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Comparison of FNA-based conventional cytology specimens and digital image analysis in assessment of pancreatic lesions

周长 医学 数字图像分析 细针穿刺 放射科 细胞学 针吸细胞学 内镜超声 图像分析 切断 病理 核医学 数字图像 图像处理 活检 人工智能 计算机科学 图像(数学) 计算机视觉 数学 物理 几何学 量子力学
作者
Farzaneh Khozeymeh,Mona Ariamanesh,Nema Mohamadian Roshan,Amir Hossein Jafarian,Hossein Ayatollahi,Hassan Mehrad‐Majd,Alireza Sedghian,Mansoureh Dehghani
出处
期刊:CytoJournal [Medknow]
卷期号:20: 39-39
标识
DOI:10.25259/cytojournal_61_2022
摘要

Objectives: Endoscopic ultrasound-guided fine-needle aspiration (EUS-FNA) is one of the most important diagnostic tools for investigation of suspected pancreatic masses, although the interpretation of the results is controversial. In recent decades, digital image analysis (DIA) has been considered in pathology. The aim of this study was to assess the DIA in the evaluation of EUS-FNA based cytopathological specimens of pancreatic masses and comparing it with conventional cytology analysis by pathologist. Material and Methods: This study was performed using cytological slides related to EUS-FNA samples of pancreatic lesions. The digital images were prepared and then analyzed by ImageJ software. Factors such as perimeter, circularity, area, minimum, maximum, mean, median of gray value, and integrated chromatin density of cell nucleus were extracted by software ImageJ and sensitivity, specificity, and cutoff point were evaluated in the diagnosis of malignant and benign lesions. Results: In this retrospective study, 115 cytology samples were examined. Each specimen was reviewed by a pathologist and 150 images were prepared from the benign and malignant lesions and then analyzed by ImageJ software and a cut point was established by SPSS 26. The cutoff points for perimeter, integrated density, and the sum of three factors of perimeter, integrated density, and circularity to differentiate between malignant and benign lesions were reported to be 204.56, 131953, and 24643077, respectively. At this cutting point, the accuracy of estimation is based on the factors of perimeter, integrated density, and the sum of the three factors of perimeter, integrated density, and circularity were 92%, 92%, and 94%, respectively. Conclusion: The results of this study showed that digital analysis of images has a high accuracy in diagnosing malignant and benign lesions in the cytology of EUS-FNA in patients with suspected pancreatic malignancy and by obtaining cutoff points by software output factors; digital imaging can be used to differentiate between benign and malignant pancreatic tumors.

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