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Patient perspectives on the use of artificial intelligence in prostate cancer diagnosis on MRI. 患者对在核磁共振成像上使用人工智能诊断前列腺癌的看法。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 Epub Date: 2024-08-14 DOI: 10.1007/s00330-024-11012-y
Stefan J Fransen, T C Kwee, D Rouw, C Roest, Q Y van Lohuizen, F F J Simonis, P J van Leeuwen, S Heijmink, Y P Ongena, M Haan, D Yakar

Objectives: This study investigated patients' acceptance of artificial intelligence (AI) for diagnosing prostate cancer (PCa) on MRI scans and the factors influencing their trust in AI diagnoses.

Materials and methods: A prospective, multicenter study was conducted between January and November 2023. Patients undergoing prostate MRI were surveyed about their opinions on hypothetical AI assessment of their MRI scans. The questionnaire included nine items: four on hypothetical scenarios of combinations between AI and the radiologist, two on trust in the diagnosis, and three on accountability for misdiagnosis. Relationships between the items and independent variables were assessed using multivariate analysis.

Results: A total of 212 PCa suspicious patients undergoing prostate MRI were included. The majority preferred AI involvement in their PCa diagnosis alongside a radiologist, with 91% agreeing with AI as the primary reader and 79% as the secondary reader. If AI has a high certainty diagnosis, 15% of the respondents would accept it as the sole decision-maker. Autonomous AI outperforming radiologists would be accepted by 52%. Higher educated persons tended to accept AI when it would outperform radiologists (p < 0.05). The respondents indicated that the hospital (76%), radiologist (70%), and program developer (55%) should be held accountable for misdiagnosis.

Conclusions: Patients favor AI involvement alongside radiologists in PCa diagnosis. Trust in AI diagnosis depends on the patient's education level and the AI performance, with autonomous AI acceptance by a small majority on the condition that AI outperforms a radiologist. Respondents held the hospital, radiologist, and program developers accountable for misdiagnosis in descending order of accountability.

Clinical relevance statement: Patients show a high level of acceptance for AI-assisted prostate cancer diagnosis on MRI, either alongside radiologists or fully autonomous, particularly if it demonstrates superior performance to radiologists alone.

Key points: Prostate cancer suspicious patients may accept autonomous AI based on performance. Patients prefer AI involvement alongside a radiologist in diagnosing prostate cancer. Patients indicate accountability for AI should be shared among multiple stakeholders.

研究目的本研究调查了患者对通过核磁共振扫描诊断前列腺癌(PCa)的人工智能(AI)的接受程度,以及影响他们信任人工智能诊断的因素:一项前瞻性多中心研究于 2023 年 1 月至 11 月间进行。对接受前列腺磁共振成像检查的患者进行了调查,了解他们对磁共振成像扫描的假定人工智能评估的意见。问卷包括九个项目:四个关于人工智能和放射科医生之间组合的假设情景,两个关于对诊断的信任,三个关于对误诊的责任。通过多变量分析评估了这些项目与自变量之间的关系:共纳入了 212 名接受前列腺 MRI 检查的 PCa 可疑患者。大多数患者希望人工智能与放射科医生一起参与 PCa 诊断,91% 的患者同意人工智能作为主要阅读者,79% 的患者同意人工智能作为辅助阅读者。如果人工智能的诊断确定性很高,15% 的受访者会接受人工智能作为唯一的决策者。52%的受访者会接受比放射科医生更优秀的自主人工智能。受教育程度较高的受访者倾向于接受人工智能的诊断结果优于放射科医生的诊断结果(p 结论):患者赞成人工智能与放射科医生一起参与 PCa 诊断。对人工智能诊断的信任取决于患者的教育水平和人工智能的表现,只有当人工智能的表现优于放射科医生时,才会有少数人自主接受人工智能。受访者认为医院、放射科医生和程序开发人员对误诊负有责任的程度依次递减:患者对人工智能辅助核磁共振诊断前列腺癌的接受度很高,无论是与放射科医生一起诊断还是完全自主诊断,尤其是当其表现出优于放射科医生单独诊断时:要点:前列腺癌疑似患者可根据表现接受自主人工智能。患者倾向于人工智能与放射科医生一起参与前列腺癌的诊断。患者表示人工智能的责任应由多个利益相关者共同承担。
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引用次数: 0
Evaluation of treatment response with serial CT in patients with non-tuberculous mycobacterial pulmonary disease. 通过连续 CT 评估非结核分枝杆菌肺病患者的治疗反应。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 Epub Date: 2024-08-01 DOI: 10.1007/s00330-024-10987-y
Sabine Dettmer, Marion Heiß-Neumann, Sabine Wege, Hannah Maske, Felix C Ringshausen, Oana Joean, Nicole Theissig, Raphael Ewen, Frank Wacker, Jessica Rademacher

Objectives: In patients with non-tuberculous mycobacterial pulmonary disease (NTM-PD), the response to treatment is evaluated based on microbiological, clinical, and radiological data. However, little is known about the dynamics of CT findings. The aim of this study was to evaluate CT changes in NTM-PD in order to define radiological criteria for treatment success.

Methods: Retrospective multicenter study (Hannover, Heidelberg, Gauting). Sixty patients with NTM-PD and at least two consecutive CT scans were included. Scoring for NTM-PD was performed by evaluating variables of bronchiectasis, mucus plugging, bronchiolitis, cavities, nodules, and consolidations on an ordinal scale from 0 to 3. Differences between baseline and follow-up were calculated, and patients with/without cultural conversion were compared using the Mann-Whitney U-test. For paired comparison of the two consecutive CT scans the Wilcoxon test was used.

Results: Comparing patients with and without culture conversion, there were significant differences in temporal changes of bronchiectasis (p < 0.001), cavities (p = 0.006), bronchiolitis (p < 0.001), consolidations (p = 0.004), and total score (p < 0.001). Nodules showed no significant differences between groups (p = 0.060). The Wilcoxon test showed significant differences between both CTs in patients with a microbiological cure for the total score (p < 0.001), cavities (p = 0.005), bronchiolitis (p < 0.001), and consolidations (p = 0.021) with a decrease after microbiological cure, whereas bronchiectasis (p = 0.102) and nodules (p = 0.18) stayed stable. In the case of persistently positive cultures, there was an increase in the total score (p = 0.010) which was attributable to progressive bronchiectasis (p < 0.001).

