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Ultrasound-guided Percutaneous Core-needle Biopsy of Focal Pancreatic Lesions - Practical Aspectss. 超声引导下胰腺局灶性病变经皮穿刺穿刺活检的实用价值。
IF 1.1 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2022-04-27 eCollection Date: 2022-04-01 DOI: 10.15557/JoU.2022.0019
Agnieszka Zofia Rogowska

Ultrasound-guided percutaneous core-needle biopsy is an excellent diagnostic tool for solid pancreatic lesions. It allows for identifying neoplastic pancreatic tumors with nearly 100% sensitivity, specificity and accuracy. Unresectable tumor assessment prior to planned palliative treatment is the primary indication for percutaneous pancreatic tumor biopsy. In the case of potential tumors eligible for radical surgery, endosonography-guided biopsy is used, if clinically necessary, to avoid the peritoneal spread of tumor cells during puncture. The possibility of obtaining a specimen for a detailed microscopic assessment during an easily accessible and simple procedure is the main advantage of core-needle biopsy over the low, yet higher when compared to other biopsy techniques, risk of complications. Obtaining tissue samples for molecular analysis is essential for palliative targeted therapy in pancreatic cancer and may become the main indication for the common core-needle biopsy of inoperable pancreatic tumors in the near future. The present paper describes the indications and the technique for core-needle biopsy in pancreatic tumors. Based on the studies published to date, the safety of the procedure, significant complications, including bleeding in particular, and the diagnostic sensitivity and specificity, also compared to other biopsy techniques, have been summarized. The present paper may contribute to the introduction of core-needle biopsy of pancreatic masses into clinical practice.

超声引导下经皮穿刺活检是诊断胰腺实性病变的良好工具。它可以以接近100%的灵敏度、特异性和准确性识别胰腺肿瘤。在计划姑息治疗之前,不可切除的肿瘤评估是经皮胰腺肿瘤活检的主要指征。对于适合根治性手术的潜在肿瘤,如果临床需要,可以使用超声引导下的活检,以避免穿刺时肿瘤细胞向腹膜扩散。与其他活检技术相比,芯针活检的并发症风险较低,但较高,其主要优点是可以在方便和简单的过程中获得标本进行详细的显微镜评估。获取组织样本进行分子分析对于姑息性靶向治疗胰腺癌至关重要,并可能在不久的将来成为不能手术胰腺肿瘤的常见核心针活检的主要指征。本文介绍了胰腺肿瘤穿刺活检的适应证和技术。根据迄今为止发表的研究,总结了该手术的安全性,主要并发症,特别是出血,以及诊断的敏感性和特异性,并与其他活检技术进行了比较。本论文可能有助于将核心针活检胰腺肿块引入临床实践。
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引用次数: 2
Ultrasound-guided Biopsy of Musculoskeletal Soft-tissue Tumors: Basic Principles, Usefulness and Limitations. 超声引导下的肌肉骨骼软组织肿瘤活检:基本原理、实用性和局限性。
IF 1.3 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2022-04-27 eCollection Date: 2022-04-01 DOI: 10.15557/JoU.2022.0018
Violeta Vasilevska Nikodinovska, Slavcho Ivanoski, Slavica Kostadinova-Kunovska, Milan Samardziski

The aim of this article is to provide a short review of the literature concerning the basic principles, usefulness and limitations of ultrasound-guided biopsy of musculoskeletal soft-tissue tumors, with particular focus on core needle biopsies. Musculoskeletal soft-tissue tumors represent a rare and complex group of heterogeneous lesions. Prompt diagnosis of these uncommon lesions can improve the outcome and increase the patient survival rate. A biopsy examination of soft-tissue tumors with imaging modalities is necessary in all cases of aggressive or undetermined lesions. Although fine needle aspiration can be helpful for the biopsy of certain tumor types, core needle biopsy is a standard procedure in most tertiary sarcoma centers. It has a high diagnostic accuracy, low complication rate and lower price in comparison to open biopsy, and can replace it in the majority of cases of soft-tissue tumor assessment. However, the examining physician has to be familiar with the technique, and the strengths and potential difficulties in performing ultrasound-guided biopsy, as well as possible solutions to obstacles. Several recently developed ultrasound techniques can be helpful and improve the outcome of imaging-guided biopsies of musculoskeletal lesions.

