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Effect of Contrast Prewarming on Vascular Enhancement at Cardiac CTA-An Observational Study. 造影剂预热对心脏cta血管增强作用的观察性研究。
IF 1.3 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 Epub Date: 2025-08-22 DOI: 10.1097/RCT.0000000000001784
Kieran D Paddock, Pamela Mager, Usama Jazzar, Muhammad Akram, Kihoon Bohle, Adnan Khan, James Zhang, Sejal Mistry-Patel, Jett Brady, John W Nance, Nakul Gupta

Objective: We hypothesize that contrast warming, which reduces the viscosity of iodinated contrast media, is associated with fewer pressure-limited injections and greater arterial enhancement in the left ventricle, aortic root, left coronary artery, and right coronary artery, which would reflect improved image quality.

Methods: We conducted a retrospective review of cardiac CTA studies performed with iohexol 350 mg/mL solution either prewarmed to body temperature (37 °C, N=591) or at room temperature (24 °C, N=59). χ 2 test was used to compare the rate of pressure-limited injections (pressure limit 325 psi) between prewarmed and nonwarmed studies. Hounsfield unit (HU) attenuation was measured from regions of interest in the left ventricle, aortic root, left coronary artery, and right coronary artery. The Mann-Whitney U test was used to compare enhancement between prewarmed and nonwarmed exams. Linear regression was used to further examine the enhancement between contrast groups.

Results: Cardiac CTA studies using prewarmed contrast had a significantly lower rate of pressure-limited injections (22/591 vs. 42/59, χ 21 =275.1; P <0.001). Prewarmed contrast resulted in significantly greater enhancement on cardiac CTA in the left ventricle (488 vs. 400 HU; P <0.001), aortic root (494 vs. 400 HU; P <0.001), left coronary artery (467 vs. 387 HU; P <0.001), and right coronary artery (449 vs. 377 HU; P <0.001). With linear regression, prewarmed contrast use was associated with greater enhancement in the left ventricle ( R2 =0.220, F7, 602 =24.211, P <0.001), aortic root ( R2 =0.228, F7, 602 =25.467, P <0.001), left coronary artery ( R2 =0.216, F8, 587 =20.274, P <0.001), and right coronary artery ( R2 =0.221, F8, 571 =20.302, P <0.001).

Conclusions: The results support our hypothesis that prewarming of iodinated contrast media to body temperature results in fewer pressure-limited injections and improved vascular enhancement.

目的:我们假设造影剂加热降低了碘造影剂的黏度,减少了限压注射,增强了左心室、主动脉根、左冠状动脉和右冠状动脉的动脉,这反映了图像质量的提高。方法:我们对使用碘己醇350mg /mL溶液进行的心脏CTA研究进行了回顾性回顾,分别预热到体温(37°C, N=591)或室温(24°C, N=59)。采用χ2检验比较预热研究和未预热研究的限压注射率(限压325 psi)。从左心室、主动脉根、左冠状动脉和右冠状动脉感兴趣的区域测量Hounsfield单位(HU)衰减。曼-惠特尼U测试用于比较预热和未预热测试之间的增强。采用线性回归进一步检验各组间的增强情况。结果:使用预温造影剂的心脏CTA研究的限压注射率显著降低(22/591 vs. 42/59, χ21=275.1)。结论:结果支持我们的假设,即碘化造影剂预热至体温可减少限压注射并改善血管增强。
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引用次数: 0
Varied Symptomatology and Computed Tomography Analysis of Coral Reef Aorta: Exploring the Symptom-location Relationship. 珊瑚礁主动脉的不同症状与计算机断层分析:探讨症状与部位的关系。
IF 1.3 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 Epub Date: 2025-06-17 DOI: 10.1097/RCT.0000000000001777
Hideyuki Torikai, Luke Wilkins, Patrick Norton, John Fritz Angle

Purpose: To describe the clinical manifestations of coral reef aorta (CRA), determine the common locations of CRA on CT, and assess the relationship between lesion location and clinical symptoms.

