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Imaging findings of thoracic manifestations of Crohn's disease and ulcerative colitis. 克罗恩病和溃疡性结肠炎胸腔表现的影像学发现。
IF 4.1 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-08-07 DOI: 10.1186/s13244-024-01742-4
Quentin Cassius De Linval, Maxime Barat, Mathilde Aissaoui, Marie-Pauline Talabard, Clémence Martin, Georgia Malamut, Emma Canniff, Philippe Soyer, Marie-Pierre Revel, Guillaume Chassagnon

Thoracic manifestations of inflammatory bowel disease (IBD) are rare, occurring in less than 1% of patients. Unlike most other extra-intestinal manifestations, they predominate in patients with ulcerative colitis rather than in Crohn's disease. In most patients, thoracic involvement follows the onset of IBD by several years. However, thoracic involvement may also occur synchronously or even precede the onset of digestive symptoms. The thoracic manifestations of IBD include airway involvement and parenchymal lung abnormalities. Airways are the most frequent anatomical site for thoracic involvement in IBD. Airway manifestations usually develop several years after the onset of intestinal manifestations, preferentially when the latter are stable or in remission. Airway manifestations include bronchial wall thickening, bronchiectasis, small airway disease, and tracheal wall thickening. Parenchymal lung abnormalities are less prevalent in IBD and include organizing pneumonia, necrobiotic nodules, noncaseating granulomatous nodules, drug-induced pneumonia, and rarely interstitial lung diseases. The differential diagnosis between organizing pneumonia, necrobiotic nodules, and noncaseating granulomatous nodules is difficult and usually requires histopathological analysis for a definite diagnosis. Radiologists play a key role in the detection of thoracic manifestations of Crohn's disease and ulcerative colitis and, therefore, need to be familiar with their imaging findings. This article aims to offer an overview of the imaging findings of thoracic manifestations in patients with Crohn's disease or ulcerative colitis. CRITICAL RELEVANCE STATEMENT: Thoracic manifestations of Crohn's disease and ulcerative colitis include tracheal involvement, bronchiectasis, small airway disease, and parenchymal lung abnormalities such as organizing pneumonia and necrobiotic nodules. These rare manifestations (< 1% of patients) more often affect patients with ulcerative colitis. KEY POINTS: Thoracic manifestations of inflammatory bowel disease are rare, occurring in less than 1% of patients. Thoracic manifestations are more frequent in patients with ulcerative colitis than Crohn's disease. Bronchial disease is the most frequent thoracic manifestation of Crohn's disease and ulcerative colitis.

炎症性肠病(IBD)的胸部表现非常罕见,发生率不到患者的 1%。与大多数其他肠外表现不同的是,胸腔表现主要出现在溃疡性结肠炎患者身上,而不是克罗恩病患者身上。在大多数患者中,胸部受累要比 IBD 发病晚数年。不过,胸部受累也可能与消化道症状同步出现,甚至先于消化道症状出现。IBD 的胸部表现包括气道受累和肺实质异常。气道是 IBD 最常见的胸部受累解剖部位。气道表现通常在肠道表现出现数年后才出现,最好在肠道表现稳定或缓解时出现。气道表现包括支气管壁增厚、支气管扩张、小气道疾病和气管壁增厚。肺实质异常在 IBD 中较少见,包括组织性肺炎、坏死性结节、非酪氨酸肉芽肿性结节、药物性肺炎,间质性肺病也很少见。组织性肺炎、坏死性结节和非酪氨酸肉芽肿性结节之间的鉴别诊断非常困难,通常需要进行组织病理学分析才能明确诊断。放射科医生在发现克罗恩病和溃疡性结肠炎的胸部表现方面起着关键作用,因此需要熟悉其影像学发现。本文旨在概述克罗恩病或溃疡性结肠炎患者胸部表现的影像学发现。关键相关性声明:克罗恩病和溃疡性结肠炎的胸部表现包括气管受累、支气管扩张、小气道疾病以及肺实质异常,如组织性肺炎和坏死性结节。这些罕见的表现
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引用次数: 0
Beyond the otoscope: an imaging review of congenital cholesteatoma. 耳镜之外:先天性胆脂瘤的影像学回顾。
IF 4.1 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-08-07 DOI: 10.1186/s13244-024-01761-1
Guillaume Vangrinsven, Anja Bernaerts, Filip Deckers, Joost van Dinther, Andrzej Zarowski, Bert De Foer

Congenital cholesteatoma (CC) is a non-neoplastic lesion of keratin debris lined by epithelium found in the temporal bone. It is the lesser-known sibling of the acquired cholesteatoma and may be classified as congenital middle ear cholesteatoma and congenital petrous bone cholesteatoma. The incidence is rising, probably owing to increased recognition and advances in imaging modalities. Cone beam CT provides detailed anatomical information, highlighting quadrant location, ossicular involvement, and mastoid extension. MRI aids in lesion characterization and detection of complications. The classification systems for congenital middle ear and petrous bone cholesteatoma are helpful in the preoperative workup and have a role in predicting postoperative recurrence rates. Management almost invariably involves surgical intervention aimed at preserving middle and inner ear function. Follow-up of CC is mainly based on MRI together with otoscopic examination. Non-echo planar diffusion-weighted imaging, especially, has proven essential for detecting residual disease. This review article emphasizes the significance of imaging in the timely diagnosis and management of CCs. CLINICAL RELEVANCE STATEMENT: This article underscores the crucial role of imaging for prompt detection, preoperative assessment, and postoperative follow-up of CCs, a condition with rising incidence associated with potentially severe complications. KEY POINTS: Timely diagnosis of CCs is imperative for avoiding complications. Imaging is key in detection, preoperative evaluation, and postoperative management. Cone Beam CT and non-echo planar DWI represent state-of-the-art imaging techniques.