本文旨在对有关超声引导下肌肉骨骼软组织肿瘤活检的基本原理、实用性和局限性的文献进行简短综述,尤其侧重于核心针活检。肌肉骨骼软组织肿瘤是一组罕见而复杂的异质性病变。对这些罕见病变的及时诊断可改善预后,提高患者存活率。在所有侵袭性或未确定病变的病例中,都有必要通过影像学检查对软组织肿瘤进行活检。虽然细针穿刺有助于某些类型肿瘤的活检,但核心针活检是大多数三级肉瘤中心的标准程序。与开放式活检相比,核心针活检诊断准确率高、并发症发生率低、价格便宜,在大多数软组织肿瘤评估病例中可以取代开放式活检。不过,检查医生必须熟悉这项技术,了解超声引导活检的优势和潜在困难,以及解决障碍的可能办法。最近开发的几种超声技术可以帮助并改善成像引导下的肌肉骨骼病变活检结果。
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引用次数: 0
Suspicion of Recurrent Osteosarcoma in a Patient with Pseudotumour Adjacent To the Endoprosthesis. 假体附近假肿瘤患者复发性骨肉瘤的怀疑。
IF 1.1 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2022-04-27 eCollection Date: 2022-04-01 DOI: 10.15557/JoU.2022.0023
Marek Duczkowski, Agnieszka Duczkowska, Elżbieta Michalak, Agnieszka Tomasik-Kowalska, Sylwia Szkudlińska-Pawlak, Bartosz Pachuta, Anna Raciborska, Monika Bekiesińska-Figatowska

Purpose: Pseudotumor is a rare complication after arthroplasty, most often of the hip joint, in response to metal particles present in the implant. There are merely sporadic reports of pseudotumor in patients with bone sarcoma after sparing surgery with endoprosthesis implant. The aim of this study is to present the characteristic imaging features of pseudotumor.

Case report: We present a case of a 21-year-old male patient in whom a scheduled follow-up ultrasound revealed a painless lesion suspected of local recurrence at the border of the endoprosthesis and the bone stump 3.5 years after the end of treatment for osteosarcoma of the femur. Histopathology of the biopsy specimen revealed that the lesion was a pseudotumor.

Conclusions: Although pseudotumor is sporadic in patients treated with endoprosthesis for bone sarcoma, their prolonged survival could bear the risk of such a complication. Imaging studies, in particular ultrasound, may be helpful in differentiating from local recurrence of sarcoma, however, the histopathology of the specimen obtained by open biopsy at a reference center is crucial for the final diagnosis.

目的:假肿瘤是髋关节置换术后罕见的并发症,多见于髋关节,是对植入物中金属颗粒的反应。只有零星的报道,假体植入骨肉瘤患者在保留手术后出现假肿瘤。本研究的目的是介绍假性肿瘤的影像学特征。病例报告:我们报告了一个21岁的男性患者,在治疗股骨骨肉瘤结束3.5年后,在预定的随访超声检查中发现一无痛病变,怀疑在假体和骨残端交界处局部复发。活检标本的组织病理学显示病变为假瘤。结论:虽然假性肿瘤在骨肉瘤患者中是散发性的,但假性肿瘤的生存期较长,可以承受这种并发症的风险。影像学检查,特别是超声检查,可能有助于区分肉瘤的局部复发,然而,在参考中心通过开放活检获得的标本的组织病理学对最终诊断至关重要。
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引用次数: 0
Summary of Meta-analyses of Studies Involving TIRADS Classifications (EU-TIRADS, ACR-TIRADS, and K-TIRADS) in Evaluating the Malignant Potential of Focal Lesions of The Thyroid Gland. 涉及TIRADS分类(EU-TIRADS、ACR-TIRADS和K-TIRADS)评估甲状腺局灶性病变恶性潜能的meta分析综述。
IF 1.1 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2022-04-27 eCollection Date: 2022-04-01 DOI: 10.15557/JoU.2022.0020
Katarzyna Dobruch-Sobczak, Zbigniew Adamczewski, Marek Dedecjus, Andrzej Lewiński, Bartosz Migda, Marek Ruchała, Anna Skowrońska-Szcześniak, Ewelina Szczepanek-Parulska, Klaudia Zajkowska, Agnieszka Żyłka