Materials and methods: Keyword detection in CT reports at a single institution between 2008 and 2021 revealed 27 patients with CRA. Aortic segments were grouped by relation to the aortic branches. Patient's characteristics, cardiovascular risk factors, treatments, and outcomes were collected from the medical record.

Results: Median age was 63.7 (IQR: 58.1-70.6). Of the total, 77.8% (21/27) were females. The most common risk factors were hypertension (23/27) and smoking (24/27). Diabetes was present in 4/27, 14.8%. All CRAs were at the level of the celiac trunk or distal. The most common symptom was claudication (9/27), but 8/27 were asymptomatic. Approximately 74% of the CRAs were superior to the inferior mesenteric artery (20/27).Claudication was significantly more common in patients with CRA inferior to the inferior renal artery (iRA, 8/13, 61.5%) than those with the CRA superior to the iRA (including iRA) (2/14, 14.3%; P = 0.018). Pulmonary edema was seen in 2/5 patients with CRA between the superior renal artery and iRA compared with none when the CRA was located in other segments ( P = 0.043).

Conclusion: Nearly all patients with CRA had a history of hypertension and smoking, and the majority were female. The most common CRA segment was distal to the iRA, which was associated with claudication. The CRA involving the renal arteries was associated with recurring pulmonary edema.

目的:描述珊瑚礁主动脉(coral reef aorta, CRA)的临床表现,确定CRA在CT上的常见位置,评估病变位置与临床症状的关系。材料与方法:2008年至2021年在某一机构的CT报告中关键词检测发现27例CRA患者。根据与主动脉分支的关系将主动脉段分组。从病历中收集患者的特征、心血管危险因素、治疗方法和结果。结果:中位年龄63.7岁(IQR: 58.1-70.6)。其中女性占77.8%(21/27)。最常见的危险因素是高血压(23/27)和吸烟(24/27)。4/27(14.8%)有糖尿病。所有cra均位于乳糜干或远端水平。最常见的症状是跛行(9/27),但8/27无症状。约74%的cra位于肠系膜下动脉上方(20/27)。CRA低于肾下动脉(iRA, 8/13, 61.5%)的患者跛行发生率明显高于CRA高于iRA(包括iRA)的患者(2/14,14.3%;P = 0.018)。CRA位于肾上动脉与iRA之间的患者有2/5出现肺水肿,而CRA位于其他节段的患者无肺水肿(P = 0.043)。结论:几乎所有CRA患者均有高血压和吸烟史,且以女性居多。最常见的CRA节段位于iRA远端,与跛行相关。累及肾动脉的CRA与复发性肺水肿相关。
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引用次数: 0
Association of Image-Defined Risk Factors With 18 F-FDG PET/CT Metabolic Metrics in Neuroblastoma: Location-Specific Correlations and Comparative Prognostic Significance. 神经母细胞瘤中图像定义的危险因素与18F-FDG PET/CT代谢指标的关联:位置特异性相关性和比较预后意义
IF 1.3 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 Epub Date: 2025-07-21 DOI: 10.1097/RCT.0000000000001785
Haoru Wang, Li Lu, Xiaoming Yang, Ling He, Xin Chen

Objective: Anatomic image-defined risk factors (IDRFs) and metabolic metrics from PET/CT imaging can evaluate tumor biology and guide clinical decision-making in neuroblastoma. This study explored the association between IDRFs and 18 F-FDG PET/CT metabolic metrics in neuroblastoma and compared their prognostic value.

Methods: A retrospective analysis was conducted on 24 neuroblastoma patients who underwent pretreatment CECT and 18 F-FDG PET/CT imaging. IDRF counts were determined from CECT, while PET/CT metabolic metrics, including maximum standardized uptake value (SUVmax), mean standardized uptake value (SUVmean), metabolic tumor volume (MTV), and total lesion glycolysis (TLG), were measured. The Spearman correlation analysis assessed associations between IDRF counts and PET/CT metabolic metrics. Survival analysis evaluated the prognostic significance of IDRF counts and PET/CT metabolic metrics.

