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Incidental pulmonary findings on CT in daily practice: the nodule and the interstitial lung abnormalities - what's old, what's new. 日常实践中偶然发现的肺部CT:结节和肺间质异常-什么是旧的,什么是新的。
IF 4.8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-26 DOI: 10.1007/s11547-025-02134-4
Giorgio Maria Masci, Luca Giuliani, Roberto Romiti, Michele Massaro, Cosimo Nardi, Flaminia De Cristofaro, Valeria Panebianco, Carlo Catalano, Nicholas Landini

The growing use of computed tomography (CT) in clinical practice has led to an increase in incidental pulmonary findings, with nodules being among the most commonly encountered. Managing these nodules remains a significant challenge in clinical radiology. In addition to nodules, interstitial lung abnormalities (ILAs) have emerged as a newly defined entity, necessitating recognition to prevent underestimation and misinterpretation, as well as to guide appropriate management. This review aims to examine the interpretation of incidental pulmonary nodules, providing clarity on their management and addressing gaps not covered by the 2017 Fleischner Society Guidelines. Additionally, we focus on recent updates related to ILA classification, as outlined by the Fleischner Society, and highlight key radiologic features critical for distinguishing ILAs from non-ILA alterations. Finally, we explore the potential future developments in the evaluation of ILAs, offering insights into how the radiologists' role in managing these abnormalities may evolve.

在临床实践中,计算机断层扫描(CT)的使用越来越多,导致肺部意外发现的增加,结节是最常见的。管理这些结节仍然是临床放射学的一个重大挑战。除了结节外,间质性肺异常(ILAs)已成为一种新定义的实体,需要认识以防止低估和误解,并指导适当的管理。本综述旨在探讨偶发性肺结节的解释,为其管理提供清晰的信息,并解决2017年Fleischner协会指南未涵盖的空白。此外,我们将重点关注最近与ILA分类相关的更新,正如Fleischner学会概述的那样,并强调区分ILA和非ILA改变的关键放射学特征。最后,我们探讨了ILAs评估的潜在未来发展,为放射科医生在管理这些异常方面的作用如何演变提供了见解。
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引用次数: 0
Ultrafast non-ECG-gated cardiac spectral CT scanning for myocardial late iodine enhancement assessment: a feasibility study. 超快速非心电图门控心脏频谱CT扫描对心肌晚期碘增强评估的可行性研究。
IF 4.8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-26 DOI: 10.1007/s11547-025-02114-8
Paola Franceschi, Camilla Sportoletti, Edoardo Rasciti, Francesco Buia, Domenico Attinà, Fabio Niro, Vincenzo Russo, Luigi Lovato

Purpose: Evaluate Late Iodine Enhancement (LIE) using the new Philips Spectral CT 7500 scanner without ECG-gating.

Material and methods: Fifty-one contrast-enhanced cardiac Computed Tomography (CT) scans with LIE phase (LIE-CT) acquired using the Philips Spectral CT 7500 scanner (8 cm, 256 reconstructed slices) were retrospectively reviewed. LIE-CT was acquired 6-7 min after the administration of contrast agent, using ultra-short scanning time without ECG-gating. LIE-CT technical and dosimetry data were compared with data from 17 cardiac CT scans acquired with Philips Brilliance iCT (4 cm, 128 reconstructed slices). On Spectral CT images, LIE was assessed using "Iodine no water" spectral maps and Extracellular Volume (ECV) quantification. CT findings were compared with the gold standard (Cardiac Magnetic Resonance, CMR) when available.

Results: Spectral CT images without ECG-gating exhibited high visual quality with minimal motion artifacts. Technical data significantly differed (p < .001) between Spectral CT and iCT: median scan time 0.69 s (interquartile range (IQR) 0.66-0.72) vs 8.02 s (IQR 7.32-8.49), median Table speed 433.2 mm/s vs 23.5 mm/s (IQR 21.8-26.5), median CTDIvol 7.2 mGy vs 29.6 mGy (IQR 27.8-33.3), median DLP 211 mGy*cm (IQR 199-222) vs 477.6 mGy*cm (IQR 430.9-551.7), current 812 mA vs 924 mA (IQR 924-925), voltage 100 kV (min 100-max 140) vs 80 kV. Interobserver reproducibility of ECV quantification on Spectral CT images was good in myocardium without LIE and excellent in LIE areas, with negligible bias between observers. Where available, LIE and ECV findings showed good concordance with CMR LGE and ECV.

Conclusion: Ultrafast non-ECG-gated cardiac Spectral CT provides high-quality images for evaluating LIE, 76% reduction of radiation dose, 50% increase in signal-to-noise ratio, and 91% reduction of acquisition time. ECV measurements demonstrate high interobserver reproducibility. Preliminary findings show good agreement with CMR; while based on a limited validation cohort with selective ECV use.