Conclusion: Cavities, consolidations, and bronchiolitis are useful to assess treatment response, whereas bronchiectasis and nodules may remain stable despite successful treatment.

Clinical relevance statement: Cavities, consolidations, and bronchiolitis can assess treatment response whereas bronchiectasis and nodules may remain stable despite successful treatment. In persistently positive cultures, bronchiectasis showed an increase over time indicating that NTM-PD is a progressive chronic disease.

Key points: Little is known about CT changes in nontuberculous mycobacteria pulmonary disease (NTM-PD) and criteria to evaluate treatment response. In the case of culture conversion, cavities and bronchiolitis decreased whereas bronchiectasis and nodules remained stable. Cavities and bronchiolitis can evaluate treatment response in NTM, but bronchiectasis and nodules may persist despite successful treatment.

目的:非结核分枝杆菌肺病(NTM-PD)患者的治疗反应是根据微生物学、临床和放射学数据进行评估的。然而,人们对 CT 检查结果的动态变化知之甚少。本研究旨在评估 NTM-PD 的 CT 变化,以确定治疗成功的放射学标准:回顾性多中心研究(汉诺威、海德堡、高廷)。共纳入 60 名 NTM-PD 患者和至少两次连续 CT 扫描结果。通过评估支气管扩张、粘液堵塞、支气管炎、空洞、结节和合并症等变量,对 NTM-PD 进行评分,评分标准为 0 至 3。计算基线和随访之间的差异,并使用 Mann-Whitney U 检验比较有/无文化转换的患者。连续两次 CT 扫描的配对比较采用 Wilcoxon 检验:结果:对比有文化转换和无文化转换的患者,支气管扩张的时间变化存在显著差异(p 结论:有文化转换和无文化转换的患者在支气管扩张的时间变化上存在显著差异:空洞、合并症和支气管炎有助于评估治疗反应,而支气管扩张和结节在治疗成功后仍可能保持稳定:空洞、合并症和支气管炎可评估治疗反应,而支气管扩张和结节则可能在治疗成功后仍保持稳定。在持续阳性培养中,支气管扩张随时间推移而增加,这表明非淋菌性肺结核是一种进展性慢性疾病:要点:人们对非结核分枝杆菌肺病(NTM-PD)的 CT 变化和治疗反应评估标准知之甚少。在培养转换的病例中,空洞和支气管炎减少,而支气管扩张和结节保持稳定。空洞和支气管炎可以评估 NTM 的治疗反应,但支气管扩张和结节可能会在成功治疗后仍然存在。
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引用次数: 0
Follow-up of non-palpable testicular incidentalomas under 1 cm: does growth rate differentiate malignant and non-malignant lesions? 对 1 厘米以下不可触及的睾丸偶发瘤的随访:生长速度能否区分恶性和非恶性病变?
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 Epub Date: 2024-07-30 DOI: 10.1007/s00330-024-10981-4
Michele Bertolotto, Irene Campo, Simon Freeman, Francesco Lotti, Dean Y Huang, Laurence Rocher, Lucio Dell'Atti, Massimo Valentino, Pietro Pavlica, Paul S Sidhu, Lorenzo E Derchi

Objective: To determine whether small, incidentally detected testicular lesions can be safely followed up, by assessing growth rate and volume threshold for benign vs. malignant lesions.

Methods: This retrospective observational study includes a consecutive series of 130 testicular incidentalomas < 1 cm and with negative tumour markers identified from October 2001 to November 2022, which were initially followed up with ultrasound. A total of 39 cases proceeded to surgery during the study period, either due to lesion growth (n = 28) or patient preference/recommendation by the referring urologist (n = 11). For the lesions that were growing, specific growth rate (SGR) and doubling time (DT) were calculated assuming an exponential growth pattern. In addition, the velocity of increase of the average diameter (∆Dav) and of the maximum diameter (∆Dmax) were calculated.

Results: Of the 130 nodules that were initially followed up, six disappeared, eight were reduced in size, eighty-eight were stable, and twenty-eight increased in size. For operated nodules all 18 malignant tumours, 8/9 benign tumours, and 2/12 surgically proved non-neoplastic lesions were growing. The best cut-off values of the growth indicators to differentiate between malignant and non-malignant histology were 3.47 × 10-3%volume/day, ≤ 179 days, > 10 × 10-3 mm/day, and > 5 × 10-3 mm/day for SGR, DT, ∆Dmax, ∆Dav, respectively.

Conclusions: Malignant and non-malignant small incidentalomas can be effectively differentiated based on growing parameters, even though overlap exists. An increase of the maximum diameter of about 1 mm and 2 mm in three months and in six months, respectively, suggests malignancy.

Clinical relevance statement: Growing parameters allow an educated assessment of benign and malignant small testicular incidentalomas. Non-aggressive management is justified and safe when follow-up includes self-examination and tumour marker assessment to reduce the risk of interval tumour growth.

Key points: Small, non-palpable and asymptomatic testicular nodules < 1 cm are unexpectedly discovered during scrotal ultrasound. Growth indicators estimate the potential malignancy, even though overlap with non-malignant lesions exists. Non-growing incidentalomas can be safely followed up.