Numerous scientific societies around the world have published their TIRADS (Thyroid Imaging Reporting and Data System) classifications that evaluate the risk of malignancy of focal thyroid lesions, presenting different ultrasound features for each category and lesion size thresholds to determine eligibility for biopsy. The use of such risk estimation systems in focal thyroid lesions facilitates the reporting of thyroid ultrasound findings and improves the qualification of focal lesions for fine-needle aspiration biopsy (FNAB). In this publication, the three most popular TIRADS classifications, European - EU-TIRADS, Korean - K-TIRADS, and developed by the American Society of Radiology - ACR-TIRADS, are presented and discussed based on a literature review. The results of available head-to-head statistical analyses comparing the classifications are also presented. The advantage of the EU-TIRADS and K-TIRADS systems is that they include only the most important ultrasound features, so their application is not time-consuming, and the scores are easy to incorporate into clinical practice. ACR-TIRADS, unlike other scales, is based on a unique classification system and represents the most comprehensive classification. Each of the five categories of ultrasound features - morphology, echogenicity, shape, margins, microcalcifications - are evaluated and assigned a score from 0 to 3, with a higher score being associated with a higher risk of cancer. Based on the available data, the greatest benefit has been demonstrated for the ACR-TIRADS classification, which also has implications for minimising the number of unnecessary FNABs. However, limitations related to the heterogeneity of the groups analysed in the study, including differences in the populations studied, inclusion criteria, proportions of patients of either sexes, and the number of malignant lesions analysed, should also be taken into account.

世界各地的许多科学学会已经发布了他们的TIRADS(甲状腺成像报告和数据系统)分类,评估局灶性甲状腺病变的恶性风险,为每个类别提供不同的超声特征和病变大小阈值,以确定是否有资格进行活检。在局灶性甲状腺病变中使用这种风险评估系统有助于报告甲状腺超声结果,并提高了细针穿刺活检(FNAB)局灶性病变的资格。在本出版物中,三种最流行的TIRADS分类,欧洲-欧盟-TIRADS,韩国- K-TIRADS,并由美国放射学会发展- ACR-TIRADS,在文献综述的基础上提出和讨论。还介绍了现有的对头统计分析的结果,比较了这些分类。EU-TIRADS和K-TIRADS系统的优点是它们只包括最重要的超声特征,因此它们的应用不耗时,并且分数很容易纳入临床实践。与其他量表不同,ACR-TIRADS基于独特的分类系统,代表了最全面的分类。对五类超声特征——形态、回声性、形状、边缘、微钙化——进行评估,并给出0到3分的评分,得分越高,患癌症的风险越高。根据现有数据,ACR-TIRADS分类的最大益处已被证明,这也意味着将不必要的fnab数量降至最低。然而,与研究中分析的群体异质性相关的局限性,包括研究人群的差异、纳入标准、男女患者的比例以及所分析的恶性病变的数量,也应考虑在内。
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引用次数: 5
The Role of ABUS in The Diagnosis of Breast Cancer. ABUS在乳腺癌诊断中的作用。
IF 1.1 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2022-04-27 eCollection Date: 2022-04-01 DOI: 10.15557/JoU.2022.0014
Elżbieta Łuczyńska, Marta Pawlak, Tadeusz Popiela, Wojciech Rudnicki

Breast cancer, which is the most common cancer in women, is a major problem both in Poland and worldwide. Mammography remains the primary screening method. However, the sensitivity of mammographic screening is lower in women with dense glandular breasts due to tissue overlap and the effect of the glandular tissue obscuring the tumor and the fact that tumors and glandular tissue show similar X-ray absorption. Consequently, other methods are being sought to increase breast cancer detection rates. Currently, the most common and used methods are ultrasonography, magnetic resonance imaging and advanced mammographic methods (digital breast tomosynthesis and contrast-enhanced spectral mammography). Despite many advantages and superiority over mammography in dense breasts, they also have many disadvantages. Ultrasound is operator-dependent and the other techniques are expensive or not widely available. The Automated Breast Ultrasound Service (ABUS) technique appears to be a good option in terms of both effectiveness and lower cost.

