首页 > 最新文献

Pediatric Radiology最新文献

英文 中文
Commentary: Verify before trust: real-world application of an FDA-approved adult-trained artificial intelligence model for intracranial hemorrhage detection in children. 评论:信任之前的验证:fda批准的成人训练人工智能模型在儿童颅内出血检测中的实际应用。
IF 2.3 3区 医学 Q2 PEDIATRICS Pub Date : 2026-02-09 DOI: 10.1007/s00247-026-06539-9
Evan J Zucker, Bruno P Soares, Camilo Jaimes
{"title":"Commentary: Verify before trust: real-world application of an FDA-approved adult-trained artificial intelligence model for intracranial hemorrhage detection in children.","authors":"Evan J Zucker, Bruno P Soares, Camilo Jaimes","doi":"10.1007/s00247-026-06539-9","DOIUrl":"10.1007/s00247-026-06539-9","url":null,"abstract":"","PeriodicalId":19755,"journal":{"name":"Pediatric Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2026-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146143161","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Superior extraconal orbital fat hyperintensityin pediatric population: a potential diagnostic pitfall. 儿童眼窝外高脂肪:一个潜在的诊断缺陷。
IF 2.3 3区 医学 Q2 PEDIATRICS Pub Date : 2026-02-07 DOI: 10.1007/s00247-026-06543-z
Ariel Kerpel, Tamer Sobeh, Eyal Atia, Israel Cohen, Chen Hoffmann, Shai Shrot

Background: With the increasing use of magnetic resonance imaging (MRI) in children, radiologists frequently encounter incidental findings that may mimic pathology. One such underrecognized finding is T2-weighted hyperintensity in the superior extraconal orbital fat, which is occasionally mistaken for an infiltrative or neoplastic process.

Objective: Our objective was to characterize the imaging appearance, prevalence, and clinical associations of superior extraconal orbital fat T2 hyperintensity in pediatric MRI.

Materials and methods: We conducted a retrospective study of 143 pediatric patients (mean age 7.2±5.1 years) who underwent brain MRI with an orbit-specific protocol between 2015 and 2022. Patients were grouped based on the presence or absence of bilateral papilledema and whether imaging was performed under general anesthesia. Clinical data were extracted from the electronic medical records. Three neuroradiologists reviewed images for the presence of a hyperintense signal along the superior extraconal orbital fat. Interobserver agreement was calculated using Fleiss' kappa. Univariate and multivariable logistic regression analyses were performed to assess associations with age, anesthesia, gender, and magnet strength.

Results: Symmetric T2-hyperintense bands along the superior extraconal orbital fat were observed in 45.5% of patients. The finding was more common in younger children (4.4±3.9 years vs. 9.6±4.8 years; P<0.001). Multivariate analysis showed a significant negative correlation with age (P<0.001) and a positive correlation with papilledema (P=0.012), but no independent association with gender, anesthesia, or magnet strength. The hyperintensity was non-enhancing or only subtly enhancing. Clinical follow-up demonstrated no subsequent orbital or infiltrative pathology in the majority of patients, and most patients without documented follow-up underwent ambulatory MRI for evaluation of strabismus, which showed no evidence of infiltrative or other orbital disease.

Conclusion: Superior extraconal orbital fat T2 hyperintensity is a relatively common, likely non-pathologic MRI finding in pediatric patients, particularly in younger children, and the apparent association with anesthesia likely reflects age-related confounding. Awareness of this benign appearance may help avoid diagnostic confusion and prevent unnecessary workup or intervention.