目的通过评估良性与恶性病变的生长率和体积阈值,确定是否可以对偶然发现的小睾丸病变进行安全随访:这项回顾性观察研究包括一系列连续性的 130 个睾丸偶发瘤(睾丸良性肿瘤),并计算了最大直径(ΔDmax):在最初随访的 130 个结节中,6 个消失,8 个缩小,88 个稳定,28 个增大。在手术结节中,所有 18 个恶性肿瘤、8/9 个良性肿瘤和 2/12 个经手术证实的非肿瘤病变都在生长。区分恶性和非恶性组织学的最佳生长指标临界值分别为:3.47 × 10-3%体积/天、≤179天、> 10 × 10-3毫米/天、> 5 × 10-3毫米/天(SGR、DT、∆Dmax、∆Dav):恶性和非恶性小型偶发瘤可根据生长参数有效区分,即使存在重叠。最大直径在三个月和六个月内分别增大约 1 毫米和 2 毫米提示恶性:生长参数有助于对良性和恶性小睾丸偶发瘤进行有根据的评估。如果随访包括自我检查和肿瘤标志物评估,以降低肿瘤间期生长的风险,那么非激进的处理是合理和安全的:无法触及且无症状的小睾丸结节
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引用次数: 0
Sigmoid volvulus-Can CT features predict outcomes and recurrence? 乙状结肠腹腔积液--CT 特征能否预测预后和复发?
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 Epub Date: 2024-07-25 DOI: 10.1007/s00330-024-10979-y
Brian M Moloney, Christine E Mc Carthy, Rajesh Bhayana, Satheesh Krishna

Objectives: Sigmoid volvulus (SV) is a common cause of bowel obstruction, especially in older patients. SV can be mesenteroaxial (M-SV) or organoaxial (O-SV). The purpose of this study was to assess if CT findings in SV are associated with clinical outcomes. including recurrence, choice of management, and mortality.

Materials and methods: This study includes patients with SV and a CT within 24 hours of presentation. CT features, including mesenteraoxial/organoaxial arrangement, direction of rotation, transition points, distension, whirl-sign, ischemia, and perforation were determined. Demographics, treatment, recurrence, and outcome data were recorded.

Results: One hundred and seventeen cases were diagnosed in 80 patients (54 male). The mean age was 70 years (± 17.1). M-SV and O-SV were equally prevalent (n = 39 vs. n = 41, respectively). M-SV was significantly more common with anticlockwise rotation in the axial plane (p = 0.028) and clockwise rotation in the coronal plane (p = 0.015). All patients with imaging features of ischemia underwent surgery (n = 6). There was no significant difference in outcome variables (30-day mortality, 30-day readmission, recurrence) between the O-SV and M-SV groups. The degree of bowel distension on initial presentation was a significant predictor of recurrence, with ≥ 9 cm vs < 9 cm associated with an increased odds of any recurrence (OR: 3.23; 95%CI: 1.39-7.92).

Conclusion: In SV, sigmoid distension of more than 9 cm at baseline CT was associated with an increased risk of recurrence. Imaging features of ischemia predicted surgical over endoscopic intervention. Organoaxial and mesenteroaxial SV had similar prevalence, but the type of volvulus was not associated with clinical outcomes or choice of management.

Clinical relevance statement: There is a risk of recurrent sigmoid volvulus with colonic distension greater than 9 cm. This work, comparing volvulus subtypes, shows that this finding at the initial presentation could expedite consideration for surgical management.

Key points: Reports of outcomes for different subtypes and rotational directions of volvuli have been contradictory. No difference in measured outcomes was found between subtypes; distension ≥ 9 cm predicted recurrence. CT features can aide management of sigmoid volvulus and can prompt surgical intervention.

目的:乙状结肠空洞(SV)是肠梗阻的常见原因,尤其是在老年患者中。SV可以是中轴性(M-SV)或器质性(O-SV)。本研究的目的是评估 SV 的 CT 结果是否与临床结果相关,包括复发、治疗方法的选择和死亡率:本研究的对象包括在发病 24 小时内进行 CT 检查的 SV 患者。确定CT特征,包括肠系膜轴向/器官轴向排列、旋转方向、过渡点、膨胀、漩涡征、缺血和穿孔。记录人口统计学、治疗、复发和结果数据:结果:80 名患者(54 名男性)共诊断出 117 个病例。平均年龄为 70 岁(± 17.1)。M-SV和O-SV的发病率相当(分别为39人和41人)。在轴向平面逆时针旋转(p = 0.028)和冠状面顺时针旋转(p = 0.015)时,M-SV 的发病率明显更高。所有具有缺血成像特征的患者都接受了手术(n = 6)。O-SV组和M-SV组的结果变量(30天死亡率、30天再入院率、复发率)无明显差异。初次就诊时的肠胀气程度是复发的重要预测因素,≥ 9 cm vs 结论:在 SV 组中,基线 CT 显示乙状结肠扩张超过 9 厘米与复发风险增加有关。缺血的影像学特征预示着手术干预优于内镜干预。器轴性和肠系膜轴性 SV 的发病率相似,但腹腔漩涡的类型与临床结果或治疗方法的选择无关:临床相关性声明:结肠胀大超过 9 厘米时有复发乙状结肠旋涡的风险。这项比较乙状结肠胀大亚型的研究表明,在初次就诊时发现这一情况可加快考虑手术治疗:要点:关于不同亚型和旋转方向的膀胱胀气结果的报告相互矛盾。不同亚型的测量结果并无差异;胀大≥9厘米预示着复发。CT 特征有助于乙状结肠空卷的处理,并能促使手术干预。
{"title":"Sigmoid volvulus-Can CT features predict outcomes and recurrence?","authors":"Brian M Moloney, Christine E Mc Carthy, Rajesh Bhayana, Satheesh Krishna","doi":"10.1007/s00330-024-10979-y","DOIUrl":"10.1007/s00330-024-10979-y","url":null,"abstract":"<p><strong>Objectives: </strong>Sigmoid volvulus (SV) is a common cause of bowel obstruction, especially in older patients. SV can be mesenteroaxial (M-SV) or organoaxial (O-SV). The purpose of this study was to assess if CT findings in SV are associated with clinical outcomes. including recurrence, choice of management, and mortality.</p><p><strong>Materials and methods: </strong>This study includes patients with SV and a CT within 24 hours of presentation. CT features, including mesenteraoxial/organoaxial arrangement, direction of rotation, transition points, distension, whirl-sign, ischemia, and perforation were determined. Demographics, treatment, recurrence, and outcome data were recorded.</p><p><strong>Results: </strong>One hundred and seventeen cases were diagnosed in 80 patients (54 male). The mean age was 70 years (± 17.1). M-SV and O-SV were equally prevalent (n = 39 vs. n = 41, respectively). M-SV was significantly more common with anticlockwise rotation in the axial plane (p = 0.028) and clockwise rotation in the coronal plane (p = 0.015). All patients with imaging features of ischemia underwent surgery (n = 6). There was no significant difference in outcome variables (30-day mortality, 30-day readmission, recurrence) between the O-SV and M-SV groups. The degree of bowel distension on initial presentation was a significant predictor of recurrence, with ≥ 9 cm vs < 9 cm associated with an increased odds of any recurrence (OR: 3.23; 95%CI: 1.39-7.92).</p><p><strong>Conclusion: </strong>In SV, sigmoid distension of more than 9 cm at baseline CT was associated with an increased risk of recurrence. Imaging features of ischemia predicted surgical over endoscopic intervention. Organoaxial and mesenteroaxial SV had similar prevalence, but the type of volvulus was not associated with clinical outcomes or choice of management.</p><p><strong>Clinical relevance statement: </strong>There is a risk of recurrent sigmoid volvulus with colonic distension greater than 9 cm. This work, comparing volvulus subtypes, shows that this finding at the initial presentation could expedite consideration for surgical management.</p><p><strong>Key points: </strong>Reports of outcomes for different subtypes and rotational directions of volvuli have been contradictory. No difference in measured outcomes was found between subtypes; distension ≥ 9 cm predicted recurrence. CT features can aide management of sigmoid volvulus and can prompt surgical intervention.</p>","PeriodicalId":12076,"journal":{"name":"European Radiology","volume":" ","pages":"897-905"},"PeriodicalIF":4.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141765888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Baseline surveillance in Li Fraumeni syndrome using whole-body MRI: a systematic review and updated meta-analysis. 使用全身核磁共振成像对李-弗劳米尼综合征进行基线监测:系统综述和最新荟萃分析。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 Epub Date: 2024-07-29 DOI: 10.1007/s00330-024-10983-2
Maria Inez Dacoregio, Pedro Cotta Abrahão Reis, Davi Said Gonçalves Celso, Lorena Escalante Romero, Stephan Altmayer, Maysa Vilbert, Fabio Ynoe Moraes, Israel Gomy

