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FDG uptake of pulmonary lesions in synchronous primary lung cancers and lung metastases 同步原发性肺癌和肺转移瘤肺部病变的 FDG 摄取量
Pub Date : 2024-03-01 DOI: 10.1016/j.redii.2024.100041
Sebastian Karpinski , Zamzam AL Bimani , Jessica L. Dobson , Wanzhen Zeng

Purpose

In lung cancer patients, the distinction between synchronous primary lung cancer and intrapulmonary metastasis can be challenging. The intensity of FDG uptake in pulmonary lesions has been shown to be potentially useful in classifying synchronous lung cancer. The aim of this retrospective study is to investigate the effectiveness of FDG uptake in differentiating metastases from synchronous primary lesions in the setting of lung cancer.

Methods

Consecutive patients with primary lung cancer with two or more malignant lung lesions referred for (18F)-FDG PET-CT imaging between 2010 and 2019 were reviewed and classified into synchronous and metastasis groups. Lesional maximum standardized uptake values (SUVmax), relative differences in SUVmax and SUVmax ratios were calculated and compared using receiver operating characteristic (ROC) curve analysis. Intra-group correlation in SUVmax between lesion pairs was examined using Pearson's and Spearman's correlation analysis.

Results

94 patients were included for analysis, divided into synchronous (n = 62; 68 lesion pairs) and metastasis (n = 32; 33 lesion pairs) groups. The correlation of FDG uptake between lesions in the metastasis group was strong (r = 0.81). A significant difference in mean relative difference in SUVmax (synchronous: 0.50±0.23 metastasis: 0.34±0.17, p = 0.001) and mean SUVmax ratio (synchronous: 2.6 ± 1.7 metastasis: 1.7 ± 0.6, p < 0.001) was observed. ROC analysis revealed a fair AUC (0.71–0.72) for these parameters, with an associated sensitivity of 59 % and specificity of 82 % at optimal cut-off values.

Conclusion

Differences in FDG uptake intensity among multiple synchronously presenting malignant nodules may be helpful to distinguish second primary lung tumours from metastatic spread.

目的 在肺癌患者中,区分同步原发性肺癌和肺内转移瘤可能具有挑战性。研究表明,肺部病灶的 FDG 摄取强度可能有助于对同步肺癌进行分类。本回顾性研究的目的是探讨FDG摄取在肺癌同步原发病灶与转移灶之间的鉴别效果。方法回顾2010年至2019年期间转诊进行(18F)-FDG PET-CT成像的具有两个或两个以上肺部恶性病灶的连续原发性肺癌患者,并将其分为同步组和转移组。通过接收者操作特征(ROC)曲线分析,计算并比较了病灶最大标准化摄取值(SUVmax)、SUVmax相对差异和SUVmax比值。结果共纳入 94 例患者进行分析,分为同步组(62 例;68 个病灶对)和转移组(32 例;33 个病灶对)。转移组病灶间的 FDG 摄取相关性很强(r = 0.81)。观察到平均 SUVmax 相对差异(同步:0.50±0.23 转移:0.34±0.17,p = 0.001)和平均 SUVmax 比值(同步:2.6 ± 1.7 转移:1.7 ± 0.6,p <0.001)存在明显差异。ROC分析显示,这些参数的AUC(0.71-0.72)尚可,在最佳临界值下,相关敏感性为59%,特异性为82%。
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引用次数: 0
Non-visualization of axillary pathological lymph nodes in breast cancer patients on SPECT/CT and during operation 乳腺癌患者在 SPECT/CT 和手术中未显示腋窝病理淋巴结
Pub Date : 2024-03-01 DOI: 10.1016/j.redii.2024.100040
Shenghua Zhu , Ramin Akbarian Aghdam , Sophia Liu , Rebecca E. Thornhill , Wanzhen Zeng

Background

Recent studies have shown that an increased number of axillary lymph node metastases is associated with non-visualized lymph nodes. The purpose of the study was to retrospectively analyze the incidence and characteristics of non-visualized sentinel lymph nodes (SLNs) in nodal metastases in breast cancer patients.

Methods

Consecutive women with breast cancer referred for lymphoscintigraphy from January 2021 to November 2022 were reviewed retrospectively. Findings from resected SLNs and non-SLNs and relevant histopathology were collected and analyzed.

