computed tomography imaging

计算机断层扫描成像
  • 文章类型: Journal Article
    使用带袖口的气管内导管(ETT)已成为儿科实践中的护理标准。使用翻边ETT的基本原理是在提供有效的气道密封的同时使环状软骨周围的压力最小化。然而,安全护理要求气管内插管后,袖带位于环状环的远端。当前的研究证明了计算机断层扫描(CT)成像在识别插管患者中ETT袖带位置的能力。
    该研究包括年龄从1个月到10岁的患者,这些患者接受了需要全身麻醉和气管插管的颈部和胸部CT成像。从三个水平的轴向CT图像确定气道内ETT和袖带的位置(近端,中间,和远端)。解剖方向列表,并确定了ETT和袖带的每个方向的百分比机会。
    该研究队列包括42名年龄在1至114个月之间的患者。24名患者使用了带有聚氯乙烯袖带的ETT,18例患者使用了带聚氨酯袖口的ETT。在大约24-38%的患者中,ETT位于气管后壁附近,最有可能位于近端和中间部分的中心。袖带的中部最有可能位于气管的中部,但倾向于在近端和远端都向前倾斜。
    这是首次使用CT成像来识别儿童气管内袖带充气的均匀性的研究。使用常用的带翻边ETT,袖带充气和ETT袖带在气管腔内的最终位置不均匀。需要进一步的研究来确定这种不对称的原因及其临床意义。
    UNASSIGNED: The use of cuffed endotracheal tubes (ETTs) has become the standard of care in pediatric practice. The rationale for the use of a cuffed ETT is to minimize pressure around the cricoid while providing an effective airway seal. However, safe care requires that the cuff lie distal to the cricoid ring following endotracheal intubation. The current study demonstrates the capability of computed tomography (CT) imaging in identifying the position of the cuff of the ETT in intubated patients.
    UNASSIGNED: The study included patients ranging in age from 1 month to 10 years who underwent neck and chest CT imaging that required general anesthesia and endotracheal intubation. The location of the ETT and of the cuff within the airway was determined from axial CT images at three levels (proximal, middle, and distal). Anatomical orientations were tabulated, and percent chances of each orientation were determined for the ETT and the cuff.
    UNASSIGNED: The study cohort included 42 patients ranging in age from 1 to 114 months. An ETT with a polyvinylchloride cuff was used in 24 patients, and an ETT with a polyurethane cuff was used in 18 patients. The ETT was located near the posterior wall of the trachea in approximately 24-38% of patients, being most likely to be centrally located at the proximal end and at its mid-portion. The middle part of the cuff was most likely to be positioned in the mid-portion of the trachea but tended to skew anteriorly at both the proximal and distal ends.
    UNASSIGNED: This is the first study using CT imaging to identify the uniformity of cuff inflation within the trachea in children. With commonly used cuffed ETTs, cuff inflation and the final position of ETT cuff within the tracheal lumen were not uniform. Future investigations are needed to determine the reasons for this asymmetry and its clinical implications.
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  • 文章类型: Journal Article
    先前关于肺活量测定与高密度脂蛋白(HDL)胆固醇之间相关性的发现很有趣,但却相互矛盾。这项研究的目的是评估中国慢性阻塞性肺疾病(COPD)患者的HDL水平与肺活量和影像学参数之间的关系。
    本研究共纳入907名COPD患者。参与者从问卷调查中获得完整的数据,血脂谱检查,肺活量测定测试,和计算机断层扫描(CT)扫描包括在分析中.采用广义累加模型来识别HDL水平与肺活量测定和成像参数之间的非线性关系。在存在非线性相关性的情况下,采用分段线性回归模型确定阈值效应。
    在对各种因素进行调整后,我们发现HDL水平和肺活量测定/成像参数之间存在非线性相关性,拐点为4.2(66mg/dL)。当Ln(HDL)低于4.2时,每个单位的增加与支气管扩张剂后FEV1的减少显着相关(0.32L,95%CI:0.09-0.55),预测FEV1%(11.0%,95%CI:2.7-19.3),并降低FEV1/FVC(8.0%,95%CI:4.0-12.0),Ln(LAA-950)显著增加1.20(95%CI:0.60-1.79),Ln(LAA-856)显著增加0.77(95%CI:0.37-1.17)。然而,当Ln(HDL)大于或等于4.2时,未观察到显著关联.
