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Artificial Intelligence Impact on Radiologist Performance in Breast Cancer Screening With Digital Breast Tomosynthesis. 人工智能对放射科医生使用数字乳房断层合成技术进行乳腺癌筛查的影响。
Pub Date : 2026-02-20 DOI: 10.1016/j.jacr.2026.02.014
Kathy Schilling, Jeff Hoffmeister, Sharika Sarquis-Kolber, Nicole Coates, Julie Shisler

Purpose: The aim of this study was to assess the impact of artificial intelligence (AI) on radiologists' detection of cancer on digital breast tomosynthesis examinations on the basis of density, size, stage, and histopathology.

Methods: A retrospective analysis of mammographic audit data and screening cancers was conducted at four sites during two time periods with nine dedicated breast radiologists. Data were collected from March 1, 2018, to February 29, 2020 (pre-AI) and March 1, 2020, to February 28, 2022, with concurrent use of AI detection (post-AI). Age, density, tumor size, staging, and histopathology were collected for all screen-detected cancers. End points were cancer detection rate (CDR), recall rate, tumor size, stage, and histopathology.

Results: The pre-AI period had 54,440 examinations (339 true positives) and the post-AI had 48,742 examinations (369 true positives). CDR improved from 6.23 to 7.57, an increase of 1.34 (95% confidence interval [CI], 0.33 to 2.36; P < .01). The recall rate was 6.97% pre-AI and 6.96% post-AI, a decrease of 0.01% (95% CI, -0.32% to 0.30%; P = .47). Radiologists detected more cancers in dense breasts post-AI (45.0% vs 37.2% pre-AI, an increase of 7.8% [95% CI, 0.6% to 15.0%; P = .04]). The mean size of invasive cancers pre-AI was 12.16 mm, decreasing to 10.74 mm post-AI (1.42 mm smaller; 95% CI, -2.83 to -0.01 mm; P < .05). More cancers were T1 post-AI (70.7%) than pre-AI (63.1%), an increase of 7.6% (95% CI, 0.68% to 14.53%; P = .03), without a change in detection of ductal carcinoma in situ post-AI (23.0%) versus pre-AI (25.7%) (P = .42). The invasive CDR/ increased from 4.63 pre-AI to 5.83 post-AI, a difference 1.20 (95% CI, 0.31 to 2.08; P < .01). The rate of lobular cancers increased post-AI from 0.44 to 0.98, a difference of 0.54 (95% CI, 0.21 to 0.87; P < .001).

Conclusions: Interpretation of screening digital breast tomosynthesis examinations by dedicated breast radiologists with the concurrent use of AI increased the CDR by 22% and the invasive detection rate by 26%, and the lobular detection rate doubled, with an increase in cancers detected in dense breasts and a decrease in mean invasive size and stage. The use of AI enabled the detection of more invasive cancers without an increase in noninvasive cancers or recall rate.