目的:利用新型飞利浦光谱CT 7500扫描仪评估晚期碘增强(LIE),无需心电图门控。材料和方法:回顾性分析了51例使用Philips光谱CT 7500扫描仪(8 cm, 256片重建片)获得的心脏LIE相(LIE-CT)对比增强CT扫描。使用造影剂后6-7 min获得LIE-CT,使用超短扫描时间,无ecg门控。对Philips Brilliance iCT采集的17张心脏CT (4cm, 128张重建切片)的LIE-CT技术和剂量学数据进行比较。在光谱CT图像上,使用“碘无水”光谱图和细胞外体积(ECV)定量评估LIE。CT结果与金标准(心脏磁共振,CMR)进行比较。结果:无门控的频谱CT图像表现出高的视觉质量,运动伪影最小。结论:超快非ecg门控心脏频谱CT可提供高质量的图像用于LIE评估,辐射剂量降低76%,信噪比提高50%,采集时间缩短91%。ECV测量显示观察者间的高重复性。初步结果与CMR吻合良好;而基于选择性ECV使用的有限验证队列。
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引用次数: 0
Attenuation-based estimation of myocardial extracellular volume from ECG-ungated whole-body CT examinations as an early biomarker of chemotherapy-induced cardiotoxicity: preliminary findings. 基于衰减的心电图非门控全身CT检查心肌细胞外体积估计作为化疗引起的心脏毒性的早期生物标志物:初步发现。
IF 4.8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-18 DOI: 10.1007/s11547-025-02148-y
Giovanni Donato Aquaro, Lorenzo Faggioni, Roberto Francischello, Simone Guidi, Maria Livia Del Giudice, Francesca Salani, Riccardo Lencioni, Sara Galimberti, Gianluca Masi, Chiara Cremolini, Emanuele Neri, Dania Cioni

Purpose: To evaluate whether myocardial extracellular volume (ECV) could be estimated from whole-body CT examinations without electrocardiographic gating in cancer patients before and after the chemotherapy, with the goal to detect early-stage myocardial alterations heralding chemotherapy-induced cardiotoxicity.

Material and methods: Consecutive patients receiving chemotherapy with a high (High-risk group) or low (Low-risk group) risk of cardiotoxicity were retrospectively enrolled. Patients underwent a whole-body CT examination for cancer staging before (CT-I) and after the first chemotherapy cycle (CT-II). Precontrast, arterial phase, and late post-contrast CT-I and CT-II images were analysed using in-house software. Myocardial Attenuation-based estimation of ECV (ABE-ECV) maps were generated from the combined analysis of regions of interest in precontrast images and a pixel-wise analysis of late post-contrast images, whereas the increase of myocardial and blood densities in arterial phase from basal values were compared to calculate arterial myocardial λ (arterial increase of myocardial density/increase of blood density).

Results: The population included 89 patients (mean age 63 ± 14 years): 58 High-Risk and 31 Low-Risk. High-risk patients showed a significant increase of ABE-ECV of the interventricular septum, from 32% (31-35%) to 37% (35-39%) (p = 0.0002) and lateral wall, from 30% (27-31) to 32% (29-34) (p = 0.028). In contrast, Low-risk patients showed no significant variation of septal (p = 0.16) and LV lateral wall ABE-ECV (p = 0.93). Arterial myocardial λ at CT-II was reduced compared to CT-I in 31% of High-risk patients vs 10% of Low-risk patients (p = 0.036).

Conclusion: This preliminary study demonstrated that ECV can be estimated in ECG-ungated whole-body CT examinations for cancer staging in patients undergoing chemotherapy. Potentially cardiotoxic chemotherapy can be associated with alterations of ABE-ECV and arterial myocardial λ.

目的:评价癌症患者化疗前后不经心电图门控的全身CT检查是否可以估计心肌细胞外体积(ECV),以发现预示化疗引起的心脏毒性的早期心肌改变。材料和方法:回顾性纳入连续接受心脏毒性高(高危组)或低(低危组)风险化疗的患者。患者在第一个化疗周期之前(CT- i)和之后(CT- ii)进行全身CT检查以确定癌症分期。使用内部软件分析对比前、动脉期和对比后晚期CT-I和CT-II图像。基于心肌衰减的ECV (ABE-ECV)图是通过对对比前图像的兴趣区域和后期对比后图像的逐像素分析的组合分析生成的,而动脉期心肌和血液密度的增加与基础值相比,计算动脉心肌λ(动脉心肌密度增加/血液密度增加)。结果:89例患者(平均年龄63±14岁):高危58例,低危31例。高危患者室间隔ABE-ECV从32%(31-35%)增加到37% (35-39%)(p = 0.0002),侧壁ABE-ECV从30%(27-31)增加到32% (29-34)(p = 0.028)。相比之下,低危患者室间隔(p = 0.16)和左室侧壁ABE-ECV (p = 0.93)无显著变化。31%的高危患者与10%的低危患者相比,CT-II时动脉心肌λ降低(p = 0.036)。结论:本初步研究表明,在化疗患者的非ecg门控全身CT检查中,ECV可以被估计为癌症分期。潜在的心脏毒性化疗可能与ABE-ECV和动脉心肌λ的改变有关。
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引用次数: 0
Prostatic artery embolization with glue for benign prostatic hyperplasia in elderly patients: three-year results. 前列腺动脉胶栓治疗老年良性前列腺增生:三年的结果。
IF 4.8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-18 DOI: 10.1007/s11547-025-02136-2
Antonio Vizzuso, Maria Vittoria Bazzocchi, Mara Bacchiani, Giorgia Musacchia, Antonio Spina, Eugenia Fragalà, Giovanna Venturi, Enrico Petrella, Roberta Gunelli, Emanuela Giampalma, Matteo Renzulli

Purpose: To evaluate the clinical efficacy and safety of prostatic artery embolization (PAE) using glue (n-butyl cyanoacrylate, NBCA) in patients with benign prostatic hyperplasia (BPH) presenting with lower urinary tract symptoms (LUTS) due to obstruction or chronic urinary retention managed with an indwelling catheter (IUC).