Objectives: Li-Fraumeni syndrome (LFS) is a cancer syndrome associated with early-onset neoplasias. The use of whole-body magnetic resonance imaging (WBMRI) is recommended for regular cancer screening, however, evidence supporting the benefits in asymptomatic LFS patients is limited. This study aims to assess the clinical utility of WBMRI in germline TP53 mutation carriers at baseline and follow-up.

Materials and methods: We systematically searched PubMed, Cochrane, and Embase databases for studies evaluating WBMRI as an early detection method for tumor screening in patients with LFS. We pooled the prevalence of the included variables along with their corresponding 95% confidence intervals (CIs). Statistical analyses were performed using R software, version 4.3.1.

Results: From 1687 results, 11 comprising 703 patients (359 females (51%); with a median age of 32 years (IQR 1-74)) were included. An estimated detection rate of 31% (95% CI: 0.28, 0.34) for any suspicious lesions was found in asymptomatic TP53 carriers who underwent baseline WBMRI. A total of 277 lesions requiring clinical follow-up were identified in 215 patients. Cancer was confirmed in 46 lesions across 39 individuals. The estimated cancer diagnosis rate among suspicious lesions was 18% (95% CI: 0.13, 0.25). WBMRI detected 41 of the 46 cancers at an early-disease stage, with an overall detection rate of 6% (95% CI: 0.05, 0.08). The incidence rate was 2% per patient round of WBMRI (95% CI: 0.01, 0.04), including baseline and follow-up.

Conclusion: This meta-analysis provides evidence that surveillance with WBMRI is effective in detecting cancers in asymptomatic patients with LFS.

Clinical relevance statement: Our study demonstrates that whole-body MRI is an effective tool for early cancer detection in asymptomatic Li-Fraumeni Syndrome patients, highlighting its importance in surveillance protocols to improve diagnosis and treatment outcomes.

Key points: Current evidence for whole-body MRI screening of asymptomatic Li-Fraumeni Syndrome (LFS) patients remains scarce. Whole-body MRI identified 41 out of 46 cancers at an early stage, achieving an overall detection rate of 6%. Whole-body MRI surveillance is a valuable method for detecting cancers in asymptomatic LFS patients.

目的:李-弗劳米尼综合征(LFS)是一种与早发性肿瘤相关的癌症综合征。建议在定期癌症筛查中使用全身磁共振成像(WBMRI),但支持无症状 LFS 患者获益的证据有限。本研究旨在评估 WBMRI 在种系 TP53 基因突变携带者的基线和随访中的临床实用性:我们在PubMed、Cochrane和Embase数据库中系统检索了评估WBMRI作为LFS患者肿瘤筛查早期检测方法的研究。我们汇总了纳入变量的患病率及其相应的 95% 置信区间 (CI)。统计分析使用 4.3.1 版 R 软件进行:从 1687 项结果中,共纳入 11 项,包括 703 名患者(359 名女性(51%);中位年龄为 32 岁(IQR 1-74))。在接受基线 WBMRI 检查的无症状 TP53 携带者中,任何可疑病变的检出率估计为 31% (95% CI: 0.28, 0.34)。在 215 名患者中,共发现了 277 个需要临床随访的病灶。39人中有46个病灶确诊为癌症。可疑病变中的癌症诊断率估计为 18%(95% CI:0.13, 0.25)。WBMRI 检测出 46 例癌症中的 41 例处于早期疾病阶段,总检出率为 6% (95% CI: 0.05, 0.08)。包括基线和随访在内,每轮WBMRI检查的发病率为2%(95% CI:0.01,0.04):这项荟萃分析提供了证据,证明使用 WBMRI 进行监测可有效发现无症状 LFS 患者的癌症:我们的研究表明,全身核磁共振成像是无症状李-弗劳米尼综合征患者早期癌症检测的有效工具,突出了其在监测方案中的重要性,以改善诊断和治疗效果:目前对无症状的李-弗劳米尼综合征(LFS)患者进行全身磁共振成像筛查的证据仍然很少。全身核磁共振成像在早期发现了 46 例癌症中的 41 例,总检出率为 6%。全身核磁共振成像监测是检测无症状李-弗劳米尼综合征患者癌症的重要方法。
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引用次数: 0
ESR Essentials: image guided drainage of fluid collections-practice recommendations by the Cardiovascular and Interventional Radiological Society of Europe. ESR要点:图像引导下的积液引流--欧洲心血管和介入放射学会的实践建议。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 Epub Date: 2024-08-01 DOI: 10.1007/s00330-024-10993-0
Anna Maria Ierardi, Carolina Lanza, Marco Calandri, Dimitrios Filippiadis, Velio Ascenti, Gianpaolo Carrafiello