先天性胆脂瘤(Congenital cholesteatoma,CC)是一种非肿瘤性病变,由颞骨上皮衬里的角蛋白碎屑组成。它是后天性胆脂瘤中鲜为人知的一种,可分为先天性中耳胆脂瘤和先天性岩骨胆脂瘤。可能由于认识的提高和成像模式的进步,该病的发病率正在上升。锥形束 CT 可提供详细的解剖信息,突出显示象限位置、听小骨受累情况和乳突延伸情况。核磁共振成像有助于确定病变特征和发现并发症。先天性中耳胆脂瘤和枕骨胆脂瘤的分类系统有助于术前检查,并可预测术后复发率。治疗方法几乎无一例外地包括旨在保护中耳和内耳功能的手术干预。CC 的随访主要基于核磁共振成像和耳镜检查。特别是非回波平面弥散加权成像,已被证明对检测残余疾病至关重要。这篇综述文章强调了成像技术在及时诊断和治疗 CC 方面的重要性。临床相关性声明:本文强调了影像学在CCs的及时发现、术前评估和术后随访中的关键作用,CCs的发病率不断上升,并伴有潜在的严重并发症。要点:CCs 的及时诊断至关重要:及时诊断CC对避免并发症至关重要。成像是检测、术前评估和术后管理的关键。锥形束 CT 和非回波平面 DWI 代表了最先进的成像技术。
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引用次数: 0
Shunt dysfunction and mortality after transjugular intrahepatic portosystemic shunt (TIPS) in patients with portal hypertension. 门静脉高压症患者经颈静脉肝内门体分流术(TIPS)后的分流功能障碍和死亡率。
IF 4.1 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-08-07 DOI: 10.1186/s13244-024-01768-8
Laura Büttner, Lisa Pick, Martin Jonczyk, Uli Fehrenbach, Federico Collettini, Timo Alexander Auer, Dirk Schnapauff, Maximilian De Bucourt, Gero Wieners, Bernhard Gebauer, Annette Aigner, Georg Böning

Objectives: Transjugular intrahepatic portosystemic shunt (TIPS) is a catheter-based, minimally invasive procedure to reduce portal hypertension. The aim of the study was to investigate dysfunction and mortality after TIPS and to identify factors associated with these events.

Methods: A retrospective analysis of 834 patients undergoing TIPS implantation in a single center from 1993-2018 was performed. Cumulative incidence curves were estimated, and frailty models were used to assess associations between potentially influential variables and time to dysfunction or death.

Results: 1-, 2-, and 5-year mortality rates were 20.9% (confidence interval (CI) 17.7-24.1), 22.5% (CI 19.1-25.8), and 25.0% (CI: 21.1-28.8), 1-year, 2-year, and 5-year dysfunction rates were 28.4% (CI 24.6-32.3), 38.9% (CI 34.5-43.3), and 52.4% (CI 47.2-57.6). The use of covered stents is a protective factor regarding TIPS dysfunction (hazard ratio (HR) 0.47, CI 0.33-0.68) but does not play a major role in survival (HR 0.95, CI 0.58-1.56). Risk factors for mortality are rather TIPS in an emergency setting (HR 2.78, CI 1.19-6.50), a previous TIPS dysfunction (HR 2.43, CI 1.28-4.62), and an increased Freiburg score (HR 1.45, CI 0.93-2.28).

Conclusion: The use of covered stents is an important protective factor regarding TIPS dysfunction. Whereas previous TIPS dysfunction, emergency TIPS implantation, and an elevated Freiburg score are associated with increased mortality. Awareness of risk factors could contribute to a better selection of patients who may benefit from a TIPS procedure and improve clinical follow-up with regard to early detection of thrombosis/stenosis.

Critical relevance statement: The use of covered stents reduces the risk of dysfunction after transjugular intrahepatic portosystemic shunt (TIPS). TIPS dysfunction, emergency TIPS placement, and a high Freiburg score are linked to higher mortality rates in TIPS patients.

Key points: The risk of dysfunction is higher for uncovered stents compared to covered stents. Transjugular intrahepatic portosystemic shunt dysfunction increases the risk of instantaneous death after the intervention. A higher Freiburg score increases the rate of death after the intervention. Transjugular intrahepatic portosystemic shunt implantations in emergency settings reduce survival rates.

目的:经颈静脉肝内门体分流术(TIPS经颈静脉肝内门体分流术(TIPS)是一种基于导管的微创手术,可降低门脉高压。研究旨在调查 TIPS 术后的功能障碍和死亡率,并找出与这些事件相关的因素:对 1993-2018 年间在一个中心接受 TIPS 植入术的 834 名患者进行了回顾性分析。估计了累积发病率曲线,并使用虚弱模型评估潜在影响变量与功能障碍或死亡时间之间的关联:1年、2年和5年死亡率分别为20.9%(置信区间(CI)17.7-24.1)、22.5%(CI 19.1-25.8)和25.0%(CI:21.1-28.8),1年、2年和5年功能障碍率分别为28.4%(CI 24.6-32.3)、38.9%(CI 34.5-43.3)和52.4%(CI 47.2-57.6)。使用有盖支架是TIPS功能障碍的保护因素(危险比(HR)0.47,CI 0.33-0.68),但对存活率的影响不大(HR 0.95,CI 0.58-1.56)。死亡率的风险因素是急诊情况下的 TIPS(HR 2.78,CI 1.19-6.50)、既往 TIPS 功能障碍(HR 2.43,CI 1.28-4.62)和弗莱堡评分增加(HR 1.45,CI 0.93-2.28):结论:使用有盖支架是TIPS功能障碍的重要保护因素。结论:使用有盖支架是TIPS功能障碍的重要保护因素,而既往TIPS功能障碍、紧急植入TIPS和弗赖堡评分升高则与死亡率升高有关。对风险因素的认识有助于更好地选择可能从 TIPS 手术中获益的患者,并改善早期发现血栓/狭窄的临床随访:使用有盖支架可降低经颈静脉肝内门体分流术(TIPS)后出现功能障碍的风险。TIPS功能障碍、紧急TIPS置管和弗赖堡评分高与TIPS患者死亡率较高有关:要点:与有盖支架相比,无盖支架发生功能障碍的风险更高。经颈静脉肝内门体分流术功能障碍会增加介入治疗后当场死亡的风险。弗赖堡评分越高,介入治疗后的死亡率越高。在紧急情况下植入经颈静脉肝内门体分流术会降低存活率。
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引用次数: 0
Shear-wave elastography as a supplementary tool for axillary staging in patients undergoing breast cancer diagnosis. 剪切波弹性成像作为乳腺癌诊断患者腋窝分期的辅助工具。
IF 4.1 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-08-07 DOI: 10.1186/s13244-024-01747-z
Riku Togawa, Fabian Riedel, Manuel Feisst, Sarah Fastner, Christina Gomez, André Hennigs, Juliane Nees, André Pfob, Benedikt Schäfgen, Anne Stieber, Markus Wallwiener, Jörg Heil, Michael Golatta

Background: Preoperative evaluation of axillary lymph node status is crucial for the selection of both systemic and surgical treatment in early breast cancer. This study assessed the particular role of additional shear wave elastography (SWE) in axillary staging in patients undergoing initial breast cancer diagnostics.

