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Characterization of Three cDNAs Obtained by Spliced Leader-PCR Screening of a Taenia solium cDNA Library 猪带绦虫cDNA文库剪接前导PCR筛选三个cDNA的特性
IF 0.8 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-06-01 DOI: 10.15359/ru.36-1.31
Oswgladys Garrido, E. Ferrer
Cysticerci or metacestodes of Taenia solium cause cysticercosis, being the neurocysticercosis (NCC) the main pathology. The characterization of genes is essential for the knowledge of parasite biology, the understanding of the parasite-host relationship, and the identification of possible targets for diagnosis, treatment, and protection. The objective of this work was the molecular and bioinformatic characterization of three news cDNAs (TsTF10, TsAAP8, and TsrGAP8), obtained by spliced leader-PCR screening of a Taenia solium cDNA library. The sequences of the three cDNA were compared with the sequences in the nucleic acid and protein databases (GenBank, EMBL) and analyzed by bioinformatic programs (CDD-Search of the National Center for Biotechnology Information, Interpro of the European Bioinformatics Institute, Motif scan and Expert Protein Analysis System of the Proteomics Server from Swiss Institute of Bioinformatics). Considering the high identities with similar molecules of related helminths (Taenia asiatica, Echinococcus granulosus, Echinococcus multilocularis, and Hymenolepis diminuta) and the functional domains found, the TsTF10, TsAAP8, and TsrGAP8 genes of Taenia could act as a nuclear transcription factor gamma, a putative vacuolar ATPase membrane sector associated protein and a Rho GTPase activating protein, respectively. Although few B epitopes could be predicted in the sequences, it could be relevant to evaluate them as possible candidates for diagnosis and protection in cysticercosis. The characterization and analysis of these sequences and the prediction of their possible usefulness as antigens, vaccines, or therapeutic targets contribute to the designing and planning of future studies.
猪带绦虫囊尾蚴或囊尾蚴引起囊尾蚴病,是脑囊虫病(NCC)的主要病理。基因特征对于了解寄生虫生物学、了解寄生虫与宿主的关系以及确定诊断、治疗和保护的可能靶点至关重要。本工作的目的是通过对猪带绦虫cDNA文库的剪接前导PCR筛选获得三种新cDNA(TsTF10、TsAAP8和TsrGAP8)的分子和生物信息学特征。将三种cDNA的序列与核酸和蛋白质数据库(GenBank,EMBL)中的序列进行比较,并通过生物信息学程序(国家生物技术信息中心的CDD Search、欧洲生物信息学研究所的Interpro、瑞士生物信息学研究所的蛋白质组学服务器的Motif扫描和专家蛋白质分析系统)进行分析。考虑到与相关蠕虫(亚洲带绦虫、细粒棘球蚴、多房棘球蚴和缩小膜壳虫)的类似分子的高度同一性以及所发现的功能结构域,带绦虫的TsTF10、TsAAP8和TsrGAP8基因可以作为核转录因子γ,分别为推定的液泡ATP酶膜区段相关蛋白和Rho-GTPase活化蛋白。尽管在序列中可以预测的B表位很少,但将其评估为诊断和保护囊尾蚴病的可能候选者可能是相关的。对这些序列的表征和分析,以及对其作为抗原、疫苗或治疗靶点的可能用途的预测,有助于未来研究的设计和规划。
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引用次数: 0
A Systematic Review About the Contribution of The Genus Tessaria (Asteraceae) To Cancer Study and Treatment 鸢尾属(Asteraceae)在癌症研究和治疗中的贡献综述
IF 0.8 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-06-01 DOI: 10.15359/ru.36-1.30
Arianna Sosa-Lochedino, M. Hapon, C. Gamarra-Luques
Belonging to the Asteraceae family, Tessaria (Ruiz & Pavon, 1753) is a genus of shrubs or small trees distributed in various habitats located from Argentina to the southwestern United States of America. The taxa are composed of five confirmed species, which have been previously reported for their ethnopharmacological uses as hypocholesterolemiant, hypoglycemic, antitussive, anti-inflammatory, anticancer, and abortifacient agent; it also has been used in hepatic, renal, pulmonary, and rheumatic diseases. Up to the present, T. absinthioides, T. ambigua, T. dodoneifolia, T. fastigiata and T. integrifolia have been chemically analyzed. While decoctions, infusions, methanolic, and hydromethanolic extracts are the most studied botanical compounds, its most recognized phytochemical constituents are caffeoylquinic acid, eupatorin, naringenin, protocatechuic, and quercetin. Scientifically, several biomedical properties such as virucidal, antibacterial, leishmanicidal, insecticidal, gastroprotective, antiasthmatic, hypoglycemic, and antiatherogenic were attributed to the genus. Concerning oncologic research, the chemicals produced by Tessaria have antitumor activities interfering with carcinogenesis, cell proliferation, metastasis, and angiogenesis. In addition, the natural extracts obtained from Tessaria species have biological activities closely related to cancer, acting as antioxidants and anti-inflammatories. In particular, it has been reported that T. absinthioides resulted cytotoxic against several cancer cell lines and acts as an antitumoral compound in murine models. Due to the aforementioned antecedents, the Tessaria species are considered undervalued within the oncological field; the goal of the current systematic review is to summarize the information available on the genus, relevant for cancer research and treatment.
