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Testicular arterial blood flow volume in predicting semen improvement following microscopic subinguinal varicocelectomy. 预测显微镜下精索静脉曲张切除术后精液改善情况的睾丸动脉血流量。
IF 2.9 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-09-26 DOI: 10.21037/qims-24-105
Wei Fu, Jun Cui, Shaoshan Tang

Background: Varicocele is a significant but treatable contributor to male infertility. The efficacy of varicocelectomy in improving sperm quality is not consistent, with only 60-80% of patients experiencing improved semen quality. This prospective cohort study aimed to evaluate the effect of microscopic subinguinal varicocelectomy (MSV) on testicular arterial blood flow volume (TABFV) and to determine the value of preoperative TABFV in predicting the outcome of MSV.

Methods: Patients with varicocele who underwent MSV at the same clinical center between July 2020 and April 2023 were enrolled. All patients underwent ultrasound assessment and at least one semen analysis before and after MSV. Both univariate and multivariate logistic regression analyses were performed to assess the association between pre-MSV variables and semen improvement after MSV. Subsequently, a diagnostic model was developed.

Results: This study enrolled 96 patients with varicocele, including 31 who showed semen improvement after MSV and 65 who did not. The postoperative semen-improved group demonstrated a significant increase in TABFV of the right testis (TABFV-R) and left testis (TABFV-L) (P<0.001). Notably, the postoperative TABFV-L was more than twice the preoperative TABFV-L. Preoperative TABFV-R and a combination of subclinical right-sided varicocele were found to be associated with semen improvement after MSV, and a diagnostic model was developed using these two variables. The diagnostic model exhibited satisfactory performance, with an area under the curve (AUC) of 0.824 [95% confidence interval (CI): 0.735-0.913], which was further validated internally yielding an AUC of 0.824 (95% CI: 0.726-0.900). Additionally, calibration analysis confirmed that the diagnostic model was well calibrated, and the Hosmer-Lemeshow test resulted in a P value of 0.794. The decision curve demonstrated that using this proposed nomogram would yield a net benefit if the threshold probability for semen improvement after MSV exceeded 10%.

Conclusions: TABFV-L demonstrated potential utility in clinical practice for assessing outcomes of MSV, and the diagnostic model incorporating TABFV-R and a combination of right-side varicocele performed well in predicting improvements in semen parameters following MSV.

背景:精索静脉曲张是导致男性不育的一个重要因素,但可以治疗。精索静脉曲张切除术在改善精子质量方面的疗效并不一致,只有 60-80% 的患者精液质量有所改善。这项前瞻性队列研究旨在评估显微镜下精索静脉曲张切除术(MSV)对睾丸动脉血流量(TABFV)的影响,并确定术前TABFV在预测MSV结果方面的价值:方法:纳入2020年7月至2023年4月期间在同一临床中心接受MSV手术的精索静脉曲张患者。所有患者在 MSV 前后均接受了超声波评估和至少一次精液分析。为了评估MSV前变量与MSV后精液改善之间的关系,我们进行了单变量和多变量逻辑回归分析。随后,建立了一个诊断模型:这项研究共纳入了96名精索静脉曲张患者,其中31人在MSV术后精液改善,65人未改善。术后精液改善组的右侧睾丸 TABFV(TABFV-R)和左侧睾丸 TABFV(TABFV-L)均显著增加(结论:TABFV-L 在精索静脉曲张患者中具有潜在价值:TABFV-L在评估MSV结果的临床实践中具有潜在的实用性,包含TABFV-R和右侧精索静脉曲张的诊断模型在预测MSV术后精液参数的改善方面表现良好。
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引用次数: 0
The relationship between sarcopenia and metabolic parameters of 18F-fluorodeoxyglucose positron emission tomography/computed tomography (18F-FDG PET/CT) and the prognostic value of sarcopenia in early-stage non-small cell lung cancer. 早期非小细胞肺癌患者肌肉疏松症与 18F- 氟脱氧葡萄糖正电子发射断层扫描/计算机断层扫描(18F-FDG PET/CT)代谢参数之间的关系,以及肌肉疏松症的预后价值。
IF 2.9 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-09-26 DOI: 10.21037/qims-24-852
Xin Xu, Jin Zhou, Xiaodong Yao, Shibiao Sang, Jihui Li, Bo Wang, Yi Yang, Bin Zhang, Shengming Deng

Background: Patients with lung cancer face a heightened risk of developing sarcopenia. Despite this known risk, the impact of sarcopenia on the long-term prognosis of lung cancer patients, specifically concerning progression-free survival (PFS) and overall survival (OS), remains unclear. The primary objective of our study was to examine the correlation between metabolic parameters derived from 18F-fluorodeoxyglucose positron emission tomography/computed tomography (18F-FDG PET/CT) and sarcopenia, as well as the prognostic value of sarcopenia in patients with surgically resected early-stage non-small cell lung cancer (NSCLC).

Methods: In this retrospective cross-sectional study, we analyzed 187 NSCLC patients who underwent 18F-FDG PET/CT at the First Affiliated Hospital of Soochow University between March 2019 and October 2023. Patients were divided into two groups based on the presence (n=46) or absence (n=141) of sarcopenia. The correlation between sarcopenia, metabolic parameters, and patient characteristics was evaluated using chi-square and Mann-Whitney U tests. Survival analyses, including PFS and OS, were conducted using Kaplan-Meier analysis and Cox proportional hazards regression. Based on sarcopenia, metabolic parameters and patient characteristics, patients were classified into high-risk (n=28), intermediate-risk (n=121), and low-risk (n=38) groups.

Results: Our analysis identified gender, body mass index (BMI), psoas Hounsfield unit (HU), and maximum standardized uptake value of the psoas major muscle (SUVmax-Muscle) as independent predictors of sarcopenia (P<0.05 for all). A nomogram model, utilizing these parameters, was constructed to predict sarcopenia. Survival analysis further demonstrated that total lesion glycolysis [hazard ratio (HR) =2.499; 95% confidence interval (CI): 2.014-3.267; P=0.016], sarcopenia (HR =3.323; 95% CI: 1.748-6.316; P<0.001), and programmed death ligand-1 (PD-L1) expression (HR =0.093; 95% CI: 0.012-0.698; P=0.021) emerged as independent predictors of OS in early-stage NSCLC. Notably, patients categorized as high-risk, characterized by elevated total lesion glycolysis, presence of sarcopenia, and PD-L1 positivity, exhibited a significantly poorer prognosis compared to the intermediate-risk (P<0.05) and low-risk groups (P<0.05).