目的:评估人工智能(AI)对放射科医生在数字乳腺断层合成(DBT)检查中根据密度、大小、分期和组织病理学检测癌症的影响。方法和材料:回顾性分析乳房x线摄影审计数据和筛查癌症在四个地点在两个时间段与9名专职乳腺放射科医生进行。数据收集于2018年3月1日至2020年2月29日(人工智能前)和2020年3月1日至2022年2月28日,同时使用人工智能检测(人工智能后)。收集所有筛查到的肿瘤的年龄、密度、肿瘤大小、分期和组织病理学。终点为肿瘤检出率(CDR)、召回率、肿瘤大小、分期和组织病理学。结果:人工智能前检查54,440例(真阳性339例),人工智能后检查48,742例(真阳性369例)。CDR/1000从6.23提高到7.57,增加了1.34 (95%CI:0.33,2.36)。结论:由乳腺专职放射科医师同时使用人工智能进行筛查DBT检查,CDR提高了22%,浸润检出率提高了26%,小叶检出率提高了一倍,致密乳房的肿瘤检出率增加,平均浸润大小和分期降低。使用人工智能能够检测出更多的侵袭性癌症,而不会增加非侵袭性癌症或召回率。
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引用次数: 0
Beyond Pattern Recognition: A Gödelian Limit on Self-Validation in Radiologic Artificial Intelligence. 超越模式识别:放射学人工智能自我验证的Gödelian限制。
Pub Date : 2026-02-19 DOI: 10.1016/j.jacr.2026.02.020
Tugce Miroglu Guler, Pablo R Ros, Sukru Mehmet Erturk
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引用次数: 0
The Long Game: How Corporate Culture Can Stand the Test of Time. 《长期游戏:企业文化如何经得起时间的考验》
Pub Date : 2026-02-19 DOI: 10.1016/j.jacr.2026.02.016
Eric Becker, Elliot K Fishman, Linda C Chu, Steven P Rowe, Connor W Smith
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引用次数: 0
Green Radiology and the Periodic Cartoon-Style ChatGPT Trends: A Wake-Up Call for Sustainable AI Use. 绿色放射学和定期卡通风格的聊天- gpt趋势:可持续人工智能使用的警钟。
Pub Date : 2026-02-19 DOI: 10.1016/j.jacr.2026.02.008
Teodoro Martín-Noguerol, Pilar López-Úbeda, Antonio Luna
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引用次数: 0
The Fulfillment Formula for High-Achieving Clinicians. 高成就临床医生的实现公式。
Pub Date : 2026-02-19 DOI: 10.1016/j.jacr.2026.02.019
Letizia Alto, Elliot K Fishman, Linda C Chu, Steven P Rowe, Connor W Smith
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引用次数: 0
ACR Appropriateness Criteria® Breast Implant Evaluation: Update 2025. ACR适当性标准®乳房植入物评估:更新2025。
Pub Date : 2026-02-18 DOI: 10.1016/j.jacr.2026.01.013
Debbie L Bennett, Ann Brown, Phoebe E Freer, Manisha Bahl, Elizabeth H Dibble, Heather I Greenwood, Lillian K Ivansco, Jaime D Lewis, Adeyiza Olutoyin Momoh, Lisa A Mullen, Colleen H Neal, Yogitha Potini, Gaiane M Rauch, Beatriu Reig, Gary A Ulaner, Alana A Lewin

For asymptomatic patients with saline implants, no imaging is recommended. If there is suspected saline implant rupture, ultrasound is usually appropriate, though saline implant rupture is often clinically evident. For asymptomatic patients with silicone implants, the FDA recommends that patients have an initial ultrasound or MRI examination without contrast 5 to 6 years after initial silicone implant surgery and then every 2 to 3 years thereafter. In a patient with silicone implants and suspected implant complication, MRI without contrast is usually appropriate and ultrasound and/or mammography may be appropriate, depending on age. In a patient with unexplained axillary adenopathy with current or prior silicone breast implants, ultrasound and/or mammography are usually appropriate, depending on age. In the setting of a patient with breast implants of any type and suspected implant-associated malignancy, ultrasound or MRI without and with contrast is usually appropriate as initial imaging test. The American College of Radiology Appropriateness Criteria are evidence-based guidelines for specific clinical conditions that are reviewed annually by a multidisciplinary expert panel. The guideline development and revision process support the systematic analysis of the medical literature from peer reviewed journals. Established methodology principles such as Grading of Recommendations Assessment, Development, and Evaluation or GRADE are adapted to evaluate the evidence. The RAND/UCLA Appropriateness Method User Manual provides the methodology to determine the appropriateness of imaging and treatment procedures for specific clinical scenarios. In those instances where peer reviewed literature is lacking or equivocal, experts may be the primary evidentiary source available to formulate a recommendation.