Tessaria属(Ruiz&Pavon,1753)属于菊科,是一个灌木或小树属,分布在从阿根廷到美利坚合众国西南部的各种栖息地。分类群由五个已确认的物种组成,这些物种以前曾被报道用作降胆固醇、降血糖、镇咳、抗炎、抗癌和堕胎药;它也被用于肝、肾、肺和风湿性疾病。到目前为止,已经对苦艾、安比瓜、菟丝子、尖叶和整叶进行了化学分析。虽然煎煮、浸泡、甲醇和氢乙醇提取物是研究最多的植物化合物,但其最公认的植物化学成分是咖啡酰奎宁酸、欧帕托林、柚皮素、原儿茶酸和槲皮素。从科学上讲,该属具有抗病毒、抗菌、利什曼原虫、杀虫、胃保护、平喘、降血糖和抗动脉粥样硬化等多种生物医学特性。关于肿瘤学研究,Tessaria产生的化学物质具有抗肿瘤活性,干扰致癌、细胞增殖、转移和血管生成。此外,从Tessaria物种获得的天然提取物具有与癌症密切相关的生物活性,作为抗氧化剂和抗炎剂。特别是,据报道,T.absinthioides对几种癌症细胞系具有细胞毒性,并在小鼠模型中起到抗肿瘤化合物的作用。由于上述前因,Tessaria物种在肿瘤学领域被认为被低估了;目前系统综述的目的是总结该属的可用信息,与癌症的研究和治疗相关。
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引用次数: 1
The Transformation of RGB Images to Munsell Soil-Color Charts RGB图像到Munsell土壤颜色图的转换
IF 0.8 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-06-01 DOI: 10.15359/ru.36-1.36
M. Solís, Erick Muñoz-Alvarado, M. C. Pegalajar
[Objective] The transformation from RGB to Munsell color space is a relevant issue for different tasks, such as the identification of soil taxonomy, organic materials, rock materials, skin types, among others. This research aims to develop alternatives based on feedforward networks and the convolutional neural networks to predict the hue, value, and chroma in the Munsell soil-color charts (MSCCs) from RGB images. [Methodology] We used images of Munsell soil-color charts from 2000 and 2009 versions taken from Millota et al. (2018) to train and test the models. A division of 2856 images in 10% for testing, 20% for validation, and 70% for training was used to build the models. [Results] The best approach was the convolutional neural networks for classification with 93% of total accuracy of hue, value, and chroma combination; it comprises three CNN, one for the hue prediction, another for value prediction, and the last one for chroma prediction. However, the three best models show closeness between the prediction and real values according to the CIEDE2000 distance. The cases classified incorrectly with this approach had a CIEDE2000 average of 0.27 and a standard deviation of 1.06. [Conclusions] The models demonstrated better color recognition in uncontrolled environments than the Transformation of Centore, which is the classical method to transform from RGB to HVC. The results were promising, but the model should be tested with real images at different applications, such as soil real images, to classify the soil color.