Conclusions: Our findings indicated an inverse relationship between SUVmax-Muscle or psoas HU with the incidence of sarcopenia in NSCLC patients. Additionally, total lesion glycolysis, sarcopenia, and PD-L1 expression were identified as independent prognostic factors for OS in early-stage NSCLC. The risk stratification model, incorporating total lesion glycolysis, sarcopenia, and PD-L1 expression, assumed a pivotal role in guiding personalized therapy decisions and post-treatment monitoring.

背景:肺癌患者患肌肉疏松症的风险较高。尽管已知存在这种风险,但肌肉疏松症对肺癌患者长期预后的影响,尤其是对无进展生存期(PFS)和总生存期(OS)的影响仍不清楚。我们研究的主要目的是检测 18F- 氟脱氧葡萄糖正电子发射断层扫描/计算机断层扫描(18F-FDG PET/CT)得出的代谢参数与肌肉疏松症之间的相关性,以及手术切除的早期非小细胞肺癌(NSCLC)患者肌肉疏松症的预后价值:在这项回顾性横断面研究中,我们分析了2019年3月至2023年10月期间在苏州大学附属第一医院接受18F-FDG PET/CT检查的187例NSCLC患者。根据患者是否存在肌肉疏松症(46 人)将其分为两组(141 人)。采用卡方检验(chi-square)和曼-惠特尼U检验(Mann-Whitney U)评估肌肉疏松症、代谢参数和患者特征之间的相关性。采用 Kaplan-Meier 分析法和 Cox 比例危险回归法进行了生存期分析,包括生存期和手术时间。根据肌肉疏松症、代谢参数和患者特征,将患者分为高风险组(28 人)、中风险组(121 人)和低风险组(38 人):我们的分析发现,性别、体重指数(BMI)、腰大肌 Hounsfield 单位(HU)和腰大肌最大标准化摄取值(SUVmax-Muscle)是预测肌肉疏松症的独立因素(PConclusions):我们的研究结果表明,SUVmax-肌肉或腰大肌HU与NSCLC患者肌少症的发生率呈反比关系。此外,总病变糖酵解、肌肉疏松症和 PD-L1 表达被确定为早期 NSCLC 患者 OS 的独立预后因素。结合总病灶糖酵解、肌肉疏松和PD-L1表达的风险分层模型在指导个性化治疗决策和治疗后监测方面发挥了关键作用。
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引用次数: 0
Dual-channel minimally invasive percutaneous cerclage for femoral shaft and metaphysis fractures during the internal fixation with intramedullary nails: case reports and technical description. 在髓内钉内固定过程中对股骨干和骨骺骨折进行双通道微创经皮陶瓷固定:病例报告和技术描述。
IF 2.9 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-09-06 DOI: 10.21037/qims-24-724
Ping Zhang, Dong Li, De-Fu Meng, Meng-Yang Cai, Guang-Lei Li

When treating femoral fractures with closed reduction intramedullary nail fixation, excessive residual displacement of the fracture end can affect the fixation effect and prolong the healing time, which is difficult to manage intraoperatively. This article introduces a simple steel wire cerclage fixation technique, which is percutaneous and can control the incision within 1 cm without excessive reliance on specially designed surgical instruments. It is suitable for the reduction and fixation of oblique femoral metaphysis fractures and butterfly-shaped femoral shaft fracture blocks.

闭合复位髓内钉固定治疗股骨骨折时,骨折端残余移位过多会影响固定效果,延长愈合时间,术中难以处理。本文介绍了一种简单的钢丝铈固定技术,该技术经皮操作,可将切口控制在 1 厘米以内,无需过度依赖特殊设计的手术器械。它适用于股骨干骺端斜形骨折和蝶形股骨干骨折块的复位固定。
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引用次数: 0
Monoenergetic reconstructions and iodine density maps for visualization of coronary artery stents using 8-cm dual-layer detector spectral computed tomography: an in vitro phantom study. 使用 8 厘米双层探测器光谱计算机断层扫描观察冠状动脉支架的单能重建和碘密度图:体外模型研究。
IF 2.9 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-09-24 DOI: 10.21037/qims-24-786
Lihong Chen, Ning Pan, Bin Hu, Yaofeng Li, Shushan Dong, Yinan Zhou, Jianxin Guo, Jian Yang, Yongbai Luo, Zhijie Jian

Background: The effectiveness of coronary computed tomography (CT) angiography in assessing stent restenosis is hindered by heavy metal artifacts. This study aimed to evaluate the image quality of monoenergetic reconstructions and iodine density map for coronary stent imaging using an 8-cm dual-layer detector spectral CT.

Methods: In this study, 8 stents with a diameter <3 mm (group A) and 10 with a diameter ≥3 mm (group B) were placed in plastic tubes filled with iodinated contrast media and scanned. The internal diameter of the prepared stents was then measured by intravascular ultrasound. The reconstructed images included iodine density maps, conventional images, and different energy levels. The visualization of the stent lumen and stent structure was subjectively assessed using a 4-point Likert scale. The objective evaluation was performed using the in-stent lumen signal-to-noise ratio (SNRis), non-stent lumen SNR (SNRns), internal diameter difference (IDD), and blooming artifact index (BAI). The Friedman test and analysis of variance were used for multiple comparisons.

Results: For lumen visualization, the optimal monoenergetic images received the highest score for both group A (2.56±0.51) and group B (3.1±0.55). Multiple comparisons showed that there were significant differences between the optimal monoenergetic images and iodine density maps. However, for stent structure, iodine density maps received the highest score for group A (3.0±0.52) and group B (3.8±0.41). For quantitative assessment, the optimal monoenergetic images had the highest SNRis and SNRns, while the iodine density maps had the lowest SNRis and SNRns. For IDD and BAI, the iodine density maps yielded the smallest value.

