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Incidence of Incidental Musculoskeletal Injury on Lower Extremity Doppler Ultrasound in the Emergency Versus Non-Emergency Settings. 急诊与非急诊情况下多普勒超声对下肢偶发性肌肉骨骼损伤的影响
IF 2.4 4区 医学 Q2 ACOUSTICS Pub Date : 2026-03-01 Epub Date: 2025-10-24 DOI: 10.1002/jum.70100
Logan P Haug, Albert B Chiu, Maitray D Patel, Jeremiah R Long, Nirvikar Dahiya

Objective: To determine the proportion of cases of lower extremity symptoms attributable to underlying musculoskeletal (MSK) rather than thrombotic etiologies in emergency versus non-emergency settings.

Methods: We retrospectively reviewed all lower extremity Venous Doppler ultrasounds performed on emergency department (ED) and non-ED patients over a 1-year period at a single institution. Using radiology report data mining software, keywords including tear, tendon, hematoma, and muscle were used to identify cases of MSK pathology of the lower leg. All reports were also reviewed for findings of venous thrombosis. Statistical significance between ED and non-ED patients for both incidental MSK pathology and venous thrombosis was assessed using chi-squared tests.

Results: A total of 5714 lower extremity Doppler ultrasounds were performed at a single institution during the 1-year period, 1829 in the ED and 3885 in non-ED settings. Sixty-nine of 1829 (3.8%) ED patients had incidental MSK pathology of the lower extremity compared to 53/3885 (1.4%) in the non-ED setting (p < .001). Two hundred sixty-seven of 1829 (14.5%) ED patients had evidence of venous thrombosis and/or chronic post-thrombotic change. When combined with thrombotic pathology as positive cases, incidental MSK injury accounted for 69/336 (20.5%) of ED cases with positive sonographic findings.

Conclusions: MSK pathology of the lower leg is significantly more likely to contribute to lower extremity symptoms in the ED compared to a non-ED setting. Therefore, a brief sonographic evaluation of the MSK apparatus may be beneficial in a subset of ED patients, particularly those with focal pain but no identifiable thrombotic etiology.

目的:确定在急诊和非急诊情况下,下肢症状归因于潜在的肌肉骨骼(MSK)而不是血栓形成病因的病例比例。方法:我们回顾性地回顾了一年来在一家医院急诊部(ED)和非ED患者进行的所有下肢静脉多普勒超声检查。利用放射学报告数据挖掘软件,使用撕裂、肌腱、血肿、肌肉等关键词识别小腿MSK病理病例。所有的报告也回顾静脉血栓的发现。用卡方检验评估ED和非ED患者偶发MSK病理和静脉血栓形成的统计学意义。结果:在1年的时间里,在单个机构共进行了5714次下肢多普勒超声检查,其中1829次在急诊科进行,3885次在非急诊科进行。1829例ED患者中有69例(3.8%)有下肢偶发MSK病理,而非ED患者中有53例(1.4%)有下肢偶发MSK病理。(p)结论:与非ED患者相比,下肢MSK病理更有可能导致ED患者的下肢症状。因此,对MSK器械进行简短的超声评估可能对一部分ED患者有益,特别是那些有局灶性疼痛但没有可识别的血栓病因的患者。
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引用次数: 0
Hemorrhagic Ovarian Cysts Over 50 mm: Value of Ultrasound Specialist Assessment. 50毫米以上出血性卵巢囊肿:超声专家评估的价值。
IF 2.4 4区 医学 Q2 ACOUSTICS Pub Date : 2026-03-01 Epub Date: 2025-09-29 DOI: 10.1002/jum.70081
Alan Zhu, Mark Sugi, Scott W Young, Tara A Morgan, Maitray D Patel

Objectives: Evaluate the value of ultrasound specialist assessment of ovarian masses over 50 mm with sonograms interpreted as possible hemorrhagic ovarian cysts (HOC).

Methods: Retrospective review of consecutive endovaginal pelvic US reports of premenopausal women at one organization identified adnexal masses over 50 mm maximum diameter designated as possibly being HOC (large HOC). Four ultrasound specialists reviewed studies, scoring two assessments as true or false: 1) US features are most consistent with either an ovarian hemorrhagic cyst (HOC) or endometrioma; 2) If assessment 1 was true, the mass meets O-RADS criteria of classic HOC except for size.

Results: A total of 457 of 51,305 women (0.9%) had reports indicating possible large HOC. For 366 patients with established outcomes, 225 (61.5%) had a large HOC (87.1% ≤ 70 mm). Assessment 1 was true for 318 patients; outcomes showed 224 (70.4%) HOC, 89 (28.0%) endometriomas, 4 (1.3%) TOAs, and 1 (0.3%) cystadenoma. Assessment 1 was false for 48 patients; outcomes showed 1 (2.1%) HOC, 1 (2.1%) endometrioma, 6 (12.5%) other non-neoplastic cysts, 33 (68.8%) benign neoplasms, 5 (10.4%) borderline tumors, and 2 (4.2%) high-grade malignancies. The decrease in neoplasms and malignancies with true assessment 1 was significant (p < .001). Assessment 2 was true for 190 patients (180 [94.7%] HOC, 9 [4.7%] endometrioma, 1 [0.5%] cystadenoma), false for 128 patients (44 [34.4%] HOC, 80 [62.5%] endometrioma, and 4 [3.1%] TOA) (p < .001), and not applicable for 48 patients.