乳腺癌是妇女中最常见的癌症,在波兰和全世界都是一个主要问题。乳房x光检查仍然是主要的筛查方法。然而,由于组织重叠和腺体组织掩盖肿瘤的作用以及肿瘤和腺体组织表现出相似的x射线吸收,乳腺致密性乳腺的乳房x线摄影筛查的敏感性较低。因此,正在寻求其他方法来提高乳腺癌的检出率。目前,最常见和使用的方法是超声、磁共振成像和先进的乳房x线摄影方法(数字乳房断层合成和对比度增强的乳房x线摄影)。尽管在致密乳房中乳房x光检查有许多优点和优势,但它们也有许多缺点。超声波依赖于操作人员,其他技术要么昂贵,要么不普及。自动乳房超声服务(ABUS)技术在有效性和低成本方面似乎是一个很好的选择。
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引用次数: 4
Immunohistochemical Subtypes of The Breast Cancer in The Ultrasound and Clinical Aspect - Literature Review. 乳腺癌在超声和临床方面的免疫组织化学亚型-文献综述。
IF 1.1 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2022-04-27 eCollection Date: 2022-04-01 DOI: 10.15557/JoU.2022.0016
Katarzyna Dobruch-Sobczak, Magdalena Gumowska, Joanna Mączewska, Agnieszka Kolasińska-Ćwikła, Paweł Guzik

Breast cancer is a heterogeneous disease both in its clinical and radiological manifestations and response to treatment. This is largely due to the polymorphism of the histological types as well as diversified molecular profiles of individual breast cancer types. Progress in the understanding of the biology of breast cancer was made with the introduction of immunohistochemical research into the common practice. On this basis, four main breast cancer subtypes were distinguished: luminal A, luminal B, HER2 positive (human epidermal growth factor receptor-2 positive), and triple negative cancer. The classification of a tumour to an appropriate subtype allows for the optimisation of treatment (surgery or pre-operative chemotherapy). In this study, the authors present different patterns of breast cancer subtypes in ultrasound examination and differences in their treatment, with particular emphasis on aggressive breast cancer subtypes, such as triple negative or HER2 positive. They can, unlike the luminal subtypes, create diagnostic problems. Based on multifactorial analysis of the ultrasound image, with the assessment of lesion margins, orientation, shape, echogenicity, vascularity, the presence of calcifications or assessment by sonoelastography, it is possible to initially differentiate individual subtypes.

乳腺癌在临床和放射学表现以及对治疗的反应上都是一种异质性疾病。这主要是由于组织学类型的多态性以及个体乳腺癌类型的多样化分子谱。随着免疫组织化学研究的引入,对乳腺癌生物学的认识取得了进展。在此基础上,区分出4种主要的乳腺癌亚型:管腔A型、管腔B型、HER2阳性(人表皮生长因子受体-2阳性)和三阴性癌。将肿瘤分类为适当的亚型可以优化治疗(手术或术前化疗)。在这项研究中,作者介绍了超声检查中乳腺癌亚型的不同模式及其治疗的差异,特别强调了侵袭性乳腺癌亚型,如三阴性或HER2阳性。与腔内亚型不同,它们会造成诊断问题。基于超声图像的多因素分析,评估病变边缘、方向、形状、回声性、血管性、钙化的存在或超声弹性成像评估,可以初步区分个体亚型。
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引用次数: 1
Quantitative Ultrasonography as a Tool for the Evaluation of Breast Tumor Response to Neoadjuvant Chemotherapy. 定量超声作为评价乳腺肿瘤对新辅助化疗反应的工具。
IF 1.1 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2022-04-27 eCollection Date: 2022-04-01 DOI: 10.15557/JoU.2022.0015
Hanna Piotrzkowska-Wróblewska, Katarzyna Dobruch-Sobczak, Jerzy Litniewski

Neoadjuvant chemotherapy is increasingly becoming the first treatment step in breast cancer. Despite the enormous advantages of this therapy, it is a method characterized by a high level of toxicity and thus carries a huge burden for the patient. Therefore, it is highly desirable to begin monitoring the patient's response to treatment at an earlier stage. Currently, apart from traditional imaging methods, a completely new technique (in the context of monitoring the outcomes of chemotherapy), called quantitative ultrasound, is gaining popularity. It is a method based on the exact same ultrasound echoes as in traditional ultrasound imaging. The innovative approach of the method is that these echoes are not used for visualization but to characterize the condition of the tissue by parameterizing it with the aid of ultrasound biomarkers. The biomarkers make it possible to assess the state of the tissue at the microscopic level, and thus evaluate changes occurring in the tissue under the influence of treatment at a very early treatment stage. The present paper aims to familiarize the reader with the physical foundations of this method as well as present the latest results of related research.