    COPD患者HDL水平与肺功能和CT影像学之间存在非线性相关性。在达到66mg/dL之前,HDL升高与肺功能受损显著相关,更严重的气体滞留和肺气肿。
    UNASSIGNED: The previous findings on the correlation between spirometry and high-density lipoprotein (HDL) cholesterol are intriguing yet conflicting. The aim of this research is to evaluate the relationship between HDL levels and spirometry as well as imaging parameters in patients with chronic obstructive pulmonary disease (COPD) in China.
    UNASSIGNED: This study encompasses a total of 907 COPD patients. Participants with complete data from questionnaire interviews, lipid profile examinations, spirometry testing, and computed tomography (CT) scans were included in the analysis. A generalized additive model was employed to identify the non-linear relationship between HDL levels and both spirometry and imaging parameters. In the presence of non-linear correlations, segmented linear regression model was applied to ascertain threshold effects.
    UNASSIGNED: After adjusting for various factors, we found a non-linear correlation between HDL levels and spirometry/imaging parameters, with an inflection point at 4.2 (66 mg/dL). When Ln (HDL) was below 4.2, each unit increase correlated significantly with reduced post-bronchodilator FEV1 (0.32L, 95% CI: 0.09-0.55), decreased predicted FEV1% (11.0%, 95% CI: 2.7-19.3), and lowered FEV1/FVC (8.0%, 95% CI: 4.0-12.0), along with notable increases in Ln (LAA-950) by 1.20 (95% CI: 0.60-1.79) and Ln (LAA-856) by 0.77 (95% CI: 0.37-1.17). However, no significant associations were observed when Ln (HDL) was greater than or equal to 4.2.
    UNASSIGNED: A non-linear correlation existed between HDL levels with lung function and CT imaging in COPD patients. Prior to reaching 66 mg/dL, an elevation in HDL was significantly associated with impaired lung function, more severe gas trapping and emphysema.
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  • 文章类型: Journal Article
    缝合瓣环成形术相对于主动脉瓣环(内部或外部)的理想位置尚不清楚。本研究旨在探讨内外缝合瓣环成形术对1型二叶主动脉瓣膜(BAV)修复的有效性。心电图(ECG)门控计算机断层扫描(CT)用于比较两种技术并分析其对主动脉瓣环的影响。
    我们回顾性分析了20例接受隔离的1型BAV修复的内部或外部缝合瓣环成形术的患者。每组包括10名具有相当临床特征的患者。术前和术后进行ECG门控CT扫描以评估心室-主动脉交界处(VAJ)和虚拟基底环(VBR)之间的解剖关系,并测量两组中预定标志处VBR的瓣环成形术高度。围手术期环形几何形状,包括环形面积和周长,进行测量以量化瓣环成形术对环状膨胀性的影响。组间比较Hegar扩张器的术后环形尺寸和大小之间的差异,以评估瓣环成形术的有效性。
    在两组中,右冠状动脉(RC)口(7.7±3.3mm)和中段(7.9±1.5mm)的VAJ高于VBR。从VBR到外部缝合线瓣环成形术的高度在RC口和中缝处具有相似的模式(5.3±1.1mm和4.8±1.0mm,分别)。相比之下,在内部组中,这些地标的高度差异很小。与术前水平相比,内部组的术后环状区域扩展性降低(4.9±2.3%vs.8.9±5.5%,p=0.038),而在外部组中没有发现显着变化(7.6±4.1%vs.6.5±2.8%,p=0.473)。内部组收缩期时VBR和Hegar扩张器之间的面积差异较小(10.1±3.7%vs.30.1±16.6%,p=0.004)和舒张期(5.7±4.9%vs.20.9±14.5%,p=0.009)与外部组相比。
    由于不存在VAJ干扰,与外部缝合线瓣环成形术相比,内部缝合线瓣环成形术相对于VBR的定位更好。虽然这会导致更精确的环形减少和短期内的膨胀性较小,有必要进行长期的后续评估以评估其有效性。
    UNASSIGNED: The ideal position of suture annuloplasty relative to the aortic annulus (internal or external) remains unclear. This study aimed to investigate the effectiveness of internal and external suture annuloplasty for isolated type 1 bicuspid aortic valve (BAV) repair. Electrocardiogram (ECG)-gated computed tomography (CT) was used to compare the two techniques and analyze their impact on the aortic annulus.