This ESR Essentials article intends to provide detailed, step-by-step, information on the role of imaging in the diagnosis, procedural management, and follow-up of patients with fluid collections. Evidence-based medicine recommendations for the positioning of percutaneous drainages and/or for diagnostic/therapeutic aspiration of fluid collections are provided. Although medical history, clinical symptoms, physical examination, and laboratory tests can raise suspicions regarding a collection, an imaging assessment is usually necessary for the diagnosis. Radiologists can easily identify fluid collections that are clinically suspected by using a wide range of imaging modalities, such as ultrasound, CT, MRI, and cone-beam CT. Consequently, these imaging methods (either alone or combined), can be used to aspirate the collection or for the placement of a drainage catheter. The choice of imaging technique to be used is influenced by the location of the collection, operator preference, size, and content of the collection. In addition, it is of utmost importance to underline the role of the interventional radiologist in the management and follow-up of patients with percutaneous drains, in collaboration with surgeons, clinicians, and diagnostic radiologists. KEY POINTS: Indications for percutaneous imaging-guided drainage are supported by clinical findings, laboratory tests, and pre-procedural imaging. Deciding between aspiration or drain insertion should follow patient assessment and fluid collection characterization. The interventional radiologist should be part of the entire patient care process including follow-up.

这篇 ESR Essentials 文章旨在逐步详细介绍影像学在积液患者的诊断、程序管理和随访中的作用。文章提供了经皮引流定位和/或诊断/治疗性抽吸积液的循证医学建议。虽然病史、临床症状、体格检查和实验室检查都可能引起对积液的怀疑,但通常需要进行影像学评估才能确诊。放射科医生可以通过超声波、CT、核磁共振成像和锥形束 CT 等多种成像模式轻松识别临床上怀疑的积液。因此,这些成像方法(单独使用或结合使用)可用于抽吸积液或放置引流导管。选择使用哪种成像技术取决于采集物的位置、操作者的偏好、采集物的大小和内容。此外,最重要的是要强调介入放射科医师与外科医生、临床医师和放射诊断医师合作在经皮引流患者的管理和随访中的作用。要点:经皮造影引导引流术的适应症需得到临床发现、实验室检查和术前造影的支持。在决定抽吸还是插入引流管之前,应先对患者进行评估并确定液体收集的特征。介入放射科医生应参与整个患者护理过程,包括随访。
{"title":"ESR Essentials: image guided drainage of fluid collections-practice recommendations by the Cardiovascular and Interventional Radiological Society of Europe.","authors":"Anna Maria Ierardi, Carolina Lanza, Marco Calandri, Dimitrios Filippiadis, Velio Ascenti, Gianpaolo Carrafiello","doi":"10.1007/s00330-024-10993-0","DOIUrl":"10.1007/s00330-024-10993-0","url":null,"abstract":"<p><p>This ESR Essentials article intends to provide detailed, step-by-step, information on the role of imaging in the diagnosis, procedural management, and follow-up of patients with fluid collections. Evidence-based medicine recommendations for the positioning of percutaneous drainages and/or for diagnostic/therapeutic aspiration of fluid collections are provided. Although medical history, clinical symptoms, physical examination, and laboratory tests can raise suspicions regarding a collection, an imaging assessment is usually necessary for the diagnosis. Radiologists can easily identify fluid collections that are clinically suspected by using a wide range of imaging modalities, such as ultrasound, CT, MRI, and cone-beam CT. Consequently, these imaging methods (either alone or combined), can be used to aspirate the collection or for the placement of a drainage catheter. The choice of imaging technique to be used is influenced by the location of the collection, operator preference, size, and content of the collection. In addition, it is of utmost importance to underline the role of the interventional radiologist in the management and follow-up of patients with percutaneous drains, in collaboration with surgeons, clinicians, and diagnostic radiologists. KEY POINTS: Indications for percutaneous imaging-guided drainage are supported by clinical findings, laboratory tests, and pre-procedural imaging. Deciding between aspiration or drain insertion should follow patient assessment and fluid collection characterization. The interventional radiologist should be part of the entire patient care process including follow-up.</p>","PeriodicalId":12076,"journal":{"name":"European Radiology","volume":" ","pages":"1034-1043"},"PeriodicalIF":4.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141874536","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Normative values for lung, bronchial sizes, and bronchus-artery ratios in chest CT scans: from infancy into young adulthood.
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 DOI: 10.1007/s00330-025-11367-w
Qianting Lv, Yuxin Chen, Daan Caudri, Eleni-Rosalina Andrinopoulou, Wieying Kuo, Jean-Paul Charbonnier, Robert J Fleck, Luis Riera Soler, Matteo Paoletti, Francois Vermeulen, Giovanni Morana, Edward Y Lee, Marleen de Bruijne, Harm A W M Tiddens, Pierluigi Ciet
<p><strong>Objective: </strong>To estimate the developmental trends of quantitative parameters obtained from chest computed tomography (CT) and to provide normative values on dimensions of bronchi and arteries, as well as bronchus-artery (BA) ratios from preschool age to young adulthood.</p><p><strong>Materials and methods: </strong>Two independent radiologists screened a dataset of 1160 chest CT scans, initially reported as normal, from participants aged 0 to 24 years. Using an automated deep learning-based algorithm, we computed the following bronchus and artery parameters: bronchial outer diameter (B<sub>out</sub>), bronchial inner diameter (B<sub>in</sub>), adjacent pulmonary artery diameter (A), bronchial wall thickness (B<sub>wt</sub>), bronchial wall area (B<sub>WA</sub>), and bronchial outer area (B<sub>OA</sub>). From these parameters, we computed the following ratios: B<sub>out</sub>/A, B<sub>in</sub>/A, B<sub>wt</sub>/A, B<sub>wt</sub>/B<sub>out</sub>, and B<sub>WA</sub>/B<sub>OA</sub>. Furthermore, mean lung density, total lung volume, and the square root of wall area of bronchi with a 10-mm lumen perimeter (Pi10) were obtained. The effects on CT parameters of age, sex, and iodine contrast were investigated using mixed-effects or regression model analyses.