对于无症状的生理盐水植入患者,不建议影像学检查。如果怀疑有生理盐水植入物破裂,超声通常是合适的,尽管生理盐水植入物破裂通常是临床上明显的。对于无症状的硅胶植入患者,FDA建议患者在硅胶植入手术后5 - 6年进行初始超声或MRI检查,此后每2 - 3年进行一次。对于硅胶植入物和疑似植入物并发症的患者,根据年龄的不同,通常可以采用不加对比的MRI,超声和/或乳房x光检查。对于目前或既往植入硅胶乳房的不明原因腋窝腺病患者,根据年龄,超声和/或乳房x光检查通常是合适的。对于任何类型的乳房植入物和疑似植入物相关恶性肿瘤的患者,超声或MRI不加对比或加对比通常适合作为初始影像学检查。美国放射学会适当性标准是针对特定临床条件的循证指南,每年由多学科专家小组审查。指南的制定和修订过程支持对同行评议期刊的医学文献进行系统分析。已建立的方法原则,如建议分级评估,发展和评估或GRADE适用于评估证据。兰德/加州大学洛杉矶分校适当方法用户手册提供了确定特定临床情况下成像和治疗程序的适当性的方法。在同行评议文献缺乏或模棱两可的情况下,专家可能是制定建议的主要证据来源。
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引用次数: 0
Rising to the Challenge: Life Cycle Assessments to Quantify Radiology-Related Emissions. 迎接挑战:生命周期评估量化放射学相关排放。
Pub Date : 2026-02-18 DOI: 10.1016/j.jacr.2026.02.015
Nikita Consul, Katherine E Maturen
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引用次数: 0
ACR Appropriateness Criteria® Nonthrombotic Iliac Vein Lesion. ACR适宜性标准®非血栓性髂静脉病变。
Pub Date : 2026-02-17 DOI: 10.1016/j.jacr.2026.01.021
Nicole A Keefe, Sandra Gad, Minhaj S Khaja, Nima Kokabi, Anant D Bhave, Umberto Campia, Benjamin N Contrella, Saeed Elojeimy, Edward Hulten, Baljendra S Kapoor, Michael Malinowski, Mark Meissner, Rachel P Rosovsky, Fadi Shamoun, Aditya M Sharma, Daniel P Sheeran, Bill S Majdalany

Nonthrombotic iliac vein lesions (NIVLs), also referred to as a May-Thurner lesion/anatomy or Cockett syndrome, most frequently result from the left common iliac vein being compressed between the right common iliac artery and the spine. Iliac vein compression is often clinically silent, but can be associated with significant symptoms in which case it is referred to as May-Thurner syndrome. It is still unclear why some patients are asymptomatic whereas others can develop severe, debilitating symptoms. Most frequently, this disorder can cause lower extremity edema, deep venous thrombosis, or chronic venous insufficiency. Since NIVL can be clinically silent, a thorough history and physical examination is needed to rule out alternative etiologies. For symptomatic patients, imaging evaluation is warranted to make a definitive diagnosis. The objectives of imaging in a symptomatic patient include confirmation of diagnosis, identifying the location and extent of occlusion, and procedural planning. The American College of Radiology Appropriateness Criteria are evidence-based guidelines for specific clinical conditions that are reviewed annually by a multidisciplinary expert panel. The guideline development and revision process support the systematic analysis of the medical literature from peer reviewed journals. Established methodology principles such as Grading of Recommendations Assessment, Development, and Evaluation or GRADE are adapted to evaluate the evidence. The RAND/UCLA Appropriateness Method User Manual provides the methodology to determine the appropriateness of imaging and treatment procedures for specific clinical scenarios. In those instances where peer reviewed literature is lacking or equivocal, experts may be the primary evidentiary source available to formulate a recommendation.

非血栓性髂静脉病变(NIVLs),也被称为May-Thurner病变/解剖或Cockett综合征,最常见的原因是左髂总静脉被压缩在右髂总动脉和脊柱之间。髂静脉压迫通常在临床上无症状,但可伴有明显症状,这种情况下称为May-Thurner综合征。目前尚不清楚为什么有些患者无症状,而另一些患者会出现严重的、使人衰弱的症状。最常见的是,这种疾病可引起下肢水肿、深静脉血栓形成或慢性静脉功能不全。由于NIVL在临床上可能无症状,因此需要彻底的病史和体格检查来排除其他病因。对于有症状的患者,影像学评估是必要的,以做出明确的诊断。对有症状的患者进行影像学检查的目的包括确认诊断、确定闭塞的位置和程度以及制定手术计划。美国放射学会适当性标准是针对特定临床条件的循证指南,每年由多学科专家小组审查。指南的制定和修订过程支持对同行评议期刊的医学文献进行系统分析。已建立的方法原则,如建议分级评估,发展和评估或GRADE适用于评估证据。兰德/加州大学洛杉矶分校适当方法用户手册提供了确定特定临床情况下成像和治疗程序的适当性的方法。在同行评议文献缺乏或模棱两可的情况下,专家可能是制定建议的主要证据来源。
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引用次数: 0
ACR Appropriateness Criteria® Imaging After Liver Transplant. 肝移植后ACR适宜性标准成像
Pub Date : 2026-02-17 DOI: 10.1016/j.jacr.2026.01.023
Shaun A Wahab, Abhinav Vij, Alice Fung, Mustafa R Bashir, Brooks D Cash, Elizabeth M Hecht, A Tuba Karagulle Kendi, Brendan M McGuire, Gregory K Russo, Elainea N Smith, Kiran H Thakrar, Lisa B VanWagner, Atif Zaheer, Kathryn J Fowler