    UNASSIGNED: We retrospectively analyzed 20 patients who underwent isolated type 1 BAV repair with either internal or external suture annuloplasty. Each group included 10 patients with comparable clinical features. Preoperative and postoperative ECG-gated CT scans were performed to assess the anatomical relationship between the ventricular-aortic junction (VAJ) and virtual basal ring (VBR), and to measure the height of annuloplasty from the VBR at predefined landmarks in both groups. Perioperative annular geometries, including annular area and perimeter, were measured to quantify the impact of annuloplasty on annular expansibility. The discrepancy between the postoperative annular dimension and size of the Hegar dilator were compared between groups to evaluate the effectiveness of annuloplasty.
    UNASSIGNED: In both groups, VAJ was higher than VBR at the right coronary (RC) ostium (7.7 ± 3.3 mm) and the raphe (7.9 ± 1.5 mm). The height from the VBR to the external suture annuloplasty shared a similar pattern at the RC ostium and raphe (5.3 ± 1.1 mm and 4.8 ± 1.0 mm, respectively). In contrast, the height differences were minimal for these landmarks in the internal group. Postoperative annular area expansibility decreased in the internal group compared to preoperative levels (4.9 ± 2.3% vs. 8.9 ± 5.5%, p = 0.038), while no significant change was found in the external group (7.6 ± 4.1% vs. 6.5 ± 2.8%, p = 0.473). The internal group showed less area discrepancy between the VBR and the Hegar dilator both at systole (10.1 ± 3.7% vs. 30.1 ± 16.6%, p = 0.004) and diastole (5.7 ± 4.9% vs. 20.9 ± 14.5%, p = 0.009) compared to the external group.
    UNASSIGNED: Internal suture annuloplasty results in better positioning relative to the VBR than external suture annuloplasty due to the absence of VAJ interference. While this results in more precise annular reduction and less expansibility in the short term, a long-term follow-up evaluation is necessary to assess its effectiveness.
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  • 文章类型: Journal Article
    由于解剖不确定性和平面计算机断层扫描(CT)扫描的低分辨率带来的挑战,使用人工智能(AI)对小肝癌(sHCC)实施自适应放射治疗(ART)在肿瘤识别对齐和自动分割方面面临障碍。目前的研究旨在使用基于金纳米粒子(AuNP)的CT造影剂来改善ART的sHCC成像,以增强AI驱动的自动图像处理。合成的带电荷的AuNP在体外表现出明显的聚集,低细胞毒性,和最小的器官毒性。随着时间的推移,在多个时间点建立原位sHCC小鼠模型用于体内CT成像。使用3DU-Net和3DTransU-NetAI模型处理的增强CT图像显示出很高的几何和剂量精度。因此,带电的AuNPs可以使用经典的AI模型在CT图像中实现准确和自动的sHCC分割,有可能解决与肿瘤识别相关的技术挑战,对齐,以及CT引导的在线ART中的自动分割。
    Because of the challenges posed by anatomical uncertainties and the low resolution of plain computed tomography (CT) scans, implementing adaptive radiotherapy (ART) for small hepatocellular carcinoma (sHCC) using artificial intelligence (AI) faces obstacles in tumor identification-alignment and automatic segmentation. The current study aims to improve sHCC imaging for ART using a gold nanoparticle (Au NP)-based CT contrast agent to enhance AI-driven automated image processing. The synthesized charged Au NPs demonstrated notable in vitro aggregation, low cytotoxicity, and minimal organ toxicity. Over time, an in situ sHCC mouse model was established for in vivo CT imaging at multiple time points. The enhanced CT images processed using 3D U-Net and 3D Trans U-Net AI models demonstrated high geometric and dosimetric accuracy. Therefore, charged Au NPs enable accurate and automatic sHCC segmentation in CT images using classical AI models, potentially addressing the technical challenges related to tumor identification, alignment, and automatic segmentation in CT-guided online ART.