Material and methods: A total of 101 patients (median age 79 years) were included, of whom 67 had LUTS and 34 had an IUC. All were treated with PAE with glue between 2021 and 2024. Clinical success was defined as either a ≥ 25% reduction in the International Prostate Symptom Score (IPSS) and a ≥ 3-point improvement in the quality of life (QoL) score or stable catheter removal.

Results: Technical success was achieved in 100% of cases, with bilateral embolization in 93% of patients. Among symptomatic patients, clinical success was observed in 92.5%, with a reduction in IPSS from 25.3 ± 8.1 to 15.3 ± 7.8 and in QoL from 4.5 ± 1.1 to 2.3 ± 1.4 at 36 months (p < 0.001). Mean prostate volume decreased by 37.6%. In patients with an IUC, 73.5% resumed spontaneous voiding within an average of 29 days. All complications (13.9%) were minor and managed conservatively.

Conclusion: Embolization with acrylic glue is a safe and effective minimally invasive alternative to surgery for BPH, with sustained long-term results. It is particularly suitable for elderly patients with comorbidities or those unfit for surgery presenting with LUTS or chronic urinary retention.

目的:评价胶(氰基丙烯酸酯正丁酯,NBCA)前列腺动脉栓塞(PAE)治疗因梗阻或慢性尿潴留而出现下尿路症状的良性前列腺增生(BPH)患者留置导尿管(IUC)的临床疗效和安全性。材料和方法:共纳入101例患者(中位年龄79岁),其中67例为LUTS, 34例为IUC。在2021年至2024年期间,所有患者都接受了PAE胶治疗。临床成功的定义是国际前列腺症状评分(IPSS)降低≥25%,生活质量(QoL)评分改善≥3分或稳定的导管拔出。结果:技术成功率100%,双侧栓塞率93%。在有症状的患者中,临床成功率为92.5%,36个月时IPSS从25.3±8.1降至15.3±7.8,生活质量从4.5±1.1降至2.3±1.4 (p)结论:丙烯酸胶栓塞是一种安全有效的替代手术治疗BPH的微创方法,具有持续的长期效果。特别适用于有合并症的老年患者,或不适合手术的LUTS或慢性尿潴留患者。
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引用次数: 0
Decreased T2-signal intensities indicate positive response to front-line radiotherapy in pediatric low-grade gliomas. 降低t2信号强度表明儿童低级别胶质瘤对一线放疗有积极反应。
IF 4.8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-17 DOI: 10.1007/s11547-025-02118-4
Simon Weiner, Monika Warmuth-Metz, Daniela Kandels, Beate Timmermann, Rolf-Dieter Kortmann, Stefan Dietzsch, Torsten Pietsch, Brigitte Bison, Mirko Pham, Astrid Katharina Gnekow, Annika Quenzer

Purpose: To evaluate MRI changes in T2-weighted imaging (T2WI) signal intensity (T2SI) as a potential imaging marker for assessing response to radiotherapy (RT) in pediatric low-grade glioma (pLGG).

Materials and methods: This retrospective study analyzed imaging data of 56 pLGG patients (mean age, 12.4 ± 3.5 years; 33/56 [58.9%] male) treated with photon-based or proton-based RT within the SIOP-LGG 2004 study and registry. Tumor signal characteristics on T2WI were qualitatively and quantitatively assessed at baseline and up to 24 months post-RT. Tumor volumes were calculated, and correlations between ∆T2SI and volumetric changes were examined. Statistical tests included inferential tests, correlation analysis, and linear regression.

Results: At baseline, 87.5% tumors were rated as hyperintense, while none was rated hypointense. The mean ratio between T2SI of the tumors compared to the cerebral cortex was 1.70. A significant decrease in T2SI was observed over time with the strongest decrease at 24 months post-RT (- 18.7%; p = 0.002). ∆T2SI correlated significantly with tumor volume reduction (r = 0.46, p < 0.001) and response assessment (ρ = 0.51, p < 0.001). There was no significant influence of age, sex, tumor location, histology, or RT type on ∆T2SI. Cases of pseudoprogression cases exhibited stable T2SI despite transient increases in contrast enhancement or tumor volume.

Conclusion: A reduction in T2SI was consistently associated with tumor volume reduction, suggesting that a decrease in T2SI may serve as an additional imaging marker of a positive response to RT in pLGG patients.

