-old man diagnosed as testicular LCT. This report demonstrates a testicular LCT with intratumoral and non-tumorous testicular parenchymal enhancement in the affected testis, which should be considered characteristic findings of LCT.
    Ultrasonography showed a hypoechoic mass. On magnetic resonance imaging, the tumor showed low signal intensity comparable to the surrounding testicular tissue on T1-weighted images (T1WI) and low signal intensity on T2-weighted images (T2WI). On gadolinium contrast-enhanced T1WI (CE-T1WI), the tumor showed a rapid and marked wash-in and subsequent prolonged washout. The spared, non-tumorous testicular parenchyma showed slow and progressive enhancement in the early phase, which was as strong as or stronger than that of the mass in the delayed phase. The patient underwent right orchiectomy.
    Pathologically, the tumor was diagnosed as a testicular Leydig cell tumor (LCT). Leydig cell proliferation was observed with well-developed microvessels, atrophy of the seminiferous tubules, and stromal edema in the non-tumorous testicular parenchyma. Leydig cells in the non-tumorous parenchyma were positive for estrogen receptors.
    Since the contrast findings in the non-tumorous testicular parenchymal region on CE-T1WI likely match the histopathological features of LCT, our case suggests that the presence of non-tumorous testicular parenchymal enhancement on imaging might indicate a diagnosis of LCT.
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  • 文章类型: Journal Article
    目的:68镓(68Ga)标记的生长抑素类似物(SSA)PET显像已广泛应用于神经内分泌肿瘤(NENs)的临床实践。与68Ga相比,18F具有伟大的实际和经济优势。尽管一些研究显示了健康志愿者和小型NEN患者组中[18F]AlF-NOTA-奥曲肽([18F]-OC)的特征,其临床价值有待进一步研究。在这里,这项回顾性研究旨在评估[18F]-OCPET/CT检测NENs的诊断准确性,以及将其与对比增强CT/MRI进行比较。
    方法:我们回顾性分析了93例接受过[18F]-OCPET/CT和CT或MRI扫描的患者的资料。在这些病人中,有45例疑似NENs的患者进行诊断评估,48例经病理证实的NENs可检测转移或复发。[18F]-OCPET/CT图像通过测量肿瘤的最大标准化摄取值(SUVmax)进行视觉和半定量评估,肿瘤背景SUVmax比(TBR),和垂体的SUVmax(SUVhowphyssis)。在这93例患者中发现了276个可疑的NEN病变。组织病理学或影像学随访结果作为最终诊断的参考标准。
    结果:45例疑似NENs患者通过切除或活检的组织病理学检查得到证实。[18F]-OCPET/CT在G1-G3NENs病变中显示高放射性示踪剂摄取。[18F]-OCPET/CT表现出优越的性能,灵敏度为96.3%,77.8%的特异性,与CT/MRI相比,诊断NENs的准确率为88.9%。当SUVmax截止时,TBR,和SUVhypophysis分别为8.3、3.1和15.4,[18F]-OCPET/CT在区分NEN和非NEN病变的敏感性和特异性之间具有最佳平衡。总共276个疑似NEN病变,灵敏度,特异性,[18F]-OCPET/CT诊断NENs的准确率为90.5%,82.1%,和88.8%,分别,高于CT和MRI。G1和G2NEN比G3具有更高的TBR和更低的CT增强强度。SUVmax和TBR与G2的CT增强强度呈正相关,而不是G1或G3。
    结论:[18F]-OCPET/CT是一种用于NENs的初步诊断和检测转移或术后复发的有前途的成像方式。
    Gallium-68 (68Ga)-labeled somatostatin analog (SSA) PET imaging has been widely used in clinical practice of neuroendocrine neoplasms (NENs). Compared with 68Ga, 18F has a great practical and economic advantage. Although a few studies have shown the characteristics of [18F] AlF-NOTA-octreotide ([18F]-OC) in healthy volunteers and small NEN patient groups, its clinical value needs further investigation. Herein, this retrospective study aimed to evaluate the diagnostic accuracy of [18F]-OC PET/CT in detecting NENs, as well as to compare it with contrast-enhanced CT/MRI.