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  • 文章类型: Journal Article
    目的:肺动脉受累是Behcet病(BD)的严重并发症。尽管静脉血栓在BD中很常见,肺栓塞被认为是罕见的,因为炎症性质使血栓强烈粘附于静脉壁。本研究旨在定义BD患者计算机断层扫描(CT)成像中肺动脉血栓形成(PAT)的放射学特征。
    方法:我们回顾性评估了165例血管受累的BD患者。在静脉受累的患者中(n=146),我们确定了65例之前接受过胸部CT成像的患者.14名被诊断为PAT的患者被纳入研究。放射科专家重新评估了患者的初始和对照胸部CT扫描,根据其放射学特征将PAT分为急性或慢性。
    结果:初次CT扫描时,患者的中位年龄为35岁(最小-最大:15-60岁),九个是男性。12例(85.7%)患者在CT评估时出现症状。在重新评估胸部CT时,6例(42.8%)被诊断为急性PAT;8例(57.1%)被诊断为慢性PAT.两名患有慢性PAT的患者也患有急性PAT。3例(21.4%)患者出现肺动脉动脉瘤,3例(21.4%)患者出现心内血栓。
    结论:在这项研究中,大量静脉受累的BD患者的放射学表现与急性PAT一致,可能是由于肺栓塞。这些病变的临床重要性必须通过未来的研究来定义。
    OBJECTIVE: Pulmonary artery involvement is a severe complication of Behcet\'s disease (BD). Although venous thrombosis is common in BD, pulmonary embolism is considered to be rare because the inflammatory nature makes the thrombi strongly adherent to the venous walls. This study aimed to define the radiological characteristics of pulmonary artery thrombosis (PAT) on computed tomography (CT) imaging in BD patients.
    METHODS: We retrospectively evaluated 165 BD patients with vascular involvement. Among the patients with venous involvement (n = 146), we identified 65 patients who had undergone thorax CT imaging previously. Fourteen patients who were diagnosed with PAT were included in the study. Expert radiologists re-evaluated the patients\' initial and control thorax CT scans, classified the PAT as acute or chronic based on their radiological features.
    RESULTS: The patients\' median age was 35 (min-max: 15-60) years at the time of the initial CT scan, and nine were male. Twelve (85.7%) patients were symptomatic at the time of CT evaluation. Upon re-evaluating the thorax CTs, acute PAT was diagnosed in six (42.8%); chronic PAT was detected in eight (57.1%) patients. Two patients with chronic PAT also had acute PAT. Pulmonary artery aneurysms were present in three (21.4%) patients, and intracardiac thrombus was found in three (21.4%) patients.
    CONCLUSIONS: A significant number of BD patients with venous involvement had radiological findings consistent with acute PAT potentially due to pulmonary emboli in this study. The clinical importance of these lesions has to be defined with future studies.
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  • 文章类型: Case Reports
    原发性心包肉瘤是极其罕见的恶性肿瘤。在这种情况下,原发性心包滑膜肉瘤,我们讨论了检查心包积液的初始步骤,并回顾了需要进行更详细调查的特征.
    一名没有相关既往病史的29岁男性表现出几周的疲劳,呼吸困难,骨科,腿部肿胀,和背部疼痛。经胸超声心动图显示心包积液,并进行了心包穿刺术和引流。他被诊断为病毒性心包炎后出院。5个月后,他因症状恶化而返回。心脏磁共振成像(CMR)的高级成像显示,异质性心包肿块后来在活检中显示为高级滑膜肉瘤。患者开始接受基于阿霉素的化疗方案,但由于肾功能不全和多器官衰竭,他过渡到姑息治疗措施。
    经胸超声心动图和计算机断层扫描通常是心包腔穿刺术的心包积液的初步检查选择,对于中度至重度积液,或者如果有感染/肿瘤的担忧。由于改善了组织表征和空间分辨率,对于非典型或复发性心包积液,还应考虑CMR和正电子发射断层扫描,以评估不太常见的病因,例如恶性肿瘤。
    UNASSIGNED: Primary pericardial sarcomas are extremely rare malignancies. In this case of primary pericardial synovial sarcoma, we discuss the initial steps to work-up pericardial effusions and review features that warrant more detailed investigation.
