computer tomography

计算机断层扫描
  • 文章类型: Journal Article
    目的:确定宫颈癌女性的身体成分表型与放化疗毒性之间是否存在关联。
    方法:这是一项前瞻性队列研究,包括330名接受放化疗的宫颈癌成年患者。计算机断层扫描图像用于评估骨骼肌指数(SMI)和放射密度(SMD),总脂肪组织指数,内脏脂肪组织指数.每周评估放化疗毒性,毒性诱导的治疗改变(TIMT)被认为是导致治疗中断的任何严重不良事件,延迟,或剂量减少。
    结果:大约45%的患者表现出至少一个不利的身体成分参数(较低的SMI,下部SMD,较高的总脂肪组织指数,或较高的内脏脂肪组织指数),23%有两个条件,3%有三个条件。毒性≥3级和TIMT的发生率分别为55%和30%,分别。对于≥3级的不良事件,单独评估或合并较低的SMD和正常肥胖时,较低的SMI是预后较差的决定因素。所有身体成分表型均与TIMT相关,当这两种情况都存在时,风险会增加。
    结论:较低的SMI是不良事件较高的独立因素,因为当单独分析或与脂肪组织相关时,它仍然是一个危险因素。与肌肉质量较低相关的脂肪组织过多的女性延迟或中断放化疗的风险约为4倍。此外,对于不利条件的总和,TIMT的风险逐渐增加。
    OBJECTIVE: To identify whether there is an association between body composition phenotypes and toxicity to chemoradiotherapy in women with cervical cancer.
    METHODS: This is a prospective cohort study that included 330 adult patients with cervical cancer treated with chemoradiotherapy. Computed tomography images were used to assess skeletal muscle index (SMI) and radiodensity (SMD), total adipose tissue index, and visceral adipose tissue index. Chemoradiotherapy toxicity was assessed weekly, and toxicity-induced modification of treatment (TIMT) was considered as any severe adverse event resulting in treatment interruption, delay, or dose reduction.
    RESULTS: Approximately 45% of the patients presented at least one unfavorable body composition parameter (lower SMI, lower SMD, higher total adipose tissue index, or higher visceral adipose tissue index), 23% had two conditions, and 3% had three conditions. The incidence of toxicity ≥ grade 3 and TIMT was 55% and 30%, respectively. For adverse events ≥ grade 3, lower SMI was the determining factor for worse outcomes when evaluated alone or combined with lower SMD and normal adiposity. All body composition phenotypes were associated with TIMT, increasing the risk when both conditions were present.
    CONCLUSIONS: Lower SMI was an independent factor for the higher number of adverse events, as it remained a risk factor when analyzed in isolation or in association with adipose tissue. Women with excess adipose tissue associated with lower muscle mass had a risk approximately 4 times higher of delaying or interrupting chemoradiotherapy. Furthermore, for the sum of unfavorable conditions, there was a progressive increase in the risk of TIMT.