新辅助化疗正日益成为乳腺癌治疗的第一步。尽管这种疗法有巨大的优势,但它的特点是毒性高,因此给患者带来了巨大的负担。因此,在早期阶段开始监测患者对治疗的反应是非常可取的。目前,除了传统的成像方法外,一种全新的技术(在监测化疗结果的背景下),称为定量超声,正越来越受欢迎。它是一种基于与传统超声成像完全相同的超声回波的方法。该方法的创新之处在于,这些回声不用于可视化,而是通过超声生物标志物的辅助参数化来表征组织的状况。生物标志物使得在微观水平上评估组织状态成为可能,从而在非常早期的治疗阶段评估在治疗影响下组织中发生的变化。本文旨在使读者熟悉该方法的物理基础,并介绍相关研究的最新成果。
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引用次数: 1
Uterine Myomas and Sarcomas - Clinical and Ultrasound Characteristics and Differential Diagnosis Using Pulsed and Color Doppler Techniques. 子宫肌瘤和肉瘤-临床和超声特征和鉴别诊断使用脉冲和彩色多普勒技术。
IF 1.1 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2022-04-27 eCollection Date: 2022-04-01 DOI: 10.15557/JoU.2022.0017
Kamila Wojtowicz, Tomasz Góra, Paweł Guzik, Magdalena Harpula, Paweł Chechliński, Ewelina Wolak, Aleksandra Stryjkowska-Góra

Uterine tumors are a challenge encountered by every gynecologist in clinical practice. In the era of increasing incidence of endometrial cancer in the general population of women at reproductive age, compared to other genital malignancies, we should not forget about other tumors originating from the mucous and muscular layer of the uterus. Clear ultrasonographic differentiation of uterine tumors into benign (myomas) and malignant (sarcomas) lesions may sometimes prove impossible. Myomas, the most common uterine tumors, are characterized by discrete vascularization on color Doppler and high blood flow velocity as well as the lack of early diastolic notch on Doppler ultrasound. Sarcomas, on the other hand, show characteristic rich vascularization. Rapid tumor growth should also be noted when making the diagnosis. There are multiple known causes of uterine tumors. So far, no clear Doppler flow markers have been identified to characterize benign and malignant lesions.

子宫肿瘤是每个妇科医生在临床实践中遇到的挑战。在育龄妇女一般人群中子宫内膜癌发病率不断上升的时代,与其他生殖器官恶性肿瘤相比,我们不应忘记其他起源于子宫粘膜和肌肉层的肿瘤。子宫肿瘤的良性(肌瘤)和恶性(肉瘤)病变的清晰超声鉴别有时是不可能的。肌瘤是最常见的子宫肿瘤,其特征是彩色多普勒超声显示离散血管化,血流速度高,且早期舒张期缺陷。另一方面,肉瘤表现出丰富的血管化特征。在诊断时也应注意肿瘤的快速生长。有多种已知的子宫肿瘤的原因。到目前为止,没有明确的多普勒血流标记物被确定为良恶性病变的特征。
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引用次数: 4
Sarcoidosis of The Breasts - When Should It Be Considered? a Case Report. 乳房结节病-什么时候应该考虑?一份病例报告。
IF 1.1 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2022-04-27 eCollection Date: 2022-04-01 DOI: 10.15557/JoU.2022.0022
Dominika Jaguś, Ivan Yafimtsau, Robert K Mlosek, Luiza Jonczak, Katarzyna Roszkowska-Purska, Katarzyna Dobruch-Sobczak

Sarcoidosis is a systemic inflammatory disease of unknown aetiology. Given its complex clinical presentation, the disorder frequently causes diagnostic challenges. In most cases, the primary manifestation is in the lungs and mediastinum. Breast involvement as the primary manifestation of sarcoidosis is rare, accounting for less than 1% of cases. The authors present the case of a 44-year-old woman whose disease first manifested as multiple non-specific BIRADS 4 lesions in both breasts, accompanied by axillary lymphadenopathy, detected by ultrasound examination. The lesions were not visible on mammography. The course of the disease was clinically silent, with intermittent remissions, until the complete resolution of focal breast lesions on ultrasound after two years of follow-up. The paper presents an algorithm for the management of multifocal breast pathology with associated lymphadenopathy, which led to the prompt verification of sarcoidosis.