Results

500 patients diagnosed with breast cancer were reviewed, excluding 93 patients due to neoadjuvant therapy, DCIS, recurrence, or incomplete clinical documentation. Of the 407 remaining patients, 108 patients were positive for axillary lymph node metastases (24 %) and were the focus of the study. Of this patient cohort, 38 patients (35 %) had non-detected SLNs by intraoperative gamma probe and 43 (40 %) had non-visualized SLNs by lymphoscintigraphy. There was statistically significant difference in primary tumor size (39.8 mm versus 28.9 mm), number of resected (6.9 ± 4.4 versus 4.6 ± 2.4) and positive (3.4 ± 2.2 versus 1.6 ± 1.3) lymph nodes, size (13.8 ± 6.1 mm versus 8.1 ± 4.5 mm), tumor grade and tumor stage between the SLN non-visualized and visualized groups. The multivariate logistic regression analysis showed that only lymph node size and number of lymph nodes resected were independent factors associated with SLN non-visualization.

Conclusions

We reported a high non-visualization rate of SLN in breast cancer patients with pathology-proven positive axillary nodes. The causes of the SLN non-visualization are not well understood and warrants further exploration.

背景最近的研究表明,腋窝淋巴结转移数量的增加与未显像淋巴结有关。本研究旨在回顾性分析乳腺癌患者结节转移中未显影前哨淋巴结(SLN)的发生率和特征。方法回顾性分析 2021 年 1 月至 2022 年 11 月期间转诊进行淋巴管造影的连续女性乳腺癌患者。结果对 500 例确诊为乳腺癌的患者进行了回顾性研究,排除了 93 例因新辅助治疗、DCIS、复发或临床文件不完整而确诊的患者。在剩余的 407 名患者中,108 名患者(24%)腋窝淋巴结转移阳性,成为研究的重点。在这批患者中,38 名患者(35%)术中伽马探针未检测到 SLN,43 名患者(40%)淋巴管造影未显示 SLN。在原发肿瘤大小(39.8 毫米对 28.9 毫米)、切除淋巴结数量(6.9 ± 4.4 对 4.6 ± 2.4)和阳性淋巴结数量(3.4 ± 2.2 对 1.6 ± 1.3)、淋巴结大小(13.8 ± 6.1 毫米对 8.1 ± 4.5 毫米)、肿瘤分级和肿瘤分期方面,未显示 SLN 组和显示 SLN 组之间存在显著统计学差异。多变量逻辑回归分析显示,只有淋巴结大小和切除淋巴结数量是与 SLN 未显影相关的独立因素。SLN未显影的原因尚不清楚,值得进一步探讨。
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引用次数: 0
Addition of contrast in ultrasound screening for hepatocellular carcinoma 在肝细胞癌超声筛查中加入造影剂
Pub Date : 2024-02-07 DOI: 10.1016/j.redii.2023.100039
Kathryn McGillen , Nabeal Aljabban , Robert Wu , Benjamin Shin , Ian Schreibman , Franklin Luke , James Birkholz

Objective

Screening ultrasound for hepatocellular carcinoma (HCC) identifies lesions which require further characterization by a contrast-enhanced exam to non-invasively diagnose HCC. While ultrasound is recommended in screening, some HCC can be occult on grayscale imaging. The purpose of this study was to determine if the addition of ultrasound contrast (sulfahexafluoride) to screening ultrasound for HCC can identify more HCC lesions than grayscale sonographic imaging alone.

Methods

All HCC screening ultrasounds that also had contrast were evaluated in this retrospective study. Patients with a focal lesion seen only after administration of contrast (OAC) were noted, as well as any follow-up imaging or pathology results. Additional variables collected included patient demographics, cirrhosis type, and laboratory values.

Results

230 unique patients were included, of which 160 had imaging or pathology follow-up. 18 of these patients had an OAC lesion, of which 17 had follow-up. Among these OACs, there was one LIRADS M lesion (1/18, 5.6 %) and one bland portal vein thrombus identified, which were both confirmed on follow-up imaging. All LIRADS 4 OAC lesions were downgraded. No additional HCC were identified on follow-up imaging or pathology of these patients.

Conclusion

Addition of contrast to screening ultrasound did identify additional lesions, portal vein thrombus, and high grade malignancy. However, as the incidence of OAC lesions was low (7.8 %, 18/230) and most of the lesions were not malignant, addition of post contrast sweeps through the liver is of low value in the low to medium at-risk cirrhotic population in identifying occult HCC.

