narrow‐band imaging

  • 文章类型: Journal Article
    我们旨在进行系统综述和荟萃分析,以评估包括蓝色激光成像(BLI)在内的图像增强内窥镜检查的价值,链接彩色成像,窄带成像(NBI)与白光成像(WLI)相比,纹理和颜色增强成像可检测和诊断胃癌(GC)。
    通过PubMed确定了符合纳入标准的研究,科克伦图书馆,和日本医学文摘协会数据库搜索。使用随机效应模型计算二分变量的合并风险比,以评估WLI和图像增强内窥镜检查之间的GC检测。使用随机效应模型来计算WLI的整体诊断性能并放大GC的图像增强内窥镜检查。
    16项研究符合纳入标准。与WLI相比,连锁彩色成像的GC检出率显着提高(风险比,2.20;95%置信区间[CI],1.39-3.25;p<0.01),具有轻度异质性。NBI放大内窥镜检查(ME-NBI)获得了合并灵敏度,特异性,和总受试者工作曲线下面积为0.84(95%CI,0.80-0.88),0.96(95%CI,0.94-0.97),和0.92。同样,ME-BLI表现出集合敏感性,特异性,曲线下面积为0.81(95%CI,0.77-0.85),0.85(95%CI,0.82-0.88),和0.95。ME-NBI/BLI对GC的诊断效能明显高于WLI,然而,NBI研究之间仍然存在显著的异质性。
    我们的荟萃分析显示,与WLI相比,ME-NBI/BLI对GC的检出率高,诊断性能高。
    UNASSIGNED: We aimed to conduct a systematic review and meta-analysis to assess the value of image-enhanced endoscopy including blue laser imaging (BLI), linked color imaging, narrow-band imaging (NBI), and texture and color enhancement imaging to detect and diagnose gastric cancer (GC) compared to that of white-light imaging (WLI).
    UNASSIGNED: Studies meeting the inclusion criteria were identified through PubMed, Cochrane Library, and Japan Medical Abstracts Society databases searches. The pooled risk ratio for dichotomous variables was calculated using the random-effects model to assess the GC detection between WLI and image-enhanced endoscopy. A random-effects model was used to calculate the overall diagnostic performance of WLI and magnifying image-enhanced endoscopy for GC.
    UNASSIGNED: Sixteen studies met the inclusion criteria. The detection rate of GC was significantly improved in linked color imaging compared with that in WLI (risk ratio, 2.20; 95% confidence interval [CI], 1.39-3.25; p < 0.01) with mild heterogeneity. Magnifying endoscopy with NBI (ME-NBI) obtained a pooled sensitivity, specificity, and area under the summary receiver operating curve of 0.84 (95 % CI, 0.80-0.88), 0.96 (95 % CI, 0.94-0.97), and 0.92, respectively. Similarly, ME-BLI showed a pooled sensitivity, specificity, and area under the curve of 0.81 (95 % CI, 0.77-0.85), 0.85 (95 % CI, 0.82-0.88), and 0.95, respectively. The diagnostic efficacy of ME-NBI/BLI for GC was evidently high compared to that of WLI, However, significant heterogeneity among the NBI studies still existed.
    UNASSIGNED: Our meta-analysis showed a high detection rate for linked color imaging and a high diagnostic performance of ME-NBI/BLI for GC compared to that with WLI.
