Human Heterogeneity and Survival of the Species: How Did It Arise and Being Sustained?—The Conundrum Facing Researchers

D. Hart
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引用次数: 2

Abstract

Current humans, Homo sapiens, are genetically and epigenetically very heterogeneous, and subsequently also biologically and physiologically heterogeneous. Much of this heterogeneity likely arose during evolutionary processes, via various iterations of humanoid lineages, and interbreeding. While advantageous from a species perspective, the heterogeneity of humans poses serious challenges to researchers attempting to understand complex disease processes. While the use of inbred preclinical models makes the research effort more effective at some levels, the findings are often not translatable to the more heterogeneous human populations. This conundrum leads to considerable research activity with inbred preclinical models, but modest progress in understanding many complex human conditions and diseases. This article discusses several of the issues around human heterogeneity and the need to change some directions in preclinical model research. Using newer Artificial Intelligence and Machine Learning approaches can begin to deduce important elements from the complexity of human heterogeneity.
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人类的异质性和物种的生存:它是如何产生和维持的?——研究人员面临的难题
现在的人类,智人,在遗传和表观遗传上都是异质的,因此在生物学和生理学上也是异质的。这种异质性很可能是在进化过程中产生的,通过各种类人猿血统的迭代和杂交。虽然从物种的角度来看是有利的,但人类的异质性给试图理解复杂疾病过程的研究人员带来了严峻的挑战。虽然使用近交临床前模型使研究工作在某些层面上更有效,但研究结果往往不能转化为更异质的人群。这一难题导致了大量的近交临床前模型研究活动,但在理解许多复杂的人类状况和疾病方面进展甚微。本文讨论了关于人类异质性的几个问题,以及在临床前模型研究中需要改变一些方向。使用更新的人工智能和机器学习方法可以开始从人类异质性的复杂性中推断出重要的元素。
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