Methods: One hundred patients undergoing axillary lymph node biopsy due to a sonographically suspicious axillary lymph node were prospectively evaluated with SWE using virtual touch tissue imaging quantification (VTIQ). Mean values of tissue stiffness for axillary tissue and lymph node tissue were measured prior to core-cut biopsy of the lymph node. All lymph nodes were clip-marked during the biopsy. Cut-off values to differentiate between malignant and benign lymph nodes were defined using Youden's index.

Results: Lymph nodes with evidence of malignant tumor cells in the final pathological examination showed a significantly higher velocity as measured by SWE, with a mean velocity of 3.48 ± 1.58 m/s compared to 2.33 ± 0.62 m/s of benign lymph nodes (p < 0.0001). The statistically optimal cutoff to differentiate between malignant and benign lymph nodes was 2.66 m/s with a sensitivity of 69.8% and a specificity of 87.5%.

Conclusions: Lymph node metastases assessed with SWE showed significantly higher elasticity values compared to benign lymph nodes. Thus, SWE provides an additional useful and quantifiable parameter for the sonographic assessment of suspicious axillary lymph nodes in the context of pre-therapeutic axillary staging in order to differentiate between benign and metastatic processes and support the guidance of definitive biopsy work-up.

Critical relevance statement: Shear-wave elastography provides an additional useful and quantifiable parameter for the assessment of suspicious axillary lymph nodes in the context of pre-therapeutic axillary staging in order to differentiate between benign and metastatic processes and support guiding the definitive biopsy work-up.

Key points: SWE is a quantifiable ultrasound parameter in breast cancer diagnosis. SWE shows a significantly higher velocity in malignant lymph nodes. SWE is useful in improving the sensitivity and specificity of axillary staging.

背景:术前评估腋窝淋巴结状态对于选择早期乳腺癌的全身治疗和手术治疗至关重要。本研究评估了附加剪切波弹性成像(SWE)在接受乳腺癌初步诊断的患者腋窝分期中的特殊作用:方法:100 名因声像图显示腋窝淋巴结可疑而接受腋窝淋巴结活检的患者接受了剪切波弹性成像(SWE)的前瞻性评估,并使用了虚拟触摸组织成像定量(VTIQ)。在对淋巴结进行切芯活检之前,测量腋窝组织和淋巴结组织硬度的平均值。在活检过程中,所有淋巴结都有夹子标记。用尤登指数定义了区分恶性和良性淋巴结的临界值:结果:在最终病理检查中,有恶性肿瘤细胞证据的淋巴结通过 SWE 测量的速度明显更高,平均速度为 3.48 ± 1.58 m/s,而良性淋巴结的平均速度为 2.33 ± 0.62 m/s(p 结论:SWE 测量的淋巴结转移速度明显高于良性淋巴结的平均速度:与良性淋巴结相比,用 SWE 评估的淋巴结转移的弹性值明显更高。因此,在腋窝治疗前分期的背景下,剪切波弹性成像为可疑腋窝淋巴结的超声评估提供了一个额外的有用和可量化的参数,以区分良性和转移过程,并为明确的活检工作提供指导:剪切波弹性成像为在腋窝治疗前分期中评估可疑腋窝淋巴结提供了另一个有用的可量化参数,以区分良性和转移过程,并为指导明确的活检工作提供支持:要点:SWE是乳腺癌诊断中可量化的超声参数。SWE在恶性淋巴结中显示出明显更高的速度。SWE 有助于提高腋窝分期的敏感性和特异性。
{"title":"Shear-wave elastography as a supplementary tool for axillary staging in patients undergoing breast cancer diagnosis.","authors":"Riku Togawa, Fabian Riedel, Manuel Feisst, Sarah Fastner, Christina Gomez, André Hennigs, Juliane Nees, André Pfob, Benedikt Schäfgen, Anne Stieber, Markus Wallwiener, Jörg Heil, Michael Golatta","doi":"10.1186/s13244-024-01747-z","DOIUrl":"10.1186/s13244-024-01747-z","url":null,"abstract":"<p><strong>Background: </strong>Preoperative evaluation of axillary lymph node status is crucial for the selection of both systemic and surgical treatment in early breast cancer. This study assessed the particular role of additional shear wave elastography (SWE) in axillary staging in patients undergoing initial breast cancer diagnostics.</p><p><strong>Methods: </strong>One hundred patients undergoing axillary lymph node biopsy due to a sonographically suspicious axillary lymph node were prospectively evaluated with SWE using virtual touch tissue imaging quantification (VTIQ). Mean values of tissue stiffness for axillary tissue and lymph node tissue were measured prior to core-cut biopsy of the lymph node. All lymph nodes were clip-marked during the biopsy. Cut-off values to differentiate between malignant and benign lymph nodes were defined using Youden's index.</p><p><strong>Results: </strong>Lymph nodes with evidence of malignant tumor cells in the final pathological examination showed a significantly higher velocity as measured by SWE, with a mean velocity of 3.48 ± 1.58 m/s compared to 2.33 ± 0.62 m/s of benign lymph nodes (p < 0.0001). The statistically optimal cutoff to differentiate between malignant and benign lymph nodes was 2.66 m/s with a sensitivity of 69.8% and a specificity of 87.5%.</p><p><strong>Conclusions: </strong>Lymph node metastases assessed with SWE showed significantly higher elasticity values compared to benign lymph nodes. Thus, SWE provides an additional useful and quantifiable parameter for the sonographic assessment of suspicious axillary lymph nodes in the context of pre-therapeutic axillary staging in order to differentiate between benign and metastatic processes and support the guidance of definitive biopsy work-up.</p><p><strong>Critical relevance statement: </strong>Shear-wave elastography provides an additional useful and quantifiable parameter for the assessment of suspicious axillary lymph nodes in the context of pre-therapeutic axillary staging in order to differentiate between benign and metastatic processes and support guiding the definitive biopsy work-up.</p><p><strong>Key points: </strong>SWE is a quantifiable ultrasound parameter in breast cancer diagnosis. SWE shows a significantly higher velocity in malignant lymph nodes. SWE is useful in improving the sensitivity and specificity of axillary staging.</p>","PeriodicalId":13639,"journal":{"name":"Insights into Imaging","volume":"15 1","pages":"196"},"PeriodicalIF":4.1,"publicationDate":"2024-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11306866/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141901543","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How do deep-learning models generalize across populations? Cross-ethnicity generalization of COPD detection. 深度学习模型如何跨人群泛化?慢性阻塞性肺病检测的跨种族泛化。
IF 4.1 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-08-07 DOI: 10.1186/s13244-024-01781-x
Silvia D Almeida, Tobias Norajitra, Carsten T Lüth, Tassilo Wald, Vivienn Weru, Marco Nolden, Paul F Jäger, Oyunbileg von Stackelberg, Claus Peter Heußel, Oliver Weinheimer, Jürgen Biederer, Hans-Ulrich Kauczor, Klaus Maier-Hein