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  • 文章类型: Journal Article
    窄带成像与放大内镜相结合,可以检测到经过微创治疗切除的头颈部浅表鳞状细胞癌(SSCCHN)。保持发声和吞咽功能。然而,必须确定淋巴结转移(LNM)的危险因素,因为一些LNM患者预后不良。从最初的599名患者,700个病变,在27家日本医院接受了经口手术(全国登记调查),我们招募了541名患者,其中633名SSCCHN,如中枢病理诊断所示。使用被认为影响SSCCHN的LNM的20种病理因素检查每位患者的所有病理标本。总之,568个SSCCHN中有24个(4.4%)表现出LNM,所有24个都有至少一个孤立的上皮瘤细胞存在于基质中,明显与上皮内癌分离。多变量分析还显示肿瘤厚度(p=0.0132,RR:7.85,95%置信区间[CI]:1.54-40.02),和INFc模式分类为浸润性生长(INF),肿瘤和非肿瘤组织之间的边界不清楚(p=0.0003,RR:14.47,3.46-60.46),肿瘤出芽(p=0.0019,RR:4.35,CI:1.72-11.01)与LNM显著相关。独巢可能指示LNM。此外,由于粘膜肌层的解剖学缺失,使用不包括侵入深度元素的pT因子,发现肿瘤厚度是SSCCHN中LNM的危险因素。
    Narrow-band imaging combined with magnified endoscopy has enabled the detection of superficial squamous cell carcinoma of the head and neck (SSCCHN) that has been resected with minimally invasive treatment, preserving vocalization and swallowing functions. However, risk factors of lymph node metastasis (LNM) must be identified, as some patients with LNM have a poor prognosis. From an initial 599 patients with 700 lesions who underwent trans-oral surgery in 27 Japanese hospitals (a nationwide registration survey), we enrolled 541 patients with 633 SSCCHNs, as indicated by central pathological diagnoses. All pathological specimens for each patient were examined using 20 pathological factors that are thought to affect the LNM of SSCCHN. In all, 24 (4.4%) of the 568 SSCCHNs exhibited LNM, and all 24 had at least one solitary nest of epithelial neoplastic cells present in the stroma, clearly separated from the intraepithelial carcinoma. Multivariate analysis also showed that tumor thickness (p = 0.0132, RR: 7.85, 95% confidence interval [CI]: 1.54-40.02), and an INFc pattern classified as infiltrating growth (INF) with unclear boundaries between tumor and non-tumor tissues (p = 0.0003, RR: 14.47, 3.46-60.46), and tumor budding (p = 0.0019, RR: 4.35, CI: 1.72-11.01) were significantly associated with LNM. Solitary nests may be indicative of LNM. In addition, tumor thickness was revealed to be a risk factor for LNM in SSCCHNs using pT factors that do not include an invasion depth element because of the anatomical absence of the muscularis mucosae.
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  • 文章类型: Journal Article
    新推出的内窥镜系统(EVISX1,CV-1500;Olympus)配备了纹理和色彩增强成像(TXI)。我们旨在研究TXI对非息肉样结直肠病变的可见性和诊断准确性的功效。
    我们从同一位置检查了42例患者的100例非息肉样病变,angle,和视图的距离在三种模式:白光成像(WLI),窄带成像(NBI)还有TXI.主要结果是使用主观息肉可见性评分和客观颜色差值比较三种模式下的息肉可见性。次要结果是比较不放大的诊断准确性。
    总的来说,TXI的能见度得分明显高于WLI(3.7±1.1vs.3.6±1.1;p=0.008),低于NBI(3.7±1.1vs.3.8±1.1;p=0.013)。TXI的色差值高于WLI(11.5±6.9vs.9.1±5.4;p<0.001),低于NBI(11.5±6.9vs.13.1±7.7;p=0.002)。TXI和NBI无显着差异(可见性评分:3.7±1.0vs.3.8±1.1;p=0.833,色差值:11.6±7.1vs.对于肿瘤病变,观察到12.9±8.3;p=0.099)。此外,TXI的诊断准确率明显高于NBI(65.5%vs.57.6%,p=0.012)对于肿瘤性病变。
    TXI显示出比WLI更高的可见度,而比NBI更低。需要进一步的研究来全面验证TXI模式的性能。
    UNASSIGNED: A newly launched endoscopy system (EVIS X1, CV-1500; Olympus) is equipped with texture and color enhancement imaging (TXI). We aimed to investigate the efficacy of TXI for the visibility and diagnostic accuracy of non-polypoid colorectal lesions.
    UNASSIGNED: We examined 100 non-polypoid lesions in 42 patients from the same position, angle, and distance of the view in three modes: white light imaging (WLI), narrow-band imaging (NBI), and TXI. The primary outcome was to compare polyp visibility in the three modes using subjective polyp visibility score and objective color difference values. The secondary outcome was to compare the diagnostic accuracy without magnification.