Conclusions: Ultrasound specialist review of adnexal masses designated as a possible large HOC adds value since over 10% are neoplasms (nearly 2% malignant). Ultrasound specialist assessment can expedite additional imaging or intervention when necessary and obviate follow-up when HOC features are typical.

目的:探讨超声专家对50 mm以上卵巢肿块诊断为出血性卵巢囊肿(HOC)的价值。方法:回顾性回顾一个组织绝经前妇女阴道内盆腔连续报告,发现最大直径超过50mm的附件肿块可能为HOC(大HOC)。四位超声专家回顾了研究,对两种评估进行了真假评分:1)超声特征与卵巢出血性囊肿(HOC)或子宫内膜异位瘤最一致;2)如果评价1成立,则质量除尺寸外满足经典HOC的O-RADS标准。结果:51,305名女性中有457名(0.9%)报告可能存在较大的HOC。在366例已确定结局的患者中,225例(61.5%)有较大的HOC(87.1%≤70 mm)。评估1对318例患者成立;结果显示:HOC 224例(70.4%),子宫内膜异位瘤89例(28.0%),toa 4例(1.3%),囊腺瘤1例(0.3%)。评估1错误48例;结果显示:1例(2.1%)HOC, 1例(2.1%)子宫内膜瘤,6例(12.5%)其他非肿瘤性囊肿,33例(68.8%)良性肿瘤,5例(10.4%)交界性肿瘤,2例(4.2%)高度恶性肿瘤。结论:超声专家检查被指定为可能的大HOC的附件肿块增加了价值,因为超过10%是肿瘤(近2%是恶性的)。超声专家评估可以在必要时加快额外的成像或干预,当有典型的HOC特征时可以避免随访。
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引用次数: 0
Spinal Anesthesia and Regional Hemodynamic Parameters. 脊髓麻醉与区域血流动力学参数。
IF 2.4 4区 医学 Q2 ACOUSTICS Pub Date : 2026-03-01 Epub Date: 2025-10-08 DOI: 10.1002/jum.70090
Dilan Taş, Yavuz Kelleci, Tumay Umuroğlu, Ruslan Abdullayev

Introduction: Sympathectomy in the lower extremities after spinal anesthesia (SA) increases arterial blood flow. This increased blood flow can be detected by pulsed-wave Doppler (PWD) of ultrasonography (USG). The aim of this study was to investigate PWD measurements of the posterior tibial artery (PTA) in patients having SA. The hypothesis was that systolic and diastolic flow velocities in the PTA increase after spinal block.

Materials and methods: Patients aged 18-65 years, American Society of Anesthesiologists physical statuses I-II, undergoing elective surgery were included in the study. Using USG and PDW modality, vessel diameter, peak systolic velocity (PSV), end-diastolic velocity (EDV), mean velocity (Vmn), S/D (PSV/EDV ratio), pulsatility index (PI), and resistive index (RI) parameters were measured before, at 5th and 10th minutes after SA from the PTA.

Results: The study was completed with 30 patients with a mean age of 52 years (22-65 years). After SA, the spectral waveform changed from triphasic to monophasic. Vessel diameter, PSV, EDV, Vmn, VTI, and AT values measured with PWD increased, while PI, RI, and S/D values decreased significantly (p < .001). There was a significant correlation between all these parameters and the degree of sensory and motor block.

Conclusion: SA causes significant changes in spectral waveform morphology, vessel diameter, and Doppler-derived flow velocity parameters of the PTA. This technique may serve as a supplementary tool for assessing block success in patients with communication limitations, particularly when SA is preferred over general anesthesia.

导论:脊髓麻醉(SA)后下肢交感神经切除术增加动脉血流量。这种增加的血流量可以通过超声(USG)的脉冲波多普勒(PWD)检测到。本研究的目的是研究SA患者胫骨后动脉(PTA)的PWD测量。假设脊髓阻滞后PTA的收缩和舒张血流速度增加。材料与方法:年龄18-65岁,美国麻醉医师学会生理状态I-II级,择期手术患者纳入研究。采用USG和PDW模式,测量血管直径、峰值收缩速度(PSV)、舒张末期速度(EDV)、平均速度(Vmn)、S/D (PSV/EDV比)、脉搏指数(PI)和电阻指数(RI)参数,分别于PTA SA前、第5分钟和第10分钟测量。结果:30例患者完成研究,平均年龄52岁(22-65岁)。经SA后,光谱波形由三相变为单相。PWD测量的血管直径、PSV、EDV、Vmn、VTI和AT值升高,PI、RI和S/D值明显降低(p)。结论:SA导致PTA的频谱波形形态、血管直径和多普勒推导的流速参数发生显著变化。该技术可作为评估通信受限患者阻滞成功的辅助工具,特别是当SA优于全身麻醉时。
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引用次数: 0
Ultrasound-Based Differentiation of Esthetic Abscess: Insights From Clinical Practice. 超声鉴别美学脓肿:来自临床实践的见解。
IF 2.4 4区 医学 Q2 ACOUSTICS Pub Date : 2026-03-01 Epub Date: 2025-12-04 DOI: 10.1002/jum.70102
Fernanda A Cavallieri, Cláudia Fontan, Gabriela Munhoz, Maria Fernanda Tembra, Lucia Ribeiro S Balsanelli, Marcia Ramos-E-Silva