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  • 文章类型: Journal Article
    目的:为了验证肾皮质和肾髓质之间的计算机断层扫描多相值比,它可用于简明地评估肾移植受者的肾功能。
    方法:根据肾脏疾病流行病学合作编年史(eGFR(CKD-EPI))和肾脏疾病饮食模块(eGFR(MDD)),将58例肾脏受者分为正常组(eGFR≥90mL/min/1.73m2)和异常组(eGFR<90mL/min/1.73m2)。动脉期和静脉期肾皮质和髓质的多相比分别为A(RatioC/M)和V(RatioC/M),两者的差值记为D(RatioC/M)。相关/回归分析,学生t检验,和ROC曲线分析用于测试多相比率评估肾功能的能力。
    结果:A(比率C/M)和V(比率C/M)均与eGFR(CKD-EPI)中度相关(Y=20.41*X28.20,r=0.40(95%Cl,0.13-0.58),P<0.01;Y=-16.57*X+109.8,r=-0.29(95%Cl,-0.51--0.04),P=0.03)和eGFR(MDRD)(Y=23.72*X+23.52,r=0.38(95%Cl,0.13-0.58),P<0.01;Y=-19.88*X+119.5,r=-0.30(95%Cl,-0.52--0.05),P=0.02)。然而,D(RatioC/M)与eGFR(CKD-EPI)(Y=30.95*X60.71,r=0.61(95%Cl,0.42-0.75),P<0.001)和eGFR(MDRD)(Y=36.47*X+61.01,r=0.62(95%Cl,0.44-0.76),P<0.001),分别,两条回归线无显著差异(斜率:P=0.496,截距:P=0.378)。两组D(RatioC/M)比较差异均有统计学意义(均P<0.05)。ROC曲线分析提供了用于评估eGFR的D(比率C/M)的截断值(AUC:0.863和AUC:0.822,所有P<0.001)。
    结论:D(比率C/M)可用于评估肾移植受者的肾功能。
    OBJECTIVE: To verify the multiphase ratio of Computer Tomography-value between the renal cortex and renal medulla, which can be used to concisely evaluate renal function in kidney recipients.
    METHODS: Fifty-eight kidney recipients were retrospectively enrolled and divided into the Normal group(eGFR≥90 mL/min/1.73m2) and Abnormal group(eGFR<90 mL/min/1.73m2) according to Chronicle Kidney Disease Epidemiology Collaboration (eGFR(CKD-EPI)) and the Modular of Diet in Renal Disease (eGFR(MDRD)) formulas respectively. The multiphasic ratios between the renal cortex and medulla in the arterial phase and venous phase were noted as A(RatioC/M) and V(RatioC/M), and the difference between those two was recorded as D(RatioC/M). Correlation/regression analysis, student t-test, and ROC curves analysis were used to test the ability of multiphasic ratios to assess renal function.
    RESULTS: Both A(RatioC/M) and V(RatioC/M) were moderately correlated with eGFR(CKD-EPI) (Y =20.41*X + 28.20, r=0.40 (95%Cl, 0.13-0.58), P<0.01; Y =-16.57*X + 109.8, r=-0.29 (95%Cl, -0.51--0.04), P=0.03) and eGFR(MDRD) (Y =23.72*X + 23.52, r=0.38 (95%Cl, 0.13-0.58), P<0.01; Y =-19.88*X + 119.5, r=-0.30 (95%Cl, -0.52--0.05), P=0.02). However, D(RatioC/M) was strongly positive correlated with eGFR(CKD-EPI) (Y = 30.95*X + 60.71, r=0.61 (95%Cl,0.42-0.75), P<0.001) and eGFR(MDRD) (Y = 36.47*X + 61.01, r=0.62 (95%Cl, 0.44-0.76), P<0.001), respectively, and both regression lines were not significant different (slope: P=0.496, intercept: P=0.378). The differences in D(RatioC/M) between the two groups were significant (all P<0.05). The ROC curve analysis provided the cutoff values of D(RatioC/M) for assessing eGFR (AUC:0.863 and AUC:0.822, all P<0.001).
    CONCLUSIONS: The D(RatioC/M) can be used to assess renal function for kidney recipients.