Objectives: To evaluate the performance and potential biases of deep-learning models in detecting chronic obstructive pulmonary disease (COPD) on chest CT scans across different ethnic groups, specifically non-Hispanic White (NHW) and African American (AA) populations.

Materials and methods: Inspiratory chest CT and clinical data from 7549 Genetic epidemiology of COPD individuals (mean age 62 years old, 56-69 interquartile range), including 5240 NHW and 2309 AA individuals, were retrospectively analyzed. Several factors influencing COPD binary classification performance on different ethnic populations were examined: (1) effects of training population: NHW-only, AA-only, balanced set (half NHW, half AA) and the entire set (NHW + AA all); (2) learning strategy: three supervised learning (SL) vs. three self-supervised learning (SSL) methods. Distribution shifts across ethnicity were further assessed for the top-performing methods.

Results: The learning strategy significantly influenced model performance, with SSL methods achieving higher performances compared to SL methods (p < 0.001), across all training configurations. Training on balanced datasets containing NHW and AA individuals resulted in improved model performance compared to population-specific datasets. Distribution shifts were found between ethnicities for the same health status, particularly when models were trained on nearest-neighbor contrastive SSL. Training on a balanced dataset resulted in fewer distribution shifts across ethnicity and health status, highlighting its efficacy in reducing biases.

Conclusion: Our findings demonstrate that utilizing SSL methods and training on large and balanced datasets can enhance COPD detection model performance and reduce biases across diverse ethnic populations. These findings emphasize the importance of equitable AI-driven healthcare solutions for COPD diagnosis.

Critical relevance statement: Self-supervised learning coupled with balanced datasets significantly improves COPD detection model performance, addressing biases across diverse ethnic populations and emphasizing the crucial role of equitable AI-driven healthcare solutions.

Key points: Self-supervised learning methods outperform supervised learning methods, showing higher AUC values (p < 0.001). Balanced datasets with non-Hispanic White and African American individuals improve model performance. Training on diverse datasets enhances COPD detection accuracy. Ethnically diverse datasets reduce bias in COPD detection models. SimCLR models mitigate biases in COPD detection across ethnicities.

目的评估深度学习模型在不同种族群体,特别是非西班牙裔白人(NHW)和非裔美国人(AA)人群胸部 CT 扫描中检测慢性阻塞性肺病(COPD)的性能和潜在偏差:回顾性分析了 7549 名慢性阻塞性肺病遗传流行病学患者(平均年龄 62 岁,四分位数间距 56-69 岁)的胸部 CT 吸气和临床数据,其中包括 5240 名非西班牙裔白人和 2309 名非裔美国人。研究考察了影响不同种族人群 COPD 二元分类性能的几个因素:(1)训练人群的影响:(2) 学习策略:三种监督学习(SL)方法与三种自我监督学习(SSL)方法。进一步评估了表现最好的方法在不同种族间的分布变化:结果:学习策略对模型性能有很大影响,与 SL 方法相比,SSL 方法的性能更高(p 结论:我们的研究结果表明,利用 SSL 和 SL 方法可以提高模型性能:我们的研究结果表明,利用 SSL 方法并在大型均衡数据集上进行训练,可以提高慢性阻塞性肺病检测模型的性能,减少不同种族人群的偏差。这些发现强调了公平的人工智能驱动的慢性阻塞性肺病诊断医疗解决方案的重要性:自监督学习与均衡数据集相结合,可显著提高慢性阻塞性肺病检测模型的性能,解决不同种族人群的偏差问题,并强调了公平的人工智能驱动型医疗解决方案的重要作用:自监督学习方法优于监督学习方法,显示出更高的 AUC 值(p
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引用次数: 0
RECIST 1.1 assessments variability: a systematic pictorial review of blinded double reads. RECIST 1.1 评估的可变性:盲法双读的系统性图解回顾。
IF 4.1 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-08-07 DOI: 10.1186/s13244-024-01774-w
Antoine Iannessi, Hubert Beaumont, Christine Ojango, Anne-Sophie Bertrand, Yan Liu

Reader variability is intrinsic to radiologic oncology assessments, necessitating measures to enhance consistency and accuracy. RECIST 1.1 criteria play a crucial role in mitigating this variability by standardizing evaluations, aiming to establish an accepted "truth" confirmed by histology or patient survival. Clinical trials utilize Blind Independent Centralized Review (BICR) techniques to manage variability, employing double reads and adjudicators to address inter-observer discordance effectively. It is essential to dissect the root causes of variability in response assessments, with a specific focus on the factors influencing RECIST evaluations. We propose proactive measures for radiologists to address variability sources such as radiologist expertise, image quality, and accessibility of contextual information, which significantly impact interpretation and assessment precision. Adherence to standardization and RECIST guidelines is pivotal in diminishing variability and ensuring uniform results across studies. Variability factors, including lesion selection, new lesion appearance, and confirmation bias, can have profound implications on assessment accuracy and interpretation, underscoring the importance of identifying and addressing these factors. Delving into the causes of variability aids in enhancing the accuracy and consistency of response assessments in oncology, underscoring the role of standardized evaluation protocols and mitigating risk factors that contribute to variability. Access to contextual information is crucial. CRITICAL RELEVANCE STATEMENT: By understanding the causes of diagnosis variability, we can enhance the accuracy and consistency of response assessments in oncology, ultimately improving patient care and clinical outcomes. KEY POINTS: Baseline lesion selection and detection of new lesions play a major role in the occurrence of discordance. Image interpretation is influenced by contextual information, the lack of which can lead to diagnostic uncertainty. Radiologists must be trained in RECIST criteria to reduce errors and variability.