Conclusions: The monoenergetic images on the second-generation dual-layer detector CT provide better visualization of the lumen and higher SNR. However, iodine density maps are superior for evaluating stent structure and IDD and BAI compared to monoenergetic and conventional reconstructions.

背景:重金属伪影阻碍了冠状动脉计算机断层扫描(CT)血管成像评估支架再狭窄的有效性。本研究旨在评估使用 8 厘米双层探测器光谱 CT 进行冠状动脉支架成像的单能重建和碘密度图的图像质量:方法:在这项研究中,使用了 8 个直径为 8 厘米的支架:在管腔显像方面,A 组(2.56±0.51)和 B 组(3.1±0.55)的最佳单能图像得分最高。多重比较显示,最佳单能图像和碘密度图之间存在显著差异。然而,在支架结构方面,碘密度图得分最高的是 A 组(3.0±0.52)和 B 组(3.8±0.41)。在定量评估方面,最佳单能图像的信噪比(SNRis)和信噪比(SNRns)最高,而碘密度图的信噪比(SNRis)和信噪比(SNRns)最低。就 IDD 和 BAI 而言,碘密度图产生的数值最小:结论:第二代双层探测器 CT 上的单能量图像能更好地显示管腔,信噪比也更高。然而,与单能量和传统重建相比,碘密度图在评估支架结构、IDD 和 BAI 方面更胜一筹。
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引用次数: 0
Quantitative assessment of corneal biomechanical changes in vivo after photorefractive intrastromal corneal cross-linking using optical coherence elastography. 利用光学相干弹性成像技术定量评估光屈光性基质内角膜交联术后体内角膜生物力学变化。
IF 2.9 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-09-26 DOI: 10.21037/qims-24-590
Hongwei Yang, Yaoying Shen, Yong Chen, Yange Yan, Yingjie Li, Yongan Lu, Jingchao Liu, Xiaolong Yin, Guofu Huang, Yanzhi Zhao

Background: Photorefractive intrastromal corneal cross-linking (PiXL) treatment corrects myopia by enhancing localized central corneal biomechanics. However, the dose-effect relationship between the changes in corneal biomechanics and alterations in corneal curvature resulting from this treatment remain unclear. We therefore developed an acoustic radiation force optical coherence elastography (ARF-OCE) technique to investigate the dose-effect relationship in PiXL.

Methods: ARF-OCE measurements and corneal topography were performed 3 days before and 1 week after PiXL treatment. Depth-resolved Young's modulus images of the in vivo corneas were obtained based on the phase velocity of the Lamb wave. PiXL treatments with five ultraviolet-A (UVA) energy doses (5.4, 15, 25, 35, and 45 J/cm2) were administered to rabbit corneas in vivo (n=15).

Results: The percentage change in Young's modulus (ΔE%) of the cornea increased from 0.26 to 1.71 as the UVA energy dose increased from group I (5.4 J/cm2) to group V (45 J/cm2). Meanwhile, the change in the mean keratometry (ΔKm ) of the cornea increased from 0.40 to 2.10 diopters (D) as the UVA energy dose increased from group I to group IV (35 J/cm2). Furthermore, a statistically significant positive correlation was observed between ΔE% and ΔKm in groups I to IV.

Conclusions: With increasing UVA energy dose, the corneal Young's modulus significantly increased. Given the observed correlation, ΔE% holds promise as a new quantitative biomechanical parameter for determining the dose-effect relationship in PiXL treatment. It should be emphasized that there may be an inflection point of ΔE%, at which corneal keratometry ceases to flatten and begins to increase. The ARF-OCE system has demonstrated its efficacy in quantitatively assessing changes in corneal biomechanics in vivo following PiXL treatment. This technique has great potential in facilitating the quantitative determination of the dose-effect relationship in PiXL treatment.