Liver transplantation is currently the treatment of choice for patients with acute or advanced chronic liver failure. Complications that can lead to liver allograft failure or patient mortality include vascular abnormalities, biliary complications, infection, rejection, and recurrent or posttransplant malignancy. Imaging plays a vital role in detecting these complications. This document summarizes the relevant literature for the selection of imaging after liver transplant for the following clinical scenarios: immediate postoperative period, postoperative complications of suspected vascular etiology, postoperative complications of suspected biliary etiology, and postoperative surveillance. The American College of Radiology Appropriateness Criteria are evidence-based guidelines for specific clinical conditions that are reviewed annually by a multidisciplinary expert panel. The guideline development and revision process support the systematic analysis of the medical literature from peer reviewed journals. Established methodology principles such as Grading of Recommendations Assessment, Development, and Evaluation or GRADE are adapted to evaluate the evidence. The RAND/UCLA Appropriateness Method User Manual provides the methodology to determine the appropriateness of imaging and treatment procedures for specific clinical scenarios. In those instances where peer reviewed literature is lacking or equivocal, experts may be the primary evidentiary source available to formulate a recommendation.

肝移植是目前急性或晚期慢性肝衰竭患者的治疗选择。可导致同种异体肝移植失败或患者死亡的并发症包括血管异常、胆道并发症、感染、排斥反应、复发或移植后恶性肿瘤。成像在检测这些并发症中起着至关重要的作用。本文综述了肝移植术后影像学选择的相关文献,包括:术后即刻、疑似血管病因、疑似胆道病因、术后监护等临床情况。美国放射学会适当性标准是针对特定临床条件的循证指南,每年由多学科专家小组审查。指南的制定和修订过程支持对同行评议期刊的医学文献进行系统分析。已建立的方法原则,如建议分级评估,发展和评估或GRADE适用于评估证据。兰德/加州大学洛杉矶分校适当方法用户手册提供了确定特定临床情况下成像和治疗程序的适当性的方法。在同行评议文献缺乏或模棱两可的情况下,专家可能是制定建议的主要证据来源。
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引用次数: 0
AC Appropriateness Criteria® Female Infertility. AC适宜性标准®女性不孕症。
Pub Date : 2026-02-17 DOI: 10.1016/j.jacr.2026.01.020
Wendaline VanBuren, Myra K Feldman, Esma A Akin, Adrian A Dawkins, Lisa Po-Lan Jones, Kira Melamud, Krupa K Patel-Lippmann, Gary M Plant, Kimberly L Shampain, Belinda J Yauger, Ashish P Wasnik

Infertility is defined as the inability to conceive spontaneously after 12 months of routinely unprotected intercourse in patients <35 years of age, and after 6 months in patients ≥35 years of age. Infertility also refers to the inability to achieve a successful pregnancy based on the medical, sexual, and reproductive history; age, physical findings; diagnostic testing; the need for medical intervention; or a combination of these variables for a patient. In the United States, 13% of women 15 to 49 years of age have accessed assisted fertility services and it has been suggested that the rate of infertility has been increasing, without geographic bias. Understanding the initial imaging evaluation is essential to this often complex and/or multifaceted clinical circumstance, which may involve the ovaries, uterus, and fallopian tubes. The American College of Radiology Appropriateness Criteria are evidence-based guidelines for specific clinical conditions that are reviewed annually by a multidisciplinary expert panel. The guideline development and revision process support the systematic analysis of the medical literature from peer reviewed journals. Established methodology principles such as Grading of Recommendations Assessment, Development, and Evaluation or GRADE are adapted to evaluate the evidence. The RAND/UCLA Appropriateness Method User Manual provides the methodology to determine the appropriateness of imaging and treatment procedures for specific clinical scenarios. In those instances where peer reviewed literature is lacking or equivocal, experts may be the primary evidentiary source available to formulate a recommendation.

不孕症的定义是患者在常规无保护性交12个月后不能自然受孕
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引用次数: 0
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Journal of the American College of Radiology : JACR
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