结节病是一种病因不明的全身性炎性疾病。鉴于其复杂的临床表现,该疾病经常引起诊断挑战。在大多数病例中,主要表现在肺和纵隔。结节病的主要表现为乳房受累是罕见的,占不到1%的病例。作者报告了一位44岁女性的病例,她的疾病首先表现为双侧乳房的多个非特异性BIRADS 4病变,并伴有腋窝淋巴结病变,超声检查发现。乳腺x光检查未见病变。该疾病的病程在临床上无症状,间歇性缓解,直到经过两年的随访,超声检查局灶性乳腺病变完全消失。本文提出了一种算法的管理多灶性乳腺病理与相关的淋巴结病,导致结节病的及时验证。
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引用次数: 0
Explaining a Deep Learning Based Breast Ultrasound Image Classifier with Saliency Maps. 解释基于深度学习的乳房超声图像分类器与显著性图。
IF 1.1 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2022-04-27 eCollection Date: 2022-04-01 DOI: 10.15557/JoU.2022.0013
Michał Byra, Katarzyna Dobruch-Sobczak, Hanna Piotrzkowska-Wroblewska, Ziemowit Klimonda, Jerzy Litniewski

Aim of the study: Deep neural networks have achieved good performance in breast mass classification in ultrasound imaging. However, their usage in clinical practice is still limited due to the lack of explainability of decisions conducted by the networks. In this study, to address the explainability problem, we generated saliency maps indicating ultrasound image regions important for the network's classification decisions.

Material and methods: Ultrasound images were collected from 272 breast masses, including 123 malignant and 149 benign. Transfer learning was applied to develop a deep network for breast mass classification. Next, the class activation mapping technique was used to generate saliency maps for each image. Breast mass images were divided into three regions: the breast mass region, the peritumoral region surrounding the breast mass, and the region below the breast mass. The pointing game metric was used to quantitatively assess the overlap between the saliency maps and the three selected US image regions.

Results: Deep learning classifier achieved the area under the receiver operating characteristic curve, accuracy, sensitivity, and specificity of 0.887, 0.835, 0.801, and 0.868, respectively. In the case of the correctly classified test US images, analysis of the saliency maps revealed that the decisions of the network could be associated with the three selected regions in 71% of cases.

Conclusions: Our study is an important step toward better understanding of deep learning models developed for breast mass diagnosis. We demonstrated that the decisions made by the network can be related to the appearance of certain tissue regions in breast mass US images.

研究目的:深度神经网络在超声影像乳腺肿块分类中取得了较好的效果。然而,由于网络决策缺乏可解释性,它们在临床实践中的使用仍然受到限制。在本研究中,为了解决可解释性问题,我们生成了显著性图,表明超声图像区域对网络的分类决策很重要。材料与方法:收集272例乳腺肿块的超声图像,其中恶性肿块123例,良性肿块149例。应用迁移学习开发乳腺肿块分类的深度网络。接下来,使用类激活映射技术为每个图像生成显著性映射。乳腺肿块图像分为三个区域:乳腺肿块区、肿块周围的瘤周区域和肿块下方区域。使用指向游戏度量来定量评估显著性地图和三个选定的美国图像区域之间的重叠。结果:深度学习分类器的受者工作特征曲线下面积、准确率、灵敏度和特异性分别为0.887、0.835、0.801和0.868。在正确分类的测试美国图像的情况下,对显著性图的分析显示,在71%的情况下,网络的决策可以与三个选定的区域相关联。结论:我们的研究是朝着更好地理解用于乳腺肿块诊断的深度学习模型迈出的重要一步。我们证明了网络做出的决定可以与乳腺肿块图像中某些组织区域的外观有关。
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引用次数: 4
期刊
Journal of Ultrasonography
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