Integrating pharmacogenetics, multi-omics and machine learning in the novel therapeutic view of pulmonary hypertension

Chenxi Li, Jipeng Xue, Dongchen Zhou, Xiaomeng Qi, Ting Chen, Zhoubin Li
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Abstract

It is a complex disease with multiple pathogenesis that causes pulmonary hypertension (PH). In addition to the commonly used drugs for treating PH, pharmacogenomic therapies are facilitating the innovation of personalized medicine to treat PH. Meanwhile, gene therapy has been extensively studied but is a quite challenging task. Furthermore, the gradual widespread application of omics analyses, big data and machine learning is a trend to improve the efficacy of drugs and gene therapy of PH. They are widely used in the screening of drug therapeutic targets and predicting drugs therapeutic effect. The emergence of innovative diagnosis and treatment approaches for PH opens pathways for combining personalized medicine with established pharmacological and gene therapies to achieve effective treatment strategies and further decrease the mortality rate associated with this disease.

Abstract Image

整合药物遗传学,多组学和机器学习在肺动脉高压的新治疗观点
肺动脉高压(pulmonary hypertension, PH)是一种具有多种发病机制的复杂疾病。除了治疗PH的常用药物外,药物基因组疗法正在推动个性化医疗治疗PH的创新。与此同时,基因治疗已经得到了广泛的研究,但仍是一项颇具挑战性的任务。此外,组学分析、大数据和机器学习的逐渐广泛应用是提高药物疗效和基因治疗ph的趋势,它们被广泛应用于药物治疗靶点的筛选和药物治疗效果的预测。创新的PH诊断和治疗方法的出现,为个性化医疗与既定的药物和基因治疗相结合开辟了途径,以实现有效的治疗策略,并进一步降低与该疾病相关的死亡率。
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