    UNASSIGNED: A 29-year-old male with no relevant past medical history presents with a few weeks of fatigue, dyspnoea, orthopnoea, leg swelling, and back pain. Transthoracic echocardiogram revealed pericardial effusion for which pericardiocentesis and drain placement were done. He was discharged with a diagnosis of post-viral pericarditis. He returned 5 months later with worsening symptoms. Advanced imaging with cardiac magnetic resonance imaging (CMR) showed heterogeneous pericardial mass later revealed to be a high-grade synovial sarcoma on biopsy. The patient was started on a doxorubicin-based chemotherapy regimen, but due to kidney dysfunction and multi-organ failure, he was transitioned to palliative care measures.
    UNASSIGNED: Transthoracic echocardiogram and computed tomography are often the initial tests of choice for pericardial effusions with pericardiocentesis recommended for effusions with tamponade physiology, for moderate-to-large effusions, or if there is concern for infection/neoplasm. Due to improved tissue characterization and spatial resolution, CMR and positron emission tomography should also be considered for atypical or recurrent pericardial effusions to assess for less common aetiologies such as malignancy.
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  • 文章类型: Journal Article
    基于铋(Bi)的计算机断层扫描(CT)成像造影剂(CA)由于其成本效益,在诊断胃肠道疾病方面具有重要的前景。灵敏度提高,和值得称赞的生物相容性。然而,在实现简单的合成过程方面仍然存在重大挑战,显著的水溶性,和有效的靶向能力,为Bi-basedCAs的潜在临床转化提供依据。在这里,我们展示了双药物启发的超小葡聚糖包覆的氧化铋纳米颗粒(Bi2O3-DexNP)用于炎症性肠病(IBD)的靶向CT成像。Bi2O3-DexNP是通过使用铋盐和葡聚糖作为模板的简单碱性沉淀反应合成的。Bi2O3-DexNP具有超小尺寸(3.4nm),特殊的水溶性(超过200mgmL-1),Bi含量高(19.75%),与临床碘海醇相比,优异的生物相容性和更高的X射线衰减能力。Bi2O3-DexNP不仅可以在CT成像中清晰地显示胃肠道轮廓和肠环路结构,而且可以在口服给药后特异性靶向并积聚在结肠炎小鼠的炎症部位。有助于精确诊断并能够对IBD进行靶向CT成像。我们的研究介绍了一种新颖且临床上有前途的策略,用于合成用于诊断胃肠道疾病的高性能Bi2O3-DexNP。
    Bismuth (Bi)-based computed tomography (CT) imaging contrast agents (CAs) hold significant promise for diagnosing gastrointestinal diseases due to their cost-effectiveness, heightened sensitivity, and commendable biocompatibility. Nevertheless, substantial challenges persist in achieving an easy synthesis process, remarkable water solubility, and effective targeting ability for the potential clinical transformation of Bi-based CAs. Herein, we show Bi drug-inspired ultra-small dextran coated bismuth oxide nanoparticles (Bi2O3-Dex NPs) for targeted CT imaging of inflammatory bowel disease (IBD). Bi2O3-Dex NPs are synthesized through a simple alkaline precipitation reaction using bismuth salts and dextran as the template. The Bi2O3-Dex NPs exhibit ultra-small size (3.4 nm), exceptional water solubility (over 200 mg mL-1), high Bi content (19.75 %), excellent biocompatibility and demonstrate higher X-ray attenuation capacity compared to clinical iohexol. Bi2O3-Dex NPs not only enable clear visualization of the GI tract outline and intestinal loop structures in CT imaging but also specifically target and accumulate at the inflammatory site in colitis mice after oral administration, facilitating a precise diagnosis and enabling targeted CT imaging of IBD. Our study introduces a novel and clinically promising strategy for synthesizing high-performance Bi2O3-Dex NPs for diagnosing gastrointestinal diseases.