Abscesses are a common esthetic procedure complication that can lead to disfigurement and systemic complications. Accurately identifying the type of abscess is essential for early and appropriate treatment. In this context, the ultrasound (US) has become a pivotal tool for diagnosing and managing abscesses when combined with clinical and laboratory assessment. However, many professionals in the field still have limited knowledge of the subject, especially regarding abscess differentiation. Given this scenario, this article aims to address the US-standard to distinguish between common bacterial, nontuberculous mycobacterial, and sterile abscesses, highlighting the importance of integrating clinical presentation and laboratory findings for accurate differentiation.

脓肿是一种常见的美容手术并发症,可导致毁容和全身并发症。准确识别脓肿的类型对于早期和适当的治疗至关重要。在这种情况下,超声(US)已成为诊断和管理脓肿的关键工具,当结合临床和实验室评估。然而,该领域的许多专业人员对这一主题的知识仍然有限,特别是关于脓肿的鉴别。鉴于这种情况,本文旨在阐述区分普通细菌性、非结核性分枝杆菌和无菌脓肿的美国标准,强调整合临床表现和实验室结果以准确区分的重要性。
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引用次数: 0
A Multimodal Ultrasound Approach Combining Transperineal and Transrectal Shear Wave Elastography for Early Prediction of Stress Urinary Incontinence in Women. 多模态超声联合经会阴和经直肠横波弹性成像早期预测女性压力性尿失禁。
IF 2.4 4区 医学 Q2 ACOUSTICS Pub Date : 2026-03-01 Epub Date: 2025-11-10 DOI: 10.1002/jum.70099
Yidan Wang, Jing Feng, Jingyan Xie, Yang Yang, Yaping Wang, Yujuan Li, Jiajun Xu

Objectives: This study aims to evaluate the diagnostic value of a novel multimodal approach combining transperineal ultrasound (TPUS), transrectal dual-plane ultrasound, and shear wave elastography (SWE) in predicting stress urinary incontinence (SUI).

Methods: A total of 70 women diagnosed with SUI and 110 healthy controls were included. Clinical data such as age, body mass index (BMI), mode of delivery, and relevant medical history were collected. Pelvic floor ultrasound was performed using TPUS and transrectal dual-plane ultrasound. Key parameters, including bladder neck mobility, urethral rotation angle, urethral length, and urethral stiffness measured by SWE, were recorded and analyzed. Statistical analysis was conducted using SPSS version 27.0, and a multifactorial predictive model was developed.

Results: Significant differences were observed between the SUI and control groups in bladder neck mobility (p = .034), urethral rotation angle (p = .059), and urethral stiffness measured by SWE (p < .001). The average Young's modulus of the urethral sphincter was significantly lower in the SUI group (39.22 ± 5.83 kPa) compared to the control group (52.11 ± 9.24 kPa). Age and average urethral sphincter elasticity were identified as independent risk factors for SUI. The multifactorial model demonstrated high clinical applicability with an AUC of 0.891 (sensitivity: 84%, specificity: 80%).

Conclusions: The combination of TPUS, transrectal dual-plane ultrasound, and SWE provides a reliable, non-invasive diagnostic tool for predicting SUI. The study highlights the importance of urethral stiffness and bladder neck mobility in the pathophysiology of SUI. This multi-modal approach shows strong potential for early detection and personalized treatment strategies. This multimodal approach offers a non-invasive, reliable tool for early SUI detection and personalized management.