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  • 文章类型: Journal Article
    医学成像幻影(MIP)校准成像设备,培训医疗专业人员,可以帮助程序规划。传统MIP成本高且定制有限。增材制造允许可定制,患者特有的幻影。这项研究检查了可注射对比剂的CT衰减特性,有腔的3D打印体模,以优化组织模拟能力。MIP是由髂分叉附近复杂骨盆肿瘤的CT构建的。这些由三个腔室组成的结构的三维重建(主动脉,下腔静脉,肿瘤)带有造影剂注射端口的3D打印。所需的衰减为200HU(动脉I),150HU(静脉I),40HU(肿瘤I),150HU(动脉II),90HU(静脉II),和400HU(肿瘤II)。注射了Optiray350和水的溶液,然后在CT上扫描了体模.使用ROI测量衰减。六个阶段的平均衰减如下:肿瘤I的37.49HU,200.50HU用于静脉I,227.92HU用于动脉I,326.20HU用于肿瘤II,91.32HU用于静脉II,和132.08HU用于动脉II。尽管观察到的衰减和目标衰减之间的百分比差异很大,观察到的各相之间的相对HU差异与目标HU差异相似.观察到的衰减反映了所用对比溶液的相对浓度,与对比浓度表现出强正相关。造影剂可注射的肿瘤体模表现出有用的生理衰减值范围,即使在制造过程之后,也能够修改组织模仿3D打印的体模。
    Medical Imaging Phantoms (MIPs) calibrate imaging devices, train medical professionals, and can help procedural planning. Traditional MIPs are costly and limited in customization. Additive manufacturing allows for customizable, patient-specific phantoms. This study examines the CT attenuation characteristics of contrast-injectable, chambered 3D-printed phantoms to optimize tissue-mimicking capabilities. A MIP was constructed from a CT of a complex pelvic tumor near the iliac bifurcation. A 3D reconstruction of these structures composed of three chambers (aorta, inferior vena cava, tumor) with ports for contrast injection was 3D printed. Desired attenuations were 200 HU (arterial I), 150 HU (venous I), 40 HU (tumor I), 150 HU (arterial II), 90 HU (venous II), and 400 HU (tumor II). Solutions of Optiray 350 and water were injected, and the phantom was scanned on CT. Attenuations were measured using ROIs. Mean attenuation for the six phases was as follows: 37.49 HU for tumor I, 200.50 HU for venous I, 227.92 HU for arterial I, 326.20 HU for tumor II, 91.32 HU for venous II, and 132.08 HU for arterial II. Although the percent differences between observed and goal attenuation were high, the observed relative HU differences between phases were similar to goal HU differences. The observed attenuations reflected the relative concentrations of contrast solutions used, exhibiting a strong positive correlation with contrast concentration. The contrast-injectable tumor phantom exhibited a useful physiologic range of attenuation values, enabling the modification of tissue-mimicking 3D-printed phantoms even after the manufacturing process.
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  • 文章类型: Journal Article
    背景:几丁质酶-3样蛋白-1(CHI3L1)是哺乳动物几丁质酶样蛋白中的一员,血清CHI3L1水平升高与肝细胞癌(HCC)预后不良相关。本研究旨在探讨肝移植(LT)后肝癌患者血清CHI3L1水平与身体成分参数之间的关系。
    方法:这项回顾性研究纳入了200例肝癌LT术后患者。收集血样,通过酶联免疫吸附试验测量CHI3L1的血清浓度。计算机断层扫描(CT)用于估计骨骼肌和脂肪组织质量。进行Spearman等级相关检验以评估血清CHI3L1水平与这些身体成分参数之间的关联。采用Cox比例风险回归模型来确定独立的预后因素。使用Kaplan-Meier方法构建总生存期(OS)和无复发生存期(RFS)曲线,并通过对数秩检验进行比较。
    结果:根据骨骼肌辐射衰减(SMRA),共有71例患者(35.5%)被诊断为肌萎缩。非肌骨形成组5年OS率为66.9%,显著高于肌骨形成组的49.5%(p=0.025),而肌骨化病组(5年RFS:52.6%)或非肌骨化病组(5年RFS:42.0%)的RFS没有显着差异(p=0.068)。血清CHI3L1水平与SMRA呈显著负相关(r=-0.3,p<0.001)。有趣的是,在患有肌骨沉着症的患者中,Kaplan-Meier分析显示,血清CHI3L1水平升高与OS(p<0.001)和RFS(p=0.047)较差相关。然而,在没有肌肉骨化的患者中,Kaplan-Meier分析发现血清CHI3L1水平升高与OS(p=0.070)或RFS(p=0.104)无关。
    结论:CHI3L1升高与SMRA呈负相关,并预测中国人群肝癌肝移植后预后较差,尤其是那些伴有肌骨形成的患者。监测血清CHI3L1可预测预后,有效指导个体化营养干预。
    BACKGROUND: Chitinase-3 like-protein-1 (CHI3L1) is a member of the mammalian chitinase-like proteins and elevated serum CHI3L1 level has been proved to be associated with poor prognosis in hepatocellular carcinoma (HCC). This study aimed to investigate the relationship between serum CHI3L1 levels and body composition parameters in patients with HCC after liver transplantation (LT).