目的通过超声波筛查肝细胞癌(HCC)可发现病变,这些病变需要通过造影剂增强检查来进一步确定特征,从而对 HCC 进行无创诊断。虽然超声波是筛查的推荐方法,但一些 HCC 在灰度成像中可能是隐匿性的。本研究的目的是确定在 HCC 超声筛查中加入超声造影剂(氟化磺胺)是否能比单独的灰度超声成像识别出更多的 HCC 病灶。这项回顾性研究对所有使用造影剂的 HCC 筛查超声波进行了评估,并记录了使用造影剂(OAC)后才发现病灶的患者,以及任何后续成像或病理结果。收集的其他变量包括患者的人口统计学特征、肝硬化类型和实验室值。这些患者中有 18 人有 OAC 病变,其中 17 人接受了随访。在这些 OAC 中,发现了一个 LIRADS M 病变(1/18,5.6%)和一个门静脉血栓,这两个病变均在随访造影中得到证实。所有 LIRADS 4 OAC 病变均被降级。结论 在超声筛查中加入造影剂确实能发现更多病变、门静脉血栓和高级别恶性肿瘤。然而,由于OAC病变的发生率很低(7.8%,18/230),而且大多数病变都不是恶性的,因此在中低风险肝硬化患者中增加造影剂后肝脏扫描对识别隐匿性HCC的价值很低。
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引用次数: 0
Lumbar muscle involvement in the occurrence of osteoporotic vertebral fracture 腰肌参与骨质疏松性脊椎骨折的发生
Pub Date : 2024-02-01 DOI: 10.1016/j.redii.2023.100037
Constance Lambeaux , Franck Lapègue , Hélio Fayolle , Yannick Degboe , Hélène Chiavassa-Gandois , Hubert Basselerie , Céline Goumarre , Romain Bilger , Nicolas Sans , Marie Faruch-Bilfeld

Objective

To determine if a lumbar musculature deficiency (paravertebral – PVM – and psoas – PM – muscles) is associated with a higher prevalence of vertebral fractures in osteoporotic patients.

Methods

To constitute the fracture group, data were collected retrospectively from patients with one or more recent osteoporotic vertebral fractures between T10 and L5 such as non-injected computerized tomography (CT), dual-energy X-ray absorptiometry (DXA). A control group was made by matching the patients on age, bone mineral density measured by DXA and gender. We analyzed PM and PVM atrophy based on cross-sectional area (CSA) adjusted to the body area as well as fatty infiltration on a 3-level scale and the average muscle density in Hounsfield units (HU).

Results

One hundred seventeen patients were included in each group. The fracture group had a lower PVM CSA than the control group (2197.92 ± 460.19 versus 2335.20 ± 394.42 mm2.m−2, respectively p = 0.015), but there was no significant difference in the PM (746.92 ± 197.89 versus 731.74 ± 215.53 mm2.m−2, respectively p = 0.575). The fracture group had a higher grade of fatty infiltration than the control group (PM: 1.3 ± 0.46 versus 1.07 ± 0.25, p < 0.001; PVM: 1.93 ± 0.5 versus 1.74 ± 0.5, p = 0.003) and a lower average muscle density (PM: 26.99 ± 12.83 versus 33.91 ± 8.12 HU, p < 0.001; PVM: 3.42 ± 21.06 versus 12.94 ± 18.88 HU, p < 0.001).

Conclusion

This study shows an association between a lack of axial musculature and the occurrence of osteoporotic vertebral fractures. Preventive strengthening exercises could be proposed to osteoporotic patients.

目的 确定腰部肌肉组织(椎旁肌-PVM 和腰大肌-PM)缺陷是否与骨质疏松症患者椎体骨折发生率较高有关。方法 对近期在 T10 至 L5 之间发生过一次或多次骨质疏松症性椎体骨折的患者进行回顾性数据收集,如非注射式计算机断层扫描(CT)、双能量 X 射线吸收测量(DXA),以构成骨折组。根据患者的年龄、DXA 测量的骨矿密度和性别进行配对,形成对照组。我们根据与身体面积相适应的横截面积(CSA)分析了 PM 和 PVM 的萎缩情况,还根据三级脂肪浸润和以 Hounsfield 单位(HU)为单位的平均肌肉密度进行了分析。骨折组的 PVM CSA 低于对照组(分别为 2197.92 ± 460.19 对 2335.20 ± 394.42 mm2.m-2,p = 0.015),但 PM 没有显著差异(分别为 746.92 ± 197.89 对 731.74 ± 215.53 mm2.m-2,p = 0.575)。骨折组的脂肪浸润等级高于对照组(PM:1.3 ± 0.46 对 1.07 ± 0.25,p < 0.001;PVM:1.93 ± 0.5 对 1.74 ± 0.5,p = 0.003),平均肌肉密度较低(PM:26.99 ± 12.83 对 33.91 ± 8.12 HU,p < 0.001; PVM: 3.42 ± 21.06 versus 12.94 ± 18.88 HU, p < 0.001)。建议骨质疏松症患者进行预防性强化训练。
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引用次数: 0
Feasibility of deep learning-reconstructed thin-slice single-breath-hold HASTE for detecting pancreatic lesions: A comparison with two conventional T2-weighted imaging sequences 深度学习-重建薄片单次呼吸HASTE检测胰腺病变的可行性:与两种传统T2加权成像序列的比较
Pub Date : 2024-01-31 DOI: 10.1016/j.redii.2023.100038
Kai Liu , Qing Li , Xingxing Wang , Caixia Fu , Haitao Sun , Caizhong Chen , Mengsu Zeng

Objective

The objective of this study was to evaluate the clinical feasibility of deep learning reconstruction-accelerated thin-slice single-breath-hold half-Fourier single-shot turbo spin echo imaging (HASTEDL) for detecting pancreatic lesions, in comparison with two conventional T2-weighted imaging sequences: compressed-sensing HASTE (HASTECS) and BLADE.