    We retrospectively reviewed the data of 93 patients who had undergone [18F]-OC PET/CT and CT or MRI scans. Of these patients, there were 45 patients with suspected NENs for diagnostic evaluation, and 48 patients with pathologically confirmed NENs for detecting metastasis or recurrence. [18F]-OC PET/CT images were evaluated visually and semi-quantitatively by measuring maximum standardized uptake value of tumor (SUVmax), tumor-to-background SUVmax ratio (TBR), and SUVmax of hypophysis (SUVhypophysis). A total of 276 suspected NEN lesions were found in these 93 patients. The results of histopathology or radiographic follow-up served as the reference standard for the final diagnosis.
    Forty-five patients with suspected NENs were confirmed by histopathological examination via resection or biopsy. [18F]-OC PET/CT showed high radiotracer uptake in the lesions of G1-G3 NENs. [18F]-OC PET/CT showed superior performance with 96.3% of sensitivity, 77.8% of specificity, and 88.9% of accuracy in diagnosing NENs compared to CT/MRI. When cutoffs of SUVmax, TBR, and SUVhypophysis were 8.3, 3.1, and 15.4, [18F]-OC PET/CT had the best equilibrium between sensitivity and specificity for differentiating NEN from non-NEN lesions. For a total of 276 suspected NEN lesions, the sensitivity, specificity, and accuracy of [18F]-OC PET/CT for diagnosis of NENs were 90.5%, 82.1%, and 88.8%, respectively, and were higher than those of CT and MRI. G1 and G2 NENs had higher TBR and lower CT enhancement intensity than G3. The SUVmax and TBR had a positive correlation with CT enhancement intensity in G2 rather than in G1 or G3.
    [18F]-OC PET/CT is a promising imaging modality for initial diagnosis and detecting metastasis or postoperative recurrence in NENs.
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  • 文章类型: Journal Article
    非灌注体积(NPV)是前列腺消融后立即治疗成功的重要指标。然而,NPV的可视化首先需要向血流中注射MRI造影剂,有很多缺点。这项研究的目的是开发一种深度学习模型,能够在前列腺消融治疗后立即预测NPV,而无需MRI造影剂。开发了一种改进的2D深度学习UNet模型来预测治疗后的NPV。我们用95例接受过前列腺消融术治疗局限性前列腺癌的患者的MRI影像数据,验证,并测试模型。模型输入为T1/T2加权和测温MRI图像,总是在没有任何MRI造影剂的情况下以及在治疗日的最终NPV图像之前获得。模型产出是预测的净现值。通过将预测的NPV与地面实况NPV进行比较,使用骰子相似系数(DSC)评估模型准确性。放射科医生还对NPV进行了定性评估。与地面实况相比,预测的NPV的平均(std)DSC评分为85%±8.1%。对于前列腺半径较大(>24mm)的切片和整个腺体而不是部分消融切片,模型性能明显更好。对于31%的图像,预测的NPV与地面实况没有区别。明确建立了使用无MRI造影剂的UNet模型预测NPV的可行性。如果进一步发展,这可以改善患者的治疗结果,并且可以完全消除对造影剂的需求.试验登记号使用三项研究来填充数据:NCT02766543、NCT03814252和NCT03350529。
    UNASSIGNED:在线版本包含补充材料,可在10.1007/s13534-022-00250-y获得。
    The non-perfused volume (NPV) is an important indicator of treatment success immediately after prostate ablation. However, visualization of the NPV first requires an injection of MRI contrast agents into the bloodstream, which has many downsides. Purpose of this study was to develop a deep learning model capable of predicting the NPV immediately after prostate ablation therapy without the need for MRI contrast agents. A modified 2D deep learning UNet model was developed to predict the post-treatment NPV. MRI imaging data from 95 patients who had previously undergone prostate ablation therapy for treatment of localized prostate cancer were used to train, validate, and test the model. Model inputs were T1/T2-weighted and thermometry MRI images, which were always acquired without any MRI contrast agents and prior to the final NPV image on treatment-day. Model output was the predicted NPV. Model accuracy was assessed using the Dice-Similarity Coefficient (DSC) by comparing the predicted to ground truth NPV. A radiologist also performed a qualitative assessment of NPV. Mean (std) DSC score for predicted NPV was 85% ± 8.1% compared to ground truth. Model performance was significantly better for slices with larger prostate radii (> 24 mm) and for whole-gland rather than partial ablation slices. The predicted NPV was indistinguishable from ground truth for 31% of images. Feasibility of predicting NPV using a UNet model without MRI contrast agents was clearly established. If developed further, this could improve patient treatment outcomes and could obviate the need for contrast agents altogether. Trial Registration Numbers Three studies were used to populate the data: NCT02766543, NCT03814252 and NCT03350529.