</p><p><strong>Results: </strong>375 normal inspiratory chest CT scans (females / males = 156 / 219; mean age [SD] 12.7 [5.0] years) met the inclusion criteria. B<sub>out</sub> and B<sub>in</sub> progressively increased with age (all p < 0.05), but B<sub>wt</sub>, B<sub>out</sub>/A, B<sub>in</sub>/A, B<sub>wt</sub>/A, B<sub>wt</sub>/B<sub>out</sub>, or B<sub>WA</sub>/B<sub>OA</sub> did not. Total lung volume and mean lung density continuously increased with age (both p < 0.001), while Pi10 did not exhibit such a trend. B<sub>out</sub>, total lung volume, and mean lung density were the only parameters that differed between males and females, all higher in males than females (all p < 0.03). The presence of iodinated contrast led to greater values for B<sub>wt</sub>, B<sub>wt</sub>/B<sub>out</sub>, and B<sub>WA</sub>/B<sub>OA</sub>, but lower values for B<sub>in</sub>, B<sub>out</sub>/A, B<sub>in</sub>/A, and B<sub>wt</sub>/A (all p < 0.01).</p><p><strong>Conclusion: </strong>Quantitative CT parameters of both lung parenchyma and bronchi exhibit growth-related changes, but from 6 to 24 years ratios between bronchus and artery dimensions remain constant. Contrast-enhanced CT scans affect the assessment of lung parenchyma and bronchial size. We propose age and technique-dependent normative values for bronchial dimensions and wall thickness.</p><p><strong>Key points: </strong>Question What are the developmental trends of quantitative lung CT parameters in patients from childhood into young adulthood? Findings The ratio between bronchus and pulmonary artery dimensions demonstrates consistent values across age groups, indicating synchronized growth between bronchi and paired pulmonary arteri
{"title":"Normative values for lung, bronchial sizes, and bronchus-artery ratios in chest CT scans: from infancy into young adulthood.","authors":"Qianting Lv, Yuxin Chen, Daan Caudri, Eleni-Rosalina Andrinopoulou, Wieying Kuo, Jean-Paul Charbonnier, Robert J Fleck, Luis Riera Soler, Matteo Paoletti, Francois Vermeulen, Giovanni Morana, Edward Y Lee, Marleen de Bruijne, Harm A W M Tiddens, Pierluigi Ciet","doi":"10.1007/s00330-025-11367-w","DOIUrl":"https://doi.org/10.1007/s00330-025-11367-w","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Objective: &lt;/strong&gt;To estimate the developmental trends of quantitative parameters obtained from chest computed tomography (CT) and to provide normative values on dimensions of bronchi and arteries, as well as bronchus-artery (BA) ratios from preschool age to young adulthood.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Materials and methods: &lt;/strong&gt;Two independent radiologists screened a dataset of 1160 chest CT scans, initially reported as normal, from participants aged 0 to 24 years. Using an automated deep learning-based algorithm, we computed the following bronchus and artery parameters: bronchial outer diameter (B&lt;sub&gt;out&lt;/sub&gt;), bronchial inner diameter (B&lt;sub&gt;in&lt;/sub&gt;), adjacent pulmonary artery diameter (A), bronchial wall thickness (B&lt;sub&gt;wt&lt;/sub&gt;), bronchial wall area (B&lt;sub&gt;WA&lt;/sub&gt;), and bronchial outer area (B&lt;sub&gt;OA&lt;/sub&gt;). From these parameters, we computed the following ratios: B&lt;sub&gt;out&lt;/sub&gt;/A, B&lt;sub&gt;in&lt;/sub&gt;/A, B&lt;sub&gt;wt&lt;/sub&gt;/A, B&lt;sub&gt;wt&lt;/sub&gt;/B&lt;sub&gt;out&lt;/sub&gt;, and B&lt;sub&gt;WA&lt;/sub&gt;/B&lt;sub&gt;OA&lt;/sub&gt;. Furthermore, mean lung density, total lung volume, and the square root of wall area of bronchi with a 10-mm lumen perimeter (Pi10) were obtained. The effects on CT parameters of age, sex, and iodine contrast were investigated using mixed-effects or regression model analyses.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;375 normal inspiratory chest CT scans (females / males = 156 / 219; mean age [SD] 12.7 [5.0] years) met the inclusion criteria. B&lt;sub&gt;out&lt;/sub&gt; and B&lt;sub&gt;in&lt;/sub&gt; progressively increased with age (all p &lt; 0.05), but B&lt;sub&gt;wt&lt;/sub&gt;, B&lt;sub&gt;out&lt;/sub&gt;/A, B&lt;sub&gt;in&lt;/sub&gt;/A, B&lt;sub&gt;wt&lt;/sub&gt;/A, B&lt;sub&gt;wt&lt;/sub&gt;/B&lt;sub&gt;out&lt;/sub&gt;, or B&lt;sub&gt;WA&lt;/sub&gt;/B&lt;sub&gt;OA&lt;/sub&gt; did not. Total lung volume and mean lung density continuously increased with age (both p &lt; 0.001), while Pi10 did not exhibit such a trend. B&lt;sub&gt;out&lt;/sub&gt;, total lung volume, and mean lung density were the only parameters that differed between males and females, all higher in males than females (all p &lt; 0.03). The presence of iodinated contrast led to greater values for B&lt;sub&gt;wt&lt;/sub&gt;, B&lt;sub&gt;wt&lt;/sub&gt;/B&lt;sub&gt;out&lt;/sub&gt;, and B&lt;sub&gt;WA&lt;/sub&gt;/B&lt;sub&gt;OA&lt;/sub&gt;, but lower values for B&lt;sub&gt;in&lt;/sub&gt;, B&lt;sub&gt;out&lt;/sub&gt;/A, B&lt;sub&gt;in&lt;/sub&gt;/A, and B&lt;sub&gt;wt&lt;/sub&gt;/A (all p &lt; 0.01).&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusion: &lt;/strong&gt;Quantitative CT parameters of both lung parenchyma and bronchi exhibit growth-related changes, but from 6 to 24 years ratios between bronchus and artery dimensions remain constant. Contrast-enhanced CT scans affect the assessment of lung parenchyma and bronchial size. We propose age and technique-dependent normative values for bronchial dimensions and wall thickness.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Key points: &lt;/strong&gt;Question What are the developmental trends of quantitative lung CT parameters in patients from childhood into young adulthood? Findings The ratio between bronchus and pulmonary artery dimensions demonstrates consistent values across age groups, indicating synchronized growth between bronchi and paired pulmonary arteri","PeriodicalId":12076,"journal":{"name":"European Radiology","volume":" ","pages":""},"PeriodicalIF":4.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143074381","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ultra-low-dose coronary CT angiography via super-resolution deep learning reconstruction: impact on image quality, coronary plaque, and stenosis analysis.
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 DOI: 10.1007/s00330-025-11399-2
Li-Miao Zou, Cheng Xu, Min Xu, Ke-Ting Xu, Zi-Cheng Zhao, Ming Wang, Yun Wang, Yi-Ning Wang