Results: IDRF counts were positively correlated with SUVmean ( r =0.431, P =0.036), MTV ( r =0.679, P <0.001), and TLG ( r =0.771, P <0.001), but no significant correlation was observed with SUVmax ( r =0.325, P =0.121). Subgroup analysis revealed IDRF counts correlated with MTV ( r =0.718, P =0.001) and TLG ( r =0.683, P =0.002) in abdominopelvic lesions, and with SUVmax ( r =0.808, P =0.028), SUVmean ( r =0.875, P =0.010), and TLG ( r =0.788, P =0.035) in cervicothoracic lesions. Neither IDRF counts nor PET/CT metabolic metrics were significantly associated with overall survival ( P >0.05).

Conclusion: IDRF counts are significantly associated with 18 F-FDG PET/CT metabolic metrics in neuroblastoma, with distinct correlation patterns based on lesion location.

目的:PET/CT成像的解剖图像定义的危险因素(IDRFs)和代谢指标可以评估神经母细胞瘤的肿瘤生物学和指导临床决策。本研究探讨了idrf与神经母细胞瘤中18F-FDG PET/CT代谢指标之间的关系,并比较了它们的预后价值。方法:回顾性分析24例经预处理CECT和18F-FDG PET/CT显像的神经母细胞瘤患者。通过CECT测定IDRF计数,同时测量PET/CT代谢指标,包括最大标准化摄取值(SUVmax)、平均标准化摄取值(SUVmean)、代谢肿瘤体积(MTV)和病变总糖酵解(TLG)。Spearman相关分析评估了IDRF计数与PET/CT代谢指标之间的关联。生存分析评估IDRF计数和PET/CT代谢指标的预后意义。结果:IDRF计数与SUVmean (r=0.431, P=0.036)、MTV (r=0.679, P0.05)呈正相关。结论:IDRF计数与神经母细胞瘤中18F-FDG PET/CT代谢指标显著相关,且根据病变部位存在不同的相关模式。
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引用次数: 0
Interventional High Monoenergetic Spectral CT for Percutaneous Thermal Ablation Procedures. 介入性高单能光谱CT在经皮热消融中的应用。
IF 1.3 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 Epub Date: 2025-09-03 DOI: 10.1097/RCT.0000000000001786
Ahmad Parvinian, Nathan R Huber, Rebecca Hibbert, Daniel A Adamo, Juna Musa, Andrea Ferrero, Brian T Welch, Christopher P Favazza

Objective: The purpose of this study was to evaluate the potential clinical value of spectral CT for image guidance during percutaneous thermal ablation, particularly investigating high monoenergetic (MonoE) for metal artifact reduction.

Materials and methods: A phantom experiment was performed in which an ablation probe was scanned in "continuous CT" (CCT) mode on a spectral CT scanner. ROI measurements quantified metal artifacts for conventional and MonoE CCT images. Subsequently, a retrospective reader study was conducted with 10 patient cases. Three radiologists reviewed cases to select the optimal MonoE setting and perform a Likert score rating (+2: MonoE preferred, -2: conventional preferred).

Results: Phantom measurements indicated a reduction in metal artifact for high MonoE (150 keV: -46 HU) relative to conventional CCT (-122 HU). The MonoE setting preference was 151±21 keV. The mean Likert score was 1.2±0.7. Radiologists indicated a perceived benefit of high MonoE CCT when probe placement was near a critical structure.

Conclusions: This study indicates a clinical preference for high MonoE CCT compared with conventional CCT. Insofar as spectral CCT can be offered at a clinically feasible time frame, our results support the assessment of 150 keV image to reduce metal artifact while maintaining satisfactory soft tissue contrast.