Methods

From March 2022 to January 2023, a total of 63 patients with suspected pancreatic-related disease underwent the HASTEDL, HASTECS, and BLADE sequences were enrolled in this retrospectively study. The acquisition time, the pancreatic lesion conspicuity (LCP), respiratory motion artifact (RMA), main pancreatic duct conspicuity (MPDC), overall image quality (OIQ), signal-to-noise ratio (SNR), and contrast-noise-ratio (CNR) of the pancreatic lesions were compared among the three sequences by two readers.

Results

The acquisition time of both HASTEDL and HASTECS was 16 s, which was significantly shorter than that of 102 s for BLADE. In terms of qualitative parameters, Reader 1 and Reader 2 assigned significantly higher scores to the LCP, RMA, MPDC, and OIQ for HASTEDL compared to HASTECS and BLADE sequences; As for the quantitative parameters, the SNR values of the pancreatic head, body, tail, and lesions, the CNR of the pancreatic lesion measured by the two readers were also significantly higher for HASTEDL than for HASTECS and BLADE sequences.

Conclusions

Compared to conventional T2WI sequences (HASTECS and BLADE), deep-learning reconstructed HASTE enables thin slice and single-breath-hold acquisition with clinical acceptable image quality for detection of pancreatic lesions.

目的本研究旨在评估深度学习重建-加速薄层单呼吸半傅里叶单次涡轮自旋回波成像(HASTEDL)与两种常规T2加权成像序列:压缩传感HASTE(HASTECS)和BLADE相比,在检测胰腺病变方面的临床可行性。方法从2022年3月至2023年1月,共有63名疑似胰腺相关疾病患者接受了HASTEDL、HASTECS和BLADE序列的回顾性研究。两位读者比较了三种序列的采集时间、胰腺病变的清晰度(LCP)、呼吸运动伪影(RMA)、主胰管清晰度(MPDC)、总体图像质量(OIQ)、信噪比(SNR)和对比度-噪声比(CNR)。在定性参数方面,读者1和读者2对HASTEDL的LCP、RMA、MPDC和OIQ评分均明显高于HASTECS和BLADE序列;在定量参数方面,两位读者测量的胰头、胰体、胰尾和病灶的信噪比值以及胰腺病灶的CNR均明显高于HASTECS和BLADE序列。结论与传统的 T2WI 序列(HASTECS 和 BLADE)相比,深度学习重建的 HASTEDL 可进行薄切片和单次呼吸采集,其图像质量可为临床接受,可用于检测胰腺病变。
{"title":"Feasibility of deep learning-reconstructed thin-slice single-breath-hold HASTE for detecting pancreatic lesions: A comparison with two conventional T2-weighted imaging sequences","authors":"Kai Liu ,&nbsp;Qing Li ,&nbsp;Xingxing Wang ,&nbsp;Caixia Fu ,&nbsp;Haitao Sun ,&nbsp;Caizhong Chen ,&nbsp;Mengsu Zeng","doi":"10.1016/j.redii.2023.100038","DOIUrl":"https://doi.org/10.1016/j.redii.2023.100038","url":null,"abstract":"<div><h3>Objective</h3><p>The objective of this study was to evaluate the clinical feasibility of deep learning reconstruction-accelerated thin-slice single-breath-hold half-Fourier single-shot turbo spin echo imaging (HASTE<sub>DL</sub>) for detecting pancreatic lesions, in comparison with two conventional T2-weighted imaging sequences: compressed-sensing HASTE (HASTE<sub>CS</sub>) and BLADE.</p></div><div><h3>Methods</h3><p>From March 2022 to January 2023, a total of 63 patients with suspected pancreatic-related disease underwent the HASTE<sub>DL</sub>, HASTE<sub>CS</sub>, and BLADE sequences were enrolled in this retrospectively study. The acquisition time, the pancreatic lesion conspicuity (LC<sub>P</sub>), respiratory motion artifact (RMA), main pancreatic duct conspicuity (MPDC), overall image quality (OIQ), signal-to-noise ratio (SNR), and contrast-noise-ratio (CNR) of the pancreatic lesions were compared among the three sequences by two readers.</p></div><div><h3>Results</h3><p>The acquisition time of both HASTE<sub>DL</sub> and HASTE<sub>CS</sub> was 16 s, which was significantly shorter than that of 102 s for BLADE. In terms of qualitative parameters, Reader 1 and Reader 2 assigned significantly higher scores to the LC<sub>P</sub>, RMA, MPDC, and OIQ for HASTE<sub>DL</sub> compared to HASTE<sub>CS</sub> and BLADE sequences; As for the quantitative parameters, the SNR values of the pancreatic head, body, tail, and lesions, the CNR of the pancreatic lesion measured by the two readers were also significantly higher for HASTE<sub>DL</sub> than for HASTE<sub>CS</sub> and BLADE sequences.</p></div><div><h3>Conclusions</h3><p>Compared to conventional T2WI sequences (HASTE<sub>CS</sub> and BLADE), deep-learning reconstructed HASTE enables thin slice and single-breath-hold acquisition with clinical acceptable image quality for detection of pancreatic lesions.</p></div>","PeriodicalId":74676,"journal":{"name":"Research in diagnostic and interventional imaging","volume":"9 ","pages":"Article 100038"},"PeriodicalIF":0.0,"publicationDate":"2024-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772652523000170/pdfft?md5=721bb9a7136e8ca36e5bc3782b2f206e&pid=1-s2.0-S2772652523000170-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139653698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A patient-specific timing protocol for improved CT pulmonary angiography 改进CT肺血管造影的患者特异性时间方案
Pub Date : 2023-11-16 DOI: 10.1016/j.redii.2023.100036
Yixiao Zhao , Logan Hubbard , Shant Malkasian , Pablo Abbona M.D. , Vijay Bosemani M.D. , Sabee Molloi Ph.D.