肿瘤放射学评估本身就存在读者差异,因此有必要采取措施提高一致性和准确性。RECIST 1.1 标准通过对评估进行标准化,旨在建立一个由组织学或患者存活率证实的公认 "真理",从而在减少这种变异性方面发挥了至关重要的作用。临床试验利用盲法独立集中评审(BICR)技术来管理变异性,采用双读和评审员来有效解决观察者之间的不一致。剖析反应评估变异性的根本原因至关重要,尤其要关注影响 RECIST 评估的因素。我们为放射科医生提出了积极的措施,以解决放射科医生的专业知识、图像质量和上下文信息的可获取性等对判读和评估精确度有重大影响的变异来源。遵守标准化和 RECIST 指南对于减少变异性和确保不同研究结果的一致性至关重要。包括病灶选择、新病灶出现和确认偏差在内的变异因素会对评估的准确性和解释产生深远影响,这就强调了识别和解决这些因素的重要性。深入研究变异的原因有助于提高肿瘤学反应评估的准确性和一致性,强调标准化评估方案的作用,并降低导致变异的风险因素。获取背景信息至关重要。关键相关性声明:通过了解诊断变异的原因,我们可以提高肿瘤学反应评估的准确性和一致性,最终改善患者护理和临床结果。关键要点:基线病灶的选择和新病灶的检测是导致诊断不一致的主要原因。图像解读受背景信息的影响,缺乏背景信息会导致诊断不确定性。放射医师必须接受有关 RECIST 标准的培训,以减少误差和变异。
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引用次数: 0
Femoral head decentration on hip MRI: comparison between imaging planes, methods of contrast administration, and hip deformities. 髋关节磁共振成像中的股骨头分散:成像平面、造影剂使用方法和髋关节畸形之间的比较。
IF 4.1 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-08-01 DOI: 10.1186/s13244-024-01777-7
Florian Schmaranzer, Tadeus A Becker, Alexander F Heimann, Jose Roshardt, Joseph M Schwab, Stephen B Murphy, Simon D Steppacher, Moritz Tannast, Till D Lerch

Objectives: To compare the prevalence of femoral head decentration (FHD) on different MR imaging planes in patients undergoing direct/indirect hip MR arthrography (MRA) with asymptomatic controls and to evaluate its association with osseous deformities.

Methods: IRB-approved retrospective single-center study of symptomatic hips undergoing direct or indirect hip MRA at 3 T. Asymptomatic participants underwent non-contrast hip MRI at 3 T. FHD was defined as a continuous fluid layer between the acetabulum and femoral head and assessed on axial, sagittal and radial images. The association of intra-articular/intra-venous contrast agents and the prevalence of FHD was evaluated. The association of FHD with osseous deformities and joint damage was assessed using multiple logistic regression analysis.

Results: Three-hundred ninety-four patients (447 hips, mean age 31 ± 9 years, 247 females) were included and compared to 43 asymptomatic controls (43 hips, mean age 31 ± 6 years, 26 females). FHD was most prevalent on radial images and more frequent in symptomatic hips (30% versus 2%, p < 0.001). FHD prevalence was not associated with the presence/absence of intra-articular contrast agents (30% versus 22%, OR = 1.5 (95% CI 0.9-2.5), p = 0.125). FHD was associated with hip dysplasia (OR = 6.1 (3.3-11.1), p < 0.001), excessive femoral torsion (OR = 3.0 (1.3-6.8), p = 0.010), and severe cartilage damage (OR = 3.6 (2.0-6.7), p < 0.001).

Conclusion: While rare in asymptomatic patients, femoral head decentration in symptomatic patients is associated with osseous deformities predisposing to hip instability, as well as with extensive cartilage damage.

Critical relevance statement: Decentration of the femoral head on radial MRA may be interpreted as a sign of hip instability in symptomatic hips without extensive cartilage defects. Its presence could unmask hip instability and yield promise in surgical decision-making.

Key points: The best method of identifying femoral head decentration is radial MRI. The presence/absence of intra-articular contrast is not associated with femoral head decentration. Femoral head decentration is associated with hip deformities predisposing to hip instability.