背景:随着磁共振成像(MRI)在儿童中的应用越来越多,放射科医生经常遇到可能模仿病理的偶然发现。其中一个未被充分认识的表现是上眶外脂肪的t2加权高信号,有时被误认为是浸润性或肿瘤性病变。目的:我们的目的是描述儿童MRI上眶外脂肪T2高信号的影像学表现、患病率和临床相关性。材料和方法:我们对2015年至2022年期间接受了眼眶特异性脑MRI检查的143例儿童患者(平均年龄7.2±5.1岁)进行了回顾性研究。根据有无双侧乳头水肿以及是否在全身麻醉下进行影像学检查对患者进行分组。临床资料从电子病历中提取。三名神经放射学家检查了沿眶外脂肪上方存在的高信号图像。使用Fleiss kappa计算观察者间的一致性。进行单变量和多变量logistic回归分析以评估年龄、麻醉、性别和磁体强度的相关性。结果:45.5%的患者沿眶外上脂肪区出现对称的t2高信号带。结论:上眶外脂肪T2高信号在儿科患者中是一种相对常见的非病理性MRI发现,特别是在年幼的儿童中,与麻醉的明显关联可能反映了年龄相关的混淆。意识到这种良性的外观可能有助于避免诊断混淆和防止不必要的检查或干预。
{"title":"Superior extraconal orbital fat hyperintensityin pediatric population: a potential diagnostic pitfall.","authors":"Ariel Kerpel, Tamer Sobeh, Eyal Atia, Israel Cohen, Chen Hoffmann, Shai Shrot","doi":"10.1007/s00247-026-06543-z","DOIUrl":"https://doi.org/10.1007/s00247-026-06543-z","url":null,"abstract":"<p><strong>Background: </strong>With the increasing use of magnetic resonance imaging (MRI) in children, radiologists frequently encounter incidental findings that may mimic pathology. One such underrecognized finding is T2-weighted hyperintensity in the superior extraconal orbital fat, which is occasionally mistaken for an infiltrative or neoplastic process.</p><p><strong>Objective: </strong>Our objective was to characterize the imaging appearance, prevalence, and clinical associations of superior extraconal orbital fat T2 hyperintensity in pediatric MRI.</p><p><strong>Materials and methods: </strong>We conducted a retrospective study of 143 pediatric patients (mean age 7.2±5.1 years) who underwent brain MRI with an orbit-specific protocol between 2015 and 2022. Patients were grouped based on the presence or absence of bilateral papilledema and whether imaging was performed under general anesthesia. Clinical data were extracted from the electronic medical records. Three neuroradiologists reviewed images for the presence of a hyperintense signal along the superior extraconal orbital fat. Interobserver agreement was calculated using Fleiss' kappa. Univariate and multivariable logistic regression analyses were performed to assess associations with age, anesthesia, gender, and magnet strength.</p><p><strong>Results: </strong>Symmetric T2-hyperintense bands along the superior extraconal orbital fat were observed in 45.5% of patients. The finding was more common in younger children (4.4±3.9 years vs. 9.6±4.8 years; P<0.001). Multivariate analysis showed a significant negative correlation with age (P<0.001) and a positive correlation with papilledema (P=0.012), but no independent association with gender, anesthesia, or magnet strength. The hyperintensity was non-enhancing or only subtly enhancing. Clinical follow-up demonstrated no subsequent orbital or infiltrative pathology in the majority of patients, and most patients without documented follow-up underwent ambulatory MRI for evaluation of strabismus, which showed no evidence of infiltrative or other orbital disease.</p><p><strong>Conclusion: </strong>Superior extraconal orbital fat T2 hyperintensity is a relatively common, likely non-pathologic MRI finding in pediatric patients, particularly in younger children, and the apparent association with anesthesia likely reflects age-related confounding. Awareness of this benign appearance may help avoid diagnostic confusion and prevent unnecessary workup or intervention.</p>","PeriodicalId":19755,"journal":{"name":"Pediatric Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2026-02-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146132580","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Commentary: When more is not better: image proliferation and cognitive load in pediatric radiology. 评论:当越多越好:儿童放射学中的图像增殖和认知负荷。
IF 2.3 3区 医学 Q2 PEDIATRICS Pub Date : 2026-02-07 DOI: 10.1007/s00247-026-06540-2
Rama S Ayyala, Brian D Coley, George A Taylor
{"title":"Commentary: When more is not better: image proliferation and cognitive load in pediatric radiology.","authors":"Rama S Ayyala, Brian D Coley, George A Taylor","doi":"10.1007/s00247-026-06540-2","DOIUrl":"https://doi.org/10.1007/s00247-026-06540-2","url":null,"abstract":"","PeriodicalId":19755,"journal":{"name":"Pediatric Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2026-02-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146132504","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Normal growth, sexual dimorphism, and lateral asymmetry of the fetal posterior fossa during the late second and third trimesters. 妊娠晚期和晚期胎儿后窝的正常生长、两性异形和外侧不对称。
IF 2.3 3区 医学 Q2 PEDIATRICS Pub Date : 2026-02-07 DOI: 10.1007/s00247-026-06537-x
Yingxin Chen, Xue He, Chengyu Zheng, Yue Gao, Min Li, Shuwei Liu, Zhonghe Zhang

Background: It is important to obtain an accurate volumetric characterization of fetal posterior fossa growth on magnetic resonance imaging (MRI).

Objective: This study analyzes the normal growth, sexual dimorphism, and lateral asymmetry of the fetal posterior fossa during the late second and third trimesters.

Materials and methods: A total of 100 fetuses (23-40 weeks gestational age (GA)) with normal brain development were retrospectively included in this study. The bilateral posterior fossa, cerebellar hemisphere, and brainstem (including the midbrain, pons, and medulla oblongata) were manually segmented on in vivo fetal MRIs. Normal growth, sexual dimorphism, and lateral asymmetry were analyzed after the fossa volumes were obtained.

