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Genomic profiling of blood for stroke diagnosis.

机译:用于中风诊断的血液基因组分析。

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摘要

Genomic profiling of blood for stroke diagnosis is avidly being researched today. For the reason, current tools available to diagnose stroke (i.e., Computed Tomography Scan, Magnetic Resonance Imaging) are not universally available. In addition, physician inexperience and patient acuity deter their use even when available, rendering delayed diagnosis, misdiagnosis, or no diagnosis at all. However, research performed thus far has not asked nor answered whether common genomic markers for stroke event (i.e., ischemic or hemorrhagic) and discriminative genomic markers for stroke type (i.e., ischemic vs. hemorrhagic) exist in human blood post stroke. Both types of markers are critically necessary for a successful stroke diagnosis. This dissertation represents the first discovery work in this regard. Specifically, blood-borne genomic markers for stroke event and stroke type were screened, identified, and used in the construction of diagnostic models for stroke event and stroke type. Results provide unwavering evidence that many non-stroke conditions affect marker expression similar to stroke; complicating the ability to discern stroke from non-stroke conditions. Reference-based modeling was required to circumvent this complication; providing for models having a combined cross-validated accuracy rate of ∼91% for stroke event and ∼77% for stroke type. While, investigation of marker biology provided an astounding and novel postulation of the underlying mechanism of this action. That is, stroke appears to arise in consequence to a persistent infection by Francisella tularensis, a subspecies of the same genus, or a new uncharacterized genus of bacteria having similar characteristics to Francisella tularensis. In fact, the occurrence of stroke, frequency of stroke, and type of stroke incurred appears to be a function of time infected, mean arterial blood pressure, amount of circulating iron, amount of circulating fat, personal genome, personal expressome, and personal habits.
机译:如今,人们正在积极研究用于中风诊断的血液基因组图谱。因此,目前尚无法普遍使用的用于诊断中风的工具(例如,计算机断层扫描,磁共振成像)。此外,医师的经验不足和患者的敏锐度甚至阻止了它们的使用,从而导致诊断延迟,误诊或根本没有诊断。然而,迄今为止进行的研究没有询问也没有回答中风后人类血液中是否存在常见的中风事件的基因组标志物(即缺血性或出血性)和区分中风类型的区分性基因组标志物(即缺血性与出血性)。两种类型的标记对于成功的中风诊断都是至关重要的。本文代表了这方面的首次发现工作。具体而言,对中风事件和中风类型的血源性基因组标记进行了筛选,鉴定,并用于中风事件和中风类型的诊断模型的构建。结果提供了坚定不移的证据,表明许多非中风情况会影响与中风相似的标志物表达。区分非中风情况的能力变得复杂。需要基于参考的建模来避免这种并发症。提供了具有交叉验证的准确率的模型(对于笔划事件,准确度约为91%,对于笔划类型的准确度约为77%)。同时,对标记生物学的研究为这种作用的潜在机制提供了惊人的新颖假设。就是说,中风似乎是由于土拉弗朗西斯菌,相同属的亚种或具有与土拉弗朗西斯菌相似特征的新的未鉴定细菌属的持续感染而引起的。实际上,中风的发生,中风的频率和中风的类型似乎是受感染时间,平均动脉血压,循环铁的量,循环脂肪的量,个人基因组,个人表达组和个人习惯的函数。 。

著录项

  • 作者

    Johnson, Kory R.;

  • 作者单位

    George Mason University.;

  • 授予单位 George Mason University.;
  • 学科 Bioinformatics.
  • 学位 Ph.D.
  • 年度 2009
  • 页码 172 p.
  • 总页数 172
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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