目的比较接受直接/间接髋关节磁共振成像(MRA)的患者与无症状对照组在不同磁共振成像平面上股骨头下垂(FHD)的发生率,并评估其与骨畸形的关系:方法:对接受 3 T 直接或间接髋关节 MRA 检查的无症状髋关节进行经 IRB 批准的单中心回顾性研究。无症状者接受 3 T 非对比髋关节 MRI 检查。FHD被定义为髋臼和股骨头之间的连续液体层,并在轴向、矢状和径向图像上进行评估。评估了关节内/静脉内造影剂与 FHD 发生率的关系。使用多元逻辑回归分析评估了 FHD 与骨畸形和关节损伤的关系:共纳入 394 名患者(447 个髋关节,平均年龄 31 ± 9 岁,247 名女性),并与 43 名无症状对照组患者(43 个髋关节,平均年龄 31 ± 6 岁,26 名女性)进行比较。FHD 在径向图像中最为常见,在有症状的髋关节中更为常见(30% 对 2%,P 结论:FHD 在无症状的髋关节中较为罕见,但在有症状的髋关节中更为常见:虽然在无症状患者中很少见,但在有症状的患者中,股骨头下垂与容易导致髋关节不稳定的骨性畸形以及广泛的软骨损伤有关:在无广泛软骨损伤的有症状髋关节中,桡侧 MRA 上的股骨头下移可被解释为髋关节不稳定的信号。它的出现可揭示髋关节不稳,为手术决策提供依据:要点:识别股骨头脱位的最佳方法是径向磁共振成像。关节内造影剂的存在/不存在与股骨头下垂无关。股骨头下垂与容易导致髋关节不稳定的髋关节畸形有关。
{"title":"Femoral head decentration on hip MRI: comparison between imaging planes, methods of contrast administration, and hip deformities.","authors":"Florian Schmaranzer, Tadeus A Becker, Alexander F Heimann, Jose Roshardt, Joseph M Schwab, Stephen B Murphy, Simon D Steppacher, Moritz Tannast, Till D Lerch","doi":"10.1186/s13244-024-01777-7","DOIUrl":"10.1186/s13244-024-01777-7","url":null,"abstract":"<p><strong>Objectives: </strong>To compare the prevalence of femoral head decentration (FHD) on different MR imaging planes in patients undergoing direct/indirect hip MR arthrography (MRA) with asymptomatic controls and to evaluate its association with osseous deformities.</p><p><strong>Methods: </strong>IRB-approved retrospective single-center study of symptomatic hips undergoing direct or indirect hip MRA at 3 T. Asymptomatic participants underwent non-contrast hip MRI at 3 T. FHD was defined as a continuous fluid layer between the acetabulum and femoral head and assessed on axial, sagittal and radial images. The association of intra-articular/intra-venous contrast agents and the prevalence of FHD was evaluated. The association of FHD with osseous deformities and joint damage was assessed using multiple logistic regression analysis.</p><p><strong>Results: </strong>Three-hundred ninety-four patients (447 hips, mean age 31 ± 9 years, 247 females) were included and compared to 43 asymptomatic controls (43 hips, mean age 31 ± 6 years, 26 females). FHD was most prevalent on radial images and more frequent in symptomatic hips (30% versus 2%, p < 0.001). FHD prevalence was not associated with the presence/absence of intra-articular contrast agents (30% versus 22%, OR = 1.5 (95% CI 0.9-2.5), p = 0.125). FHD was associated with hip dysplasia (OR = 6.1 (3.3-11.1), p < 0.001), excessive femoral torsion (OR = 3.0 (1.3-6.8), p = 0.010), and severe cartilage damage (OR = 3.6 (2.0-6.7), p < 0.001).</p><p><strong>Conclusion: </strong>While rare in asymptomatic patients, femoral head decentration in symptomatic patients is associated with osseous deformities predisposing to hip instability, as well as with extensive cartilage damage.</p><p><strong>Critical relevance statement: </strong>Decentration of the femoral head on radial MRA may be interpreted as a sign of hip instability in symptomatic hips without extensive cartilage defects. Its presence could unmask hip instability and yield promise in surgical decision-making.</p><p><strong>Key points: </strong>The best method of identifying femoral head decentration is radial MRI. The presence/absence of intra-articular contrast is not associated with femoral head decentration. Femoral head decentration is associated with hip deformities predisposing to hip instability.</p>","PeriodicalId":13639,"journal":{"name":"Insights into Imaging","volume":"15 1","pages":"184"},"PeriodicalIF":4.1,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11294319/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141874739","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Differentiating lung neuroendocrine neoplasms from tumor-like infection using CT in patients with ectopic ACTH syndrome. 利用 CT 鉴别异位 ACTH 综合征患者的肺神经内分泌肿瘤和肿瘤样感染。
IF 4.1 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-08-01 DOI: 10.1186/s13244-024-01775-9
Lan Song, Hui Miao, Zhenchen Zhu, Huijuan Zhu, Jinhua Wang, Xiaoping Xing, Zhaohui Zhu, Yuanyuan Jiang, Ruie Feng, Yu Xiao, Lian Duan, Xin Sui, Qingxing Liu, Linjie Wang, Shi Chen, Wei Song, Zhengyu Jin, Lin Lu

Objectives: Pulmonary neuroendocrine neoplasms (NENs) are the most frequent cause of ectopic adrenocorticotropic hormone syndrome (EAS); lung infection is common in EAS. An imaging finding of infection in EAS patients can mimic NENs. This retrospective study investigated EAS-associated pulmonary imaging indicators.

Methods: Forty-five pulmonary NENs and 27 tumor-like infections from 59 EAS patients (45 NEN and 14 infection patients) were included. Clinical manifestations, CT features, 18F-FDG, or 68Ga-DOTATATE-PET/CT images and pathological results were collected.

Results: High-sensitivity C-reactive protein (p < 0.001) and expectoration occurrence (p = 0.04) were higher, and finger oxygen saturation (p = 0.01) was lower in the infection group than the NENs group. Higher-grade NENs were underrepresented in our cohort. Pulmonary NENs were solitary primary tumors, 80% of which were peripheral tumors. Overlying vessel sign and airway involvement were more frequent in the NENs group (p < 0.001). Multifocal (p = 0.001) and peripheral (p = 0.02) lesions, cavity (p < 0.001), spiculation (p = 0.01), pleural retraction (p < 0.001), connection to pulmonary veins (p = 0.02), and distal atelectasis or inflammatory exudation (p = 0.001) were more frequent in the infection group. The median CT value increment between the non-contrast and arterial phases was significantly higher in NENs lesions (p < 0.001). Receiver operating characteristic curve analysis indicated a moderate predictive ability at 48.3 HU of delta CT value (sensitivity, 95.0%; specificity, 54.1%).

Conclusion: Chest CT scans are valuable for localizing and characterizing pulmonary lesions in rare EAS, thereby enabling prompt differential diagnosis and treatment. CRITICAL RELEVANCE STATEMENT: Thin-slice CT images are valuable for the localization and identification of pulmonary ectopic adrenocorticotropic hormone syndrome lesions, leading to prompt differential diagnosis and effective treatment.

Key points: Lung tumor-like infections can mimic neuroendocrine neoplasms (NENs) in ectopic adrenocorticotropic hormone syndrome (EAS) patients. NENs are solitary lesions, whereas infections are multiple peripheral pseudotumors each with identifying imaging findings. Typical CT signs aid in localization and creating an appropriate differential diagnosis.