Results: The total, left, and right posterior fossa volumes all linearly increased with GA. The volume of the right posterior fossa was significantly greater than that of the left and increased slightly faster. The cerebellar volume exponentially increased with increasing GA. The right cerebellar volume was significantly greater than the left cerebellar volume. The bilateral cerebellar volume had a similar growth rate, which accelerated and increased more quickly than did that of the posterior fossa volume after 35 weeks GA. The brainstem volume linearly increased with GA. The pontine volume increased the fastest, followed by the midbrain volume, and the medullary volume increased the slowest. The relationship between the volume of the cerebrospinal fluid in the posterior fossa and GA was described adequately by a second-order polynomial curve, which increased before 30 weeks GA but gradually decreased after 35 weeks GA. No sexual dimorphism was detected in any of the measurements.

Conclusions: The development of the fetal posterior fossa follows a specific spatiotemporal course, and volumetric measurements reveal structure-specific and GA-related changes with different rates and lateral asymmetries. These results are valuable for assessing normal fetal posterior fossa development in utero.

背景:在磁共振成像(MRI)上获得胎儿后窝生长的准确体积特征是很重要的。目的:分析妊娠中晚期和妊娠晚期胎儿后窝的正常生长、性别二型性和外侧不对称。材料和方法:回顾性研究了100例脑发育正常的胎儿(23-40周胎龄)。在活体胎儿mri上手工分割双侧后窝、小脑半球和脑干(包括中脑、脑桥和延髓)。在获得窝体积后,分析正常生长,性别二态性和侧向不对称。结果:总后窝容积、左、右后窝容积均随GA线性增加。右侧后窝体积明显大于左侧后窝体积,且增大速度略快。随着GA的增加,小脑体积呈指数增长。右小脑容积明显大于左小脑容积。双侧小脑体积有相似的增长速度,在35周后比后窝体积加快和增加得更快。脑干体积随GA呈线性增加。脑桥容积增加最快,中脑容积次之,髓质容积增加最慢。后窝脑脊液容量与GA之间的关系用二阶多项式曲线充分描述,在GA 30周前增加,而在GA 35周后逐渐减少。在任何测量中都没有检测到性别二态性。结论:胎儿后窝的发育遵循特定的时空过程,体积测量显示结构特异性和ga相关的变化具有不同的速率和侧向不对称性。这些结果对评估子宫内正常胎儿后窝发育有价值。
{"title":"Normal growth, sexual dimorphism, and lateral asymmetry of the fetal posterior fossa during the late second and third trimesters.","authors":"Yingxin Chen, Xue He, Chengyu Zheng, Yue Gao, Min Li, Shuwei Liu, Zhonghe Zhang","doi":"10.1007/s00247-026-06537-x","DOIUrl":"https://doi.org/10.1007/s00247-026-06537-x","url":null,"abstract":"<p><strong>Background: </strong>It is important to obtain an accurate volumetric characterization of fetal posterior fossa growth on magnetic resonance imaging (MRI).</p><p><strong>Objective: </strong>This study analyzes the normal growth, sexual dimorphism, and lateral asymmetry of the fetal posterior fossa during the late second and third trimesters.</p><p><strong>Materials and methods: </strong>A total of 100 fetuses (23-40 weeks gestational age (GA)) with normal brain development were retrospectively included in this study. The bilateral posterior fossa, cerebellar hemisphere, and brainstem (including the midbrain, pons, and medulla oblongata) were manually segmented on in vivo fetal MRIs. Normal growth, sexual dimorphism, and lateral asymmetry were analyzed after the fossa volumes were obtained.</p><p><strong>Results: </strong>The total, left, and right posterior fossa volumes all linearly increased with GA. The volume of the right posterior fossa was significantly greater than that of the left and increased slightly faster. The cerebellar volume exponentially increased with increasing GA. The right cerebellar volume was significantly greater than the left cerebellar volume. The bilateral cerebellar volume had a similar growth rate, which accelerated and increased more quickly than did that of the posterior fossa volume after 35 weeks GA. The brainstem volume linearly increased with GA. The pontine volume increased the fastest, followed by the midbrain volume, and the medullary volume increased the slowest. The relationship between the volume of the cerebrospinal fluid in the posterior fossa and GA was described adequately by a second-order polynomial curve, which increased before 30 weeks GA but gradually decreased after 35 weeks GA. No sexual dimorphism was detected in any of the measurements.</p><p><strong>Conclusions: </strong>The development of the fetal posterior fossa follows a specific spatiotemporal course, and volumetric measurements reveal structure-specific and GA-related changes with different rates and lateral asymmetries. These results are valuable for assessing normal fetal posterior fossa development in utero.</p>","PeriodicalId":19755,"journal":{"name":"Pediatric Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2026-02-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146132516","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
How we do it: artery of Adamkiewicz evaluation by CTA in children. 方法:应用CTA评估儿童Adamkiewicz动脉。
IF 2.3 3区 医学 Q2 PEDIATRICS Pub Date : 2026-02-07 DOI: 10.1007/s00247-026-06533-1
Ankita Chauhan, Ammie M White, Seth E Vatsky, Hansel J Otero, Thomas E Hamilton, Wondwossen Lerebo, Angel J Velazquez Guzman, Erfan Akbari, Jordan B Rapp

Identifying the artery of Adamkiewicz (AoA) is essential for minimizing the risk of spinal cord ischemia that can result from injury or displacement during aortopexy. A pre-operative CT angiogram (CTA) is commonly requested; however, locating the artery can be challenging due to its small size and variable course. To enhance the visualization of the artery of Adamkiewicz, it is effective to increase the tube current while maintaining a low kV of 70 and raising the Hounsfield unit (HU) trigger threshold. This method adheres to the As Low As Reasonably Achievable (ALARA) principle, ensuring a reliably diagnostic study.