目的:本研究旨在评估经会阴超声(TPUS)、经直肠双平面超声和横波弹性成像(SWE)相结合的新型多模式诊断方法在预测压力性尿失禁(SUI)中的诊断价值。方法:共纳入70例SUI女性和110例健康对照。收集年龄、体重指数(BMI)、分娩方式及相关病史等临床资料。盆底超声采用tpu和经直肠双平面超声。记录并分析SWE测量的膀胱颈活动度、尿道旋转角度、尿道长度、尿道刚度等关键参数。采用SPSS 27.0版进行统计分析,建立多因素预测模型。结果:SUI组与对照组膀胱颈活动度差异有统计学意义(p =。034),尿道旋转角(p =。结论:tpu、经直肠双平面超声和SWE联合应用为预测SUI提供了一种可靠的、无创的诊断工具。该研究强调了尿道僵硬和膀胱颈活动在SUI病理生理中的重要性。这种多模式方法显示出早期发现和个性化治疗策略的巨大潜力。这种多模式方法为早期SUI检测和个性化管理提供了无创、可靠的工具。
{"title":"A Multimodal Ultrasound Approach Combining Transperineal and Transrectal Shear Wave Elastography for Early Prediction of Stress Urinary Incontinence in Women.","authors":"Yidan Wang, Jing Feng, Jingyan Xie, Yang Yang, Yaping Wang, Yujuan Li, Jiajun Xu","doi":"10.1002/jum.70099","DOIUrl":"10.1002/jum.70099","url":null,"abstract":"<p><strong>Objectives: </strong>This study aims to evaluate the diagnostic value of a novel multimodal approach combining transperineal ultrasound (TPUS), transrectal dual-plane ultrasound, and shear wave elastography (SWE) in predicting stress urinary incontinence (SUI).</p><p><strong>Methods: </strong>A total of 70 women diagnosed with SUI and 110 healthy controls were included. Clinical data such as age, body mass index (BMI), mode of delivery, and relevant medical history were collected. Pelvic floor ultrasound was performed using TPUS and transrectal dual-plane ultrasound. Key parameters, including bladder neck mobility, urethral rotation angle, urethral length, and urethral stiffness measured by SWE, were recorded and analyzed. Statistical analysis was conducted using SPSS version 27.0, and a multifactorial predictive model was developed.</p><p><strong>Results: </strong>Significant differences were observed between the SUI and control groups in bladder neck mobility (p = .034), urethral rotation angle (p = .059), and urethral stiffness measured by SWE (p < .001). The average Young's modulus of the urethral sphincter was significantly lower in the SUI group (39.22 ± 5.83 kPa) compared to the control group (52.11 ± 9.24 kPa). Age and average urethral sphincter elasticity were identified as independent risk factors for SUI. The multifactorial model demonstrated high clinical applicability with an AUC of 0.891 (sensitivity: 84%, specificity: 80%).</p><p><strong>Conclusions: </strong>The combination of TPUS, transrectal dual-plane ultrasound, and SWE provides a reliable, non-invasive diagnostic tool for predicting SUI. The study highlights the importance of urethral stiffness and bladder neck mobility in the pathophysiology of SUI. This multi-modal approach shows strong potential for early detection and personalized treatment strategies. This multimodal approach offers a non-invasive, reliable tool for early SUI detection and personalized management.</p>","PeriodicalId":17563,"journal":{"name":"Journal of Ultrasound in Medicine","volume":" ","pages":"621-630"},"PeriodicalIF":2.4,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145482391","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
A Simplified and Data-Driven Lung Ultrasound Approach for Predicting Surfactant Need in Preterm Infants: A Pilot Study Using Machine Learning and Rule-Based Models. 一种用于预测早产儿表面活性剂需求的简化和数据驱动的肺超声方法:使用机器学习和基于规则的模型的试点研究。
IF 2.4 4区 医学 Q2 ACOUSTICS Pub Date : 2026-03-01 Epub Date: 2025-10-17 DOI: 10.1002/jum.70092
Virginie Meau-Petit, Clemence Mottez, Bikash Bhojnagarwala, Mahmoud Montasser, Yogen Singh, Prakash Kannan Loganathan

Objectives: Six-region lung ultrasound (LUS) scores show good predictive value for predicting surfactant need in preterm infants but rely on a fixed threshold, which may lead to misclassification near the cut-off and lack data-driven justification for selecting these 6 regions. This study explored whether evaluating individual regions-and combinations-could improve predictive accuracy and utility.

Methods: Data from preterm infants born at ≤34 weeks and enrolled in the Serial Lung Ultrasound for Surfactant Replacement Therapy (SLURP) cohort study were analyzed to develop predictive models for surfactant administration based on regional LUS scores. Univariate, bivariate, and machine learning analyses were conducted to identify the most informative lung regions. Rule-based, decision tree, and logistic regression models were then developed, compared to the 6-region model, and validated on an external dataset.

Results: The training set consisted of 77 patients from the SLURP cohort study. The rule-based, decision tree, and logistic regression models showed the best performance, primarily using 2 lung regions-left lateral and left upper posterior. A refined model that included the right upper anterior (RUA) region further improved performance. On the external test set (n = 42), the rule-based model with RUA achieved the highest accuracy (0.93) and the lowest false negative rate (0.11), outperforming the 6-region model. Adding more regions did not enhance accuracy.

Conclusions: A simplified, rule-based model that accounts for the differential predictive value of individual lung regions may enhance the accuracy of LUS-based prediction of surfactant need in preterm infants. It is also more accessible, effective, and time-efficient for clinicians.