    UNASSIGNED: Overall, the visibility score of TXI was significantly higher than that of WLI (3.7 ± 1.1 vs. 3.6 ± 1.1; p = 0.008) and lower than that of NBI (3.7 ± 1.1 vs. 3.8 ± 1.1; p = 0.013). Color difference values of TXI were higher than those of WLI (11.5 ± 6.9 vs. 9.1 ± 5.4; p < 0.001) and lower than those of NBI (11.5 ± 6.9 vs. 13.1 ± 7.7; p = 0.002). No significant differences in TXI and NBI (visibility score: 3.7 ± 1.0 vs. 3.8 ± 1.1; p = 0.833, color difference values: 11.6 ± 7.1 vs. 12.9 ± 8.3; p = 0.099) were observed for neoplastic lesions. Moreover, the diagnostic accuracy of TXI was significantly higher than that of NBI (65.5% vs. 57.6%, p = 0.012) for neoplastic lesions.
    UNASSIGNED: TXI demonstrated higher visibility than that of WLI and lower than that of NBI. Further investigations are warranted to validate the performance of the TXI mode comprehensively.
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  • 文章类型: Journal Article
    目的:声带白斑(VFL)是喉癌的癌前病变,它的内镜诊断带来了挑战。我们的目标是使用白光成像(WLI)和窄带成像(NBI)开发人工智能(AI)模型,以区分良性和恶性VFL。
    方法:共使用426例患者的7057张图像进行模型开发和内部验证。此外,来自另外两家医院的1617张图像用于模型外部验证。基于WLI和NBI模式的建模学习使用深度学习结合多实例学习方法(MIL)进行。此外,使用50个前瞻性收集的视频来评估实时模型性能。一项涉及100名患者和12名喉科医师的人机比较评估了该模型在现实世界中的有效性。
    结果:该模型在内部和外部验证集中实现了最高的受试者工作特征曲线下面积(AUC)值0.868和0.884,分别。视频验证集中的AUC为0.825(95%CI:0.704-0.946)。在人机对比中,AI显著提高了所有喉科医师的AUC和准确性(p<0.05)。在AI的帮助下,所有喉科医师的诊断能力和一致性均得到改善。
    结论:我们的多中心研究开发了一种有效的AI模型,使用MIL以及WLI和NBI图像的融合进行VFL诊断,特别是帮助初级喉科医生。然而,需要进一步优化和验证,以全面评估其在临床环境中的潜在影响.
    方法:3喉镜,2024.
    OBJECTIVE: Vocal fold leukoplakia (VFL) is a precancerous lesion of laryngeal cancer, and its endoscopic diagnosis poses challenges. We aim to develop an artificial intelligence (AI) model using white light imaging (WLI) and narrow-band imaging (NBI) to distinguish benign from malignant VFL.
    METHODS: A total of 7057 images from 426 patients were used for model development and internal validation. Additionally, 1617 images from two other hospitals were used for model external validation. Modeling learning based on WLI and NBI modalities was conducted using deep learning combined with a multi-instance learning approach (MIL). Furthermore, 50 prospectively collected videos were used to evaluate real-time model performance. A human-machine comparison involving 100 patients and 12 laryngologists assessed the real-world effectiveness of the model.
    RESULTS: The model achieved the highest area under the receiver operating characteristic curve (AUC) values of 0.868 and 0.884 in the internal and external validation sets, respectively. AUC in the video validation set was 0.825 (95% CI: 0.704-0.946). In the human-machine comparison, AI significantly improved AUC and accuracy for all laryngologists (p < 0.05). With the assistance of AI, the diagnostic abilities and consistency of all laryngologists improved.
    CONCLUSIONS: Our multicenter study developed an effective AI model using MIL and fusion of WLI and NBI images for VFL diagnosis, particularly aiding junior laryngologists. However, further optimization and validation are necessary to fully assess its potential impact in clinical settings.
    METHODS: 3 Laryngoscope, 2024.
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  • 文章类型: Case Reports
    鳞状细胞乳头状瘤可能出现在下咽部,并伴有可在体格检查中观察到的症状。
    Squamous cell papilloma with elongated villous projections may occur in the hypopharynx and present with symptoms observable on physical examination.