Objectives: To exploit the capability of super-resolution deep learning reconstruction (SR-DLR) to save radiation exposure from coronary CT angiography (CCTA) and assess its impact on image quality, coronary plaque quantification and characterization, and stenosis severity analysis.

Materials and methods: This prospective study included 50 patients who underwent low-dose (LD) and subsequent ultra-low-dose (ULD) CCTA scans. LD CCTA images were reconstructed with hybrid iterative reconstruction (HIR) and ULD CCTA images were reconstructed with HIR and SR-DLR. The objective parameters and subjective scores were compared. Coronary plaques were classified into three components: necrotic, fibrous or calcified content, with absolute volumes (mm3) recorded, and further characterized by percentage of calcified content. The four main coronary arteries were evaluated for the presence of stenosis. Moreover, 48 coronary segments in 9 patients were evaluated for the presence of significant stenosis, with invasive coronary angiography as a reference.

Results: Effective dose decreased by 60% from LD to ULD CCTA scans (2.01 ± 0.84 mSv vs. 0.80 ± 0.34 mSv, p < 0.001). ULD SR-DLR was non-inferior or even superior to LD HIR in terms of image quality and showed excellent agreements with LD HIR on the plaque volumes, characterization, and stenosis analysis (ICCs > 0.8). Moreover, there was no evidence of a difference in detecting significant coronary stenosis between the LD HIR and ULD SR-DLR (AUC: 0.90 vs. 0.89; p = 1.0).

Conclusions: SR-DLR led to significant radiation dose savings from CCTA while ensuring high image quality and excellent performance in coronary plaque and stenosis analysis.

Key points: Question How can radiation dose for coronary CT angiography be reduced without compromising image quality or affecting clinical decisions? Finding Super-resolution deep learning reconstruction (SR-DLR) algorithm allows for 60% dose reduction while ensuring high image quality and excellent performance in coronary plaque and stenosis analysis. Clinical relevance Dose optimization via SR-DLR has no detrimental effect on image quality, coronary plaque quantification and characterization, and stenosis severity analysis, which paves the way for its implementation in clinical practice.