目的:六区肺超声(LUS)评分对预测早产儿表面活性剂需求有较好的预测价值,但依赖于一个固定的阈值,这可能导致在截止点附近的错误分类,并且缺乏数据驱动的理由来选择这6个区域。这项研究探讨了评估单个区域和组合是否可以提高预测的准确性和实用性。方法:对出生≤34周的早产儿的数据进行分析,并加入一系列肺超声用于表面活性剂替代治疗(SLURP)队列研究,以建立基于区域LUS评分的表面活性剂给药预测模型。进行单变量、双变量和机器学习分析,以确定最具信息性的肺区域。然后开发基于规则的决策树和逻辑回归模型,与6区域模型进行比较,并在外部数据集上进行验证。结果:训练集包括来自SLURP队列研究的77例患者。基于规则的模型、决策树模型和逻辑回归模型表现出最好的效果,主要使用两个肺区域-左侧外侧和左侧上后部。包括右上前区(RUA)的改进模型进一步提高了性能。在外部测试集(n = 42)上,基于规则的RUA模型准确率最高(0.93),假阴性率最低(0.11),优于6区域模型。增加更多的区域并不能提高准确性。结论:一个简化的、基于规则的模型,考虑了个体肺区域的差异预测值,可以提高基于us的早产儿表面活性剂需求预测的准确性。对临床医生来说,它也更容易获得、更有效、更省时。
{"title":"A Simplified and Data-Driven Lung Ultrasound Approach for Predicting Surfactant Need in Preterm Infants: A Pilot Study Using Machine Learning and Rule-Based Models.","authors":"Virginie Meau-Petit, Clemence Mottez, Bikash Bhojnagarwala, Mahmoud Montasser, Yogen Singh, Prakash Kannan Loganathan","doi":"10.1002/jum.70092","DOIUrl":"10.1002/jum.70092","url":null,"abstract":"<p><strong>Objectives: </strong>Six-region lung ultrasound (LUS) scores show good predictive value for predicting surfactant need in preterm infants but rely on a fixed threshold, which may lead to misclassification near the cut-off and lack data-driven justification for selecting these 6 regions. This study explored whether evaluating individual regions-and combinations-could improve predictive accuracy and utility.</p><p><strong>Methods: </strong>Data from preterm infants born at ≤34 weeks and enrolled in the Serial Lung Ultrasound for Surfactant Replacement Therapy (SLURP) cohort study were analyzed to develop predictive models for surfactant administration based on regional LUS scores. Univariate, bivariate, and machine learning analyses were conducted to identify the most informative lung regions. Rule-based, decision tree, and logistic regression models were then developed, compared to the 6-region model, and validated on an external dataset.</p><p><strong>Results: </strong>The training set consisted of 77 patients from the SLURP cohort study. The rule-based, decision tree, and logistic regression models showed the best performance, primarily using 2 lung regions-left lateral and left upper posterior. A refined model that included the right upper anterior (RUA) region further improved performance. On the external test set (n = 42), the rule-based model with RUA achieved the highest accuracy (0.93) and the lowest false negative rate (0.11), outperforming the 6-region model. Adding more regions did not enhance accuracy.</p><p><strong>Conclusions: </strong>A simplified, rule-based model that accounts for the differential predictive value of individual lung regions may enhance the accuracy of LUS-based prediction of surfactant need in preterm infants. It is also more accessible, effective, and time-efficient for clinicians.</p>","PeriodicalId":17563,"journal":{"name":"Journal of Ultrasound in Medicine","volume":" ","pages":"569-581"},"PeriodicalIF":2.4,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145308567","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Ultrasound Plane Wave Imaging as an Inverse Problem With Joint Sparse-Based Regularized Solution. 超声平面波成像的联合稀疏正则解反问题。
IF 2.4 4区 医学 Q2 ACOUSTICS Pub Date : 2026-03-01 Epub Date: 2025-10-21 DOI: 10.1002/jum.70095
Miaomiao Zhang, Jiaqi Wang, Na Jiang, Di Wang, Fanglue Lin

Objectives: To overcome the limitation of traditional sparse regularization methods in ultrasound imaging, which struggle to preserve speckle textures, and to enhance the resolution, contrast, and texture fidelity of plane wave imaging.

Methods: A joint sparse regularization model is proposed, combining the ℓ1 (spatial sparsity) and ℓ2,1 (joint sparsity in the frequency domain) regularization terms. The inverse problem is solved using the Alternating Direction Method of Multipliers (ADMM) optimization algorithm. Based on the PICMUS dataset (including simulated, experimental, and in vivo data), the proposed method is compared with traditional Delay-and-Sum (DAS), single sparse regularization (ℓ1), and multi-plane wave compounding (75_PW) methods. The axial and lateral resolutions (Full Width at Half Maximum, FWHM), Contrast-to-Noise Ratio (CNR), generalized CNR (gCNR), and Kolmogorov-Smirnov (KS) test results are evaluated.

