Description, measurement, and automatic classification of the Plasmodium berghei oocyst morphology during early differentiation in vitro

Benito Recio-Tótoro , Adán Guerrero , Humberto Lanz-Mendoza
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Abstract

After colonization of the mosquito midgut by the malaria parasite, Plasmodium differentiates from an invasive, motile ookinete to a multiplicative, sessile oocyst. Despite their importance in establishing the infection and increasing its population, relatively little is known about the early morphological transformation associated with these changes in function. Oocyst differentiation begins with the formation of a spherical protrusion near the center of the crescent-shaped ookinete. As this protuberance grows, it engulfs the content of the two distal ends, thus rounding the cell. In this work, scrutinized observations of the overall changes in shape, coupled with the migration of the malaria pigment granules and the nucleus into the protuberance, revealed that the movement of the cell content happens in an anteroposterior manner. The resulting data, formalized as morphometric measurements, led to the identification of 5 transitional stages and to the development of a computer training algorithm that automatically classifies them. Since cell differentiation has been associated with redox fluctuations, the classification algorithm was tested with parasites stained with a glutathione-specific fluorescent probe. This revealed changes in the glutathione content during differentiation that are suggestive of a redox modulation during transformation.

Abstract Image

伯氏疟原虫体外早期分化卵囊形态的描述、测量和自动分类
疟疾寄生虫在蚊子中肠定植后,疟原虫从侵入性的、可运动的卵母细胞分化为增殖性的、无根的卵囊。尽管它们在建立感染和增加其种群方面很重要,但相对而言,人们对与这些功能变化相关的早期形态转变知之甚少。卵囊分化开始于在月牙形卵原体中心附近形成一个球形突起。当这个突起生长时,它吞没了两个远端的内容物,从而包围了细胞。在这项工作中,仔细观察了形状的整体变化,加上疟疾色素颗粒和细胞核向突起的迁移,揭示了细胞内容物的运动是以前后方式发生的。由此产生的数据,形式化为形态测量,导致了5个过渡阶段的识别,并开发了一种计算机训练算法,可以自动对它们进行分类。由于细胞分化与氧化还原波动有关,因此用谷胱甘肽特异性荧光探针染色的寄生虫对分类算法进行了测试。这揭示了分化过程中谷胱甘肽含量的变化,暗示了转化过程中的氧化还原调节。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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