【目的】从RGB到孟塞尔色彩空间的转换是不同任务的相关问题,如土壤分类、有机材料、岩石材料、皮肤类型等的识别。本研究旨在开发基于前馈网络和卷积神经网络的替代方案,以预测来自RGB图像的孟塞尔土壤颜色图(MSCCs)中的色调,值和色度。[方法]我们使用来自Millota等人(2018)的2000年和2009年版本的Munsell土壤颜色图表图像来训练和测试模型。将2856张图像划分为10%用于测试,20%用于验证,70%用于训练,用于构建模型。[结果]使用卷积神经网络进行分类效果最好,对色相、值和色度组合的分类准确率达到93%;它由三个CNN组成,一个用于色调预测,一个用于值预测,最后一个用于色度预测。然而,根据CIEDE2000距离,三种最佳模型的预测值与实际值接近。用这种方法错误分类的病例CIEDE2000平均值为0.27,标准差为1.06。【结论】该模型在非受控环境下的色彩识别效果优于RGB到HVC的经典变换方法——变换中心(transform of Centore)。结果很有希望,但该模型需要在不同的应用场景下进行实际图像的测试,例如土壤真实图像,以对土壤颜色进行分类。
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引用次数: 1
Análisis de la atención visual de estudiantes a través de gafas espía 通过间谍眼镜分析学生的视觉注意力
IF 0.8 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-06-01 DOI: 10.15359/ru.36-1.34
Danyal Farsani, J. Villa-Ochoa
La atención visual es un indicador importante en las interacciones entre docentes y estudiantes. Este artículo presenta los resultados de un estudio que buscó determinar cómo fluctúa la atención visual que los estudiantes prestan a la persona docente durante sus clases de matemáticas e inglés y detectar posibles diferencias en dicha atención. El estudio se llevó a cabo en una escuela secundaria con una muestra de 16 estudiantes (varones). Los datos se obtuvieron a través de una mini cámara de video, montada sobre las gafas que son usadas por los estudiantes. A través del uso de imágenes de Google, analizamos de manera automática y objetiva 2613 fotogramas de las grabaciones en las que la persona docente de la clase aparecía en el campo visual de los estudiantes. Los resultados dan cuenta de la diferencia en la atención visual de los estudiantes entre los introvertidos y los extrovertidos durante los 90 minutos de clase. También se observó que los estudiantes estaban más comprometidos visualmente cuando el discurso de la persona docente estaba acompañado de gestos. Se destaca la importancia de diversificar las interacciones que busque otras formas de comprometer a los estudiantes en los últimos dos tercios de la clase. Algunas implicaciones para los programas de desarrollo profesional se derivan de este estudio.
视觉注意力是师生互动的重要指标。本文介绍了一项研究的结果,该研究旨在确定学生在数学和英语课上对教师的视觉注意力是如何波动的,并发现这种注意力可能存在的差异。这项研究是在一所中学进行的,样本为16名学生(男性)。数据是通过安装在学生戴的眼镜上的微型摄像机获得的。通过使用谷歌图像,我们自动客观地分析了课堂教学人员出现在学生视野中的2613帧录音。结果显示,在90分钟的课堂上,内向者和外向者在视觉注意力上存在差异。还有人指出,当教师的演讲伴随着手势时,学生在视觉上更投入。强调了在班级的最后三分之二中,多样化互动的重要性,以寻求其他让学生参与的方式。这项研究对职业发展计划产生了一些影响。
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引用次数: 5
Conocimiento especializado para la enseñanza a través de la formulación de problemas en educación infantil 在幼儿教育中通过问题制定进行教学的专业知识
IF 0.8 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-06-01 DOI: 10.15359/ru.36-1.37
Juan Pedro Martín-Díaz, Miguel Montes
La formulación de problemas como actividad genuinamente matemática es una fuente inagotable de alternativas en el aula. Son muchos los autores que indican la importancia de esta práctica, así como instituciones como el National Council of Teaching of Mathematics. Pretendemos, a través de un estudio de caso, evidenciar las características del conocimiento movilizado por una maestra, al implementar una sesión de este tipo en 4 años de educación infantil, con énfasis en el conocimiento que usa para la planificación y puesta en práctica de la sesión. Para ello, utilizamos fragmentos de la grabación de la sesión de aula, acompañado de una entrevista posterior a la informante, con el objetivo de corroborar la información identificada durante el análisis de los datos extraídos de la sesión. El carácter específico matemático de esta actividad nos lleva a utilizar el modelo MTSK (Mathematics Teaching Specialized Knowledge) como referente para analizar el conocimiento especializado que una maestra de educación infantil moviliza durante una práctica de aula. Esta práctica se compone de dos tareas, ambas creadas y diseñadas por la maestra informante. Los resultados muestran aspectos relacionados con el MK (Mathematical Knowledge), pero, sobre todo, un predominio del PCK (Pedagogical Content Knowledge) evidenciándose, la importancia de este conocimiento en la etapa de educación infantil para implementar una sesión de formulación de problemas.