目的:肺部神经内分泌肿瘤(NENs)是异位促肾上腺皮质激素综合征(EAS)最常见的病因;肺部感染在 EAS 中很常见。EAS 患者的感染影像学发现可与 NENs 相似。这项回顾性研究调查了与EAS相关的肺部影像学指标:方法:纳入了 59 名 EAS 患者(45 名 NEN 患者和 14 名感染患者)中的 45 例肺部 NEN 和 27 例肿瘤样感染。收集临床表现、CT特征、18F-FDG或68Ga-DOTATATE-PET/CT图像和病理结果:结果:高敏 C 反应蛋白(p胸部 CT 扫描对于定位罕见 EAS 的肺部病变并确定其特征很有价值,从而能够及时进行鉴别诊断和治疗。关键相关性声明:薄层CT图像对肺异位促肾上腺皮质激素综合征病变的定位和鉴别很有价值,可帮助及时鉴别诊断和有效治疗:要点:肺部肿瘤样感染可模仿异位促肾上腺皮质激素综合征(EAS)患者的神经内分泌肿瘤(NENs)。神经内分泌瘤是单发病变,而感染则是多发性周围假瘤,每种假瘤都有可识别的影像学表现。典型的 CT 征象有助于定位和进行适当的鉴别诊断。
{"title":"Differentiating lung neuroendocrine neoplasms from tumor-like infection using CT in patients with ectopic ACTH syndrome.","authors":"Lan Song, Hui Miao, Zhenchen Zhu, Huijuan Zhu, Jinhua Wang, Xiaoping Xing, Zhaohui Zhu, Yuanyuan Jiang, Ruie Feng, Yu Xiao, Lian Duan, Xin Sui, Qingxing Liu, Linjie Wang, Shi Chen, Wei Song, Zhengyu Jin, Lin Lu","doi":"10.1186/s13244-024-01775-9","DOIUrl":"10.1186/s13244-024-01775-9","url":null,"abstract":"<p><strong>Objectives: </strong>Pulmonary neuroendocrine neoplasms (NENs) are the most frequent cause of ectopic adrenocorticotropic hormone syndrome (EAS); lung infection is common in EAS. An imaging finding of infection in EAS patients can mimic NENs. This retrospective study investigated EAS-associated pulmonary imaging indicators.</p><p><strong>Methods: </strong>Forty-five pulmonary NENs and 27 tumor-like infections from 59 EAS patients (45 NEN and 14 infection patients) were included. Clinical manifestations, CT features, <sup>18</sup>F-FDG, or <sup>68</sup>Ga-DOTATATE-PET/CT images and pathological results were collected.</p><p><strong>Results: </strong>High-sensitivity C-reactive protein (p < 0.001) and expectoration occurrence (p = 0.04) were higher, and finger oxygen saturation (p = 0.01) was lower in the infection group than the NENs group. Higher-grade NENs were underrepresented in our cohort. Pulmonary NENs were solitary primary tumors, 80% of which were peripheral tumors. Overlying vessel sign and airway involvement were more frequent in the NENs group (p < 0.001). Multifocal (p = 0.001) and peripheral (p = 0.02) lesions, cavity (p < 0.001), spiculation (p = 0.01), pleural retraction (p < 0.001), connection to pulmonary veins (p = 0.02), and distal atelectasis or inflammatory exudation (p = 0.001) were more frequent in the infection group. The median CT value increment between the non-contrast and arterial phases was significantly higher in NENs lesions (p < 0.001). Receiver operating characteristic curve analysis indicated a moderate predictive ability at 48.3 HU of delta CT value (sensitivity, 95.0%; specificity, 54.1%).</p><p><strong>Conclusion: </strong>Chest CT scans are valuable for localizing and characterizing pulmonary lesions in rare EAS, thereby enabling prompt differential diagnosis and treatment. CRITICAL RELEVANCE STATEMENT: Thin-slice CT images are valuable for the localization and identification of pulmonary ectopic adrenocorticotropic hormone syndrome lesions, leading to prompt differential diagnosis and effective treatment.</p><p><strong>Key points: </strong>Lung tumor-like infections can mimic neuroendocrine neoplasms (NENs) in ectopic adrenocorticotropic hormone syndrome (EAS) patients. NENs are solitary lesions, whereas infections are multiple peripheral pseudotumors each with identifying imaging findings. Typical CT signs aid in localization and creating an appropriate differential diagnosis.</p>","PeriodicalId":13639,"journal":{"name":"Insights into Imaging","volume":"15 1","pages":"187"},"PeriodicalIF":4.1,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11294316/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141874722","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction: Automatic grading of knee osteoarthritis with a plain radiograph radiomics model: combining anteroposterior and lateral images. 更正:利用平片放射组学模型对膝关节骨性关节炎进行自动分级:结合正侧位和侧位图像。
IF 4.1 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-08-01 DOI: 10.1186/s13244-024-01773-x
Wei Li, Jin Liu, Zhongli Xiao, Dantian Zhu, Jianwei Liao, Wenjun Yu, Jiaxin Feng, Baoxin Qian, Yijie Fang, Shaolin Li
{"title":"Correction: Automatic grading of knee osteoarthritis with a plain radiograph radiomics model: combining anteroposterior and lateral images.","authors":"Wei Li, Jin Liu, Zhongli Xiao, Dantian Zhu, Jianwei Liao, Wenjun Yu, Jiaxin Feng, Baoxin Qian, Yijie Fang, Shaolin Li","doi":"10.1186/s13244-024-01773-x","DOIUrl":"10.1186/s13244-024-01773-x","url":null,"abstract":"","PeriodicalId":13639,"journal":{"name":"Insights into Imaging","volume":"15 1","pages":"182"},"PeriodicalIF":4.1,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11294288/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141859550","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The accuracy and quality of image-based artificial intelligence for muscle-invasive bladder cancer prediction. 基于图像的人工智能预测肌肉浸润性膀胱癌的准确性和质量。
IF 4.1 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-08-01 DOI: 10.1186/s13244-024-01780-y
Chunlei He, Hui Xu, Enyu Yuan, Lei Ye, Yuntian Chen, Jin Yao, Bin Song

Purpose: To evaluate the diagnostic performance of image-based artificial intelligence (AI) studies in predicting muscle-invasive bladder cancer (MIBC). (2) To assess the reporting quality and methodological quality of these studies by Checklist for Artificial Intelligence in Medical Imaging (CLAIM), Radiomics Quality Score (RQS), and Prediction model Risk of Bias Assessment Tool (PROBAST).