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  • 文章类型: Journal Article
    目的:基于CT图像数据构建慢性上颌窦炎(CMS)骨重建的深度学习卷积神经网络(CNN)模型和机器学习支持向量机(SVM)模型,以提高图像诊断的准确性。
    方法:收集我院2018年1月至2021年12月500例患者1000例上颌窦CT资料。第一部分是通过461张图像建立慢性上颌窦炎检测模型并进行检测。第二部分是通过802张图像建立并检测慢性上颌窦炎伴骨改建的模型。敏感性,记录测试集的特异性和准确性以及曲线下面积(AUC)值,分别。
    结果:基于CT的AI在诊断慢性上颌窦炎和骨重建中的初步应用结果。敏感性,93个CMS样品的测试集的特异性和准确性,分别为0.9796、0.8636和0.9247。同时,AUC值为0.94。和敏感性,161个CMS样本的测试集的特异性和准确性分别为0.7353、0.9685和0.9193。同时,AUC值为0.89。
    结论:使用深度学习和机器学习等人工智能研究方法自动识别鼻旁窦MSCT图像中的CMS和骨重建是可行的,有助于影像诊断的规范化,满足临床应用的需要。
    OBJECTIVE: To construct the deep learning convolution neural network (CNN) model and machine learning support vector machine (SVM) model of bone remodeling of chronic maxillary sinusitis (CMS) based on CT image data to improve the accuracy of image diagnosis.
    METHODS: Maxillary sinus CT data of 1000 samples in 500 patients from January 2018 to December 2021 in our hospital was collected. The first part is the establishment and testing of chronic maxillary sinusitis detection model by 461 images. The second part is the establishment and testing of the detection model of chronic maxillary sinusitis with bone remodeling by 802 images. The sensitivity, specificity and accuracy and area under the curve (AUC) value of the test set were recorded, respectively.
    RESULTS: Preliminary application results of CT based AI in the diagnosis of chronic maxillary sinusitis and bone remodeling. The sensitivity, specificity and accuracy of the test set of 93 samples of CMS, were 0.9796, 0.8636 and 0.9247, respectively. Simultaneously, the value of AUC was 0.94. And the sensitivity, specificity and accuracy of the test set of 161 samples of CMS with bone remodeling were 0.7353, 0.9685 and 0.9193, respectively. Simultaneously, the value of AUC was 0.89.
    CONCLUSIONS: It is feasible to use artificial intelligence research methods such as deep learning and machine learning to automatically identify CMS and bone remodeling in MSCT images of paranasal sinuses, which is helpful to standardize imaging diagnosis and meet the needs of clinical application.
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  • 文章类型: Journal Article
    背景:准确预测肝细胞癌(HCC)的早期复发(ER)可以指导治疗决策并进一步提高生存率。计算机断层扫描(CT)成像,通过结合领域知识的深度学习(DL)模型进行分析,已被用于预测。然而,这些DL模型利用了后期融合,在特征提取过程中限制了领域知识与图像之间的相互作用,从而限制了预测性能并损害了决策的可解释性。
    方法:我们提出了一种新颖的基于视觉转换器(ViT)的DL网络,Dual-StyleViT(DSViT)增强领域知识与图像之间的相互作用以及多相CT图像之间的有效融合,以提高预测性能和可解释性。我们应用DSViT来开发预测ER的术前/术后模型。在DSViT内,为了平衡DSViT中领域知识和图像之间的利用,我们提出了一种自适应的自我注意机制。此外,我们提出了一个注意力引导的监督学习模块,用于平衡多相CT图像对预测的贡献,以及一个领域知识自我监督模块,用于增强领域知识和图像之间的融合,从而进一步提高预测性能。最后,我们提供DSViT决策的可解释性。
    结果:对我们的多阶段数据的实验表明,DSViTs在多个性能指标上超越了现有模型,并提供了决策可解释性。对公开可用数据集的其他验证强调了DSViT的可泛化性。
    结论:提出的DSViT可以显着提高ER预测的性能和可解释性,从而增强了临床环境中用于HCCER预测的人工智能工具的可信度。
    BACKGROUND: Predicting early recurrence (ER) of hepatocellular carcinoma (HCC) accurately can guide treatment decisions and further enhance survival. Computed tomography (CT) imaging, analyzed by deep learning (DL) models combining domain knowledge, has been employed for the prediction. However, these DL models utilized late fusion, restricting the interaction between domain knowledge and images during feature extraction, thereby limiting the prediction performance and compromising decision-making interpretability.