Rationale and objectives

To improve the image quality of CT pulmonary angiography (CTPA) using a patient-specific timing protocol.

Material and methods

A total of 24 swine (48.5 ± 14.3 kg) underwent continuous contrast-enhanced dynamic CT acquisition over 30 s to capture the pulmonary arterial input function (AIF). Multiple contrast injections were made under different cardiac outputs (1.4–5.1 L/min), resulting in a total of 154 AIF curves. The volume scans with maximal enhancement in these AIF curves were retrospectively selected as the reference standard (group A). Two prospective CTPA protocols with bolus-tracking were then simulated using these AIF curves: one used a fixed delay of 5 s between triggering and CTPA acquisition (group B), while the other used a specific delay based on one-half of the contrast injection duration (group C). The mean attenuation, signal-to-noise (SNR) and contrast-to-noise ratios (CNR) between the three groups were then compared using independent sample t-test. Subjective image quality scores were also compared using Wilcoxon-Mann-Whitney test.

Results

The mean attenuation of pulmonary arteries for group A, B and C (expressed in [HU]) were 870.1 ± 242.5 HU, 761.1 ± 246.7 HU and 825.2 ± 236.8 HU, respectively. The differences in the mean SNR and CNR between Group A and Group C were not significant (SNR: 65.2 vs. 62.4, CNR: 59.6 vs. 56.4, both p > 0.05), while Group B was significantly lower than Group A (p < 0.05).

Conclusion

The image quality of CT pulmonary angiography is significantly improved with a timing protocol determined using contrast injection delivery time, as compared with a standard timing protocol with a fixed delay between bolus triggering and image acquisition.

目的:采用患者特异性时间方案,提高CT肺血管造影(CTPA)的图像质量。材料与方法24头猪(48.5±14.3 kg)在30 s内进行连续增强动态CT采集,以捕捉肺动脉输入功能(AIF)。在不同心输出量(1.4 ~ 5.1 L/min)下多次注射造影剂,共得到154条AIF曲线。回顾性选择在这些AIF曲线中具有最大增强的体积扫描作为参考标准(A组)。然后使用这些AIF曲线模拟两种具有剂量跟踪的前瞻性CTPA方案:一组在触发和CTPA采集之间使用5秒的固定延迟(B组),而另一组使用基于造影剂注射时间的一半的特定延迟(C组)。然后使用独立样本t检验比较三组之间的平均衰减,信噪比(SNR)和对比噪声比(CNR)。采用Wilcoxon-Mann-Whitney检验比较主观图像质量得分。结果A、B、C组肺动脉平均衰减(以[HU]表示)分别为870.1±242.5 HU、761.1±246.7 HU、825.2±236.8 HU。A组与C组的平均SNR和CNR差异无统计学意义(SNR: 65.2 vs. 62.4, CNR: 59.6 vs. 56.4, p >0.05),而B组显著低于A组(p <0.05)。结论采用造影剂注射时间确定的定时方案,与标准定时方案相比,可显著提高CT肺血管造影的图像质量,标准定时方案在注射触发和图像采集之间有固定的延迟。
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引用次数: 0
Potential added value of an AI software with prediction of malignancy for the management of incidental lung nodules 预测恶性肿瘤的人工智能软件在偶然性肺结节治疗中的潜在附加值
Pub Date : 2023-10-21 DOI: 10.1016/j.redii.2023.100031
Bastien Michelin , Aïssam Labani , Pascal Bilbault , Catherine Roy , Mickaël Ohana