Materials and methods: We searched Medline, Embase, Web of Science, and The Cochrane Library databases up to October 30, 2023. The eligible studies were evaluated using CLAIM, RQS, and PROBAST. Pooled sensitivity, specificity, and the diagnostic performances of these models for MIBC were also calculated.

Results: Twenty-one studies containing 4256 patients were included, of which 17 studies were employed for the quantitative statistical analysis. The CLAIM study adherence rate ranged from 52.5% to 75%, with a median of 64.1%. The RQS points of each study ranged from 2.78% to 50% points, with a median of 30.56% points. All models were rated as high overall ROB. The pooled area under the curve was 0.85 (95% confidence interval (CI) 0.81-0.88) for computed tomography, 0.92 (95% CI 0.89-0.94) for MRI, 0.89 (95% CI 0.86-0.92) for radiomics and 0.91 (95% CI 0.88-0.93) for deep learning, respectively.

Conclusion: Although AI-powered muscle-invasive bladder cancer-predictive models showed promising performance in the meta-analysis, the reporting quality and the methodological quality were generally low, with a high risk of bias.

Critical relevance statement: Artificial intelligence might improve the management of patients with bladder cancer. Multiple models for muscle-invasive bladder cancer prediction were developed. Quality assessment is needed to promote clinical application.

Key points: Image-based artificial intelligence models could aid in the identification of muscle-invasive bladder cancer. Current studies had low reporting quality, low methodological quality, and a high risk of bias. Future studies could focus on larger sample sizes and more transparent reporting of pathological evaluation, model explanation, and failure and sensitivity analyses.

目的:评估基于图像的人工智能(AI)研究在预测肌层浸润性膀胱癌(MIBC)方面的诊断性能;(2)通过医学影像人工智能检查表(CLAIM)、放射组学质量评分(RQS)和预测模型偏倚风险评估工具(PROBAST)评估这些研究的报告质量和方法学质量。 材料与方法:我们检索了 Medline、Embase、Web of Science 和 Cochrane Library 数据库,检索时间截至 2023 年 10 月 30 日。使用 CLAIM、RQS 和 PROBAST 对符合条件的研究进行了评估。还计算了这些模型对MIBC的汇总灵敏度、特异性和诊断性能:结果:共纳入 21 项研究,包含 4256 名患者,其中 17 项研究用于定量统计分析。CLAIM研究的依从率从52.5%到75%不等,中位数为64.1%。每项研究的 RQS 分数从 2.78% 到 50% 不等,中位数为 30.56%。所有模型的总体 ROB 都很高。计算机断层扫描的集合曲线下面积为0.85(95%置信区间(CI)0.81-0.88),磁共振成像为0.92(95% CI 0.89-0.94),放射组学为0.89(95% CI 0.86-0.92),深度学习为0.91(95% CI 0.88-0.93):虽然人工智能驱动的肌层浸润性膀胱癌预测模型在荟萃分析中表现出良好的性能,但报告质量和方法学质量普遍较低,存在较高的偏倚风险:人工智能可改善膀胱癌患者的管理。已开发出多种肌层浸润性膀胱癌预测模型。需要进行质量评估以促进临床应用:基于图像的人工智能模型可帮助识别肌层浸润性膀胱癌。目前的研究报告质量低、方法学质量低、偏倚风险高。未来的研究可侧重于更大的样本量以及更透明的病理评估报告、模型解释、失败分析和敏感性分析。
{"title":"The accuracy and quality of image-based artificial intelligence for muscle-invasive bladder cancer prediction.","authors":"Chunlei He, Hui Xu, Enyu Yuan, Lei Ye, Yuntian Chen, Jin Yao, Bin Song","doi":"10.1186/s13244-024-01780-y","DOIUrl":"10.1186/s13244-024-01780-y","url":null,"abstract":"<p><strong>Purpose: </strong>To evaluate the diagnostic performance of image-based artificial intelligence (AI) studies in predicting muscle-invasive bladder cancer (MIBC). (2) To assess the reporting quality and methodological quality of these studies by Checklist for Artificial Intelligence in Medical Imaging (CLAIM), Radiomics Quality Score (RQS), and Prediction model Risk of Bias Assessment Tool (PROBAST).</p><p><strong>Materials and methods: </strong>We searched Medline, Embase, Web of Science, and The Cochrane Library databases up to October 30, 2023. The eligible studies were evaluated using CLAIM, RQS, and PROBAST. Pooled sensitivity, specificity, and the diagnostic performances of these models for MIBC were also calculated.</p><p><strong>Results: </strong>Twenty-one studies containing 4256 patients were included, of which 17 studies were employed for the quantitative statistical analysis. The CLAIM study adherence rate ranged from 52.5% to 75%, with a median of 64.1%. The RQS points of each study ranged from 2.78% to 50% points, with a median of 30.56% points. All models were rated as high overall ROB. The pooled area under the curve was 0.85 (95% confidence interval (CI) 0.81-0.88) for computed tomography, 0.92 (95% CI 0.89-0.94) for MRI, 0.89 (95% CI 0.86-0.92) for radiomics and 0.91 (95% CI 0.88-0.93) for deep learning, respectively.</p><p><strong>Conclusion: </strong>Although AI-powered muscle-invasive bladder cancer-predictive models showed promising performance in the meta-analysis, the reporting quality and the methodological quality were generally low, with a high risk of bias.</p><p><strong>Critical relevance statement: </strong>Artificial intelligence might improve the management of patients with bladder cancer. Multiple models for muscle-invasive bladder cancer prediction were developed. Quality assessment is needed to promote clinical application.</p><p><strong>Key points: </strong>Image-based artificial intelligence models could aid in the identification of muscle-invasive bladder cancer. Current studies had low reporting quality, low methodological quality, and a high risk of bias. Future studies could focus on larger sample sizes and more transparent reporting of pathological evaluation, model explanation, and failure and sensitivity analyses.</p>","PeriodicalId":13639,"journal":{"name":"Insights into Imaging","volume":"15 1","pages":"185"},"PeriodicalIF":4.1,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11294512/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141874743","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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