确定Adamkiewicz动脉(AoA)对于最大限度地减少脊髓缺血的风险至关重要,脊髓缺血可能是在主动脉固定术中损伤或移位造成的。术前通常需要CT血管造影(CTA);然而,由于其体积小且路线多变,定位动脉可能具有挑战性。为了增强Adamkiewicz动脉的可视化,在保持70 kV的低电压和提高Hounsfield单位(HU)触发阈值的同时增加管电流是有效的。该方法遵循尽可能低的合理可行(ALARA)原则,确保可靠的诊断研究。
{"title":"How we do it: artery of Adamkiewicz evaluation by CTA in children.","authors":"Ankita Chauhan, Ammie M White, Seth E Vatsky, Hansel J Otero, Thomas E Hamilton, Wondwossen Lerebo, Angel J Velazquez Guzman, Erfan Akbari, Jordan B Rapp","doi":"10.1007/s00247-026-06533-1","DOIUrl":"https://doi.org/10.1007/s00247-026-06533-1","url":null,"abstract":"<p><p>Identifying the artery of Adamkiewicz (AoA) is essential for minimizing the risk of spinal cord ischemia that can result from injury or displacement during aortopexy. A pre-operative CT angiogram (CTA) is commonly requested; however, locating the artery can be challenging due to its small size and variable course. To enhance the visualization of the artery of Adamkiewicz, it is effective to increase the tube current while maintaining a low kV of 70 and raising the Hounsfield unit (HU) trigger threshold. This method adheres to the As Low As Reasonably Achievable (ALARA) principle, ensuring a reliably diagnostic study.</p>","PeriodicalId":19755,"journal":{"name":"Pediatric Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2026-02-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146132545","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Ultrasonography of palpable masses in the pediatric head and neck. 小儿头颈部可触及肿块的超声检查。
IF 2.3 3区 医学 Q2 PEDIATRICS Pub Date : 2026-02-06 DOI: 10.1007/s00247-025-06514-w
Georgios A Sideris, Madeline Stever, Mansha Khubchandani, Ziyu Xian, Michael J Callahan, Joseph Makris

Palpable soft-tissue masses in the pediatric head and neck are common and encompass a broad differential that includes congenital, infectious, inflammatory, and neoplastic processes. Owing to its ability to characterize lesion morphology, vascularity, and internal architecture without ionizing radiation, ultrasonography (US) remains the primary imaging modality for initial evaluation. This review focuses on pediatric head and neck masses, emphasizing practical US-based assessment and differential diagnosis. Entities discussed include common congenital lesions such as dermoid cysts, thyroglossal duct cysts, and branchial cleft anomalies, salivary gland abnormalities (including sialadenitis, sialolithiasis, ranulas, and salivary tumors), thymic lesions (such as ectopic thymus and thymic cysts), and thyroid abnormalities (including ectopic thyroid tissue, thyroid nodules, and thyroid malignancy).