背景:光屈光基质内角膜交联(PiXL)疗法通过增强局部中央角膜生物力学来矫正近视。然而,这种治疗方法导致的角膜生物力学变化与角膜曲率改变之间的剂量效应关系仍不清楚。因此,我们开发了一种声辐射力光学相干弹性成像(ARF-OCE)技术来研究 PiXL 的剂量效应关系:方法:在 PiXL 治疗前 3 天和治疗后 1 周进行 ARF-OCE 测量和角膜地形图检查。根据 Lamb 波的相位速度,获得了活体角膜的深度分辨杨氏模量图像。用五种紫外线-A(UVA)能量剂量(5.4、15、25、35 和 45 J/cm2)对兔子角膜进行活体 PiXL 治疗(n=15):从第一组(5.4 J/cm2)到第五组(45 J/cm2),随着 UVA 能量剂量的增加,角膜杨氏模量的百分比变化(ΔE%)从 0.26 增加到 1.71。同时,随着 UVA 能量剂量从第一组增加到第四组(35 J/cm2),角膜平均角膜度数(ΔKm)从 0.40 度增加到 2.10 度(D)。此外,在第一组至第四组中,ΔE% 与 ΔKm 在统计学上呈显著正相关:结论:随着 UVA 能量剂量的增加,角膜杨氏模量明显增加。鉴于观察到的相关性,ΔE%有望成为确定 PiXL 治疗剂量效应关系的新的定量生物力学参数。需要强调的是,ΔE% 可能存在一个拐点,在这个拐点上,角膜角膜度数不再变平,而是开始增加。ARF-OCE 系统已证明其在定量评估 PiXL 治疗后角膜生物力学的活体变化方面的功效。这项技术在促进定量确定 PiXL 治疗的剂量效应关系方面具有巨大潜力。
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引用次数: 0
Characteristics of altered biventricular hemodynamics after arterial switch operation for patients with d-transposition of the great arteries with preserved ejection fraction: a four-dimensional (4D) flow cardiovascular magnetic resonance (CMR) study. 射血分数保留的 d 型大动脉横断患者动脉转换手术后双心室血流动力学改变的特征:一项四维(4D)血流心血管磁共振(CMR)研究。
IF 2.9 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-09-21 DOI: 10.21037/qims-24-840
Li-Wei Hu, Xin-Rong Liu, Rong-Zhen Ouyang, Li-Jun Chen, Ai-Min Sun, Chen Guo, Xiao-Fen Yao, Yan-Yan Ma, Le Feng, Ting-Fan Wu, Qian Wang, Yu-Min Zhong
<p><strong>Background: </strong>The long-term monitoring of biventricular function is essential to identify potential functional decline in patients following the arterial switch operation (ASO). The underlying pathophysiological mechanisms responsible for altered biventricular hemodynamics in ASO patients are not yet well understood. This study sought to: (I) compare the biventricular kinetic energy (KE) and vorticity of ASO patients and age- and sex-matched controls; (II) investigate the associations of four-dimensional (4D) flow biventricular hemodynamics parameters and neo-aortic root dilation, supravalvular pulmonary stenosis, and pulmonary artery transvalvular pressure difference.</p><p><strong>Methods: </strong>A total of 34 patients with dextro-transposition of the great arteries (D-TGA) who underwent ASO, and 17 age- and gender-matched healthy controls were prospectively recruited for this study. All the subjects underwent cine and 4D flow and late gadolinium enhancement scans, and all the patients underwent echocardiography within two weeks of cardiovascular magnetic resonance (CMR) imaging. The following four flow components were analyzed: direct flow, retained inflow, delayed ejection flow, and residual volume. In addition, the following six phasic blood flow KE parameters, normalized to the end-diastolic volume (EDV) and vorticity, were analyzed for both the left ventricle (LV) and right ventricle (RV): peak systolic phase, average systolic phase, peak diastolic phase, average diastolic phase, peak E-wave phase, and peak A-wave phase. The independent sample Student's <i>t</i>-test, Mann-Whitney U-test, univariable and multivariable stepwise regression analyses, intra and inter-observer variability analyses were used to compare patients and controls.</p><p><strong>Results: </strong>In relation to the LV, the D-TGA patients had significantly decreased average vorticity, peak systolic vorticity, systolic vorticity, diastolic vorticity, and peak A-wave vorticity compared to the controls (all P<0.01). In relation to the RV, the pulmonary stenosis group had significantly increased peak E- and A-wave kinetic energy normalized to the end-diastolic volume (KEi<sub>EDV</sub>), and peak and average vorticity compared to the non-pulmonary stenosis group (all P<0.05). in the multivariable logistic regression model analysis, diastolic KEi<sub>EDV</sub>, peak E-wave KEi<sub>EDV</sub> peak A-wave KEi<sub>EDV,</sub> and average vorticity were associated a with transvalvular pressure difference (β=13.54, P<0.001 for diastolic KEi<sub>EDV</sub>; β=105.26, P<0.001 for peak E-wave KEi<sub>EDV</sub>; β=-49.36, P=0.027 for peak A-wave KEi<sub>EDV</sub>; and β=-56.37, P<0.001 for average vorticity).</p><p><strong>Conclusions: </strong>We found that 4D flow biventricular hemodynamics were more sensitive markers than the ejection fraction in the postoperative D-TGA patients. The RV diastolic KEi<sub>EDV</sub> parameters and average vorticity were risk factors
背景:长期监测双心室功能对于识别动脉转流手术(ASO)后患者潜在的功能衰退至关重要。导致 ASO 患者双心室血流动力学改变的潜在病理生理学机制尚不十分清楚。本研究旨在(I)比较ASO患者与年龄和性别匹配的对照组的双心室动能(KE)和涡度;(II)研究四维(4D)血流双心室血流动力学参数与新主动脉根扩张、瓣上肺动脉狭窄和肺动脉跨瓣压差的关系:本研究前瞻性地招募了 34 名接受 ASO 手术的大动脉右侧横位(D-TGA)患者和 17 名年龄和性别匹配的健康对照者。所有受试者均接受了 cine 和 4D 血流扫描以及晚期钆增强扫描,所有患者均在心血管磁共振(CMR)成像后两周内接受了超声心动图检查。对以下四种血流成分进行了分析:直接血流、潴留血流、延迟射血血流和残余容积。此外,还分析了左心室(LV)和右心室(RV)的以下六个与舒张末容积(EDV)和涡度归一化的阶段性血流 KE 参数:收缩期峰值、平均收缩期峰值、舒张期峰值、平均舒张期峰值、E 波峰值和 A 波峰值。采用独立样本学生 t 检验、曼-惠特尼 U 检验、单变量和多变量逐步回归分析、观察者内和观察者间变异性分析来比较患者和对照组:就左心室而言,与对照组相比,D-TGA 患者的平均涡度、收缩期峰值涡度、收缩期涡度、舒张期涡度和 A 波峰值涡度均显著降低(均为 PEDV),与非肺动脉狭窄组相比,峰值涡度和平均涡度均显著降低(均为 PEDV),E 波峰值 KEiEDV、A 波峰值 KEiEDV 和平均涡度与跨瓣压差相关(β=13.54,PEDV;β=105.26,PEDV;β=-49.36,A 波峰值 KEiEDV,P=0.027;β=-56.37,PConclusions:我们发现,在术后D-TGA患者中,4D血流双心室血流动力学是比射血分数更敏感的指标。在多变量模型中,RV 舒张期 KEiEDV 参数和平均涡度是肺动脉阻塞的危险因素。
{"title":"Characteristics of altered biventricular hemodynamics after arterial switch operation for patients with d-transposition of the great arteries with preserved ejection fraction: a four-dimensional (4D) flow cardiovascular magnetic resonance (CMR) study.","authors":"Li-Wei Hu, Xin-Rong Liu, Rong-Zhen Ouyang, Li-Jun Chen, Ai-Min Sun, Chen Guo, Xiao-Fen Yao, Yan-Yan Ma, Le Feng, Ting-Fan Wu, Qian Wang, Yu-Min Zhong","doi":"10.21037/qims-24-840","DOIUrl":"10.21037/qims-24-840","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;The long-term monitoring of biventricular function is essential to identify potential functional decline in patients following the arterial switch operation (ASO). The underlying pathophysiological mechanisms responsible for altered biventricular hemodynamics in ASO patients are not yet well understood. This study sought to: (I) compare the biventricular kinetic energy (KE) and vorticity of ASO patients and age- and sex-matched controls; (II) investigate the associations of four-dimensional (4D) flow biventricular hemodynamics parameters and neo-aortic root dilation, supravalvular pulmonary stenosis, and pulmonary artery transvalvular pressure difference.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;A total of 34 patients with dextro-transposition of the great arteries (D-TGA) who underwent ASO, and 17 age- and gender-matched healthy controls were prospectively recruited for this study. All the subjects underwent cine and 4D flow and late gadolinium enhancement scans, and all the patients underwent echocardiography within two weeks of cardiovascular magnetic resonance (CMR) imaging. The following four flow components were analyzed: direct flow, retained inflow, delayed ejection flow, and residual volume. In addition, the following six phasic blood flow KE parameters, normalized to the end-diastolic volume (EDV) and vorticity, were analyzed for both the left ventricle (LV) and right ventricle (RV): peak systolic phase, average systolic phase, peak diastolic phase, average diastolic phase, peak E-wave phase, and peak A-wave phase. The independent sample Student's &lt;i&gt;t&lt;/i&gt;-test, Mann-Whitney U-test, univariable and multivariable stepwise regression analyses, intra and inter-observer variability analyses were used to compare patients and controls.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;In relation to the LV, the D-TGA patients had significantly decreased average vorticity, peak systolic vorticity, systolic vorticity, diastolic vorticity, and peak A-wave vorticity compared to the controls (all P&lt;0.01). In relation to the RV, the pulmonary stenosis group had significantly increased peak E- and A-wave kinetic energy normalized to the end-diastolic volume (KEi&lt;sub&gt;EDV&lt;/sub&gt;), and peak and average vorticity compared to the non-pulmonary stenosis group (all P&lt;0.05). in the multivariable logistic regression model analysis, diastolic KEi&lt;sub&gt;EDV&lt;/sub&gt;, peak E-wave KEi&lt;sub&gt;EDV&lt;/sub&gt; peak A-wave KEi&lt;sub&gt;EDV,&lt;/sub&gt; and average vorticity were associated a with transvalvular pressure difference (β=13.54, P&lt;0.001 for diastolic KEi&lt;sub&gt;EDV&lt;/sub&gt;; β=105.26, P&lt;0.001 for peak E-wave KEi&lt;sub&gt;EDV&lt;/sub&gt;; β=-49.36, P=0.027 for peak A-wave KEi&lt;sub&gt;EDV&lt;/sub&gt;; and β=-56.37, P&lt;0.001 for average vorticity).&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;We found that 4D flow biventricular hemodynamics were more sensitive markers than the ejection fraction in the postoperative D-TGA patients. The RV diastolic KEi&lt;sub&gt;EDV&lt;/sub&gt; parameters and average vorticity were risk factors","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"14 10","pages":"7200-7217"},"PeriodicalIF":2.9,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11485381/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142480702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Using artificial intelligence based imaging to predict lymph node metastasis in non-small cell lung cancer: a systematic review and meta-analysis. 使用基于人工智能的成像技术预测非小细胞肺癌的淋巴结转移:系统综述和荟萃分析。