作为一种真正的数学活动,问题的提出是课堂上无穷无尽的选择来源。许多作者以及国家数学教学委员会等机构都指出了这种做法的重要性。本研究旨在通过个案研究,突出教师在4年幼儿教育中实施这类课程时所调动的知识的特点,重点是她在课程的规划和实施中所使用的知识。在本研究中,我们使用了课堂会议记录的片段,以及随后对线人的采访,以证实在分析从会议中提取的数据时确定的信息。这个活动的数学性质使我们使用MTSK模型(数学教学专业知识)作为参考来分析幼儿教育教师在课堂实践中调动的专业知识。这个练习包括两个任务,都是由告密者老师创建和设计的。在本研究中,我们分析了在幼儿教育阶段实施问题形成课程时,MK(数学知识)的相关方面,但最重要的是,PCK(教学内容知识)的优势。
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引用次数: 0
Aporte ambiental de la planta de tratamiento de aguas residuales Los Tajos en la remoción de contaminantes fisicoquímicos y microbiológicos 废水处理厂Los Tajos对去除理化和微生物污染物的环境贡献
IF 0.8 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-06-01 DOI: 10.15359/ru.36-1.33
Carmen Mora-Aparicio, Carolina Alfaro-Chinchilla, Junior Pastor Pérez-Molina, Ilena Vega-Guzmán
El objetivo del estudio fue analizar el aporte ambiental hacia la calidad del río Torres considerando la remoción de contaminantes fisicoquímicos y microbiológicos de la planta de tratamiento de aguas residuales (PTAR) Los Tajos. Se realizó el análisis de datos fisicoquímicos y microbiológicos de las aguas de afluente y efluente de la PTAR (DBO, DQO, SST, STT, N-NH4+, P-PO43-, GyA, SAAM y coliformes fecales principalmente) y se analizó la variación en concentración de contaminantes en el río Torres previo y posterior a la construcción de la PTAR, que realiza un tratamiento primario a las aguas, todo asociado a la estacionalidad. Los datos se analizaron en R versión 3.6.1. Según la metodología del índice holandés, el río Torres se clasificó severamente contaminado previo a la construcción de la PTAR, y actualmente aumenta su grado de contaminación después de la descarga de la PTAR, principalmente en época lluviosa. La PTAR presenta remoción significativa para siete de los ocho parámetros analizados, los porcentajes de remoción más representativos son: SST (68.5 %), DBO (49.8 %) y GyA (54.7 %). Se demostró el aporte cuantitativo de la PTAR al río Torres removiendo toneladas de contaminantes de las aguas residuales desde el 2015 hasta el 2020, principalmente DQO (26,791.8 Mg), SST (24,162.6 Mg), DBO (12,290.0 Mg) y STT (30,267.7 Mg). Finalmente se dejó en evidencia la necesidad de construir las siguientes etapas de la PTAR que incluyen tratamiento secundario, que mejoraría la remoción de materia orgánica, surfactantes y nutrientes.