可触及的软组织肿块在儿童头颈部是常见的,并涵盖了广泛的差异,包括先天性,感染性,炎症性和肿瘤性病变。由于超声能够在没有电离辐射的情况下表征病变形态、血管分布和内部结构,因此超声仍然是初步评估的主要成像方式。本综述的重点是儿童头颈部肿块,强调基于实际的评估和鉴别诊断。讨论的实体包括常见的先天性病变,如皮样囊肿、甲状腺舌管囊肿和鳃裂异常、唾液腺异常(包括涎腺炎、涎石症、小结节和唾液腺肿瘤)、胸腺病变(如异位胸腺和胸腺囊肿)和甲状腺异常(包括异位甲状腺组织、甲状腺结节和甲状腺恶性肿瘤)。
{"title":"Ultrasonography of palpable masses in the pediatric head and neck.","authors":"Georgios A Sideris, Madeline Stever, Mansha Khubchandani, Ziyu Xian, Michael J Callahan, Joseph Makris","doi":"10.1007/s00247-025-06514-w","DOIUrl":"https://doi.org/10.1007/s00247-025-06514-w","url":null,"abstract":"<p><p>Palpable soft-tissue masses in the pediatric head and neck are common and encompass a broad differential that includes congenital, infectious, inflammatory, and neoplastic processes. Owing to its ability to characterize lesion morphology, vascularity, and internal architecture without ionizing radiation, ultrasonography (US) remains the primary imaging modality for initial evaluation. This review focuses on pediatric head and neck masses, emphasizing practical US-based assessment and differential diagnosis. Entities discussed include common congenital lesions such as dermoid cysts, thyroglossal duct cysts, and branchial cleft anomalies, salivary gland abnormalities (including sialadenitis, sialolithiasis, ranulas, and salivary tumors), thymic lesions (such as ectopic thymus and thymic cysts), and thyroid abnormalities (including ectopic thyroid tissue, thyroid nodules, and thyroid malignancy).</p>","PeriodicalId":19755,"journal":{"name":"Pediatric Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146132522","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Perforated acute appendicitis due to a single hair. 单根头发引起的穿孔性急性阑尾炎。
IF 2.3 3区 医学 Q2 PEDIATRICS Pub Date : 2026-02-06 DOI: 10.1007/s00247-026-06541-1
GuoXin Song, ChuanPeng Zhang, Peng Liu
{"title":"Perforated acute appendicitis due to a single hair.","authors":"GuoXin Song, ChuanPeng Zhang, Peng Liu","doi":"10.1007/s00247-026-06541-1","DOIUrl":"https://doi.org/10.1007/s00247-026-06541-1","url":null,"abstract":"","PeriodicalId":19755,"journal":{"name":"Pediatric Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146132524","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Prediction of Fontan failure and correlates of Fontan-associated liver disease severity using machine learning and radiomic features from multi-parametric abdominal MRI. 利用机器学习和多参数腹部MRI放射学特征预测丰坦衰竭和丰坦相关肝脏疾病严重程度的相关因素。
IF 2.3 3区 医学 Q2 PEDIATRICS Pub Date : 2026-02-03 DOI: 10.1007/s00247-025-06506-w
Ayush Prasad, Alexander R Opotowsky, Andrew T Trout, Lili He, Hailong Li, Jonathan R Dillman

Background: Fontan-associated liver disease (FALD) is associated with morbidity and mortality in patients with palliated single ventricle congenital heart disease.

Objective: To develop machine learning models using radiomic features from T1-weighted, T2-weighted, and diffusion-weighted MRI with pertinent clinical variables to predict Fontan failure and correlates of FALD severity in patients who underwent the Fontan operation.

Materials and methods: In this retrospective study of abdominal MRI examinations and clinical record data from 131 Fontan palliation patients (age range 9.1 - 53.3 years old), radiomic features from the liver and spleen were extracted using axial T1-weighted, T2-weighted fat-suppressed, and diffusion-weighted sequences. Patients were categorized by a composite clinical outcome (i.e., Fontan failure) and by correlates of FALD severity, including liver shear stiffness and portal hypertension. Support vector machine (SVM) and multivariable logistic regression models were used to perform two-class classification using radiomic features and/or clinical data. All models were trained and evaluated using five-fold cross-validation (CV).

Results: The best radiomic-only model utilized T2-weighted imaging of both organs with logistic regression to predict the presence of portal hypertension, achieving an AUROC of 0.85±0.01. Clinical-only models showed inferior diagnostic accuracy with the highest AUROC of 0.70±0.08. Combining radiomic and clinical features also did not enhance performance compared to radiomic-only models, with the highest AUROC of 0.77±0.05. Ensemble modeling, which incorporated radiomics from all three MRI sequences, yielded AUROCs ranging from 0.33 to 0.72.

Conclusion: Models incorporating radiomic features from abdominal MRI in Fontan circulation patients demonstrate moderate diagnostic performance for predicting Fontan failure as well as correlates of FALD severity. These models outperformed models containing only clinical electronic health record data and did not improve with ensembled radiomic and clinical data.