IF 2.9 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-09-26 DOI: 10.21037/qims-24-664
Lujiao Chen, Bo Chen, Zhenhua Zhao, Liyijing Shen
<p><strong>Background: </strong>Lung cancer, especially non-small cell lung cancer (NSCLC), is one of the most-deadly malignancies worldwide. Lung cancer has a worse 5-year survival rate than many primary malignancies. Thus, the early detection and prognosis prediction of lung cancer are crucial. The early detection and prognosis prediction of lung cancer have improved with the widespread use of artificial intelligence (AI) technologies. This meta-analysis examined the accuracy and efficacy of AI-based models in predicting lymph node metastasis (LNM) in NSCLC patients using imaging data. Our findings could help clinicians predict patient prognosis and select alternative therapies.</p><p><strong>Methods: </strong>We searched the PubMed, Web of Science, Cochrane Library, and Embase databases for relevant articles published up to January 31, 2024. Two reviewers individually evaluated all the retrieved articles to assess their eligibility for inclusion in the meta-analysis. The systematic assessment and meta-analysis comprised articles that satisfied the inclusion criteria (e.g., randomized or non-randomized trials, and observational studies) and exclusion criteria (e.g., articles not published in English), and provided data for the quantitative synthesis. The quality of the included articles was assessed using the Quality Assessment of Diagnostic Accuracy Studies-2 (QUADAS-2). The pooled sensitivity, specificity, and area under the curve (AUC) were used to evaluate the ability of AI-based imaging models to predict LNM in NSCLC patients. Sources of heterogeneity were investigated using meta-regression. Covariates, including country, sample size, imaging modality, model validation technique, and model algorithm, were examined in the subgroup analysis.</p><p><strong>Results: </strong>The final meta-analysis comprised 11 retrospective studies of 6,088 NSCLC patients, of whom 1,483 had LNM. The pooled sensitivity, specificity, and AUC of the AI-based imaging model for predicting LNM in NSCLC patients were 0.87 [95% confidence interval (CI): 0.80-0.91], 0.85 (95% CI: 0.78-0.89), and 0.92 (95% CI: 0.90-0.94). Based on the QUADAS-2 results, a risk of bias was detected in the patient selection and diagnostic tests of the included articles. However, the quality of the included articles was generally acceptable. The pooled sensitivity and specificity were heterogeneous (I<sup>2</sup>>75%). The meta-regression and subgroup analyses showed that imaging modality [computed tomography (CT) or positron emission tomography (PET)/CT], and the neural network method model design significantly affected heterogeneity of this study. Models employing sample size data from a single center and the least absolute shrinkage and selection operator (LASSO) method had greater sensitivity than other techniques. Using the Deek' s funnel plot, no publishing bias was found. The results of the sensitivity analysis showed that deleting each article one by one did not change the findings
背景:肺癌,尤其是非小细胞肺癌(NSCLC),是全球致死率最高的恶性肿瘤之一。与许多原发性恶性肿瘤相比,肺癌的 5 年生存率更低。因此,肺癌的早期检测和预后预测至关重要。随着人工智能(AI)技术的广泛应用,肺癌的早期检测和预后预测得到了改善。这项荟萃分析研究了基于人工智能的模型利用影像数据预测NSCLC患者淋巴结转移(LNM)的准确性和有效性。我们的研究结果可帮助临床医生预测患者预后并选择替代疗法:我们在 PubMed、Web of Science、Cochrane Library 和 Embase 数据库中检索了截至 2024 年 1 月 31 日发表的相关文章。两名审稿人分别对所有检索到的文章进行了评估,以确定其是否符合纳入荟萃分析的条件。系统评估和荟萃分析包括符合纳入标准(如随机或非随机试验和观察性研究)和排除标准(如非英文发表的文章)的文章,并为定量综合提供数据。纳入文章的质量采用诊断准确性研究质量评估-2(QUADAS-2)进行评估。汇总的敏感性、特异性和曲线下面积(AUC)用于评估基于人工智能的成像模型预测NSCLC患者LNM的能力。采用元回归法研究了异质性的来源。在亚组分析中研究了包括国家、样本大小、成像方式、模型验证技术和模型算法在内的协变量:最终的荟萃分析包括11项回顾性研究,涉及6088名NSCLC患者,其中1483名患者患有LNM。基于 AI 的成像模型预测 NSCLC 患者 LNM 的汇总灵敏度、特异性和 AUC 分别为 0.87 [95% 置信区间 (CI):0.80-0.91]、0.85 (95% CI:0.78-0.89) 和 0.92 (95% CI:0.90-0.94)。根据 QUADAS-2 的结果,所纳入文章在患者选择和诊断测试方面存在偏倚风险。不过,所纳入文章的质量总体上是可以接受的。汇总的敏感性和特异性存在差异(I2>75%)。元回归和亚组分析表明,成像模式(计算机断层扫描(CT)或正电子发射断层扫描(PET)/CT)和神经网络方法模型设计对本研究的异质性有显著影响。与其他技术相比,采用单一中心样本量数据和最小绝对收缩与选择算子(LASSO)方法的模型具有更高的灵敏度。使用迪克漏斗图,没有发现发表偏倚。敏感性分析结果表明,逐一删除每篇文章并不会改变研究结果:基于人工智能算法的成像数据模型在预测NSCLC患者的LNM方面具有良好的诊断准确性,可应用于临床。
{"title":"Using artificial intelligence based imaging to predict lymph node metastasis in non-small cell lung cancer: a systematic review and meta-analysis.","authors":"Lujiao Chen, Bo Chen, Zhenhua Zhao, Liyijing Shen","doi":"10.21037/qims-24-664","DOIUrl":"10.21037/qims-24-664","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Lung cancer, especially non-small cell lung cancer (NSCLC), is one of the most-deadly malignancies worldwide. Lung cancer has a worse 5-year survival rate than many primary malignancies. Thus, the early detection and prognosis prediction of lung cancer are crucial. The early detection and prognosis prediction of lung cancer have improved with the widespread use of artificial intelligence (AI) technologies. This meta-analysis examined the accuracy and efficacy of AI-based models in predicting lymph node metastasis (LNM) in NSCLC patients using imaging data. Our findings could help clinicians predict patient prognosis and select alternative therapies.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;We searched the PubMed, Web of Science, Cochrane Library, and Embase databases for relevant articles published up to January 31, 2024. Two reviewers individually evaluated all the retrieved articles to assess their eligibility for inclusion in the meta-analysis. The systematic assessment and meta-analysis comprised articles that satisfied the inclusion criteria (e.g., randomized or non-randomized trials, and observational studies) and exclusion criteria (e.g., articles not published in English), and provided data for the quantitative synthesis. The quality of the included articles was assessed using the Quality Assessment of Diagnostic Accuracy Studies-2 (QUADAS-2). The pooled sensitivity, specificity, and area under the curve (AUC) were used to evaluate the ability of AI-based imaging models to predict LNM in NSCLC patients. Sources of heterogeneity were investigated using meta-regression. Covariates, including country, sample size, imaging modality, model validation technique, and model algorithm, were examined in the subgroup analysis.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;The final meta-analysis comprised 11 retrospective studies of 6,088 NSCLC patients, of whom 1,483 had LNM. The pooled sensitivity, specificity, and AUC of the AI-based imaging model for predicting LNM in NSCLC patients were 0.87 [95% confidence interval (CI): 0.80-0.91], 0.85 (95% CI: 0.78-0.89), and 0.92 (95% CI: 0.90-0.94). Based on the QUADAS-2 results, a risk of bias was detected in the patient selection and diagnostic tests of the included articles. However, the quality of the included articles was generally acceptable. The pooled sensitivity and specificity were heterogeneous (I&lt;sup&gt;2&lt;/sup&gt;&gt;75%). The meta-regression and subgroup analyses showed that imaging modality [computed tomography (CT) or positron emission tomography (PET)/CT], and the neural network method model design significantly affected heterogeneity of this study. Models employing sample size data from a single center and the least absolute shrinkage and selection operator (LASSO) method had greater sensitivity than other techniques. Using the Deek' s funnel plot, no publishing bias was found. The results of the sensitivity analysis showed that deleting each article one by one did not change the findings","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"14 10","pages":"7496-7512"},"PeriodicalIF":2.9,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11485379/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142480718","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Value of spectral parameters in the differential diagnosis of benign and malignant breast nodules in non-enhanced chest CT. 光谱参数在非增强型胸部 CT 中鉴别诊断良性和恶性乳腺结节中的价值。