目的:探讨T2WI信号强度(T2SI)的MRI变化作为评估小儿低级别胶质瘤(pLGG)放疗应答(RT)的潜在影像学指标。材料和方法:本回顾性研究分析了SIOP-LGG 2004研究和登记的56例pLGG患者(平均年龄12.4±3.5岁,33/56[58.9%]男性)接受光子或质子放射治疗的影像学资料。T2WI上的肿瘤信号特征在基线和放疗后24个月进行定性和定量评估。计算肿瘤体积,并检查∆T2SI与体积变化之间的相关性。统计检验包括推论检验、相关分析和线性回归。结果:基线时,87.5%的肿瘤被评为高信号,没有肿瘤被评为低信号。T2SI与大脑皮质的平均比值为1.70。随着时间的推移,T2SI显著下降,在放疗后24个月下降幅度最大(- 18.7%;p = 0.002)。∆T2SI与肿瘤体积缩小显著相关(r = 0.46, p)结论:T2SI的减少与肿瘤体积缩小一致相关,提示T2SI的减少可以作为pLGG患者对RT反应积极的额外影像学标志。
{"title":"Decreased T2-signal intensities indicate positive response to front-line radiotherapy in pediatric low-grade gliomas.","authors":"Simon Weiner, Monika Warmuth-Metz, Daniela Kandels, Beate Timmermann, Rolf-Dieter Kortmann, Stefan Dietzsch, Torsten Pietsch, Brigitte Bison, Mirko Pham, Astrid Katharina Gnekow, Annika Quenzer","doi":"10.1007/s11547-025-02118-4","DOIUrl":"https://doi.org/10.1007/s11547-025-02118-4","url":null,"abstract":"<p><strong>Purpose: </strong>To evaluate MRI changes in T2-weighted imaging (T2WI) signal intensity (T2SI) as a potential imaging marker for assessing response to radiotherapy (RT) in pediatric low-grade glioma (pLGG).</p><p><strong>Materials and methods: </strong>This retrospective study analyzed imaging data of 56 pLGG patients (mean age, 12.4 ± 3.5 years; 33/56 [58.9%] male) treated with photon-based or proton-based RT within the SIOP-LGG 2004 study and registry. Tumor signal characteristics on T2WI were qualitatively and quantitatively assessed at baseline and up to 24 months post-RT. Tumor volumes were calculated, and correlations between ∆T2SI and volumetric changes were examined. Statistical tests included inferential tests, correlation analysis, and linear regression.</p><p><strong>Results: </strong>At baseline, 87.5% tumors were rated as hyperintense, while none was rated hypointense. The mean ratio between T2SI of the tumors compared to the cerebral cortex was 1.70. A significant decrease in T2SI was observed over time with the strongest decrease at 24 months post-RT (- 18.7%; p = 0.002). ∆T2SI correlated significantly with tumor volume reduction (r = 0.46, p < 0.001) and response assessment (ρ = 0.51, p < 0.001). There was no significant influence of age, sex, tumor location, histology, or RT type on ∆T2SI. Cases of pseudoprogression cases exhibited stable T2SI despite transient increases in contrast enhancement or tumor volume.</p><p><strong>Conclusion: </strong>A reduction in T2SI was consistently associated with tumor volume reduction, suggesting that a decrease in T2SI may serve as an additional imaging marker of a positive response to RT in pLGG patients.</p>","PeriodicalId":20817,"journal":{"name":"Radiologia Medica","volume":" ","pages":""},"PeriodicalIF":4.8,"publicationDate":"2025-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145542148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Whole-lesion histogram analysis of multi-model diffusion-weighted imaging for characterization and molecular classification of breast lesions. 多模型扩散加权成像的全病变直方图分析用于乳腺病变的表征和分子分类。
IF 4.8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-13 DOI: 10.1007/s11547-025-02156-y
Yuan Yuan, Manhua Huang, Jie Peng, Xiulan Zhang, Xiaofang Lin, Xiang Li, Dewei Zeng

Purpose: To evaluate the value of whole-lesion histogram analysis derived from mono-exponential, bi-exponential, and stretched-exponential DWI models in differentiating benign from malignant breast lesions and exploring molecular subtypes.

Material and methods: This retrospective study included 112 patients with 90 malignant lesions (17 Luminal A, 39 Luminal B, 18 HER2-positive, 10 triple-negative, and 6 undetermined) and 22 benign lesions, all examined with 1.5 T MRI. Histogram parameters-apparent diffusion coefficient (ADC), true diffusion (Dt), pseudo-diffusion (Dp), perfusion fraction (f), distributed diffusion coefficient (DDC), and heterogeneity index (alpha)-were analyzed using the Mann-Whitney U test, Kruskal-Wallis test, logistic regression, ROC analysis, the DeLong test, and the chi-square test.

Results: Histogram parameters from all models showed significant differences between benign and malignant lesions, with high diagnostic performance (AUC range: 0.898-0.938). However, combining the models did not significantly improve the AUC (p > 0.05). In molecular subtype analyses, DDC_75% differed significantly between Luminal A and triple-negative subtypes (p = 0.035); Dt_50%, Dt_75%, and DDC_75% distinguished Luminal B from triple-negative subtypes (p = 0.016, 0.021, and 0.041, respectively); and ADC_kurtosis and DDC_kurtosis showed significant differences between HER2-positive and triple-negative subtypes (p = 0.021 and 0.029, respectively). ROC analysis indicated variable diagnostic efficacy among parameters across molecular subtypes, and model combinations did not enhance AUC values.