Purpose

To determine the impact of an artificial intelligence software predicting malignancy in the management of incidentally discovered lung nodules.

Materials and methods

In this retrospective study, all lung nodules ≥ 6 mm and ≤ 30 mm incidentally discovered on emergency CT scans performed between June 1, 2017 and December 31, 2017 were assessed. Artificial intelligence software using deep learning algorithms was applied to determine their likelihood of malignancy: most likely benign (AI score < 50%), undetermined (AI score 50–75%) or probably malignant (AI score > 75%). Predictions were compared to two-year follow-up and Brock's model.

Results

Ninety incidental pulmonary nodules in 83 patients were retrospectively included. 36 nodules were benign, 13 were malignant and 41 remained indeterminate at 2 years follow-up.

AI analysis was possible for 81/90 nodules. The 34 benign nodules had an AI score between 0.02% and 96.73% (mean = 48.05 ± 37.32), while the 11 malignant nodules had an AI score between 82.89% and 100% (mean = 93.9 ± 2.3). The diagnostic performance of the AI software for positive diagnosis of malignant nodules using a 75% malignancy threshold was: sensitivity = 100% [95% CI 72%-100%]; specificity = 55.8% [38–73]; PPV = 42.3% [23–63]; NPV = 100% [82–100]. With its apparent high NPV, the addition of an AI score to the initial CT could have avoided a guidelines-recommended follow-up in 50% of the benign pulmonary nodules (6/12 nodules).

Conclusion

Artificial intelligence software using deep learning algorithms presents a strong NPV (100%, with a 95% CI 82–100), suggesting potential use for reducing the need for follow-up of nodules categorized as benign.

目的确定预测恶性肿瘤的人工智能软件在偶然发现的肺结节管理中的影响。材料和方法在这项回顾性研究中,对2017年6月1日至2017年12月31日期间在急诊CT扫描中偶然发现的所有≥6mm和≤30mm的肺结节进行了评估。应用使用深度学习算法的人工智能软件来确定他们患恶性肿瘤的可能性:最有可能是良性(AI评分<;50%)、不确定(AI评分50-75%)或可能是恶性(AI评分>;75%)。将预测结果与两年随访和Brock模型进行比较。结果回顾性分析83例患者的90个偶发性肺结节。36个结节是良性的,13个是恶性的,41个在2年的随访中仍然不确定。对于81/90个结节可以进行AI分析。34个良性结节的AI得分在0.02%-96.73%之间(平均值=48.05±37.32),而11个恶性结节的AI评分在82.89%和100%之间(平均数=93.9±2.3)。使用75%恶性阈值对恶性结节进行阳性诊断的AI软件的诊断性能为:灵敏度=100%[95%CI 72%-100%];特异性=55.8%[38-73];PPV=42.3%[23-63];NPV=100%[82-100]。由于其明显的高NPV,在初始CT中添加AI评分本可以避免指南建议的50%良性肺结节(6/12个结节)的随访。结论使用深度学习算法的人工智能软件呈现出强大的NPV(100%,95%CI 82-100),提示可能用于减少对归类为良性结节的随访需求。
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引用次数: 0
Improved visualization of free-running cardiac magnetic resonance by respiratory phase using principal component analysis 利用主成分分析改进了呼吸期心脏磁共振自由运行的可视化
Pub Date : 2023-10-03 DOI: 10.1016/j.redii.2023.100035
Ummul Afia Shammi , Zhijian Luan , Jia Xu , Aws Hamid , Lucia Flors , Joanne Cassani , Talissa A. Altes , Robert P. Thomen , Steven R. Van Doren

Rationale and objectives

To support cardiac MR acquisitions during breathing without ECG, we developed software to mitigate the effects of respiratory displacement of the heart. The algorithm resolves respiratory motions and cardiac cycles from DICOM files. The new software automatically detects heartbeats from expiration and inspiration to decrease apparent respiratory motion.