    METHODS: This retrospective study enrolled 200 patients after LT for HCC. Blood samples were collected and serum concentrations of CHI3L1 were measured by enzyme-linked immunosorbent assay. Computer tomography (CT) were used to estimate skeletal muscle and adipose tissue mass. Spearman\'s rank correlation test was performed to assess associations between serum CHI3L1 levels and these body composition parameters. A Cox proportional-hazards regression model was performed to identify independent prognostic factors. Overall survival (OS) and recurrence-free survival (RFS) curves were constructed using the Kaplan-Meier method and compared by the log-rank test.
    RESULTS: Total 71 patients (35.5%) were diagnosed with myosteatosis according to skeletal muscle radiation attenuation (SMRA). The 5-year OS rates were 66.9% in non-myosteatosis group, significantly higher than 49.5% in myosteatosis group (p = 0.025), while the RFS of myosteatosis group (5-year RFS: 52.6%) or non-myosteatosis group (5-year RFS: 42.0%) shown no significant difference (p = 0.068). The serum CHI3L1 level were significantly negative correlated with SMRA (r = -0.3, p < 0.001). Interestingly, in patients with myosteatosis, Kaplan-Meier analysis revealed that elevated serum CHI3L1 levels were associated with worse OS (p < 0.001) and RFS (p = 0.047). However, in patients without myosteatosis, Kaplan-Meier analysis found elevated serum CHI3L1 levels were not associated with OS (p = 0.070) or RFS (p = 0.104).
    CONCLUSIONS: Elevated CHI3L1 was negatively correlated with SMRA, and predicted poorer prognosis in Chinese population after LT for HCC, especially in those patients with concomitant myosteatosis. Monitoring serum CHI3L1 can predict prognosis and effectively guide individual nutrition intervention.
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  • 文章类型: Journal Article
    目的:本研究的目的是确定最佳的放射学参数,以评估耳蜗植入手术中的圆窗入路。
    方法:在Szczecin耳鼻喉科接受人工耳蜗植入的患者,在2015年至2022年期间,有资格参加这项研究。根据八个参数(文献中提出的七个)进行放射学评估,并在术中进行可见性临床评估,量表为1至5(1-不可见,5-完全可见)。圆窗生态位(RWN)和圆窗膜(RWM)的可见性评估允许将差异(RWN减去RWM)用作圆窗上方悬垂尺寸的临床评估。
    结果:对52例患者57耳的计算机断层扫描图像进行了圆窗入路分析。研究组包括26名女性和26名男性,年龄从1岁到80岁不等,平均年龄为41岁。在临床评估中,圆窗能见度为5,去除骨悬垂后,69%的患者。在39例(68%)病例中,通过圆窗进入耳蜗,13例(23%)通过圆窗延伸进入,5例(9%)进行了耳蜗造口术。使用文献(Chen_Angle)和我们的建议(RWM_prediction)中的一个参数,发现了与圆窗访问具有统计学意义的序数相关性。从描述圆窗骨悬垂的参数来看,使用文献中的参数(Sarafraz_OH和Mehanna_OH)发现了正相关(使用Kendall秩检验)。
    结论:根据耳道后壁的解剖结构和面神经的位置,描述进入圆窗的放射学测量值最高。
    结论:在未来,使用算法进行计算机断层扫描评估和机器人辅助手术将需要参数来评估圆窗通道,用于手术计划和电极的选择。总结了各种作者提出的参数,允许研究人员评估其在进一步临床实践中的有用性。
    OBJECTIVE: The aim of this study was to determine optimal radiological parameters for assessment of the round window approach in cochlear implantation surgery.