背景:方丹相关肝病(FALD)与姑息性单心室先天性心脏病患者的发病率和死亡率相关。目的:利用MRI t1加权、t2加权和弥散加权放射学特征与相关临床变量建立机器学习模型,以预测Fontan手术患者Fontan失败和FALD严重程度的相关因素。材料和方法:本研究回顾性分析了131例Fontan姑息患者(年龄9.1 - 53.3岁)的腹部MRI检查和临床记录资料,采用轴向t1加权、t2加权脂肪抑制和弥散加权序列提取肝脏和脾脏的放射学特征。根据综合临床结果(即Fontan失败)和FALD严重程度的相关因素(包括肝剪切刚度和门静脉高压症)对患者进行分类。使用支持向量机(SVM)和多变量逻辑回归模型根据放射学特征和/或临床数据进行两类分类。所有模型均采用五重交叉验证(CV)进行训练和评估。结果:最佳放射组学模型采用双脏器t2加权成像并logistic回归预测门静脉高压症的存在,AUROC为0.85±0.01。单纯临床模型诊断准确率较低,AUROC最高为0.70±0.08。与单纯放射组学模型相比,结合放射组学和临床特征也没有提高疗效,AUROC最高为0.77±0.05。集成模型结合了来自所有三个MRI序列的放射组学,得出的auroc范围为0.33至0.72。结论:结合Fontan循环患者腹部MRI放射学特征的模型在预测Fontan衰竭以及FALD严重程度方面表现出中等的诊断性能。这些模型优于仅包含临床电子健康记录数据的模型,并且在集成放射学和临床数据时没有改进。
{"title":"Prediction of Fontan failure and correlates of Fontan-associated liver disease severity using machine learning and radiomic features from multi-parametric abdominal MRI.","authors":"Ayush Prasad, Alexander R Opotowsky, Andrew T Trout, Lili He, Hailong Li, Jonathan R Dillman","doi":"10.1007/s00247-025-06506-w","DOIUrl":"https://doi.org/10.1007/s00247-025-06506-w","url":null,"abstract":"<p><strong>Background: </strong>Fontan-associated liver disease (FALD) is associated with morbidity and mortality in patients with palliated single ventricle congenital heart disease.</p><p><strong>Objective: </strong>To develop machine learning models using radiomic features from T1-weighted, T2-weighted, and diffusion-weighted MRI with pertinent clinical variables to predict Fontan failure and correlates of FALD severity in patients who underwent the Fontan operation.</p><p><strong>Materials and methods: </strong>In this retrospective study of abdominal MRI examinations and clinical record data from 131 Fontan palliation patients (age range 9.1 - 53.3 years old), radiomic features from the liver and spleen were extracted using axial T1-weighted, T2-weighted fat-suppressed, and diffusion-weighted sequences. Patients were categorized by a composite clinical outcome (i.e., Fontan failure) and by correlates of FALD severity, including liver shear stiffness and portal hypertension. Support vector machine (SVM) and multivariable logistic regression models were used to perform two-class classification using radiomic features and/or clinical data. All models were trained and evaluated using five-fold cross-validation (CV).</p><p><strong>Results: </strong>The best radiomic-only model utilized T2-weighted imaging of both organs with logistic regression to predict the presence of portal hypertension, achieving an AUROC of 0.85±0.01. Clinical-only models showed inferior diagnostic accuracy with the highest AUROC of 0.70±0.08. Combining radiomic and clinical features also did not enhance performance compared to radiomic-only models, with the highest AUROC of 0.77±0.05. Ensemble modeling, which incorporated radiomics from all three MRI sequences, yielded AUROCs ranging from 0.33 to 0.72.</p><p><strong>Conclusion: </strong>Models incorporating radiomic features from abdominal MRI in Fontan circulation patients demonstrate moderate diagnostic performance for predicting Fontan failure as well as correlates of FALD severity. These models outperformed models containing only clinical electronic health record data and did not improve with ensembled radiomic and clinical data.</p>","PeriodicalId":19755,"journal":{"name":"Pediatric Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146113890","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
3D-QALAS synthetic MRI with Zero-DeepSub in children: initial experience including post-contrast imaging feasibility. 儿童Zero-DeepSub 3D-QALAS合成MRI:初步经验,包括对比后成像可行性。
IF 2.3 3区 医学 Q2 PEDIATRICS Pub Date : 2026-02-03 DOI: 10.1007/s00247-025-06510-0
Suely Fazio Ferraciolli, Yohan Jun, Sergio Valencia, Valeria Pena Trujillo, Harry Griffin, Shohei Fujita, Eugene Milshteyn, Berkin Bilgic, Camilo Jaimes

Background: Magnetic resonance imaging (MRI) in children requires multiple sequences, leading to lengthy exams and motion-related challenges. Synthetic MRI generates multiple contrasts from a single acquisition, and integration of 3D-quantification using an interleaved Look-Locker acquisition sequence with a T2 preparation pulse (3D-QALAS) sequence with scan-specific deep-learning-based subspace reconstruction (Zero-DeepSub) enables high-resolution isotropic imaging with potential clinical utility.

Objective: To evaluate synthetic images generated from a 3D-QALAS sequence with Zero-DeepSub relative to conventional MRI sequences in pediatric brain MRI.

Materials and methods: This prospective initial experience included 26 pediatric patients (mean age 8.4 years) who underwent clinically indicated brain MRI between November 2023 and January 2024. Synthetic T1-weighted, T2-weighted, and fluid-attenuated inversion recovery (FLAIR) images were generated from quantitative maps using 3D-QALAS with Zero-DeepSub reconstruction. Two neuroradiologists independently assessed seven predefined imaging findings on synthetic and conventional images, with discrepancies adjudicated by a third reader. This reader also performed a semiquantitative evaluation of image quality using a 5-point Likert scale. Statistical analysis included descriptive statistics, interobserver agreement (Cohen's kappa), and Wilcoxon signed-rank tests; positive predictive value (PPV) and negative predictive value (NPV) were also calculated.

