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基于支持向量机模型的肾阳虚证垂体-靶腺轴激素调控机制研究

Regulatory mechanism of hormones of the pituitary-target gland axes in kidney-Yang deficiency based on a support vector machine model.

作者信息

Xiufeng Wang, Lei Zhang, Rongbo Huang, Qinghua Wu, Jianxin Min, Na Ma, Laicheng Luo

出版信息

J Tradit Chin Med. 2015 Apr;35(2):238-43. doi: 10.1016/s0254-6272(15)30035-2.

Abstract

OBJECTIVE

To study the development mechanism of kidney-Yang deficiency through the establishment of support vector machine models of relevant hormones of the pituitary-target gland axes in rats with kidney-Yang deficiency syndrome.

METHODS

The kidney-Yang deficiency rat model was created by intramuscular injection of hydrocortisone, and contents of the hormones of the pituitary-thyroid axis: thyroid stimulating hormone (TSH), 3,3',5-triiodothyronine (T3) and thyroxine (T4); hormones of the pituitary-adrenal gland axis: adrenocorticotropic hormone (ACTH) and cortisol (CORT); and hormones of the pituitary-gonadal axis: luteinizing hormone (LH), follicle-stimulating hormone (FSH), and testosterone (T), were determined in the early, middle, and advanced stages. Ten support vector regression (SVR) models of the hormones were established to analyze the mutual relationships among the hormones of the three axes.

RESULTS

The feedback control action of the pituitary-adrenal axis began to lose efficacy from the middle stage of kidney-Yang deficiency. The contents all hormones of the three pituitary-target gland axes decreased in the advanced stage. Relative errors of the jackknife test of the SVR models all were less than 10%.

CONCLUSION

Imbalances in mutual regulation among the hormones of the pituitary-target gland axes, especially loss of effectiveness of the pituitary-adrenal axis, is one pathogenesis of kidney-Yang deficiency. The SVR model can accurately reflect the complicated non-linear relationships among pituitary-target gland axes in rats with of kidney-Yang deficiency.

摘要

目的

通过建立肾阳虚证大鼠垂体 - 靶腺轴相关激素的支持向量机模型,研究肾阳虚的发生机制。

方法

采用肌肉注射氢化可的松的方法建立肾阳虚大鼠模型,分别在造模早期、中期和晚期测定垂体 - 甲状腺轴激素:促甲状腺激素(TSH)、三碘甲腺原氨酸(T3)和甲状腺素(T4);垂体 - 肾上腺轴激素:促肾上腺皮质激素(ACTH)和皮质醇(CORT);垂体 - 性腺轴激素:黄体生成素(LH)、卵泡刺激素(FSH)和睾酮(T)的含量。建立上述各激素的10个支持向量回归(SVR)模型,分析三个轴激素间的相互关系。

结果

垂体 - 肾上腺轴的反馈调节作用在肾阳虚中期开始失效。肾阳虚晚期,三个垂体 - 靶腺轴的所有激素含量均下降。SVR模型的留一法检验相对误差均小于10%。

结论

垂体 - 靶腺轴激素相互调节失衡,尤其是垂体 - 肾上腺轴功能失效是肾阳虚的发病机制之一。SVR模型能够准确反映肾阳虚大鼠垂体 - 靶腺轴之间复杂的非线性关系。

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