目的:本研究的目的是评估光谱CT在经皮热消融过程中图像引导的潜在临床价值,特别是研究高单能(MonoE)用于金属伪影还原。材料和方法:在光谱CT扫描仪上以“连续CT”(CCT)模式扫描烧蚀探头,进行了模拟实验。ROI测量量化了传统和MonoE CCT图像的金属伪影。随后,对10例患者进行回顾性阅读研究。三位放射科医生审查了病例,以选择最佳的MonoE设置并进行李克特评分(+2:首选MonoE, -2:首选常规)。结果:幻影测量表明,相对于传统的CCT (-122 HU),高MonoE (150 keV: -46 HU)的金属伪影减少。MonoE的设定偏好为151±21 keV。平均Likert评分为1.2±0.7。放射科医生指出,当探头放置在关键结构附近时,高MonoE CCT的感知益处。结论:本研究表明,与常规CCT相比,临床更倾向于高mone CCT。只要在临床可行的时间框架内提供光谱CCT,我们的结果支持评估150 keV图像以减少金属伪影,同时保持令人满意的软组织对比度。
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引用次数: 0
Neuroimaging Applications of Photon-counting CT. 光子计数CT在神经影像学中的应用。
IF 1.3 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 Epub Date: 2025-06-13 DOI: 10.1097/RCT.0000000000001776
Siddhant Dogra, Ajay Madhavan, Gul Moonis

Photon-counting computed tomography (PCCT) is a new imaging technology that has advanced diagnostic imaging by offering improved spatial and contrast resolution as well as novel spectral imaging capabilities. Unlike conventional CT, which uses energy-integrating detectors, PCCT employs photon-counting detectors that directly measure individual photon energies, enabling applications such as virtual monochromatic imaging (VMI) and material decomposition. These innovations allow for artifact reduction, better visualization of fine anatomic structures, and improved diagnostic accuracy, all while reducing radiation dose. This review explores select applications of PCCT in neuroimaging, focusing on the brain, temporal bone, and spine. In the brain, we discuss how PCCT demonstrates superior performance for evaluating aneurysms, metallic prostheses, and vessel stenosis, offering enhanced visualization of vascular structures and minimizing artifacts. For temporal bone imaging, we review assessment of both complex anatomy and potentially subtle pathologies such as otosclerosis, as well as visualization of implants like cochlear devices and their intricate components. In spinal imaging, we explore how PCCT improves precise detection of causes of cerebrospinal fluid leaks, improves localization of tiny vessels such as the artery of Adamkiewicz and spinal dural arteriovenous fistulas, and reduces metal artifacts associated with postoperative hardware. PCCT addresses limitations of conventional CT while unlocking new diagnostic possibilities across neuroimaging applications. As clinical adoption of PCCT grows, ongoing research and development will refine imaging protocols and expand its utility. The accumulating evidence underscores PCCT's transformative potential to improve diagnostic confidence in neuroimaging and beyond.