Results: The joint sparse method achieved an axial FWHM of 0.28 mm and a lateral FWHM of 0.30 mm in simulated resolution (SR), and 0.30 and 0.47 mm in experimental resolution (ER), respectively. These results are superior to those of DAS (ER lateral FWHM of 0.97 mm) and ℓ1 method (ER lateral FWHM of 1.16 mm). The simulated contrast (SC) CNR reached 12.34, and the experimental contrast (EC) CNR was 9.15, both passing the KS test (preserving speckle distribution). The computational efficiency was significantly improved, with a single-frame reconstruction time of only 5.3 s, much faster than the ℓ1 method (363.2 s) and 75_PW (45.6 s), but slightly slower than the single-angle DAS method (1.9 s).

Conclusions: The joint sparse regularization model, by exploiting the correlation of image frequency-domain structures, effectively improves resolution (reducing FWHM by 26-61%) and contrast while preserving speckle textures. It provides an efficient and robust solution for ultrasound inverse problem reconstruction.

目的:克服传统稀疏正则化方法在超声成像中难以保留散斑纹理的局限性,提高平面波成像的分辨率、对比度和纹理保真度。方法:提出了一种联合稀疏正则化模型,该模型结合了空间稀疏性和频率域联合稀疏性两个正则化项。采用交替方向乘法器优化算法求解逆问题。基于PICMUS数据集(包括模拟、实验和体内数据),将该方法与传统的Delay-and-Sum (DAS)、单稀疏正则化(1)和多平面波复合(75_PW)方法进行了比较。轴向和横向分辨率(半最大全宽度,FWHM),对比噪声比(CNR),广义CNR (gCNR)和Kolmogorov-Smirnov (KS)测试结果进行了评估。结果:在模拟分辨率(SR)下,联合稀疏方法的轴向FWHM为0.28 mm,横向FWHM为0.30 mm,实验分辨率(ER)为0.30 mm和0.47 mm。结果优于DAS法(ER横向FWHM为0.97 mm)和1:1法(ER横向FWHM为1.16 mm)。模拟对比度(SC)和实验对比度(EC)的CNR分别达到12.34和9.15,均通过了KS检验(保持散斑分布)。计算效率显著提高,单帧重构时间仅为5.3 s,远快于l1法(363.2 s)和75_PW法(45.6 s),但略慢于单角度DAS法(1.9 s)。结论:联合稀疏正则化模型利用图像频域结构的相关性,在保留散斑纹理的同时,有效地提高了分辨率(降低FWHM 26-61%)和对比度。它为超声反问题重构提供了高效、鲁棒的解决方案。
{"title":"Ultrasound Plane Wave Imaging as an Inverse Problem With Joint Sparse-Based Regularized Solution.","authors":"Miaomiao Zhang, Jiaqi Wang, Na Jiang, Di Wang, Fanglue Lin","doi":"10.1002/jum.70095","DOIUrl":"10.1002/jum.70095","url":null,"abstract":"<p><strong>Objectives: </strong>To overcome the limitation of traditional sparse regularization methods in ultrasound imaging, which struggle to preserve speckle textures, and to enhance the resolution, contrast, and texture fidelity of plane wave imaging.</p><p><strong>Methods: </strong>A joint sparse regularization model is proposed, combining the ℓ<sub>1</sub> (spatial sparsity) and ℓ<sub>2,1</sub> (joint sparsity in the frequency domain) regularization terms. The inverse problem is solved using the Alternating Direction Method of Multipliers (ADMM) optimization algorithm. Based on the PICMUS dataset (including simulated, experimental, and in vivo data), the proposed method is compared with traditional Delay-and-Sum (DAS), single sparse regularization (ℓ<sub>1</sub>), and multi-plane wave compounding (75_PW) methods. The axial and lateral resolutions (Full Width at Half Maximum, FWHM), Contrast-to-Noise Ratio (CNR), generalized CNR (gCNR), and Kolmogorov-Smirnov (KS) test results are evaluated.</p><p><strong>Results: </strong>The joint sparse method achieved an axial FWHM of 0.28 mm and a lateral FWHM of 0.30 mm in simulated resolution (SR), and 0.30 and 0.47 mm in experimental resolution (ER), respectively. These results are superior to those of DAS (ER lateral FWHM of 0.97 mm) and ℓ<sub>1</sub> method (ER lateral FWHM of 1.16 mm). The simulated contrast (SC) CNR reached 12.34, and the experimental contrast (EC) CNR was 9.15, both passing the KS test (preserving speckle distribution). The computational efficiency was significantly improved, with a single-frame reconstruction time of only 5.3 s, much faster than the ℓ<sub>1</sub> method (363.2 s) and 75_PW (45.6 s), but slightly slower than the single-angle DAS method (1.9 s).</p><p><strong>Conclusions: </strong>The joint sparse regularization model, by exploiting the correlation of image frequency-domain structures, effectively improves resolution (reducing FWHM by 26-61%) and contrast while preserving speckle textures. It provides an efficient and robust solution for ultrasound inverse problem reconstruction.</p>","PeriodicalId":17563,"journal":{"name":"Journal of Ultrasound in Medicine","volume":" ","pages":"583-598"},"PeriodicalIF":2.4,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145337300","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Development of a High-Performance Ultrasound Prediction Model for the Diagnosis of Endometrial Cancer: An Interpretable XGBoost Algorithm Utilizing SHAP Analysis. 子宫内膜癌诊断的高性能超声预测模型的开发:利用SHAP分析可解释的XGBoost算法。
IF 2.4 4区 医学 Q2 ACOUSTICS Pub Date : 2026-03-01 Epub Date: 2025-09-29 DOI: 10.1002/jum.70082
Hongwei Lai, Qiumei Wu, Zongjie Weng, Guorong Lyu, Wenmin Yang, Fengying Ye

Objectives: To develop and validate an ultrasonography-based machine learning (ML) model for predicting malignant endometrial and cavitary lesions.