IF 2.9 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-09-26 DOI: 10.21037/qims-24-575
Xin He, Siqian Gu, Yuyang Xie, Ling Yang
<p><strong>Background: </strong>Dual-layer spectral computed tomography (DSCT) is capable of acquiring both conventional and spectral images during one routine scan, and is widely used for the quantitative and qualitative analyses of substances, differential diagnosis, and disease staging. However, limited research has been conducted on its performance in the differential diagnosis of benign and malignant breast nodules using non-enhanced scans. This study aimed to assess the diagnostic performance of multiple quantitative parameters derived from non-enhanced DSCT in differentiating benign from malignant breast nodules.</p><p><strong>Methods: </strong>This retrospective cross-sectional study examined a total of 121 breast nodules from 114 patients (malignant group: n=68; benign group: n=53) identified during chest physical examination or routine admission for the treatment of breast diseases at The First Affiliated Hospital of Soochow University from March 2023 to December 2023. All the patients underwent DSCT scanning and pathological diagnosis. The DSCT quantitative parameters, including the effective atomic number (Zeff), computed tomography (CT) attenuation values at 40-70 keV, and the slope of the spectral Hounsfield unit curve (λHU), in non-enhanced images were measured. The λHU was calculated as follows: λHU = CT70 keV - CT40 keV/30 HU. Additionally, typical radiological features were analyzed. A DSCT parameter diagnostic model and a conventional CT diagnostic model were assessed using receiver operating characteristic (ROC) curves. The Delong test was used to assess and compare the diagnostic performance of each model.</p><p><strong>Results: </strong>The DSCT parameters, including the Zeff (P<0.001), λHU (P<0.001), and CT attenuation values at 40 keV (P<0.001) and 50 keV (P=0.001), as well as the presence of the lobular sign (P<0.001) and spicule sign (P<0.001), exhibited statistically significant differences between the benign and malignant groups. The logistic regression analysis revealed that the Zeff [odds ratio (OR): 9.22; 95% confidence interval (CI): 2.11-40.35; P=0.003], λHU (OR: 0.64; 95% CI: 0.52-0.79; P<0.001), 40 keV CT attenuation value (OR: 8.69; 95% CI: 3.28-23.06; P<0.001), 50 keV CT attenuation value (OR: 0.01; 95% CI: 0.001-0.07; P<0.001), and lobular sign (OR: 3.95; 95% CI: 1.52-10.31; P=0.005) were independent predictors of malignancy. Compared to the benign group, the malignant group had a higher likelihood of presenting with the lobular sign and higher Zeff values but lower λHU values. The ROC curve indicated that the Zeff had the highest diagnostic efficacy [area under the curve (AUC) of the ROC =0.792, 95% CI: 0.71-0.87]. Further, the DSCT parameter diagnostic model had improved diagnostic efficacy with an AUC of 0.899 (95% CI: 0.84-0.96), which was higher than the AUC of the conventional CT diagnostic model (AUC =0.796, 95% CI: 0.72-0.87). The Delong test revealed a statistically significant difference between the
背景:双层光谱计算机断层扫描(Dual-layer spectral computed tomography,DSCT)能够在一次常规扫描中同时获取常规图像和光谱图像,被广泛用于物质的定量和定性分析、鉴别诊断和疾病分期。然而,有关其在使用非增强扫描进行乳腺结节良性和恶性鉴别诊断方面性能的研究还很有限。本研究旨在评估非增强 DSCT 得出的多个定量参数在区分良性和恶性乳腺结节方面的诊断性能:这项回顾性横断面研究对苏州大学附属第一医院 2023 年 3 月至 2023 年 12 月期间在胸部体检或常规入院治疗乳腺疾病时发现的 114 名患者(恶性组:n=68;良性组:n=53)的 121 个乳腺结节进行了检查。所有患者均接受了 DSCT 扫描和病理诊断。测量了非增强图像中的 DSCT 定量参数,包括有效原子序数(Zeff)、40-70 keV 的计算机断层扫描(CT)衰减值和光谱 Hounsfield 单位曲线斜率(λHU)。λHU 的计算公式如下:λHU = CT70 keV - CT40 keV/30 HU。此外,还分析了典型的放射学特征。使用接收者操作特征曲线(ROC)对 DSCT 参数诊断模型和传统 CT 诊断模型进行了评估。德隆检验用于评估和比较每个模型的诊断性能:结果:DSCT参数,包括Zeff(PConclusions:从非增强 DSCT 图像中得出的 DSCT 参数,如 Zeff 值和λHU,可用于区分良性和恶性乳腺结节,而且 DSCT 参数的鉴别诊断效力高于传统 CT 参数。
{"title":"Value of spectral parameters in the differential diagnosis of benign and malignant breast nodules in non-enhanced chest CT.","authors":"Xin He, Siqian Gu, Yuyang Xie, Ling Yang","doi":"10.21037/qims-24-575","DOIUrl":"10.21037/qims-24-575","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Dual-layer spectral computed tomography (DSCT) is capable of acquiring both conventional and spectral images during one routine scan, and is widely used for the quantitative and qualitative analyses of substances, differential diagnosis, and disease staging. However, limited research has been conducted on its performance in the differential diagnosis of benign and malignant breast nodules using non-enhanced scans. This study aimed to assess the diagnostic performance of multiple quantitative parameters derived from non-enhanced DSCT in differentiating benign from malignant breast nodules.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;This retrospective cross-sectional study examined a total of 121 breast nodules from 114 patients (malignant group: n=68; benign group: n=53) identified during chest physical examination or routine admission for the treatment of breast diseases at The First Affiliated Hospital of Soochow University from March 2023 to December 2023. All the patients underwent DSCT scanning and pathological diagnosis. The DSCT quantitative parameters, including the effective atomic number (Zeff), computed tomography (CT) attenuation values at 40-70 keV, and the slope of the spectral Hounsfield unit curve (λHU), in non-enhanced images were measured. The λHU was calculated as follows: λHU = CT70 keV - CT40 keV/30 HU. Additionally, typical radiological features were analyzed. A DSCT parameter diagnostic model and a conventional CT diagnostic model were assessed using receiver operating characteristic (ROC) curves. The Delong test was used to assess and compare the diagnostic performance of each model.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;The DSCT parameters, including the Zeff (P&lt;0.001), λHU (P&lt;0.001), and CT attenuation values at 40 keV (P&lt;0.001) and 50 keV (P=0.001), as well as the presence of the lobular sign (P&lt;0.001) and spicule sign (P&lt;0.001), exhibited statistically significant differences between the benign and malignant groups. The logistic regression analysis revealed that the Zeff [odds ratio (OR): 9.22; 95% confidence interval (CI): 2.11-40.35; P=0.003], λHU (OR: 0.64; 95% CI: 0.52-0.79; P&lt;0.001), 40 keV CT attenuation value (OR: 8.69; 95% CI: 3.28-23.06; P&lt;0.001), 50 keV CT attenuation value (OR: 0.01; 95% CI: 0.001-0.07; P&lt;0.001), and lobular sign (OR: 3.95; 95% CI: 1.52-10.31; P=0.005) were independent predictors of malignancy. Compared to the benign group, the malignant group had a higher likelihood of presenting with the lobular sign and higher Zeff values but lower λHU values. The ROC curve indicated that the Zeff had the highest diagnostic efficacy [area under the curve (AUC) of the ROC =0.792, 95% CI: 0.71-0.87]. Further, the DSCT parameter diagnostic model had improved diagnostic efficacy with an AUC of 0.899 (95% CI: 0.84-0.96), which was higher than the AUC of the conventional CT diagnostic model (AUC =0.796, 95% CI: 0.72-0.87). The Delong test revealed a statistically significant difference between the","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"14 10","pages":"7472-7483"},"PeriodicalIF":2.9,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11485377/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142480721","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Dilated multi-scale residual attention (DMRA) U-Net: three-dimensional (3D) dilated multi-scale residual attention U-Net for brain tumor segmentation. 扩张多尺度残留注意 U-Net:用于脑肿瘤分割的三维(3D)扩张多尺度残留注意 U-Net。
IF 2.9 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-09-19 DOI: 10.21037/qims-24-779
Lihong Zhang, Yuzhuo Li, Yingbo Liang, Chongxin Xu, Tong Liu, Junding Sun