光子计数计算机断层扫描(PCCT)是一种新的成像技术,通过提供改进的空间和对比度分辨率以及新的光谱成像能力,具有先进的诊断成像。与传统CT使用能量积分探测器不同,PCCT使用光子计数探测器直接测量单个光子能量,从而实现虚拟单色成像(VMI)和材料分解等应用。这些创新允许减少伪影,更好地可视化精细解剖结构,提高诊断准确性,同时减少辐射剂量。这篇综述探讨了PCCT在神经影像学中的应用,重点是脑、颞骨和脊柱。在脑部,我们讨论了PCCT如何在评估动脉瘤、金属假体和血管狭窄方面表现出卓越的性能,提供了增强的血管结构可视化和最小化伪影。对于颞骨成像,我们回顾了复杂解剖和潜在微妙病理(如耳硬化)的评估,以及耳蜗装置及其复杂部件等植入物的可视化。在脊柱成像方面,我们探讨了PCCT如何提高脑脊液泄漏原因的精确检测,改善微小血管(如Adamkiewicz动脉和脊髓硬膜动静脉瘘)的定位,并减少术后硬体相关的金属伪影。PCCT解决了传统CT的局限性,同时解锁了跨神经成像应用的新诊断可能性。随着PCCT临床应用的增长,正在进行的研究和开发将改进成像方案并扩大其效用。越来越多的证据强调了PCCT在提高神经影像学及其他领域诊断信心方面的变革潜力。
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引用次数: 0
Foreward From the Guest Editor: Section on Photon-Counting CT. 客座编辑前文:光子计数CT部分。
IF 1.3 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 Epub Date: 2025-12-16 DOI: 10.1097/RCT.0000000000001839
Bari Dane
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引用次数: 0
Radiomics-Based Preoperative Contrast Enhanced CT Histogram Analysis and Shape Feature Extraction in Laryngeal Squamous Cell Carcinoma: Correlation with Histopathological Parameters. 基于放射组学的喉鳞癌术前增强CT直方图分析和形状特征提取:与组织病理参数的相关性。
IF 1.3 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 Epub Date: 2025-07-18 DOI: 10.1097/RCT.0000000000001781
Ece Ates Kus, Abdullah Soydan Mahmutoglu, Emine Meltem, Ipek Sel, Yesim Karagoz

Aim: This study aims to investigate whether preoperative contrast-enhanced laryngeal CT-derived histogram parameters and shape features can correlate with cervical lymph node metastasis, tumor differentiation (grade), lymphovascular invasion, and perineural invasion in laryngeal squamous cell carcinoma (LSCC).

Materials and methods: Ninety-one patients who underwent laryngectomy and simultaneous cervical lymph node dissection at our hospital between 2015 and 2021, with LSCC as the final pathological outcome, were included. Two radiologists independently performed segmentation using 3D Slicer Software, drawing regions of interest (ROIs) from the widest axial section of each tumor and volumes of interest (VOIs) to cover the entire visualizable tumor. Histogram parameters and shape features were extracted for each segmentation. Cut-off values were calculated, and intraclass correlation was used to measure interobserver agreement.

Results: ROI measurements showed significant differences only for lymphovascular invasion. VOI measurements revealed significant differences between lymphovascular and perineural invasion and cervical lymph node metastasis. Key parameters included entropy, mean absolute deviation, and uniformity. No significant differences were found for tumor grade. VOI-based measurements outperformed ROI-based measurements in terms of reproducibility and diagnostic breadth, showing higher intraclass correlation values and more significant associations with pathological features.

Conclusion: Preoperative contrast-enhanced CT histogram parameters and shape features may be useful in evaluating tumor characteristics in LSCC.

目的:本研究旨在探讨术前增强喉部ct直方图参数和形状特征是否与喉部鳞状细胞癌(LSCC)的颈部淋巴结转移、肿瘤分化(分级)、淋巴血管浸润和神经周围浸润相关。材料与方法:选取2015 - 2021年在我院行喉切除术并同时行颈部淋巴结清扫术,最终病理结局为LSCC的患者91例。两名放射科医生使用3D切片器软件独立进行分割,从每个肿瘤最宽的轴向切片和兴趣体积(voi)中绘制感兴趣区域(roi),以覆盖整个可见的肿瘤。每次分割提取直方图参数和形状特征。计算截断值,并使用类内相关性来衡量观察者之间的一致性。结果:ROI测量仅在淋巴血管侵犯时显示显著差异。VOI测量显示淋巴血管和神经周围浸润和颈部淋巴结转移有显著差异。关键参数包括熵、平均绝对偏差和均匀性。肿瘤分级差异无统计学意义。基于voi的测量在可重复性和诊断广度方面优于基于roi的测量,显示出更高的类内相关值和更显著的病理特征关联。结论:术前增强CT直方图参数及形态特征可用于评价LSCC的肿瘤特征。
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引用次数: 0
Combining the Qualitative and Quantitative Parameters of Dual-layer Detector Spectral Computed Tomography to Predict Intracranial Hemorrhage in Acute Ischemic Stroke Patients After Mechanical Thrombectomy. 结合双层探测光谱计算机断层定性和定量参数预测急性缺血性脑卒中机械取栓术后颅内出血。
IF 1.3 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 Epub Date: 2025-06-13 DOI: 10.1097/RCT.0000000000001780
Manman Cui, Dongliang Hu, Yuanyuan Wu, Yan Liu, Duchang Zhai, Xiuzhi Zhou, Hongyan Wang, Hailong Shang, Shenghong Ju, Guohua Fan, Wu Cai

