An approach to screen susceptible rats and efficacy of an antidepressive treatment after chronic stress

IF 2.9 Q3 NEUROSCIENCES
Kenji B. Valencia-Flores , Yahel Vidal-de-laO , Diana Paz-Trejo , Hugo Sánchez-Castillo
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Abstract

Chronic stress during life has been considered a risk factor for the development of psychiatric illness in humans. Chronic unpredictable stress battery (CUSB) is an animal model to study depression through stress exposition in rodents. CUSB induces depression and anxiety behavioral markers that could be modulated with fluoxetine an antidepressant treatment. However, it is well known that not all subjects develop depression-like behaviors or do not respond to antidepressant treatments. The way to screen these individual differences in susceptibility to stress or the efficacy of antidepressant therapy in depression models is not well studied. Here we show that saccharine consumption, immobility and time spent in the center of the area could be useful as behavioral markers for screening susceptibility to stress and depression, also we show that fluoxetine treatment had different efficacy depending on the age when the stress occurred. First, we found that after CUSB (during adolescence, adulthood, or both) rodents show depression and anxiety profiles. Second, we found that fluoxetine (10 mg/kg) could recover depression but no anxiety profile in all the groups exposed to stress. Finally, we use the machine learning clustering method (k-means), to classify the subjects in all groups based on the individual effects modulated by stress exposure and antidepressant treatment to find the ratio of stress effects and pharmacological efficacy. Using altered behaviors as classifiers, we found three possible clusters, (1) Without alterations, (2) Moderated anxiety and depression profile (3) Serious anxiety and depression profile, suggesting two groups of susceptible animals with different intensities of altered behavior. Also, fluoxetine could change the ratio of rats previously classified in groups 2 or 3, showing the beneficial effects of antidepressant treatment. Our results demonstrate that CUSB has different consequences even in subjects that experienced the same stress protocol. Also, fluoxetine has different efficacy in recovering behavior associated with the age of exposure to stress. Finally, we suggest k-means as an easy and useful method to apply in susceptible rodent studies of depression and to study the individual efficacy of antidepressant treatment.
一种筛选易感大鼠的方法及慢性应激后抗抑郁治疗的疗效
生活中的慢性压力一直被认为是人类精神疾病发展的一个危险因素。慢性不可预测应激电池(CUSB)是一种通过应激暴露研究啮齿动物抑郁症的动物模型。CUSB诱导抑郁和焦虑行为标志物,可通过氟西汀和抗抑郁药物治疗进行调节。然而,众所周知,并不是所有的受试者都会产生类似抑郁的行为,或者对抗抑郁药物治疗没有反应。如何筛选这些个体对压力的易感性差异或抑郁症模型中抗抑郁药物治疗的疗效还没有得到很好的研究。本研究表明,糖精摄入量、静止不动和在中心区域停留的时间可以作为筛选压力和抑郁易感的行为标记,同时我们还表明氟西汀治疗在压力发生时的不同年龄有不同的效果。首先,我们发现在CUSB后(在青春期、成年期或两者),啮齿动物表现出抑郁和焦虑的特征。其次,我们发现氟西汀(10 mg/kg)可以恢复所有应激组的抑郁症状,但没有焦虑症状。最后,我们使用机器学习聚类方法(k-means),根据应激暴露和抗抑郁药物治疗调节的个体效应对各组受试者进行分类,得出应激效应与药物疗效的比值。使用改变行为作为分类器,我们发现了三种可能的集群,(1)没有改变,(2)中度焦虑和抑郁特征(3)严重焦虑和抑郁特征,表明两组易感动物具有不同程度的改变行为。此外,氟西汀可以改变先前被分类为2组或3组的大鼠的比例,显示出抗抑郁药物治疗的有益效果。我们的研究结果表明,即使在经历相同压力方案的受试者中,CUSB也会产生不同的后果。此外,氟西汀在恢复与压力暴露年龄相关的行为方面也有不同的功效。最后,我们建议k-means作为一种简单而有用的方法应用于易感的啮齿动物抑郁症研究和研究抗抑郁药物治疗的个体疗效。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IBRO Neuroscience Reports
IBRO Neuroscience Reports Neuroscience-Neuroscience (all)
CiteScore
2.80
自引率
0.00%
发文量
99
审稿时长
14 weeks
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