Materials and methods

Our software uses principal component analysis to resolve respiratory motions from cardiac cycles. It groups heartbeats from expiration and inspiration to decrease apparent respiratory motion. The respiratory motion correction was evaluated on short-axis views (acquired with compressed sensing) of 11 healthy subjects and 8 cardiac patients. Two expert radiologists, blinded to the processing, assessed the dynamic images in terms of blood-myocardial contrast, endocardial interface definition, and motion artifacts.

Results

The smallest correlation coefficients between end-systolic frames of the original dynamic scans averaged 0.79. After segregation of cardiac cycles by respiratory phase, the mean correlation coefficients between cardiac cycles were 0.94±0.03 at end-expiration and 0.90±0.08 at end-inspiration. The improvements in correlation coefficients were significant in paired t-tests for healthy subjects and heart patients at end-expiration. Clinical assessment preferred cardiac cycles during end-expiration, which maintained or enhanced scores in 90% of healthy subjects and 83% of the heart patients. Performance remained high with arrhythmia and irregular breathing present.

Conclusion

Heartbeats collected from end-expiration mitigate respiratory motion and are accessible by applying the new software to DICOM files from real-time CMR. Inspiratory heartbeats are also accessible for examination of arrhythmias or abnormalities at end-inspiration.

原理和目的为了支持在无心电图的呼吸过程中进行心脏MR采集,我们开发了软件来减轻心脏呼吸移位的影响。该算法从DICOM文件中解析呼吸运动和心动周期。新软件自动检测呼气和吸气时的心跳,以减少明显的呼吸运动。材料和方法我们的软件使用主成分分析来解析心动周期中的呼吸运动。它将呼气和吸气的心跳分组,以减少明显的呼吸运动。在11名健康受试者和8名心脏病患者的短轴视图(通过压缩传感获得)上评估呼吸运动校正。两名专业放射科医生对处理过程视而不见,从心肌对比度、心内膜界面定义和运动伪影等方面评估了动态图像。结果原始动态扫描的收缩末期帧之间的最小相关系数平均为0.79。按呼吸期划分心动周期后,呼气末心动周期和吸气末心动周期的平均相关系数分别为0.94±0.03和0.90±0.08。健康受试者和心脏病患者在呼气末的配对t检验中,相关系数的改善是显著的。临床评估首选呼气末的心动周期,这在90%的健康受试者和83%的心脏病患者中保持或提高了评分。表现仍然很高,出现心律失常和呼吸不规则。结论呼气末采集的心跳可减轻呼吸运动,并可通过将新软件应用于实时CMR的DICOM文件来访问。吸气心跳也可用于检查吸气结束时的心律失常或异常。
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引用次数: 0
Tomosynthesis performance compared to radiography and computed tomography for sacroiliac joint structural damage detection in patients with suspected axial spondyloarthritis Tomosynthesis与放射学和计算机断层扫描在疑似轴性脊椎关节炎患者骶髂关节结构损伤检测中的比较
Pub Date : 2023-09-19 DOI: 10.1016/j.redii.2023.100034
William Wantz , Julien Le Roy , Cédric Lukas , Catherine Cyteval , Maxime Pastor

Purpose

To compare tomosynthesis performance to radiography for the differentiation of sacroiliitis versus normal or degenerative changes in sacroiliac joints in patients with suspected axial spondyloarthritis (SpA).

Materials and methods

Radiography, tomosynthesis and CT of sacroiliac joints (29 patients) were performed on the same day in consecutive patients with suspected SpA. The examinations were retrospectively read independently, blinded by two radiologists (one junior and one senior, and twice by one junior). Interobserver and intraobserver agreement was evaluated using the kappa coefficient. Effective doses for each imaging sensitivity, specificity and accuracy were assessed and compared with CT as gold standard.

Results

CT detected 15/58 joints with sacroiliitis. The imaging sensitivity, specificity and accuracy were 60%, 84% and 44%, respectively, for radiography and 87%, 91% and 77% for tomosynthesis. The mean effective dose for tomosynthesis was significantly lower than that of CT (5-fold less) and significantly higher than that of radiography (8-fold more).

Conclusion

Tomosynthesis is superior to radiography for sacroiliitis detection in patients with suspected SpA, with 5-fold less radiation exposure than CT.