Conclusion: Whole-lesion histogram analysis based on multi-model DWI shows potential for characterizing breast lesions. These exploratory findings, derived from an imbalanced single-center cohort, require further validation in larger prospective studies before clinical application.

目的:评价单指数、双指数和拉伸指数DWI模型的全病变直方图分析在鉴别乳腺良恶性病变和探索分子亚型中的价值。材料和方法:本回顾性研究纳入112例90例恶性病变(17例Luminal A, 39例Luminal B, 18例her2阳性,10例三阴性,6例未确定)和22例良性病变,均行1.5 T MRI检查。直方图参数表观扩散系数(ADC)、真扩散系数(Dt)、伪扩散系数(Dp)、灌注分数(f)、分布扩散系数(DDC)和异质性指数(alpha)采用Mann-Whitney U检验、Kruskal-Wallis检验、logistic回归、ROC分析、DeLong检验和卡方检验进行分析。结果:各模型的直方图参数在良恶性病变间均有显著性差异,具有较高的诊断效能(AUC范围:0.898 ~ 0.938)。然而,联合使用这些模型并没有显著提高AUC (p < 0.05)。在分子亚型分析中,Luminal A亚型和三阴性亚型的DDC_75%差异有统计学意义(p = 0.035);Dt_50%, Dt_75%和DDC_75%区分Luminal B和三阴性亚型(p分别= 0.016,0.021和0.041);adc_峰度和ddc_峰度在her2阳性和三阴性亚型间差异有统计学意义(p分别为0.021和0.029)。ROC分析显示不同分子亚型参数的诊断效能不同,模型组合并没有提高AUC值。结论:基于多模型DWI的全病变直方图分析具有鉴别乳腺病变的潜力。这些探索性发现来自一个不平衡的单中心队列,在临床应用之前需要在更大的前瞻性研究中进一步验证。
{"title":"Whole-lesion histogram analysis of multi-model diffusion-weighted imaging for characterization and molecular classification of breast lesions.","authors":"Yuan Yuan, Manhua Huang, Jie Peng, Xiulan Zhang, Xiaofang Lin, Xiang Li, Dewei Zeng","doi":"10.1007/s11547-025-02156-y","DOIUrl":"https://doi.org/10.1007/s11547-025-02156-y","url":null,"abstract":"<p><strong>Purpose: </strong>To evaluate the value of whole-lesion histogram analysis derived from mono-exponential, bi-exponential, and stretched-exponential DWI models in differentiating benign from malignant breast lesions and exploring molecular subtypes.</p><p><strong>Material and methods: </strong>This retrospective study included 112 patients with 90 malignant lesions (17 Luminal A, 39 Luminal B, 18 HER2-positive, 10 triple-negative, and 6 undetermined) and 22 benign lesions, all examined with 1.5 T MRI. Histogram parameters-apparent diffusion coefficient (ADC), true diffusion (Dt), pseudo-diffusion (Dp), perfusion fraction (f), distributed diffusion coefficient (DDC), and heterogeneity index (alpha)-were analyzed using the Mann-Whitney U test, Kruskal-Wallis test, logistic regression, ROC analysis, the DeLong test, and the chi-square test.</p><p><strong>Results: </strong>Histogram parameters from all models showed significant differences between benign and malignant lesions, with high diagnostic performance (AUC range: 0.898-0.938). However, combining the models did not significantly improve the AUC (p > 0.05). In molecular subtype analyses, DDC_75% differed significantly between Luminal A and triple-negative subtypes (p = 0.035); Dt_50%, Dt_75%, and DDC_75% distinguished Luminal B from triple-negative subtypes (p = 0.016, 0.021, and 0.041, respectively); and ADC_kurtosis and DDC_kurtosis showed significant differences between HER2-positive and triple-negative subtypes (p = 0.021 and 0.029, respectively). ROC analysis indicated variable diagnostic efficacy among parameters across molecular subtypes, and model combinations did not enhance AUC values.</p><p><strong>Conclusion: </strong>Whole-lesion histogram analysis based on multi-model DWI shows potential for characterizing breast lesions. These exploratory findings, derived from an imbalanced single-center cohort, require further validation in larger prospective studies before clinical application.</p>","PeriodicalId":20817,"journal":{"name":"Radiologia Medica","volume":" ","pages":""},"PeriodicalIF":4.8,"publicationDate":"2025-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145506330","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Automated AI fracture detection in initial presentation pediatric wrist X-rays: effects and benefits of adding follow-up examinations. 自动AI骨折检测在儿童手腕x线检查中的应用:增加随访检查的效果和益处
IF 4.8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-13 DOI: 10.1007/s11547-025-02153-1
Mario Scherkl, Nikolaus Stranger, Andreea Ciornei-Hoffman, Georg Singer, Tristan Till, Holger Till, Franko Hržić, Sebastian Tschauner

Background: Artificial Intelligence (AI) in radiology has shown promise in detecting fractures on initial X-rays. However, the role of follow-up examinations in enhancing AI performance remains unexplored. This study evaluates the impact of including follow-up X-rays on the performance of neural networks in detecting pediatric wrist fractures.