    METHODS: We propose a novel Vision Transformer (ViT)-based DL network, referred to as Dual-Style ViT (DSViT), to augment the interaction between domain knowledge and images and the effective fusion among multi-phase CT images for improving both predictive performance and interpretability. We apply the DSViT to develop pre-/post-operative models for predicting ER. Within DSViT, to balance the utilization between domain knowledge and images within DSViT, we propose an adaptive self-attention mechanism. Moreover, we present an attention-guided supervised learning module for balancing the contributions of multi-phase CT images to prediction and a domain knowledge self-supervision module for enhancing the fusion between domain knowledge and images, thereby further improving predictive performance. Finally, we provide the interpretability of the DSViT decision-making.
    RESULTS: Experiments on our multi-phase data demonstrate that DSViTs surpass the existing models across multiple performance metrics and provide the decision-making interpretability. Additional validation on a publicly available dataset underscores the generalizability of DSViT.
    CONCLUSIONS: The proposed DSViT can significantly improve the performance and interpretability of ER prediction, thereby fortifying the trustworthiness of artificial intelligence tool for HCC ER prediction in clinical settings.
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  • 文章类型: Journal Article
    对于炎症性肠病(IBD)患者,急诊科(ED)的计算机断层扫描(CT)使用率很高,尽管指南建议谨慎使用。我们进行了一项全国调查,以更好地了解加拿大医生与ED中CT成像有关的看法和实践模式。
    我们的调查是通过多步骤迭代过程开发的,并在2021年至2022年期间获得了主要利益相关者的输入。它评估了加拿大胃肠病学家,外科医生,和急诊医师(1)CT检测到的IBD发现的感知率,(2)为特定表现进行CT的可能性和(3)在诊断IBD表型/并发症时没有CT的舒适度。
    共有208名医生回答了我们的调查:平均年龄44岁(IQR,37-50),63%男性,68%的学术,44%急诊医生,39%的胃肠病专家,和17%的外科医生。与急诊医生和外科医生相比,胃肠病学家更经常认为CT可以单独检测炎症,而IBD并发症的发生率较低。根据文献中的既定费率,13名(16%)胃肠病学家,33名(40%)急诊医生,21名(60%)外科医生高估了至少一种IBD并发症的发生率。尽管与没有CT的IBD并发症相比,大多数医生更容易诊断炎症,与急诊内科医生和外科医生相比,胃肠病学家推荐非梗阻性/穿透性表现的CT成像的可能性明显较小,结果因IBD亚型而异.
    这项全国性调查显示了医师对ED中CT使用的看法和实践的差异,可以用作有关适当使用这种方式的教育计划的框架。
    UNASSIGNED: There are high rates of computed tomography (CT) utilization in the emergency department (ED) for patients with inflammatory bowel disease (IBD), despite guidelines recommending judicious use. We performed a national survey to better understand perceptions and practice patterns of Canadian physicians related to CT imaging in the ED.
    UNASSIGNED: Our survey was developed by a multistep iterative process with input from key stakeholders between 2021 and 2022. It evaluated Canadian gastroenterologists\', surgeons\', and emergency physicians\' (1) perceived rates of IBD findings detected by CT, (2) likelihood of performing CT for specific presentations and (3) comfort in diagnosing IBD phenotypes/complications without CT.
    UNASSIGNED: A total of 208 physicians responded to our survey: median age 44 years (IQR, 37-50), 63% male, 68% academic, 44% emergency physicians, 39% gastroenterologists, and 17% surgeons. Compared with emergency physicians and surgeons, gastroenterologists more often perceived that CT would detect inflammation alone and less often IBD complications. Based on established rates in the literature, 13 (16%) gastroenterologists, 33 (40%) emergency physicians, and 21 (60%) surgeons overestimated the rates of at least one IBD complication. Although most physicians were more comfortable diagnosing inflammation compared to IBD complications without CT, gastroenterologists were significantly less likely to recommend CT imaging for non-obstructive/penetrating presentations compared with emergency physicians and surgeons with results that varied by IBD subtype.
    UNASSIGNED: This national survey demonstrates differences in physician perceptions and practices regarding CT utilization in the ED and can be used as a framework for educational initiatives regarding appropriate usage of this modality.
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