    UNASSIGNED: The online version contains supplementary material available at 10.1007/s13534-022-00250-y.
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  • 文章类型: Journal Article
    目的:这项研究的目的是评估放射科医生在深度学习(DL)算法的辅助下,在肌肉骨骼肿瘤(MST)的良恶性分化中,是否可以达到与手术前活检相当的诊断准确性。
    方法:我们首先对文献进行了系统回顾,以获得细针穿刺活检(FNAB)和粗针穿刺活检(CNB)在区分良性和恶性MST方面的总体诊断准确性。通过从符合我们纳入标准的文章中综合数据。为了与文献中报道的准确性进行比较,然后我们邀请了四位放射科医生,分别与2(A),6(B)、7(C)、和33(D)年的经验,在我们自己的数据集上解释肌肉骨骼MRI进行诊断测试(n=62),有或没有以前开发的DL算法的帮助。良恶性分化的金标准是组织病理学确认或临床/影像学随访。
    结果:对于FNAB,包含4604个样本的荟萃分析符合纳入标准,总体诊断准确率为0.77.对于CNB,通过综合7篇原始研究文章(共587份样本)的结果得出的总体准确度为0.86.在我们的内部MST数据集上,被邀请的放射科医生,分别,达到0.84(A)的诊断准确率,0.89(B),0.87(C),和0.90(D),在DL的协助下。
    结论:在肌肉骨骼动态增强MRI中使用DL算法可将放射科医师的良恶性鉴别准确性提高到与手术前活检相当的水平。开发的DL算法具有降低放射学实践中误诊恶性肿瘤的风险的潜力。
    OBJECTIVE: The purpose of this study was to assess if radiologists assisted by deep learning (DL) algorithms can achieve diagnostic accuracy comparable to that of pre-surgical biopsies in benign-malignant differentiation of musculoskeletal tumors (MST).
    METHODS: We first conducted a systematic review of literature to get the respective overall diagnostic accuracies of fine-needle aspiration biopsy (FNAB) and core needle biopsy (CNB) in differentiating between benign and malignant MST, by synthesizing data from the articles meeting our inclusion criteria. To compared against the accuracies reported in literature, we then invited 4 radiologists, respectively with 2 (A), 6 (B), 7 (C), and 33 (D) years of experience in interpreting musculoskeletal MRI to perform diagnostic tests on our own dataset (n = 62), with and without assistance of a previously developed DL algorithm. The gold standard for benign-malignant differentiation was histopathologic confirmation or clinical/radiographic follow-up.
    RESULTS: For FNAB, a meta-analysis containing 4604 samples met the inclusion criteria, with the overall diagnostic accuracy reported to be 0.77. For CNB, an overall accuracy of 0.86 was derived by synthesizing results from 7 original research articles containing a total of 587 samples. On our internal MST dataset, the invited radiologists, respectively, achieved diagnostic accuracies of 0.84 (A), 0.89 (B), 0.87 (C), and 0.90 (D), with the assistance of DL.
    CONCLUSIONS: Use of DL algorithms on musculoskeletal dynamic contrast-enhanced MRI improved the benign-malignant differentiation accuracy of radiologists to a level comparable to that of pre-surgical biopsies. The developed DL algorithms have a potential to lower the risk of miss-diagnosing malignancy in radiological practice.
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