Methods: Using the publicly available GRAZPEDWRI-DX dataset of 20,327 pediatric wrist X-rays, we created four training datasets: initial X-rays alone and combinations with follow-up X-rays (with and without casts). Two neural networks, EfficientNet (image classification) and YOLOv8 (object detection), were trained and evaluated using precision, recall, F1 score, and AP metrics. The dataset was divided into training, validation, and test sets, with 500 initial X-rays separated and reserved for testing.

Results: EfficientNet models showed no statistically significant improvements in classification performance with the inclusion of follow-up X-rays. In contrast, YOLOv8 demonstrated improved object detection metrics, particularly AP50 (p = 0.003) and F1 score (p = 0.009), when follow-up X-rays were included. The improvement was most evident when both cast and non-cast follow-ups were incorporated.

Conclusion: Adding follow-up X-rays did not enhance classification performance but improved fracture localization in object detection tasks. These findings suggest that including follow-up data shows no relevant improvement in the detection rate of fractures but can enhance AI applications for pediatric wrist fracture detection, particularly for object detection models.

背景:放射学中的人工智能(AI)在通过初始x射线检测骨折方面显示出了希望。然而,后续检查在提高人工智能性能方面的作用仍未得到探索。本研究评估了包括随访x光片在内的神经网络检测儿童腕关节骨折的影响。方法:使用公开的grazpedwir - dx数据集,包括20,327张儿科手腕x光片,我们创建了四个训练数据集:初始x光片单独和后续x光片联合(有和没有石膏)。两个神经网络,effentnet(图像分类)和YOLOv8(目标检测),被训练并使用精度、召回率、F1分数和AP指标进行评估。数据集被分为训练集、验证集和测试集,其中500个初始x射线被分离出来并保留用于测试。结果:纳入随访x射线后,EfficientNet模型在分类性能上没有统计学上的显著改善。相比之下,YOLOv8表现出改进的目标检测指标,特别是AP50 (p = 0.003)和F1评分(p = 0.009),当随访x射线包括在内。当纳入石膏和非石膏随访时,改善最为明显。结论:在目标检测任务中,增加随访x线片并没有提高骨折的分类性能,反而提高了骨折的定位。这些发现表明,纳入随访数据并没有提高骨折的检出率,但可以增强人工智能在儿童手腕骨折检测中的应用,特别是在物体检测模型方面。
{"title":"Automated AI fracture detection in initial presentation pediatric wrist X-rays: effects and benefits of adding follow-up examinations.","authors":"Mario Scherkl, Nikolaus Stranger, Andreea Ciornei-Hoffman, Georg Singer, Tristan Till, Holger Till, Franko Hržić, Sebastian Tschauner","doi":"10.1007/s11547-025-02153-1","DOIUrl":"https://doi.org/10.1007/s11547-025-02153-1","url":null,"abstract":"<p><strong>Background: </strong>Artificial Intelligence (AI) in radiology has shown promise in detecting fractures on initial X-rays. However, the role of follow-up examinations in enhancing AI performance remains unexplored. This study evaluates the impact of including follow-up X-rays on the performance of neural networks in detecting pediatric wrist fractures.</p><p><strong>Methods: </strong>Using the publicly available GRAZPEDWRI-DX dataset of 20,327 pediatric wrist X-rays, we created four training datasets: initial X-rays alone and combinations with follow-up X-rays (with and without casts). Two neural networks, EfficientNet (image classification) and YOLOv8 (object detection), were trained and evaluated using precision, recall, F1 score, and AP metrics. The dataset was divided into training, validation, and test sets, with 500 initial X-rays separated and reserved for testing.</p><p><strong>Results: </strong>EfficientNet models showed no statistically significant improvements in classification performance with the inclusion of follow-up X-rays. In contrast, YOLOv8 demonstrated improved object detection metrics, particularly AP50 (p = 0.003) and F1 score (p = 0.009), when follow-up X-rays were included. The improvement was most evident when both cast and non-cast follow-ups were incorporated.</p><p><strong>Conclusion: </strong>Adding follow-up X-rays did not enhance classification performance but improved fracture localization in object detection tasks. These findings suggest that including follow-up data shows no relevant improvement in the detection rate of fractures but can enhance AI applications for pediatric wrist fracture detection, particularly for object detection models.</p>","PeriodicalId":20817,"journal":{"name":"Radiologia Medica","volume":" ","pages":""},"PeriodicalIF":4.8,"publicationDate":"2025-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145506343","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
T2 hypointense lesions in the parapharyngeal space: a diagnostic challenge. 咽旁间隙T2低信号病变:一个诊断挑战。
IF 4.8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-13 DOI: 10.1007/s11547-025-02149-x
Edith Vassallo, Emma Tabone, Reuben Grech, Marco Ravanelli, Ivan Zorza, Valerio Mazza, Giulia Petrilli, Lorenzo Ugga, Davide Farina, Roberto Maroldi, Minerva Becker

The parapharyngeal space is a complex anatomical site in the head and neck which may harbour clinically occult pathology given its deep-seated location. The vast majority of parapharyngeal space lesions are of intermediate or hyperintense signal on T2W sequences. This review focuses on T2 hypointense parapharyngeal space lesions which are rare and may constitute a diagnostic dilemma. We present the differential diagnosis of these lesions, highlighting the pertinent radiological findings and identifying a histological correlation for the low T2 signal. A brief discussion of the physics principles accounting for these imaging features is also included. We propose a diagnostic algorithm to facilitate diagnosis and avoid unnecessary biopsy, whenever possible.

