克鲁佩尔样转录因子的异常表达及其在肺癌中的潜在值
Yang Shi1,2, Min Yao1, Shuijie Shen1
1Research Center of Clinical Medicine, Affiliated Hospital of Nantong University & Department of Medical Immunology, Medical School of Nantong University, Nantong 226001, China.
Heliyon
|April 1, 2024
概括
克鲁佩尔类因子 (KLFs) 在肺癌进展中发挥着不同的作用. 本次审查强调了瘤性KLF作为潜在的诊断,预后和治疗目标,在机器学习识别的帮助下.
科学领域:
- 在瘤学瘤学.
- 分子生物学分子生物学
- 生物信息学是一种生物信息学.
背景情况:
- 肺癌仍然是全球领先的恶性瘤之一,其致病源不明.
- 指蛋白 (ZFPs),特别是克鲁佩尔样因子 (KLFs),与肺癌进展有关.
- KLFs表现出各种各样的作用,包括促进,抑制或双重功能在肺癌的发展.
研究的目的:
- 审查了解肺癌中的瘤性KLF的最新进展.
- 探索KLFs作为肺癌诊断和预后生物标志物的潜力.
- 讨论KLF作为肺癌治疗的分子标.
主要方法:
- 关于肺癌中KLFs最近研究的文献综述.
- 分析KLF功能 (致癌,抑制瘤,双重作用).
- 评估用于KLF识别的新型机器学习方法 (XGBoost).
主要成果:
- 几种致癌性KLF显示出作为诊断和预后生物标志物的前景.
- KLFs代表了肺癌治疗的潜在治疗点.
- 一个XGBoost模型在从初级序列中识别KLF蛋白时表现出高精度 (96.4%).
结论:
- 瘤性KLF是肺癌的关键参与者,为临床应用提供了显著的潜力.
- 对KLF的进一步研究可能会导致改善肺癌诊断和治疗方法.
- 机器学习提供了一种有效的工具,用于识别和描述与肺癌相关的KLF.
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