Methods: This retrospective study was conducted on patients with pathologically confirmed results following transvaginal or transrectal ultrasound from 2021 to 2023. Endometrial ultrasound features were characterized using the International Endometrial Tumor Analysis (IETA) terminology. The dataset was ranomly divided (7:3) into training and validation sets. LASSO (least absolute shrinkage and selection operator) regression was applied for feature selection, and an extreme gradient boosting (XGBoost) model was developed. Performance was assessed via receiver operating characteristic (ROC) analysis, calibration, decision curve analysis, sensitivity, specificity, and accuracy.

Results: Among 1080 patients, 6 had a non-measurable endometrium. Of the remaining 1074 cases, 641 were premenopausal and 433 postmenopausal. Performance of the XGBoost model on the test set: The area under the curve (AUC) for the premenopausal group was 0.845 (0.781-0.909), with a relatively low sensitivity (0.588, 0.442-0.722) and a relatively high specificity (0.923, 0.863-0.959); the AUC for the postmenopausal group was 0.968 (0.944-0.992), with both sensitivity (0.895, 0.778-0.956) and specificity (0.931, 0.839-0.974) being relatively high. SHapley Additive exPlanations (SHAP) analysis identified key predictors: endometrial-myometrial junction, endometrial thickness, endometrial echogenicity, color Doppler flow score, and vascular pattern in premenopausal women; endometrial thickness, endometrial-myometrial junction, endometrial echogenicity, and color Doppler flow score in postmenopausal women.

Conclusion: The XGBoost-based model exhibited excellent predictive performance, particularly in postmenopausal patients. SHAP analysis further enhances interpretability by identifying key ultrasonographic predictors of malignancy.

目的:建立并验证基于超声的机器学习(ML)模型预测子宫内膜和子宫腔恶性病变。方法:对2021 ~ 2023年经阴道或经直肠超声病理证实的患者进行回顾性研究。使用国际子宫内膜肿瘤分析(IETA)术语对子宫内膜超声特征进行表征。数据集被随机分为训练集和验证集(7:3)。采用LASSO(最小绝对收缩和选择算子)回归进行特征选择,并建立了极端梯度增强(XGBoost)模型。通过受试者工作特征(ROC)分析、校准、决策曲线分析、敏感性、特异性和准确性来评估疗效。结果:1080例患者中,6例子宫内膜不可测。在剩余的1074例中,641例为绝经前,433例为绝经后。XGBoost模型在测试集上的表现:绝经前组曲线下面积(AUC)为0.845(0.781-0.909),敏感性较低(0.588,0.442-0.722),特异性较高(0.923,0.863-0.959);绝经后组AUC为0.968(0.944 ~ 0.992),敏感性(0.895,0.778 ~ 0.956)和特异性(0.931,0.839 ~ 0.974)均较高。SHapley加性解释(SHAP)分析确定了关键的预测因素:绝经前妇女子宫内膜-子宫肌交界处、子宫内膜厚度、子宫内膜回声性、彩色多普勒血流评分和血管模式;绝经后妇女子宫内膜厚度,子宫内膜-子宫内膜交界处,子宫内膜回声性和彩色多普勒血流评分。结论:基于xgboost的模型具有出色的预测性能,特别是对绝经后患者。SHAP分析通过识别关键的超声预测因素进一步提高了恶性肿瘤的可解释性。
{"title":"Development of a High-Performance Ultrasound Prediction Model for the Diagnosis of Endometrial Cancer: An Interpretable XGBoost Algorithm Utilizing SHAP Analysis.","authors":"Hongwei Lai, Qiumei Wu, Zongjie Weng, Guorong Lyu, Wenmin Yang, Fengying Ye","doi":"10.1002/jum.70082","DOIUrl":"10.1002/jum.70082","url":null,"abstract":"<p><strong>Objectives: </strong>To develop and validate an ultrasonography-based machine learning (ML) model for predicting malignant endometrial and cavitary lesions.</p><p><strong>Methods: </strong>This retrospective study was conducted on patients with pathologically confirmed results following transvaginal or transrectal ultrasound from 2021 to 2023. Endometrial ultrasound features were characterized using the International Endometrial Tumor Analysis (IETA) terminology. The dataset was ranomly divided (7:3) into training and validation sets. LASSO (least absolute shrinkage and selection operator) regression was applied for feature selection, and an extreme gradient boosting (XGBoost) model was developed. Performance was assessed via receiver operating characteristic (ROC) analysis, calibration, decision curve analysis, sensitivity, specificity, and accuracy.</p><p><strong>Results: </strong>Among 1080 patients, 6 had a non-measurable endometrium. Of the remaining 1074 cases, 641 were premenopausal and 433 postmenopausal. Performance of the XGBoost model on the test set: The area under the curve (AUC) for the premenopausal group was 0.845 (0.781-0.909), with a relatively low sensitivity (0.588, 0.442-0.722) and a relatively high specificity (0.923, 0.863-0.959); the AUC for the postmenopausal group was 0.968 (0.944-0.992), with both sensitivity (0.895, 0.778-0.956) and specificity (0.931, 0.839-0.974) being relatively high. SHapley Additive exPlanations (SHAP) analysis identified key predictors: endometrial-myometrial junction, endometrial thickness, endometrial echogenicity, color Doppler flow score, and vascular pattern in premenopausal women; endometrial thickness, endometrial-myometrial junction, endometrial echogenicity, and color Doppler flow score in postmenopausal women.</p><p><strong>Conclusion: </strong>The XGBoost-based model exhibited excellent predictive performance, particularly in postmenopausal patients. SHAP analysis further enhances interpretability by identifying key ultrasonographic predictors of malignancy.</p>","PeriodicalId":17563,"journal":{"name":"Journal of Ultrasound in Medicine","volume":" ","pages":"511-528"},"PeriodicalIF":2.4,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145192066","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Deep Vein Thrombosis in Critically Ill Patients With COVID-19 Pneumonia Incidence, Wells Score Diagnostic Performance, and Hospital Prognosis. 重症COVID-19肺炎患者深静脉血栓形成的发生率、Wells评分诊断效果与医院预后
IF 2.4 4区 医学 Q2 ACOUSTICS Pub Date : 2026-03-01 Epub Date: 2025-10-09 DOI: 10.1002/jum.70087
Ana Rita Ambrósio, Yale Tung-Chen
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引用次数: 0
Contrast-Enhanced Ultrasound of the Ovary Technique and Lexicon Recommendations: Technique and Lexicon Recommendations. 卵巢超声造影技术和词典推荐:技术和词典推荐。
IF 2.4 4区 医学 Q2 ACOUSTICS Pub Date : 2026-03-01 Epub Date: 2025-10-18 DOI: 10.1002/jum.70091
Meaghan Reid, Kelsey Brisebois, Christina Merrill, Stephanie R Wilson