Results: Synthetic images showed high sensitivity and specificity for mass/lesion, encephalomalacia, and collections, with perfect reader agreement. Gliosis demonstrated high sensitivity but moderate specificity for one reader. Abnormal enhancement had the lowest sensitivity (0.40). Interobserver agreement was moderate for gliosis (κ=0.55) and almost perfect (κ=0.83-1.00) for other findings. Semiquantitative evaluation revealed no significant difference between synthetic and conventional FLAIR, T1-weighted imaging, or post-contrast sequences (P>0.1), while conventional T2-weighted imaging was significantly superior (P<0.001).

Conclusion: 3D-QALAS with Zero-DeepSub reconstruction enables the synthesis of high-resolution, clinically interpretable brain images in pediatric patients, including post-contrast sequences. While conventional T2-weighted imaging remained superior, other synthetic contrasts were rated comparable to conventional images. This promising technique holds potential to reduce scan times in pediatric neuroimaging protocols, but further optimization and validation are required before clinical implementation.

背景:儿童磁共振成像(MRI)需要多个序列,导致冗长的检查和运动相关的挑战。合成MRI通过单次采集生成多个对比,并使用交错Look-Locker采集序列与T2准备脉冲(3D-QALAS)序列与基于扫描特定深度学习的子空间重建(Zero-DeepSub)整合3d量化,实现具有潜在临床应用价值的高分辨率各向同性成像。目的:评价Zero-DeepSub 3D-QALAS序列与常规MRI序列合成的儿童脑MRI图像。材料和方法:这项前瞻性初步研究包括26名儿童患者(平均年龄8.4岁),他们在2023年11月至2024年1月期间接受了临床指示的脑MRI。合成t1加权、t2加权和流体衰减反演恢复(FLAIR)图像使用3D-QALAS和Zero-DeepSub重建从定量地图生成。两名神经放射学家独立评估了合成图像和常规图像的七项预先确定的成像结果,差异由第三位读者裁定。本读者还使用5点李克特量表对图像质量进行了半定量评估。统计分析包括描述性统计、观察者间一致性(Cohen’s kappa)和Wilcoxon sign -rank检验;并计算阳性预测值(PPV)和阴性预测值(NPV)。结果:合成图像对肿块/病变、脑软化和集合具有很高的敏感性和特异性,与读者完全一致。胶质瘤表现出高敏感性,但对一个读者具有中等特异性。异常增强的敏感度最低(0.40)。对于胶质瘤,观察者间的一致性为中等(κ=0.55),对于其他发现,观察者间的一致性为几乎完全(κ=0.83-1.00)。半定量评估显示,合成与常规FLAIR、t1加权成像或对比后序列之间无显著差异(P < 0.01),而常规t2加权成像明显优于常规(P < 0.01)。结论:Zero-DeepSub重建的3D-QALAS能够合成高分辨率、临床可解释的儿科患者脑图像,包括对比后序列。虽然常规t2加权成像仍然优越,但其他合成对比度与常规图像相当。这项有前途的技术有可能减少儿科神经成像协议的扫描时间,但在临床应用之前需要进一步优化和验证。
{"title":"3D-QALAS synthetic MRI with Zero-DeepSub in children: initial experience including post-contrast imaging feasibility.","authors":"Suely Fazio Ferraciolli, Yohan Jun, Sergio Valencia, Valeria Pena Trujillo, Harry Griffin, Shohei Fujita, Eugene Milshteyn, Berkin Bilgic, Camilo Jaimes","doi":"10.1007/s00247-025-06510-0","DOIUrl":"https://doi.org/10.1007/s00247-025-06510-0","url":null,"abstract":"<p><strong>Background: </strong>Magnetic resonance imaging (MRI) in children requires multiple sequences, leading to lengthy exams and motion-related challenges. Synthetic MRI generates multiple contrasts from a single acquisition, and integration of 3D-quantification using an interleaved Look-Locker acquisition sequence with a T2 preparation pulse (3D-QALAS) sequence with scan-specific deep-learning-based subspace reconstruction (Zero-DeepSub) enables high-resolution isotropic imaging with potential clinical utility.</p><p><strong>Objective: </strong>To evaluate synthetic images generated from a 3D-QALAS sequence with Zero-DeepSub relative to conventional MRI sequences in pediatric brain MRI.</p><p><strong>Materials and methods: </strong>This prospective initial experience included 26 pediatric patients (mean age 8.4 years) who underwent clinically indicated brain MRI between November 2023 and January 2024. Synthetic T1-weighted, T2-weighted, and fluid-attenuated inversion recovery (FLAIR) images were generated from quantitative maps using 3D-QALAS with Zero-DeepSub reconstruction. Two neuroradiologists independently assessed seven predefined imaging findings on synthetic and conventional images, with discrepancies adjudicated by a third reader. This reader also performed a semiquantitative evaluation of image quality using a 5-point Likert scale. Statistical analysis included descriptive statistics, interobserver agreement (Cohen's kappa), and Wilcoxon signed-rank tests; positive predictive value (PPV) and negative predictive value (NPV) were also calculated.</p><p><strong>Results: </strong>Synthetic images showed high sensitivity and specificity for mass/lesion, encephalomalacia, and collections, with perfect reader agreement. Gliosis demonstrated high sensitivity but moderate specificity for one reader. Abnormal enhancement had the lowest sensitivity (0.40). Interobserver agreement was moderate for gliosis (κ=0.55) and almost perfect (κ=0.83-1.00) for other findings. Semiquantitative evaluation revealed no significant difference between synthetic and conventional FLAIR, T1-weighted imaging, or post-contrast sequences (P>0.1), while conventional T2-weighted imaging was significantly superior (P<0.001).</p><p><strong>Conclusion: </strong>3D-QALAS with Zero-DeepSub reconstruction enables the synthesis of high-resolution, clinically interpretable brain images in pediatric patients, including post-contrast sequences. While conventional T2-weighted imaging remained superior, other synthetic contrasts were rated comparable to conventional images. This promising technique holds potential to reduce scan times in pediatric neuroimaging protocols, but further optimization and validation are required before clinical implementation.</p>","PeriodicalId":19755,"journal":{"name":"Pediatric Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146113777","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Percutaneous cryoneurolysis for intercostal neuralgia due to bifid rib in a pediatric patient. 经皮冷冻神经溶解术治疗小儿肋间神经痛1例。
IF 2.3 3区 医学 Q2 PEDIATRICS Pub Date : 2026-02-01 Epub Date: 2025-12-12 DOI: 10.1007/s00247-025-06483-0
Joshua Verhagen, Anna Sorensen, Sarah Tracy, Eric Monroe