    METHODS: Patients undergoing cochlear implantation at the Department of Otolaryngology in Szczecin, between 2015 and 2022 inclusive, were eligible for the study. Radiological assessments were performed according to eight parameters (seven proposed in the literature) and visibility clinical assessments were made intra-operatively on a scale of 1 to 5 (1 - not visible, 5 - fully visible). Visibility assessments of the round window niche (RWN) and round window membrane (RWM) allowed the difference (RWN minus RWM) to be used as a clinical assessment of the size of the overhang over the round window.
    RESULTS: Computed tomography images of 57 ears from 52 patients were analyzed in terms of round window access. The study group included 26 females and 26 males, ranging in age from 1 year to 80 years, with a median age of 41 years. In clinical assessment, round window visibility was rated as 5, after removal of the bone overhang, in 69% of patients. Cochlear access through the round window was achieved in 39 (68%) cases, extended access through the round window in 13 (23%) cases and cochleostomy was performed in 5 (9%) cases. Statistically significant ordinal correlations with round-window access were found using one parameter from the literature (Chen_Angle) and from our proposal (RWM_prediction). From parameters describing the bone overhang of the round window, positive correlations (using Kendall rank tests) were found using parameters from the literature (Sarafraz_OH and Mehanna_OH).
    CONCLUSIONS: Radiological measurements describing access to the round window which determine the angle based on the anatomy of the posterior wall of the auditory canal and the position of the facial nerve were found to be of the highest value.
    CONCLUSIONS: In the future, the use of algorithms for computed tomography evaluation and robot-assisted surgery will require parameters for assessing round window access, for surgery planning and choice of electrode. The parameters proposed by various authors are summarized, allowing researchers to assess their usefulness in further clinical practice.
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  • 文章类型: Journal Article
    目的:本研究旨在评估胸主动脉腔内修复术(TEVAR)治疗降主动脉夹层后升主动脉的几何结构变化,并确定直径和长度变化的潜在危险因素。
    方法:2009年4月至2021年7月7日,102例急性降主动脉夹层(B型和非A型非B型)患者接受TEVAR治疗,并纳入本分析。计算机断层扫描血管造影扫描被转移到专用的成像软件和详细的主动脉测量(包括长度,直径和面积)在术后进行多平面重建,六个月后,每年。
    结果:65(58%)患者为男性,平均年龄66(±11)岁。四名(4%)患者被诊断为结缔组织疾病。在TEVAR之前,79%的患者平均接受了1.5(±1.2)种不同类别的抗高血压药物治疗。TEVAR和2.7(±1.0)种不同的抗高血压药物后,这一数字上升到98%。长度没有明显变化,直径,横截面积,在TEVAR后3年的随访期间,升主动脉的体积或升主动脉的体积。身高是平均升主动脉直径(p值=-0.013;B=-8.890)和头臂干水平的平均主动脉直径(p值=0.039;B=-14.763)的负预测指标。
    结论:我们的数据表明,在严格的血压药物治疗下,中期随访期间,TEVAR下行胸主动脉的升主动脉没有明显变化。此外,我们没有发现几何参数增加的任何可改变的危险因素.
    BACKGROUND: This study aimed to assess geometry changes of the ascending aorta after thoracic endovascular aortic repair (TEVAR) for descending aortic dissection and identify potential risk factors for diameter and length change.
    METHODS: Between April 2009 and July 2021, 102 patients were treated for acute descending aortic dissections (type B and non-A non-B) with TEVAR and were included in this analysis. Computed tomography angiographic scans were transferred to a dedicated imaging software and detailed aortic measurements (including length, diameter and area) were taken in multiplanar reconstruction postoperatively, after 6 months and annually thereafter.
