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Genotype- and Age-Dependent Differences in Ultrasound Vocalizations of SPRED2 Mutant Mice Revealed by Machine Deep Learning.

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Abstract
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Vocalization is an important part of social communication, not only for humans but also for mice. Here, we show in a mouse model that functional deficiency of Sprouty-related EVH1 domain-containing 2 (SPRED2), a protein ubiquitously expressed in the brain, causes differences in social ultrasound vocalizations (USVs), using an uncomplicated and reliable experimental setting of a short meeting of two individuals. SPRED2 mutant mice show an OCD-like behaviour, accompanied by an increased release of stress hormones from the hypothalamic–pituitary–adrenal axis, both factors probably influencing USV usage. To determine genotype-related differences in USV usage, we analyzed call rate, subtype profile, and acoustic parameters (i.e., duration, bandwidth, and mean peak frequency) in young and old SPRED2-KO mice. We recorded USVs of interacting male and female mice, and analyzed the calls with the deep-learning DeepSqueak software, which was trained to recognize and categorize the emitted USVs. Our findings provide the first classification of SPRED2-KO vs. wild-type mouse USVs using neural networks and reveal significant differences in their development and use of calls. Our results show, first, that simple experimental settings in combination with deep learning are successful at identifying genotype-dependent USV usage and, second, that SPRED2 deficiency negatively affects the vocalization usage and social communication of mice.

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The hypothalamic pituitary adrenal (HPA) axis responds to environmental perturbations to maintain homeostasis. Pregnancy demands extensive modifications in HPA axis function to prepare for increased energy and metabolic demands required to meet the needs of mother and offspring. Short-term effects of pregnancy on the HPA axis have been shown, but data is lacking regarding the long-term effects in middle-aged female mice no longer breeding. Since changes of the HPA axis are further found with age, in this study, we examined both parity- and age-related interactions on the HPA axis in female mice. Wildtype C57bl/6N females were divided into nulliparous young (NY) (3-6 mo) and nulliparous middle-aged (NM) or multiparous retired-breeder middle-aged (RBM) (8-10 mo) groups. RBM mice were killed at least 4 weeks after their last litter was weaned. Control mice were euthanized directly out of the home cage and experimental groups were euthanized at 0 min, 30 min, or 90 min recovery (n=8-10/ group) after 2h of multi-modal stress (MMS; restraint, noise, shaker, light). (Paraventricular nucleus of the hypothalamus (PVN) neuronal activity was quantified by c-FOS immunoreactivity (-ir), and plasma corticosterone (CORT) levels were measured by radioimmunoassay. Corticotropin releasing hormone (CRH) mRNA was assayed by in situ hybridization. Two-way ANOVA showed effects of age (p<0.0248), parity (p<0.0021), time (p<0.0001), and interaction (p<0.0009) on CORT levels. Specifically, basal CORT levels were reduced in NM/RBM versus NY mice. In all groups, CORT levels were significantly elevated by MMS. There was no difference between CORT levels immediately after MMS in NY or NM groups, but CORT levels after 30- and 90- min recovery from MMS remained elevated in NM, indicating reduced negative feedback with age. Additionally, RBM plasma CORT was further reduced in all time groups versus NM, accompanied by a return to baseline CORT after 90 min recovery, suggesting a parity-dependent effect on the HPA axis. Changes in CORT levels were correlated with c-FOS-ir. MMS increased PVN c-FOS-ir in all groups compared to controls and c-FOS-ir in NM was significantly greater than PVN c-FOS of RBM. Further, while c-FOS-ir in the NY females was reduced to baseline 30 min after MMS, the return to baseline was more gradual in NM. No effect of parity or age was seen in Crh mRNA. Collectively, our findings show that activation of the HPA axis in females involves interactions between age- and parity- dependent function. Our findings further show activation and inhibition of the HPA axis in females involving long-term changes that occur after pregnancy, which may increase risk for stress- or postpartum- related disorders. Supported by NIDDK 1-R01 DK105826

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SUN-012 HPA Axis Dynamics During Chronic Corticosterone Exposure
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  • Journal of the Endocrine Society
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  • Cite Count Icon 152
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  • Jun 11, 2015
  • Stress
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Glucocorticoid receptors (GR) in the paraventricular nucleus of the hypothalamus (PVN) are important regulators of negative feedback regulation of the hypothalamic-pituitary-adrenal (HPA) axis. Previous evaluation of endogenous PVN GR function in adult mice demonstrated that mice with loss of GR exon 3 in the PVN (Sim1Cre-GRe3Δ) have a hyperactive HPA axis, growth impairment and metabolic disruptions. Here, we hypothesized that lack of negative feedback inhibition of the HPA axis through PVN GR, as demonstrated through loss of PVN GR early in life, will have developmental-stage-specific consequences. Immunofluorescence revealed that Sim1Cre-GRe3Δ mice display PVN GR loss as early as post-natal day 2 compared to control mice. Sim1Cre-GRe3Δ mice compared to controls also displayed increased corticotropin-releasing hormone (CRH) mRNA in the PVN at post-natal day 10, as shown by in situ hybridization. Corticosterone radioimmunoassay revealed that the disruptions in PVN GR and CRH expression led to elevated basal corticosterone secretion in male Sim1Cre-GRe3Δ mice by early adolescence and increased stress-induced (restraint) corticosterone secretion in late adolescence into adulthood. In comparison, female Sim1Cre-GRe3Δ mice did not display corticosterone disruption until adulthood. Circadian rhythmicity of corticosterone secretion was normal for male and female mice at all age groups regardless of genotype with one exception. In late adolescence, female Sim1Cre-GRe3Δ mice had disrupted circadian corticosterone secretion due to significantly elevated circulating levels at nadir. We conclude that PVN GR function matures at an earlier developmental time point in male than in female mice and thus leads to later differential stress responsiveness between sexes.

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