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  • 文章类型: Journal Article
    直肠乙状结肠小息肉(<10毫米)普遍存在,晚期肿瘤病变的患病率较低。“诊断并离开”策略,采用窄带成像(NBI),通过减少息肉切除术并发症和最小化组织病理学费用,其安全性和成本效益越来越受欢迎。这项研究评估了具有双焦点(DF)放大倍数的NBI对直肠乙状结肠息肉的实时肿瘤预测的诊断功效,并探讨了在越南实施该策略的可行性。
    在一项前瞻性单中心研究中,使用三种连续的内窥镜模式对245例患者的307例直肠乙状结肠息肉进行了分析:白光内窥镜(WLE),NBI,NBI-DF内镜医师评估息肉的大小,location,宏观形状,光学诊断,和组织病理学评估前的置信水平。当息肉表现出单一组织学类型的所有特征时,分配高置信度。将预测与最终组织病理学结果进行比较。
    在总数中,237例(77.2%)为小(≤5mm)息肉,18例(5.8%)为晚期肿瘤性病变。与WLE相比,WLE+NBI和WLE+NBI+NBI-DF表现出更高的准确性(88.6%和90.2%vs74.2%,P<0.01)。对于小型息肉,DF模式显著提高了高置信度光学诊断率(89.1%vs94.9%,P<0.001)。WLE+NBI+NBI-DF表现出高灵敏度(90.1%),特异性(95.5%),高置信度预测中的阴性预测值(93.4%),启用“诊断并离开”策略的实施。这种方法可以减少58.2%的不必要的息肉切除术,而不会错过任何晚期肿瘤病变。
    NBI和DF模式为直肠乙状结肠息肉提供了准确的肿瘤预测。对于小型息肉,DF放大率提高了光学诊断的置信水平,允许安全实施“诊断并离开”策略。
    UNASSIGNED: Small rectosigmoid colorectal polyps (<10 mm) are prevalent, with a low prevalence of advanced neoplastic lesions. The \"diagnose-and-leave\" strategy, employing narrow band imaging (NBI), is gaining popularity for its safety and cost-effectiveness by reducing polypectomy complications and minimizing histopathology expenses. This study assessed the diagnostic efficacy of NBI with dual focus (DF) magnification for real-time neoplastic prediction of rectosigmoid polyps and explored the feasibility of implementing this strategy in Vietnam.
    UNASSIGNED: In a prospective single-center study, 307 rectosigmoid polyps from 245 patients were analyzed using three consecutive endoscopic modes: white light endoscopy (WLE), NBI, and NBI-DF. Endoscopists assessed polyps for size, location, macroscopic shape, optical diagnosis, and confidence levels before histopathological evaluation. High confidence was assigned when the polyp exhibited all features of a single histology type. Predictions were compared with final histopathology results.
    UNASSIGNED: Of the total, 237 (77.2%) were diminutive (≤5 mm) polyps, and 18 (5.8%) were advanced neoplastic lesions. WLE + NBI and WLE + NBI + NBI-DF exhibited significantly higher accuracy compared to WLE (88.6% and 90.2% vs 74.2%, P < 0.01). For diminutive polyps, the DF mode significantly increased the rate of high-confidence optical diagnoses (89.1% vs 94.9%, P < 0.001). WLE + NBI + NBI-DF demonstrated high sensitivity (90.1%), specificity (95.5%), and negative predictive value (93.4%) in high-confidence predictions, enabling the implementation of the \"diagnose-and-leave\" strategy. This approach would have reduced 58.2% of unnecessary polypectomies without missing any advanced neoplastic lesions.
    UNASSIGNED: NBI and DF modes provide accurate neoplastic predictions for rectosigmoid polyps. For diminutive polyps, DF magnification improves the confidence level of the optical diagnosis, allowing the safe implementation of the \"diagnose-and-leave\" strategy.