Background: The precise identification of the position and form of a tumor mass can improve early diagnosis and treatment. However, due to the complicated tumor categories and varying sizes and forms, the segregation of brain gliomas and their internal sub-regions is still very challenging. This study sought to design a new deep-learning network based on three-dimensional (3D) U-Net to address its shortcomings in brain tumor segmentation (BraTS) tasks.

Methods: We developed a 3D dilated multi-scale residual attention U-Net (DMRA-U-Net) model for magnetic resonance imaging (MRI) BraTS. It used dilated convolution residual (DCR) modules to better process shallow features, multi-scale convolution residual (MCR) modules in the bottom encoding path to create richer and more comprehensive feature expression while reducing overall information loss or blurring, and a channel attention (CA) module between the encoding and decoding paths to address the problem of retrieving and preserving important features during the processing of deep feature maps.

Results: The BraTS 2018-2021 datasets served as the training and evaluation datasets for this study. Further, the proposed architecture was assessed using metrics such as the dice similarity coefficient (DSC), Hausdorff distance (HD), and sensitivity (Sens). The DMRA U-Net model segments the whole tumor (WT), and the tumor core (TC), and the enhancing tumor (ET) regions of brain tumors. Using the suggested architecture, the DSCs were 0.9012, 0.8867, and 0.8813, the HDs were 28.86, 13.34, and 10.88 mm, and the Sens was 0.9429, 0.9452, and 0.9303 for the WT, TC, and ET regions, respectively. Compared to the traditional 3D U-Net, the DSC of the DMRA U-Net increased by 4.5%, 2.5%, and 0.8%, the HD of the DMRA U-Net decreased by 21.83, 16.42, and 10.00, the Sens of the DMRA U-Net increased by 0.4%, 0.7%, and 1.4% for the WT, TC, and ET regions, respectively. Further, the results of the statistical comparison of the performance indicators revealed that our model performed well generally in the segmentation of the WT, TC, and ET regions.