这项研究的目的是通过考虑从Los Tajos废水处理厂(PTAR)中去除物理化学和微生物污染物,分析环境对Torres河质量的贡献。对PTAR进出水(BOD、COD、SST、STT、N-NH4+、P-PO43、GYA、SAAM和粪便大肠菌群)的理化和微生物学数据进行了分析,并分析了PTAR建设前后托雷斯河污染物浓度的变化,PTAR对水进行了初步处理,所有这些都与季节性有关。数据在R版本3.6.1中进行了分析。根据荷兰指数方法,托雷斯河在PTAR建设前被归类为严重污染,目前在PTAR排放后污染程度有所增加,主要是在雨季。PTAR对所分析的8个参数中的7个参数具有显著的清除率,最具代表性的清除率是:SST(68.5%)、BOD(49.8%)和GYA(54.7%)。2015年至2020年,PTAR通过从废水中去除吨污染物,主要是COD(26791.8 mg)、SST(24162.6 mg)、BOD(12290.0 mg)和STT(30267.7 mg),证明了PTAR对托雷斯河的定量贡献。最后,有必要建立PTAR的下一阶段,包括二级处理,这将改善有机物、表面活性剂和营养物质的去除。
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引用次数: 0
Habilidades técnicas en el ejercicio profesional de la ingeniería en Costa Rica: Un análisis neurocorrelativo 哥斯达黎加工程专业实践中的技术技能:神经相关分析
IF 0.8 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-06-01 DOI: 10.15359/ru.36-1.32
Juan Diego Sánchez-Sánchez
El trabajo tiene como objetivo principal la definición de las correlaciones y afectación que las variables demográficas del género, edad y grado universitario tienen en las habilidades técnicas de la ingeniería. El artículo precisa un análisis basado en el cruce de datos referentes a un estudio de campo aplicado a una muestra aleatoria y probabilística de ingenieros activos en el ejercicio de su profesión en Costa Rica, presenta un abordaje de corte neuroinductivo y correlacional, en referencia a la preponderancia de las habilidades técnicas en el ejercicio profesional de la ingeniería. Se precisan las bases teóricas para el entendimiento de los factores neuroconductuales que definen el abordaje de una determinada habilidad técnica, para, posteriormente, ser analizadas de forma aplicativa en función de resultados cruzados, ligados a las variables demográficas de interés en los sujetos de estudio. Finaliza con el establecimiento de un estudio de correlaciones estadísticas múltiples en términos de las habilidades y elementos demográficos de interés tales como el grado académico y la edad. Resaltan las influencias directas que la edad y el grado manifiestan en las habilidades técnicas, con coeficientes promedio de 5.01 % y 3.45 %; se observa, a la vez, una correlación contraria en términos de habilidades como la matemática y la programación. Se establece una relación de interés, en donde las habilidades técnicas parecen estar relacionadas directamente con las variables independientes.
这项工作的主要目的是确定性别、年龄和大学学位的人口变量对工程技术技能的相关性和影响。这篇文章需要基于交叉数据的分析,该数据涉及一项应用于哥斯达黎加从事职业的活跃工程师的随机和概率样本的实地研究,提出了一种神经归纳和相关切割的方法,指的是技术技能在工程专业实践中的优势。为理解定义特定技术技能方法的神经行为因素奠定了理论基础,以便随后根据与研究对象感兴趣的人口统计变量相关的交叉结果进行应用分析。它以建立一项关于技能和感兴趣的人口因素(如学历和年龄)的多重统计相关性研究而告终。强调年龄和年级对技术技能的直接影响,平均系数为5.01%和3.45%;同时,在数学和编程等技能方面观察到了相反的相关性。建立了一种兴趣关系,其中技术技能似乎与自变量直接相关。
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引用次数: 0
Pros and Cons of Computer-Assisted Rehabilitation 计算机辅助康复的利弊
IF 0.8 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-03-30 DOI: 10.15359/ru.36-1.27
Norbert Ferenčík, R. Hudák, M. Kohan, Viktória Rajťúková
This article summarized the knowledge obtained from exercises with patients using computer-assisted rehabilitation. Working with a wide base of healthy individuals and patients with various problems yielded the results to summarize. This work utilized several rehabilitation devices using computer games and uncovered positive and negative aspects of contemporary rehabilitation procedures. we conclude in this research computer-assisted rehabilitation is the future of modern rehabilitation, so it is necessary to know all factors affecting patients’ health.