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  • 文章类型: Journal Article
    背景:窄带成像(NBI)可以改善对呼吸消化道病变的检测。然而,其在喉良性病变中的作用尚不清楚。这项研究旨在确定NBI是否改善了疤痕的检测,沟,和结节与使用客观图像分析的全色照明相比。
    方法:总共,在有或没有NBI的情况下分析了120个声带(21个正常,15个疤痕,16沟,和45个结节)。每个VF图像都有前,中间,使用面积形态测量软件(Optimas5.1a)分析后三分之二的亮度。对于绝对灰度的平均值和标准偏差(SD),针对周围的VF区段分析具有损伤的中间三分之一。
    结果:与NBI相比,使用全色光会产生更大的照度和灰度值。所有病变都倾向于中膜性褶皱。在全色光下,比较前与中(A-M)时,亮度变化为+6.1%,与6.5%相比,8.1%,而沟为7.1%,结节,和疤痕,分别。在NBI下,它们是9.0%(正常),12.3%(沟),13.7%(结节),和13.1%(疤痕)。当使用NBI时,在病理部位观察到更大的发光SD(p<0.05)。使用NBI时,所有病变部位的绝对灰度变化均大于使用全色光时(p<0.05)。
    结论:NBI显著增强结节患者的病理面积,沟,和疤痕。与正常部位相比,病理部位的灰度SD值较高。因此,与全色光相比,NBI可以改善对音波损伤的检测。
    方法:N/A喉镜,2024.
    BACKGROUND: Narrow-band imaging (NBI) can improve detection of lesions in the aerodigestive tract. However, its role in benign lesions of the larynx is unclear. This study aims to determine whether NBI improves the detection of scars, sulci, and nodules compared to panchromatic lighting using objective image analysis.
    METHODS: In total, 120 vocal folds (VFs) were analyzed with and without NBI (21 normal, 15 scars, 16 sulci, and 45 nodules). Each VF image had anterior, middle, and posterior thirds analyzed for brightness using an area morphometry software (Optimas 5.1a). The middle-third with the lesion was analyzed against surrounding VF segments for average and standard deviation (SD) in absolute grayscale.
    RESULTS: The use of panchromatic light resulted in greater illumination and grayscale values than NBI. All lesions tended to be in the mid-membranous fold. Under panchromatic light, change in brightness when comparing anterior versus middle (A-M) was +6.1% for normal, versus 6.5%, 8.1%, and 7.1% for sulci, nodules, and scars, respectively. Under NBI, they were 9.0% (normal), 12.3% (sulci), 13.7% (nodules), and 13.1% (scars). A greater SD of luminescence was observed at pathology sites (p < 0.05) when using NBI. The change in absolute grayscale at all lesion sites was greater when using NBI than when using panchromatic light (p < 0.05).
    CONCLUSIONS: NBI significantly enhanced the area of pathology in patients with nodules, sulci, and scars. Greater SD values in grayscale at pathologic sites were observed compared at normal sites. Thus, NBI may improve the detection of phonotraumatic lesions compared to panchromatic light.
    METHODS: N/A Laryngoscope, 134:4066-4070, 2024.
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  • 文章类型: Journal Article
    目的:目前还没有关于直接比较连锁彩色成像(LCI)和第二代窄带成像(2G-NBI)监测上消化道上皮肿瘤(UGIT)的报道。这项研究的目的是验证LCI比2G-NBI在监测食管胃十二指肠镜检查中的优越性,并阐明应如何使用每种内窥镜系统。
    方法:这项研究是以开放标签,双臂平行(1:1),多中心,六个机构的随机对照试验。招募了年龄在20-85岁之间有UGIT上皮肿瘤治疗史的患者。患者被分配到2G-NBI组和LCI组,食管胃十二指肠镜检查采用主要图像增强内镜,然后进行白光成像(WLI).主要终点是主要图像增强内窥镜检查中一个或多个上皮肿瘤的检出率。WLI检测到的上皮性肿瘤被定义为仅在WLI中检测到的病变。
    结果:分析了2G-NBI组的372例患者和LCI组的378例患者。通过2G-NBI在18例患者中检测到UGIT中的上皮性肿瘤(4.6%),通过LCI在20例患者中检测到(5.3%)(P=0.87)。2G-NBI组11例(3.0%)和LCI组1例(0.27%)(P=0.003)中检测到WLI的上皮肿瘤。
    结论:链接彩色成像在检测上皮肿瘤方面未显示出优于2G-NBI的优势。此外,原发性NBI中检测到WLI的上皮肿瘤的百分比明显高于原发性LCI。
    OBJECTIVE: There has been no report on a direct comparison between linked color imaging (LCI) and second-generation narrow-band imaging (2G-NBI) for surveillance of epithelial neoplasms in the upper gastrointestinal tract (UGIT). The aim of this study was to verify the superiority of LCI to 2G-NBI for surveillance esophagogastroduodenoscopy and to clarify how each endoscopic system should be used.