Aim: To investigate the predictive value of combining qualitative and quantitative parameters from dual-layer spectral detector CT (DLCT) in identifying intracranial hemorrhage (ICH) after mechanical thrombectomy (MT) in patients with acute ischemic stroke and large vessel occlusion (AIS-LVO).

Materials and methods: This retrospective study consecutively enrolled 120 patients with AIS-LVO who underwent MT, followed by DLCT performed 3 hours postprocedure. After applying the inclusion and exclusion criteria, 30 patients were included in the final analysis. Two radiologists independently assessed the presence of high-density areas (HDA) on noncontrast DLCT images. Qualitative imaging signs and quantitative parameters were subsequently obtained through observation and measurement of HDAs. Follow-up CT examinations conducted during hospitalization were reviewed for ICH development. The sensitivity and specificity of the DLCT parameters for early ICH diagnosis were calculated, and the diagnostic accuracy was evaluated using receiver operating characteristic (ROC) curve analysis.

Results: Fifty-five HDAs were detected on DLCT images from 30 patients. Follow-up noncontrast CT confirmed the development of ICH in 19/55 (34.5%) HDAs. Univariate analysis revealed significant differences in the mass effect, low-density edema zone, the median maximum CT value, the median cross-sectional area, the median maximum iodine concentration, the median relative iodine concentration, and the median Z-effective value between the ICH and non-ICH groups were significantly different ( P < 0.05). Multivariate logistic regression identified low-density edema zone and the relative iodine concentration as independent predictors, which were incorporated into a combined diagnostic model. ROC analysis revealed an area under the curve (AUC) of 0.901 (95% CI: 0.807-0.994) for ICH prediction, with a sensitivity of 89.5% and specificity of 80.6%.

Conclusions: The combination of qualitative and quantitative DLCT parameters demonstrated excellent predictive performance for identifying ICH after MT in patients with AIS-LVO.

目的:探讨双层光谱检测CT (dct)定性定量参数结合对急性缺血性脑卒中合并大血管闭塞(AIS-LVO)患者机械取栓(MT)后颅内出血(ICH)的预测价值。材料和方法:本回顾性研究连续入组120例行MT的AIS-LVO患者,术后3小时行dct。应用纳入和排除标准后,30例患者被纳入最终分析。两名放射科医生独立评估了非对比dct图像上高密度区域(HDA)的存在。随后通过观察和测量hda获得定性成像征象和定量参数。回顾住院期间随访的CT检查是否发生脑出血。计算dct参数对早期脑出血诊断的敏感性和特异性,采用受试者工作特征(ROC)曲线分析评估诊断准确性。结果:在30例患者的dct图像上检测到55个hda。随访非对比CT证实19/55例(34.5%)hda发生脑出血。单因素分析显示,脑出血组与非脑出血组在肿块效应、低密度水肿区、最大CT值中位数、横断面积中位数、最大碘浓度中位数、相对碘浓度中位数、z -有效值中位数差异均有统计学意义(P < 0.05)。多因素logistic回归确定低密度水肿区和相对碘浓度为独立预测因子,并将其纳入联合诊断模型。ROC分析显示,预测ICH的曲线下面积(AUC)为0.901 (95% CI: 0.807-0.994),敏感性为89.5%,特异性为80.6%。结论:结合定性和定量dct参数对AIS-LVO患者MT后脑出血的鉴别具有良好的预测效果。
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引用次数: 0
MRI Versus CT in Planning Primary Debulking Surgery for Epithelial Ovarian Cancer. MRI与CT在计划上皮性卵巢癌原发性减体积手术中的比较。
IF 1.3 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2026-01-01 Epub Date: 2025-07-22 DOI: 10.1097/RCT.0000000000001783
Yang Wang, Qingling Yang, Jingliang Zhang, Ye Han, Jun Shu, Shujuan Liu, Yi Huan, Jing Ren