咽旁间隙是头颈部一个复杂的解剖部位,由于其深层的位置,可能会有临床隐匿的病理。绝大多数咽旁间隙病变在T2W序列上表现为中等或高信号。这篇综述的重点是T2低信号咽旁间隙病变,这是罕见的,可能构成诊断困境。我们提出这些病变的鉴别诊断,强调相关的放射学发现,并确定低T2信号的组织学相关性。还包括对这些成像特征的物理原理的简要讨论。我们提出一种诊断算法,以方便诊断和避免不必要的活检,只要可能。
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引用次数: 0
Multi-sequence MRI deep learning and habitat radiomics for predicting mismatch repair status and prognosis in colorectal liver metastasis: a multicenter study. 多序列MRI深度学习和栖息地放射组学用于预测结直肠癌肝转移的错配修复状态和预后:一项多中心研究。
IF 4.8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-13 DOI: 10.1007/s11547-025-02155-z
Zhuofu Li, Jianing Zhang, Chao Sun, Song Tian, Xiaoxuan Wang, Zhaoxiang Ye

Purpose: This retrospective study aims to evaluate the habitat radiomics and deep learning models based on multi-sequence MRI in preoperatively predicting mismatch repair (MMR) status, and prognosis in colorectal liver metastasis (CRLM).

Material and methods: The total cohort (including 178 patients) was divided into a training cohort (93 patients), an internal validation cohort (40 patients), and an external validation cohort (45 patients). Axial T2WI, DWI (b = 800), and the BH Axial Dynamic Contrast-Enhanced (portal vein and delay phase) abdominal MRI were performed preoperatively for construction of classical radiomics model, habitat radiomics models, and deep learning model. Kaplan-Meier survival analysis was conducted to investigate prognostic stratification.

Results: Among 178 patients (including 126 males and 52 females), the prevalence of dMMR/MSI-H was 19.1% (34/178). The primary tumor grade and location were the independent clinical predictors of dMMR/MSI-H. The deep learning (DL) model outperformed the classical radiomics and habitat radiomics models in both internal (AUC = 0.817, 95% CI: 0.657 ~ 0.978) and external validation cohorts (AUC = 0.710, 95% CI: 0.519 ~ 0.900). The prognosis of the DL output-high and DL output-low subgroups exhibited significant differences (log-rank test, P = 0.011).

Conclusion: The habitat radiomics and deep learning models based on multi-sequence MRI can effectively predict the MMR status of CRLM. Meanwhile, the DL model demonstrates superior performance which may facilitate prognostic stratification of patients with CRLM, thereby assisting in individualized clinical treatment and prognosis prediction.

目的:本回顾性研究旨在评估基于多序列MRI的栖息地放射组学和深度学习模型在术前预测结直肠癌肝转移(CRLM)患者错配修复(MMR)状态和预后中的应用价值。材料与方法:总队列(178例)分为训练队列(93例)、内部验证队列(40例)和外部验证队列(45例)。术前行T2WI、DWI (b = 800)和BH轴向动态增强(门静脉和延迟期)腹部MRI,构建经典放射组学模型、栖息地放射组学模型和深度学习模型。Kaplan-Meier生存分析探讨预后分层。结果:178例患者中,男性126例,女性52例,dMMR/MSI-H患病率为19.1%(34/178)。原发肿瘤分级和部位是dMMR/MSI-H的独立临床预测因子。深度学习(DL)模型在内部验证队列(AUC = 0.817, 95% CI: 0.657 ~ 0.978)和外部验证队列(AUC = 0.710, 95% CI: 0.519 ~ 0.900)上均优于经典放射组学和栖息地放射组学模型。DL输出高亚组和DL输出低亚组预后差异有统计学意义(log-rank检验,P = 0.011)。结论:基于多序列MRI的栖息地放射组学和深度学习模型可有效预测CRLM的MMR状态。同时,DL模型表现出优越的性能,可以促进CRLM患者的预后分层,从而有助于个体化临床治疗和预后预测。
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引用次数: 0
Feasibility study on QSM and R2* mapping for quantitative evaluation of iron deposition and ovarian function assessment in endometriotic ovarian cysts. QSM和R2*作图定量评价子宫内膜异位性卵巢囊肿铁沉积及卵巢功能的可行性研究。
IF 4.8 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-11-13 DOI: 10.1007/s11547-025-02152-2
Dawei Ding, Lingyu Chang, Xuemei Wang, Ying Xu, Bo Yang, Dmytro Pylypenko, Tianyong Xu, Jingtao Wang, Dexin Yu, Fang Wang

Objectives: To evaluate the feasibility of quantitative susceptibility mapping (QSM) and R2* mapping in assessing iron deposition in endometriotic ovarian cysts (EMO) and their potential implications for ovarian reserve.