    METHODS: This study was conducted as an open-label, two-arm-parallel (1:1), multicenter, randomized controlled trial at six institutions. Patients aged 20-85 years with a treatment history of epithelial neoplasms in the UGIT were recruited. Patients were assigned to a 2G-NBI group and an LCI group, and esophagogastroduodenoscopy was performed with primary image-enhanced endoscopy followed by white light imaging (WLI). The primary endpoint was the detection rate of one or more epithelial neoplasms in the primary image-enhanced endoscopy. A WLI-detected epithelial neoplasm was defined as a lesion that was detected in only WLI.
    RESULTS: A total of 372 patients in the 2G-NBI group and 378 patients in the LCI group were analyzed. Epithelial neoplasms in the UGIT were detected by 2G-NBI in 18 patients (4.6%) and were detected by LCI in 20 patients (5.3%) (P = 0.87). WLI-detected epithelial neoplasms were in 11 patients in the 2G-NBI group (3.0%) and in 1 patient in the LCI group (0.27%) (P = 0.003).
    CONCLUSIONS: Linked color imaging did not show superiority to 2G-NBI for the detection of epithelial neoplasms. Also, the percentage of WLI-detected epithelial neoplasms in primary NBI was significantly higher than that in primary LCI.
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  • 文章类型: Journal Article
    目的:胃肠上皮化生(GIM)是胃癌发生发展的高危因素。窄带成像(NBI)可实现GIM(EGGIM)的内窥镜分级。在气候变化的时代,胃肠内镜医师有望减少温室气体排放和医疗废物。基于NBI内窥镜的诊断性能,这项研究测量了胃镜检查期间实施EGGIM对环境的影响和降低的成本.
    方法:在242例患者中使用NBI内窥镜检查,EGGIM分类和GIM操作链接(OLGIM)分期在五个不同的区域进行前瞻性(较小和较大的语料库和窦的曲率,和成角)。我们估计,如果使用EGGIM代替OLGIM,活检程序和病理处理的环境影响和成本降低。
    结果:根据胃面积,NBI内窥镜检查对GIM的诊断准确率为93.0-97.1%。当高EGGIM评分≥5是预测OLGIMIII-IV期的临界值时,曲线下面积为0.862,灵敏度为81.9%,特异性为90.4%。EGGIM减少的碳足迹为每名患者-0.4059kg二氧化碳当量,相当于汽油动力汽车行驶1英里。经计算,每位患者的成本节省为47.36美元。
    结论:EGGIM是鉴别高危胃癌患者的可靠方法,从而减少了内窥镜检查实践中的碳足迹和医疗成本。
    OBJECTIVE: Gastric intestinal metaplasia (GIM) is a high-risk factor for the development of gastric cancer. Narrow-band imaging (NBI) enables endoscopic grading of GIM (EGGIM). In the era of climate change, gastrointestinal endoscopists are expected to reduce greenhouse gas emissions and medical waste. Based on the diagnostic performance of NBI endoscopy, this study measured the environmental impact and reduced cost of implementing EGGIM during gastroscopy.
    METHODS: Using NBI endoscopy in 242 patients, EGGIM classification and operative link on GIM (OLGIM) staging were prospectively performed in five different areas (lesser and greater curvatures of the corpus and antrum, and the incisura angularis). We estimated the environmental impact and cost reduction of the biopsy procedures and pathological processing if EGGIM were used instead of OLGIM.