    RESULTS: Sixty-five (58%) patients were male, with a mean age of 66 (±11). Four (4%) patients were diagnosed with connective tissue disease. Before TEVAR, 79% of our patients were treated with a mean of 1.5 (±1.2) different classes of antihypertensive medications. This number rose to 98% after TEVAR and 2.7 (±1.0) different antihypertensive drugs. There was no significant change in length, diameter, cross-sectional area, or volume of the ascending aorta during the follow-up of 3 years after TEVAR. Body height was a negative predictor for mean ascending aortic diameter (P value = -0.013; B = -8.890) and mean aortic diameter at the level of the brachiocephalic trunk (P value = 0.039; B = -14.763).
    CONCLUSIONS: Our data suggest no significant changes in the ascending aorta following TEVAR of the descending thoracic aorta during mid-term follow-up when under stringent blood pressure medication. Additionally, we did not find any modifiable risk factors for geometry parameter increase.
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  • 文章类型: Journal Article
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  • 文章类型: Journal Article
    比较断层合成表现与X线摄影术的区别,以区分可疑轴性脊柱关节炎(SpA)患者的骶髂关节正常或退行性变化。
    射线照相术,对疑似SpA的连续患者在同一天进行了骶髂关节的断层合成和CT检查(29例患者)。检查是回顾性独立阅读的,被两名放射科医生(一名初级和一名高级,和初级学生两次)。使用kappa系数评估观察者之间和观察者之间的一致性。每种成像灵敏度的有效剂量,评估了特异性和准确性,并与作为金标准的CT进行了比较.
    CT检测到15/58个关节伴有骶髂关节炎。成像灵敏度,特异性和准确性为60%,84%和44%,分别,射线照相和87%,断层合成分别为91%和77%。断层合成的平均有效剂量显着低于CT(少5倍),而显着高于放射线照相术(多8倍)。
    对于疑似SpA的患者,断层合成优于X线摄影,辐射暴露比CT少5倍。
    UNASSIGNED: 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).
    UNASSIGNED: 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.
    UNASSIGNED: 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).
    UNASSIGNED: Tomosynthesis is superior to radiography for sacroiliitis detection in patients with suspected SpA, with 5-fold less radiation exposure than CT.
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  • 文章类型: Journal Article
    反刍动物的脑脓肿通常由原发感染灶引起,导致受影响动物的预后不良。这凸显了对不同反刍动物物种的脑脓肿进行全面研究的必要性。我们回顾性调查了流行病学的医疗记录,临床,神经影像学,解剖学病理学,和六只反刍动物的细菌学发现(三只山羊,两头母牛,和一只羊)被诊断患有脑脓肿。所有研究的动物都是雌性。冷漠(50%)强迫性行走(33%),面部敏感度下降(33%),压头(33%),缉获量(33%),半乳质精神状态(33%),斜视(33%),单侧失明(33%),和盘旋(33%)是最常见的神经系统症状。白细胞增多和中性粒细胞增多是血液学评估的主要发现。脑脊液(CSF)分析显示主要是高蛋白质和细胞增多症。在三种情况下,使用计算机断层扫描或磁共振成像,能够识别典型的脓肿病变,随后在验尸中得到证实。在大多数情况下,脓肿样品和/或CSF的微生物培养物显示细菌共感染。先进的影像学检查,结合CSF分析,可以帮助诊断,尽管确认通常依赖于死后评估和病原体的隔离。这项研究有助于临床病理方面,神经影像,和家养反刍动物脑脓肿的细菌学诊断。
    Brain abscesses in ruminants often arise from primary infection foci, leading to an unfavorable prognosis for affected animals. This highlights the need for comprehensive studies on brain abscesses across different ruminant species. We retrospectively investigated medical records of epidemiological, clinical, neuroimaging, anatomopathological, and bacteriological findings in six ruminants (three goats, two cows, and one sheep) diagnosed with brain abscesses. All animals studied were female. Apathy (50%), compulsive walking (33%), decreased facial sensitivity (33%), head pressing (33%), seizures (33%), semicomatous mental status (33%), strabismus (33%), unilateral blindness (33%), and circling (33%) represented the most common neurologic signs. Leukocytosis and neutrophilia were the main findings in the hematological evaluation. Cerebrospinal fluid (CSF) analysis revealed predominant hyperproteinorrachia and pleocytosis. In three cases, computed tomography or magnetic resonance imaging were used, enabling the identification of typical abscess lesions, which were subsequently confirmed during postmortem examination. Microbiological culture of the abscess samples and/or CSF revealed bacterial coinfections in most cases. Advanced imaging examinations, combined with CSF analysis, can aid in diagnosis, although confirmation typically relies on postmortem evaluation and isolation of the causative agent. This study contributes to clinicopathological aspects, neuroimages, and bacteriological diagnosis of brain abscesses in domestic ruminants.