Materials and methods: This prospective study included 28 patients (33 lesions) with histopathologically confirmed EMO who underwent preoperative MRI examinations, including R2* mapping and QSM. Cyst fluid iron concentration ([Fe]) was measured via inductively coupled plasma optical emission spectrometry. Serum anti-Müllerian hormone (AMH) levels were quantified as a marker of ovarian reserve. Pearson correlation and regression analyses were performed to assess associations among AMH, [Fe], R2*, and QSM values.

Results: In Group All Ages, AMH was negatively correlated with age (r = -0.74, p < 0.001) and [Fe] (r = -0.35, p = 0.048), while [Fe] showed moderate positive correlations with R2* (r = 0.55, p < 0.001) and QSM (r = 0.56, p < 0.001). In Group < 40 years, AMH exhibited moderate negative correlations with [Fe] (r = -0.45, p = 0.031), R2* (r = -0.48, p = 0.019), QSM (r = -0.49, p = 0.018). Multiple regression analyses confirmed that [Fe], R2*, QSM were significant predictors of AMH levels (p < 0.05). R2* and QSM were highly correlated (r = 0.72, p < 0.001), validating their consistency in assessing iron content.

Conclusion: R2* mapping and QSM reliably quantify iron deposition in EMO, with in vitro validation supporting their accuracy. Moreover, the potential link between iron deposition and ovarian reserve highlights the preliminary value of these methods in assessing ovarian function.

目的:评价定量易感性作图(QSM)和R2*作图评估子宫内膜异位性卵巢囊肿(EMO)铁沉积的可行性及其对卵巢储备的潜在意义。材料和方法:本前瞻性研究纳入28例经组织病理学证实的EMO患者(33个病灶),术前行MRI检查,包括R2*作图和QSM。采用电感耦合等离子体发射光谱法测定囊液铁浓度[Fe]。测定血清抗勒氏激素(AMH)水平,作为卵巢储备的标志。采用Pearson相关分析和回归分析评估AMH、[Fe]、R2*和QSM值之间的相关性。结果:在所有年龄组中,AMH与年龄呈负相关(r = -0.74, p)。结论:R2*制图和QSM能可靠地定量EMO中的铁沉积,体外验证支持其准确性。此外,铁沉积与卵巢储备之间的潜在联系突出了这些方法在评估卵巢功能方面的初步价值。
{"title":"Feasibility study on QSM and R2* mapping for quantitative evaluation of iron deposition and ovarian function assessment in endometriotic ovarian cysts.","authors":"Dawei Ding, Lingyu Chang, Xuemei Wang, Ying Xu, Bo Yang, Dmytro Pylypenko, Tianyong Xu, Jingtao Wang, Dexin Yu, Fang Wang","doi":"10.1007/s11547-025-02152-2","DOIUrl":"https://doi.org/10.1007/s11547-025-02152-2","url":null,"abstract":"<p><strong>Objectives: </strong>To evaluate the feasibility of quantitative susceptibility mapping (QSM) and R2* mapping in assessing iron deposition in endometriotic ovarian cysts (EMO) and their potential implications for ovarian reserve.</p><p><strong>Materials and methods: </strong>This prospective study included 28 patients (33 lesions) with histopathologically confirmed EMO who underwent preoperative MRI examinations, including R2* mapping and QSM. Cyst fluid iron concentration ([Fe]) was measured via inductively coupled plasma optical emission spectrometry. Serum anti-Müllerian hormone (AMH) levels were quantified as a marker of ovarian reserve. Pearson correlation and regression analyses were performed to assess associations among AMH, [Fe], R2*, and QSM values.</p><p><strong>Results: </strong>In Group All Ages, AMH was negatively correlated with age (r = -0.74, p < 0.001) and [Fe] (r = -0.35, p = 0.048), while [Fe] showed moderate positive correlations with R2* (r = 0.55, p < 0.001) and QSM (r = 0.56, p < 0.001). In Group < 40 years, AMH exhibited moderate negative correlations with [Fe] (r = -0.45, p = 0.031), R2* (r = -0.48, p = 0.019), QSM (r = -0.49, p = 0.018). Multiple regression analyses confirmed that [Fe], R2*, QSM were significant predictors of AMH levels (p < 0.05). R2* and QSM were highly correlated (r = 0.72, p < 0.001), validating their consistency in assessing iron content.</p><p><strong>Conclusion: </strong>R2* mapping and QSM reliably quantify iron deposition in EMO, with in vitro validation supporting their accuracy. Moreover, the potential link between iron deposition and ovarian reserve highlights the preliminary value of these methods in assessing ovarian function.</p>","PeriodicalId":20817,"journal":{"name":"Radiologia Medica","volume":" ","pages":""},"PeriodicalIF":4.8,"publicationDate":"2025-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145506339","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
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Radiologia Medica
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