    RESULTS: The diagnostic accuracy of NBI endoscopy for GIM was 93.0-97.1% depending on the gastric area. When a high EGGIM score ≥ 5 was the cut-off value for predicting OLGIM stages III-IV, the area under the curve was 0.862, sensitivity was 81.9%, and specificity was 90.4%. The reduction in the carbon footprint by EGGIM was -0.4059 kg carbon dioxide equivalents per patient, equivalent to 1 mile driven by a gasoline-powered car. The cost savings were calculated to be $47.36 per patient.
    CONCLUSIONS: EGGIM is a reliable method for identifying high-risk gastric cancer patients, thereby reducing the carbon footprint and medical costs in endoscopy practice.
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  • 文章类型: Journal Article
    目的:研究深度学习在内窥镜图像和视频上自动描绘(分割)喉癌浅表范围的潜力。
    方法:进行了一项回顾性研究,提取并注释了白光(WL)和窄带成像(NBI)帧以训练分割模型(SegMENT-Plus)。使用两个外部数据集进行验证。将该模型的性能与两名耳鼻喉科居民的性能进行了比较。此外,该模型在真实的术中喉镜检查视频上进行了测试.
    结果:共使用了557例患者的3933张喉癌图像。该模型实现了以下中值(四分位数范围):骰子相似系数(DSC)=0.83(0.70-0.90),接头交汇(IoU)=0.83(0.73-0.90),精度=0.97(0.95-0.99),推理速度=每秒25.6(25.1-26.1)帧。外部测试队列包括156张和200张图像。Segment-Plus在DSC(p=0.05)和IoU(p=0.07)的所有三个数据集上的表现类似。在DSC(p=0.06)和IoU(p=0.78)上分别分析WL和NBI测试图像时,以及在DSC(p=0.06)和IoU(高级vs.SegMENT-Plus,p=0.13;初级vs.SegMENT-Plus,p=1.00)。然后在真实的术中喉镜检查视频上测试该模型。
    结论:SegMENT-Plus可以在内窥镜图像中准确描绘喉癌边界,表现与两名耳鼻喉科居民相同。两个外部数据集上的结果展示了出色的泛化能力。该模型的计算速度使其可以应用于模拟实时使用的视频喉镜检查。需要进行临床试验以评估该技术在手术实践和切除边缘改善中的作用。
    方法:III喉镜,2024.
    OBJECTIVE: To investigate the potential of deep learning for automatically delineating (segmenting) laryngeal cancer superficial extent on endoscopic images and videos.
    METHODS: A retrospective study was conducted extracting and annotating white light (WL) and Narrow-Band Imaging (NBI) frames to train a segmentation model (SegMENT-Plus). Two external datasets were used for validation. The model\'s performances were compared with those of two otolaryngology residents. In addition, the model was tested on real intraoperative laryngoscopy videos.
    RESULTS: A total of 3933 images of laryngeal cancer from 557 patients were used. The model achieved the following median values (interquartile range): Dice Similarity Coefficient (DSC) = 0.83 (0.70-0.90), Intersection over Union (IoU) = 0.83 (0.73-0.90), Accuracy = 0.97 (0.95-0.99), Inference Speed = 25.6 (25.1-26.1) frames per second. The external testing cohorts comprised 156 and 200 images. SegMENT-Plus performed similarly on all three datasets for DSC (p = 0.05) and IoU (p = 0.07). No significant differences were noticed when separately analyzing WL and NBI test images on DSC (p = 0.06) and IoU (p = 0.78) and when analyzing the model versus the two residents on DSC (p = 0.06) and IoU (Senior vs. SegMENT-Plus, p = 0.13; Junior vs. SegMENT-Plus, p = 1.00). The model was then tested on real intraoperative laryngoscopy videos.
    CONCLUSIONS: SegMENT-Plus can accurately delineate laryngeal cancer boundaries in endoscopic images, with performances equal to those of two otolaryngology residents. The results on the two external datasets demonstrate excellent generalization capabilities. The computation speed of the model allowed its application on videolaryngoscopies simulating real-time use. Clinical trials are needed to evaluate the role of this technology in surgical practice and resection margin improvement.
    METHODS: III Laryngoscope, 134:2826-2834, 2024.
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