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  • 文章类型: Journal Article
    背景:孤立性肺结节的诊断一直是临床研究的难点和重点。尤其是肉芽肿结节(GNs)与分叶和针状征象,容易误诊为恶性肿瘤。因此,在这项研究中,我们利用CT深度学习(DL)模型来区分具有分叶和针状征象的GNs与实性肺腺癌(LADCs),提高术前诊断的准确性。
    方法:对来自3家医疗机构的420例经病理证实的GNs和LADCs患者进行回顾性研究。识别并标记非增强CT(NECT)和静脉对比增强CT(VECT)中的感兴趣区域,并构建了自我监督标签。来自机构1的病例被随机分为训练集(TS)和内部验证集(IVS),来自机构2和3的病例被视为外部验证集(EVS)。使用自监督迁移学习进行训练和验证,并将结果与放射科医生的诊断结果进行比较。
    结果:DL模型在区分GNs和LADC方面取得了良好的性能,IVS中的曲线下面积(AUC)值为0.917、0.876和0.896,NECT中的EVS为0.889、0.879和0.881,VECT,静脉造影增强CT(NEVECT)图像未增强,分别。放射科医生1、2、3和4的AUC为,分别,(IVS)中的0.739、0.783、0.883和0.901,以及EVS中的0.760、0.760、0.841和0.844。
    结论:CTDL模型对术前从实体LADC中分化出具有分叶和毛刺征象的GNs具有重要价值,其预测性能高于放射科医师。
    BACKGROUND: The diagnosis of solitary pulmonary nodules has always been a difficult and important point in clinical research, especially granulomatous nodules (GNs) with lobulation and spiculation signs, which are easily misdiagnosed as malignant tumors. Therefore, in this study, we utilised a CT deep learning (DL) model to distinguish GNs with lobulation and spiculation signs from solid lung adenocarcinomas (LADCs), to improve the diagnostic accuracy of preoperative diagnosis.
    METHODS: 420 patients with pathologically confirmed GNs and LADCs from three medical institutions were retrospectively enrolled. The regions of interest in non-enhanced CT (NECT) and venous contrast-enhanced CT (VECT) were identified and labeled, and self-supervised labels were constructed. Cases from institution 1 were randomly divided into a training set (TS) and an internal validation set (IVS), and cases from institutions 2 and 3 were treated as an external validation set (EVS). Training and validation were performed using self-supervised transfer learning, and the results were compared with the radiologists\' diagnoses.
    RESULTS: The DL model achieved good performance in distinguishing GNs and LADCs, with area under curve (AUC) values of 0.917, 0.876, and 0.896 in the IVS and 0.889, 0.879, and 0.881 in the EVS for NECT, VECT, and non-enhanced with venous contrast-enhanced CT (NEVECT) images, respectively. The AUCs of radiologists 1, 2, 3, and 4 were, respectively, 0.739, 0.783, 0.883, and 0.901 in the (IVS) and 0.760, 0.760, 0.841, and 0.844 in the EVS.
    CONCLUSIONS: A CT DL model showed great value for preoperative differentiation of GNs with lobulation and spiculation signs from solid LADCs, and its predictive performance was higher than that of radiologists.
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