Objective: To assess the performance of whole-abdomen diffusion-weighted imaging (DWI) combined with conventional MRI compared with CT in preoperative planning of the primary debulking surgery (PDS) in epithelial ovarian cancer (EOC) patients.

Methods: Fifty-seven patients with EOC who underwent preoperative whole-abdomen MRI and CT were recruited for this study. During a multidisciplinary treatment (MDT) discussion, anatomical sites were allocated to specialized surgeons and the surgical plan, including assistant and backup surgeons, was finalized. According to the surgical records and pathological diagnoses, the χ 2 test was used to compare the consistency rates of CT and MRI for planning PDS. Diagnostic efficiencies of MRI and CT for planning PDS were compared using a 2-tailed McNemar test.

Results: For the hepatobiliary sites, MRI demonstrated significantly higher sensitivity (0.947 vs. 0.632, P =0.022), specificity (0.842 vs. 0.684, P =0.039), and accuracy (0.912 vs. 0.649, P =0.041) than CT. For gastrointestinal sites, MRI showed a significantly higher sensitivity (0.750 vs. 0.450, P =0.021), specificity (0.941 vs. 0.882, P =0.031), and accuracy (0.807 vs. 0.579, P =0.027) than CT. No significant differences in sensitivity (0.769 vs. 0.385, P =0.289), specificity (0.909 vs. 0.909, P =0.453), or accuracy (0.877 vs. 0.789, P =0.227) were found between MRI and CT for the urological sites. In addition, MRI demonstrated a significantly higher consistency rate with the surgical plans and records (0.667 vs. 0.281, P <0.001) than CT.

Conclusions: MRI offers superior diagnostic efficiency over CT for evaluating sites relevant to hepatobiliary and gastrointestinal surgeons, enhancing the accuracy of surgical planning and potentially becoming the preferred imaging modality for preoperative PDS planning.

目的:评价全腹弥散加权成像(DWI)联合常规MRI与CT在上皮性卵巢癌(EOC)患者原发性减体积手术(PDS)术前规划中的应用价值。方法:对57例术前行全腹MRI和CT检查的EOC患者进行研究。在多学科治疗(MDT)的讨论中,解剖部位被分配给专门的外科医生,手术计划,包括助理和备用外科医生,最终确定。根据手术记录和病理诊断,采用χ2检验比较CT与MRI对规划PDS的符合率。采用双尾McNemar试验比较MRI和CT对规划性PDS的诊断效率。结果:对于肝胆部位,MRI的敏感性(0.947比0.632,P=0.022)、特异性(0.842比0.684,P=0.039)和准确性(0.912比0.649,P=0.041)均显著高于CT。对于胃肠道部位,MRI的敏感性(0.750 vs. 0.450, P=0.021)、特异性(0.941 vs. 0.882, P=0.031)和准确性(0.807 vs. 0.579, P=0.027)均显著高于CT。MRI与CT在泌尿系统部位的敏感性(0.769 vs. 0.385, P=0.289)、特异性(0.909 vs. 0.909, P=0.453)和准确性(0.877 vs. 0.789, P=0.227)均无显著差异。此外,MRI与手术计划和记录的一致性明显更高(0.667 vs. 0.281)。结论:MRI在评估肝胆和胃肠外科手术相关部位方面具有优于CT的诊断效率,提高了手术计划的准确性,有可能成为术前PDS计划的首选成像方式。
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引用次数: 0
Machine Learning Prediction of Rapid Parkinson Disease Progression Using Combined Imaging and Clinical Biomarkers. 结合影像学和临床生物标志物的机器学习预测帕金森病的快速进展。
IF 1.3 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-24 DOI: 10.1097/RCT.0000000000001830
Burcak Yilmaz, Sidharth Sengupta, Laszlo Szidonya, Tahir I Yusufaly, Roma Panchal, Ilker Yaylali, Irene Litvan, Sebastian Obrzut