目的比较断层合成与X线摄影在鉴别疑似轴性脊椎关节炎(SpA)患者骶髂关节炎与正常或退行性变化方面的表现。材料和方法连续29例疑似SpA患者在同一天进行了骶髂关节的X线、断层合成和CT检查。两名放射科医生(一名初级和一名高级放射科医生,一名初级放射科医生两次)对检查进行独立回顾性阅读。使用kappa系数评估观察者之间和观察者内部的一致性。评估每种成像的有效剂量的敏感性、特异性和准确性,并将其与CT作为金标准进行比较。结果CT检出15/58个骶髂关节炎。射线照相的成像灵敏度、特异性和准确性分别为60%、84%和44%,断层合成的成像灵敏度为87%、91%和77%。断层合成的平均有效剂量显著低于CT(少5倍),显著高于放射线照相(多8倍)。
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引用次数: 0
Changes in blood and renal function in patients after cerebral digital subtraction angiography 脑数字减影血管造影术后患者血液和肾功能的变化
Pub Date : 2023-09-01 DOI: 10.1016/j.redii.2023.100032
Juan Manuel Marquez-Romero , Marco Zenteno , Antonio Arauz

Objective

Describe the incidence of contrast-induced acute renal injury (CI-AKI) and the changes in hematocrit in a cohort of patients undergoing elective cerebral digital subtraction angiography (DSA).

Methods

In this prospective study, patients undergoing cerebral DSA were assessed for hematocrit level and CI-AKI risk factors before the procedure and for developing CI-AKI 72 h after exposure to the contrast media.

Results

Among 215 patients (109 men, mean age 36.6 years). The most frequently found CI-AKI risk factor was hypertension. There were no cases of permanent renal impairment after 14 days. Significant changes were observed in hematocrit (45.7 ± 4.9, vs. 44.5 ± 4.6, p = 0.001), estimated creatinine clearance (129.7 ± 48.3, vs. 123.1 ± 40.5, p = 0.002), and serum creatinine (0.72 ± 0.19, vs 0.74 ± 0.18, p = 0.031). The mean change in serum creatinine 72 h after contrast administration was +0.27 ± 0.10 mg/dL (p < 0.05).

Conclusions

The incidence of CI-AKI after elective cerebral DSA was 1.4%. A significant decrease in hematocrit was observed up to 72 h after the procedure.

目的描述一组接受选择性脑数字减影血管造影术(DSA)的患者中造影剂诱导的急性肾损伤(CI-AKI)的发生率和红细胞压积的变化,接受脑DSA的患者在手术前评估红细胞压积水平和CI-AKI风险因素,并在暴露于造影剂72小时后评估CI-AKI。结果215例患者中男性109例,平均年龄36.6岁。最常见的CI-AKI危险因素是高血压。14天后无永久性肾功能损害病例。红细胞压积(45.7±4.9,vs.44.5±4.6,p=0.001)、估计肌酐清除率(129.7±48.3,vs.123.1±40.5,p=0.002)发生显著变化,血清肌酸酐(0.72±0.19,vs 0.74±0.18,p=0.031)。对比剂给药后72小时血清肌酸酐的平均变化为+0.27±0.10 mg/dL(p<0.05)。结论选择性脑DSA后CI-AKI的发生率为1.4%。术后72小时血细胞比容显著下降。
{"title":"Changes in blood and renal function in patients after cerebral digital subtraction angiography","authors":"Juan Manuel Marquez-Romero ,&nbsp;Marco Zenteno ,&nbsp;Antonio Arauz","doi":"10.1016/j.redii.2023.100032","DOIUrl":"10.1016/j.redii.2023.100032","url":null,"abstract":"<div><h3>Objective</h3><p>Describe the incidence of contrast-induced acute renal injury (CI-AKI) and the changes in hematocrit in a cohort of patients undergoing elective cerebral digital subtraction angiography (DSA).</p></div><div><h3>Methods</h3><p>In this prospective study, patients undergoing cerebral DSA were assessed for hematocrit level and CI-AKI risk factors before the procedure and for developing CI-AKI 72 h after exposure to the contrast media.</p></div><div><h3>Results</h3><p>Among 215 patients (109 men, mean age 36.6 years). The most frequently found CI-AKI risk factor was hypertension. There were no cases of permanent renal impairment after 14 days. Significant changes were observed in hematocrit (45.7 ± 4.9, vs. 44.5 ± 4.6, <em>p</em> = 0.001), estimated creatinine clearance (129.7 ± 48.3, vs. 123.1 ± 40.5, <em>p</em> = 0.002), and serum creatinine (0.72 ± 0.19, vs 0.74 ± 0.18, <em>p</em> = 0.031). The mean change in serum creatinine 72 h after contrast administration was +0.27 ± 0.10 mg/dL (<em>p</em> &lt; 0.05).</p></div><div><h3>Conclusions</h3><p>The incidence of CI-AKI after elective cerebral DSA was 1.4%. A significant decrease in hematocrit was observed up to 72 h after the procedure.</p></div>","PeriodicalId":74676,"journal":{"name":"Research in diagnostic and interventional imaging","volume":"7 ","pages":"Article 100032"},"PeriodicalIF":0.0,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46198082","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Research in diagnostic and interventional imaging
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