Conclusions: We developed a promising tumor segmentation model. Our solution is open sourced and is available at: https://github.com/Gold3nk/dmra-unet.

背景:准确识别肿瘤肿块的位置和形态可以提高早期诊断和治疗的效果。然而,由于肿瘤类别复杂、大小形态各异,脑胶质瘤及其内部亚区域的分离仍然非常具有挑战性。本研究试图设计一种基于三维(3D)U-Net的新型深度学习网络,以解决其在脑肿瘤分割(BraTS)任务中的不足:我们为磁共振成像(MRI)BraTS开发了一个三维扩张多尺度残差注意U-Net(DMRA-U-Net)模型。它使用扩张卷积残差(DCR)模块来更好地处理浅层特征,在底部编码路径中使用多尺度卷积残差(MCR)模块来创建更丰富、更全面的特征表达,同时减少整体信息丢失或模糊,在编码和解码路径之间使用通道注意(CA)模块来解决在处理深层特征图时检索和保留重要特征的问题:BraTS 2018-2021 数据集是本研究的训练和评估数据集。此外,还使用骰子相似系数(DSC)、豪斯多夫距离(HD)和灵敏度(Sens)等指标对所提出的架构进行了评估。DMRA U-Net 模型可分割脑肿瘤的整个肿瘤(WT)、肿瘤核心(TC)和增强肿瘤(ET)区域。使用建议的结构,WT、TC 和 ET 区域的 DSC 分别为 0.9012、0.8867 和 0.8813,HD 分别为 28.86、13.34 和 10.88 mm,Sens 分别为 0.9429、0.9452 和 0.9303。与传统的三维 U-Net 相比,DMRA U-Net 的 DSC 分别增加了 4.5%、2.5% 和 0.8%,DMRA U-Net 的 HD 分别减少了 21.83、16.42 和 10.00,DMRA U-Net 的 Sens 在 WT、TC 和 ET 区域分别增加了 0.4%、0.7% 和 1.4%。此外,性能指标的统计比较结果表明,我们的模型在分割 WT、TC 和 ET 区域时总体表现良好:我们开发出了一种很有前景的肿瘤分割模型。我们的解决方案是开源的,可在以下网址获取:https://github.com/Gold3nk/dmra-unet.
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引用次数: 0
Multimodal magnetic resonance imaging (MRI) of juvenile and adult diffuse hemispheric gliomas with H3 G34-mutation: a case description. 伴有H3 G34突变的幼年和成年弥漫性大脑半球胶质瘤的多模态磁共振成像(MRI):病例描述。
IF 2.9 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-09-26 DOI: 10.21037/qims-24-485
Wei Hu, Hanbing Shao, Xibiao Yang, Linmao Zheng, Shuang Li, Qiaoyue Tan, Ni Chen, Qiang Yue, Xiaorui Su
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Quantitative Imaging in Medicine and Surgery
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