Bifid ribs are rare congenital anomalies, usually asymptomatic and discovered incidentally on imaging. However, they can cause significant pain, posing diagnostic and therapeutic challenges, particularly in pediatric populations. We report a case of a 3-year-old female with chronic anterior chest wall pain attributed to a bifid right fourth rib. Imaging confirmed the anomaly without associated soft tissue masses. After transient symptom relief with lidocaine patches and intercostal nerve blocks, she underwent successful percutaneous image-guided cryoneurolysis of the right third to fifth intercostal nerves. The patient experienced marked pain relief post-procedure without complications, with sustained benefit at 4 months. Bifid ribs may be an under-recognized cause of intercostal neuralgia in children. Image-guided percutaneous cryoneurolysis may represent a safe and effective treatment option for symptomatic relief.

两裂肋骨是一种罕见的先天性畸形,通常无症状,在影像学上偶然发现。然而,它们会引起严重的疼痛,给诊断和治疗带来挑战,特别是在儿科人群中。我们报告一例3岁的女性慢性前胸壁疼痛归因于双裂右第四肋骨。影像学证实异常,无相关软组织肿块。在用利多卡因贴片和肋间神经阻滞暂时缓解症状后,她成功地接受了经皮图像引导的右侧第三至第五肋间神经冷冻神经溶解术。患者术后疼痛明显缓解,无并发症,4个月时持续受益。肋裂可能是儿童肋间神经痛的一个未被充分认识的原因。图像引导下经皮冷冻神经溶解可能是一种安全有效的缓解症状的治疗选择。
{"title":"Percutaneous cryoneurolysis for intercostal neuralgia due to bifid rib in a pediatric patient.","authors":"Joshua Verhagen, Anna Sorensen, Sarah Tracy, Eric Monroe","doi":"10.1007/s00247-025-06483-0","DOIUrl":"10.1007/s00247-025-06483-0","url":null,"abstract":"<p><p>Bifid ribs are rare congenital anomalies, usually asymptomatic and discovered incidentally on imaging. However, they can cause significant pain, posing diagnostic and therapeutic challenges, particularly in pediatric populations. We report a case of a 3-year-old female with chronic anterior chest wall pain attributed to a bifid right fourth rib. Imaging confirmed the anomaly without associated soft tissue masses. After transient symptom relief with lidocaine patches and intercostal nerve blocks, she underwent successful percutaneous image-guided cryoneurolysis of the right third to fifth intercostal nerves. The patient experienced marked pain relief post-procedure without complications, with sustained benefit at 4 months. Bifid ribs may be an under-recognized cause of intercostal neuralgia in children. Image-guided percutaneous cryoneurolysis may represent a safe and effective treatment option for symptomatic relief.</p>","PeriodicalId":19755,"journal":{"name":"Pediatric Radiology","volume":" ","pages":"491-495"},"PeriodicalIF":2.3,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12881079/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145743341","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Pediatric Radiology
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1