Diagnosis of ovarian malignancy in radiology is challenging, as there is significant overlap in imaging appearances along the spectrum of benign to malignant disease. In 2021, the American College of Radiology introduced the Ovarian-Adnexal Reporting and Data System (O-RADS) to standardize lesion description and improve consistency of interpretation and management of suspicious masses based on standard greyscale and Doppler ultrasound. Although endovaginal ultrasound (EVS) is well-established as a first-line investigation for ovarian lesions, it previously lacked the ability to show blood flow at the capillary level, severely limiting its contribution to patient care. The introduction of microbubble contrast agents and the subsequent development of contrast-enhanced ultrasound (CEUS) software techniques for endovaginal probes have allowed ultrasound to characterize perfusion-level vascularity of ovarian masses comparable to magnetic resonance (MR) and computed tomography (CT) scans. Today, there is limited North American literature addressing the utilization of CEUS in ovarian cancer. Given the advantages of EVS and CEUS, we propose a lexicon to standardize the description of qualitative and quantitative CEUS parameters with respect to ovarian masses. We emphasize the need for future development of specific CEUS criteria, including quantitative thresholds to aid in the differentiation of benign and malignant blood flow criteria. Our recommendation includes a safe, non-invasive, readily available technique, which provides high accuracy for diagnosis.

卵巢恶性肿瘤的影像学诊断是具有挑战性的,因为在良性和恶性疾病的光谱上有明显的重叠。2021年,美国放射学会(American College of Radiology)引入了卵巢附件报告和数据系统(O-RADS),以标准化病变描述,提高基于标准灰度和多普勒超声的可疑肿块解释和管理的一致性。虽然阴道内超声(EVS)被公认为卵巢病变的一线检查方法,但它以前缺乏显示毛细血管水平血流量的能力,严重限制了其对患者护理的贡献。微泡造影剂的引入和随后阴道内探头对比增强超声(CEUS)软件技术的发展,使得超声可以表征卵巢肿块的灌注水平血管性,可与磁共振(MR)和计算机断层扫描(CT)扫描相媲美。目前,关于超声造影在卵巢癌中的应用的北美文献有限。鉴于EVS和CEUS的优势,我们提出了一个词汇来标准化描述关于卵巢肿块的定性和定量CEUS参数。我们强调未来需要制定具体的超声造影标准,包括定量阈值,以帮助区分良性和恶性血流标准。我们的建议包括一种安全、无创、容易获得的技术,它提供了高的诊断准确性。
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Journal of Ultrasound in Medicine
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