Objective: Parkinson disease (PD) is a progressive neurodegenerative disorder with highly variable progression rates. Accurate prediction of rapid disease progression is critical for patient management and clinical trial design. This study evaluates the use of machine learning (ML) models to predict rapid PD progression using integrated clinical and imaging biomarkers.

Methods: A retrospective analysis was conducted on 683 patients from the Parkinson's Progression Markers Initiative (PPMI). Mixed effects models for longitudinal data were used to determine PD progression rates, with rapid progression of PD (RPPD) defined as exceeding the cohort mean rate of change in either the Movement Disorder Society's Unified Parkinson's Disease Rating Scale (MDS-UPDRS) total score or the lowest Putamen-Specific Binding ratio (SBR) on I-123 Ioflupane single photon emission tomography (SPECT). The minimum redundancy maximum relevance (MRMR) algorithm identified the most predictive features from a total of 123 features. Support vector machines (SVM) and decision tree (DT) models were trained and evaluated using 5-fold cross-validation and receiver operating characteristic area under the curve (ROC AUC) analysis.

Results: A total of 193 patients (135 males and 68 females) were included. The most predictive feature for RPPD was the lowest putamen SBR (MRMR score=0.44, P<0.001). The SVM model achieved an ROC AUC of 0.86 (95% CI: 0.78-0.91) using the 6 highest-ranked MRMR features, whereas the DT model, using only 2 clinically available features (UPDRS total score and lowest putamen SBR), achieved an ROC AUC of 0.81 (95% CI: 0.73-0.86).

Conclusions: Machine learning models, particularly SVM, demonstrate strong predictive performance in identifying rapid PD progression using multimodal clinical and imaging biomarkers. The integration of SPECT imaging with clinical assessments improves disease trajectory characterization, potentially supporting personalized treatment strategies and optimizing clinical trial design. Future studies should incorporate additional biomarkers and longer follow-up durations to enhance model generalizability.

目的:帕金森病(PD)是一种具有高度可变进展率的进行性神经退行性疾病。准确预测疾病的快速进展对患者管理和临床试验设计至关重要。本研究评估了机器学习(ML)模型的使用,通过综合临床和成像生物标志物来预测PD的快速进展。方法:对683例帕金森病进展标志物计划(PPMI)患者进行回顾性分析。纵向数据的混合效应模型用于确定PD进展率,PD的快速进展(RPPD)定义为超过运动障碍学会统一帕金森病评定量表(MDS-UPDRS)总分的队列平均变化率,或超过I-123碘氟烷单光子发射断层扫描(SPECT)上最低的壳核特异性结合比(SBR)。最小冗余最大相关性(MRMR)算法从总共123个特征中识别出最具预测性的特征。支持向量机(SVM)和决策树(DT)模型通过5倍交叉验证和受试者工作特征曲线下面积(ROC AUC)分析进行训练和评估。结果:共纳入193例患者,其中男135例,女68例。RPPD最具预测性的特征是最低的壳核SBR (MRMR评分=0.44)。结论:机器学习模型,特别是SVM,在使用多模式临床和成像生物标志物识别PD快速进展方面表现出很强的预测性能。SPECT成像与临床评估的整合改善了疾病轨迹表征,潜在地支持个性化治疗策略和优化临床试验设计。未来的研究应纳入更多的生物标志物和更长的随访时间,以提高模型的普遍性。
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Journal of Computer Assisted Tomography
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