{"title":"Ultra-low-dose coronary CT angiography via super-resolution deep learning reconstruction: impact on image quality, coronary plaque, and stenosis analysis.","authors":"Li-Miao Zou, Cheng Xu, Min Xu, Ke-Ting Xu, Zi-Cheng Zhao, Ming Wang, Yun Wang, Yi-Ning Wang","doi":"10.1007/s00330-025-11399-2","DOIUrl":"https://doi.org/10.1007/s00330-025-11399-2","url":null,"abstract":"<p><strong>Objectives: </strong>To exploit the capability of super-resolution deep learning reconstruction (SR-DLR) to save radiation exposure from coronary CT angiography (CCTA) and assess its impact on image quality, coronary plaque quantification and characterization, and stenosis severity analysis.</p><p><strong>Materials and methods: </strong>This prospective study included 50 patients who underwent low-dose (LD) and subsequent ultra-low-dose (ULD) CCTA scans. LD CCTA images were reconstructed with hybrid iterative reconstruction (HIR) and ULD CCTA images were reconstructed with HIR and SR-DLR. The objective parameters and subjective scores were compared. Coronary plaques were classified into three components: necrotic, fibrous or calcified content, with absolute volumes (mm<sup>3</sup>) recorded, and further characterized by percentage of calcified content. The four main coronary arteries were evaluated for the presence of stenosis. Moreover, 48 coronary segments in 9 patients were evaluated for the presence of significant stenosis, with invasive coronary angiography as a reference.</p><p><strong>Results: </strong>Effective dose decreased by 60% from LD to ULD CCTA scans (2.01 ± 0.84 mSv vs. 0.80 ± 0.34 mSv, p < 0.001). ULD SR-DLR was non-inferior or even superior to LD HIR in terms of image quality and showed excellent agreements with LD HIR on the plaque volumes, characterization, and stenosis analysis (ICCs > 0.8). Moreover, there was no evidence of a difference in detecting significant coronary stenosis between the LD HIR and ULD SR-DLR (AUC: 0.90 vs. 0.89; p = 1.0).</p><p><strong>Conclusions: </strong>SR-DLR led to significant radiation dose savings from CCTA while ensuring high image quality and excellent performance in coronary plaque and stenosis analysis.</p><p><strong>Key points: </strong>Question How can radiation dose for coronary CT angiography be reduced without compromising image quality or affecting clinical decisions? Finding Super-resolution deep learning reconstruction (SR-DLR) algorithm allows for 60% dose reduction while ensuring high image quality and excellent performance in coronary plaque and stenosis analysis. Clinical relevance Dose optimization via SR-DLR has no detrimental effect on image quality, coronary plaque quantification and characterization, and stenosis severity analysis, which paves the way for its implementation in clinical practice.</p>","PeriodicalId":12076,"journal":{"name":"European Radiology","volume":" ","pages":""},"PeriodicalIF":4.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143074386","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reply to Letter to the Editor: Enhancing methodological rigor in the evaluation of microvascular flow imaging for recurrent thyroid cancer. 回复致编辑的信:加强复发性甲状腺癌微血管血流成像评估方法的严谨性。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 Epub Date: 2024-10-28 DOI: 10.1007/s00330-024-11113-8
Pae Sun Suh, Jung Hwan Baek, Jae Ho Lee, Sae Rom Chung, Young Jun Choi, Ki-Wook Chung, Tae Yong Kim, Jeong Hyun Lee
{"title":"Reply to Letter to the Editor: Enhancing methodological rigor in the evaluation of microvascular flow imaging for recurrent thyroid cancer.","authors":"Pae Sun Suh, Jung Hwan Baek, Jae Ho Lee, Sae Rom Chung, Young Jun Choi, Ki-Wook Chung, Tae Yong Kim, Jeong Hyun Lee","doi":"10.1007/s00330-024-11113-8","DOIUrl":"10.1007/s00330-024-11113-8","url":null,"abstract":"","PeriodicalId":12076,"journal":{"name":"European Radiology","volume":" ","pages":"610-611"},"PeriodicalIF":4.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142521382","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Simulation training in mammography with AI-generated images: a multireader study. 利用人工智能生成的图像进行乳腺 X 射线摄影模拟训练:多机研究。
IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-02-01 Epub Date: 2024-08-12 DOI: 10.1007/s00330-024-11005-x
Krithika Rangarajan, Veeramakali Vignesh Manivannan, Harpinder Singh, Amit Gupta, Hrithik Maheshwari, Rishparn Gogoi, Debashish Gogoi, Rupam Jyoti Das, Smriti Hari, Surabhi Vyas, Raju Sharma, Shivam Pandey, V Seenu, Subhashis Banerjee, Vinay Namboodiri, Chetan Arora

Objectives: The interpretation of mammograms requires many years of training and experience. Currently, training in mammography, like the rest of diagnostic radiology, is through institutional libraries, books, and experience accumulated over time. We explore whether artificial Intelligence (AI)-generated images can help in simulation education and result in measurable improvement in performance of residents in training.

Methods: We developed a generative adversarial network (GAN) that was capable of generating mammography images with varying characteristics, such as size and density, and created a tool with which a user could control these characteristics. The tool allowed the user (a radiology resident) to realistically insert cancers within different regions of the mammogram. We then provided this tool to residents in training. Residents were randomized into a practice group and a non-practice group, and the difference in performance before and after practice with such a tool (in comparison to no intervention in the non-practice group) was assessed.

Results: Fifty residents participated in the study, 27 underwent simulation training, and 23 did not. There was a significant improvement in the sensitivity (7.43 percent, significant at p-value = 0.03), negative predictive value (5.05 percent, significant at p-value = 0.008) and accuracy (6.49 percent, significant at p-value = 0.01) among residents in the detection of cancer on mammograms after simulation training.

Conclusion: Our study shows the value of simulation training in diagnostic radiology and explores the potential of generative AI to enable such simulation training.

Clinical relevance statement: Using generative artificial intelligence, simulation training modules can be developed that can help residents in training by providing them with a visual impression of a variety of different cases.

Key points: Generative networks can produce diagnostic imaging with specific characteristics, potentially useful for training residents. Training with generating images improved residents' mammographic diagnostic abilities. Development of a game-like interface that exploits these networks can result in improvement in performance over a short training period.

目的:乳房 X 光检查的判读需要多年的培训和经验积累。目前,乳腺 X 线照相术的培训与其他放射诊断一样,都是通过机构图书馆、书籍和长期积累的经验进行的。我们探讨了人工智能(AI)生成的图像是否有助于模拟教学,并能显著提高住院医师在培训中的表现:我们开发了一个生成对抗网络(GAN),它能够生成具有不同特征(如大小和密度)的乳腺 X 射线图像,并创建了一个用户可以控制这些特征的工具。该工具允许用户(放射科住院医师)在乳房 X 光照片的不同区域真实地插入癌症。然后,我们将这一工具提供给正在接受培训的住院医师。住院医师被随机分为练习组和非练习组,并对使用该工具练习前后的表现差异(与非练习组的无干预相比)进行了评估:50 名住院医师参加了研究,其中 27 人接受了模拟训练,23 人未接受模拟训练。经过模拟训练后,住院医师在乳房 X 光检查中发现癌症的灵敏度(7.43%,p 值 = 0.03,有显著性意义)、阴性预测值(5.05%,p 值 = 0.008,有显著性意义)和准确度(6.49%,p 值 = 0.01,有显著性意义)均有明显提高:我们的研究显示了模拟训练在放射诊断学中的价值,并探索了生成式人工智能在实现此类模拟训练方面的潜力:利用生成式人工智能,可以开发出模拟训练模块,为住院医师提供各种不同病例的直观印象,从而帮助他们进行训练:关键点:生成网络可以生成具有特定特征的诊断图像,这对培训住院医师很有帮助。利用生成图像进行培训可提高住院医生的乳腺X线摄影诊断能力。利用这些网络开发类似游戏的界面可在短时间内提高培训效果。
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引用次数: 0
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European Radiology
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