本文总结了从使用计算机辅助康复的患者的锻炼中获得的知识。与广泛的健康个体和有各种问题的患者合作,得出了可以总结的结果。这项工作利用了几种使用电脑游戏的康复设备,揭示了当代康复程序的积极和消极方面。本研究的结论是计算机辅助康复是现代康复的未来,因此有必要了解影响患者健康的所有因素。
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引用次数: 0
An Efficient Convolutional Neural Network to Detect and Count Blood Cells 一种高效的检测和计数血细胞的卷积神经网络
IF 0.8 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-03-30 DOI: 10.15359/ru.36-1.28
R. Joshi, Saumya Yadav, M. Dutta, C. Travieso-González
Blood cell analysis is an important part of the health and immunity assessment. There are three major components of the blood: red blood cells, white blood cells, and platelets. The count and density of these blood cells are used to find multiple disorders like blood infections (anemia, leukemia, among others). Traditional methods are time-consuming, and the test cost is high. Thus, it arises the need for automated methods that can detect different kinds of blood cells and count the number of cells. A convolutional neural network-based framework is proposed for detecting and counting the cells. The neural network is trained for the multiple iterations, and a model having lower validation loss is saved. The experiments are done to analyze the performance of the detection system and results with high accuracy in the counting of the cells. The mean average precision is achieved when compared to ground truth provided to respective labels. The value of the average precision is found to be ranging from 70% to 99.1%, with a mean average precision value of 85.35%. The proposed framework had much less time complexity: it took only 0.111 seconds to process an image frame with dimensions of 640×480 pixels. The system can also be implemented in low-cost, single-board computers for rapid prototyping. The efficiency of the proposed framework to identify and count different blood cells can be utilized to assist medical professionals in finding disorders and making decisions based on the obtained report.
血细胞分析是健康和免疫评估的重要组成部分。血液有三种主要成分:红细胞、白细胞和血小板。这些血细胞的计数和密度被用来发现多种疾病,如血液感染(贫血、白血病等)。传统方法耗时,测试成本高。因此,需要能够检测不同种类的血细胞并计数细胞数量的自动化方法。提出了一种基于卷积神经网络的细胞检测和计数框架。针对多次迭代对神经网络进行训练,并且保存了具有较低验证损失的模型。实验分析了检测系统的性能,并在细胞计数中获得了高精度的结果。当与提供给各个标签的基本事实相比较时,实现了平均精度。平均精度值在70%到99.1%之间,平均精度值为85.35%。所提出的框架的时间复杂度要低得多:处理640×480像素的图像帧只需0.111秒。该系统也可以在低成本的单板计算机中实现,用于快速原型设计。所提出的识别和计数不同血细胞的框架的效率可用于帮助医疗专业人员发现疾病并根据获得的报告做出决定。
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引用次数: 1
Automated Quantification of Ki-67 on Gastric Epithelial Tissue based on Cell Nuclei Area Ratio 基于细胞核面积比的Ki-67在胃上皮组织中的自动定量
IF 0.8 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-03-30 DOI: 10.15359/ru.36-1.29
Austin Blanco-Solano, Francisco Siles Canales, W. Alpízar-Alpízar
The objective was to develop an automated algorithm for the estimation of a protein (Ki-67) index based on cell nuclei area ratio of gastric epithelial tissue cells; for this purpose, digital histopathology images were used. An expert manually annotated each region of interest of the images. A proportion of Ki-67 positive and negative cells within that region was used to obtain the color distribution of the corresponding pixels. The histogram of each color distribution was modeled as a Gaussian and, later, thresholded for segmentation and classification. Finally, the Ki-67 index was estimated as the ratio between the segmented positive area of the nuclei divided by the total area of the positive and negative nuclei. The automated method has a strong correlation of 0.725 and a root mean square error of 0.293 when compared to the manual method, which gives certainty that the automated method can be used to analyze the proliferation rate. Furthermore, compared to manual classification, the presented method automatically classifies every image in the same Ki-67 category: low, intermediate, and high. Despite the small sample size, the utility of the presented method was demonstrated. However, the low number of scored images did not allow for thoroughly sampling the ranges of pixel values and intensities observed by pathologists, which will be addressed in future work.
目的是开发一种基于胃上皮组织细胞的细胞核面积比来估计蛋白质(Ki-67)指数的自动算法;为此,使用了数字组织病理学图像。专家手动注释图像的每个感兴趣区域。使用该区域内Ki-67阳性和阴性细胞的比例来获得相应像素的颜色分布。每个颜色分布的直方图都被建模为高斯,然后进行阈值分割和分类。最后,Ki-67指数被估计为细胞核的分段阳性面积除以阳性和阴性细胞核的总面积之间的比率。与手动方法相比,自动化方法具有0.725的强相关性和0.293的均方根误差,这使得自动化方法可以用于分析增殖率。此外,与手动分类相比,所提出的方法自动将每个图像分类在同一Ki-67类别中:低、中、高。尽管样本量很小,但所提出的方法的实用性得到了证明。然而,评分图像数量少,无法对病理学家观察到的像素值和强度范围进行彻底采样,这将在未来的工作中解决。
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