TY  - JOUR
A1  - Hepbasli, Denis
A1  - Gredy, Sina
A1  - Ullrich, Melanie
A1  - Reigl, Amelie
A1  - Abeßer, Marco
A1  - Raabe, Thomas
A1  - Schuh, Kai
T1  - Genotype- and Age-Dependent Differences in Ultrasound Vocalizations of SPRED2 Mutant Mice Revealed by Machine Deep Learning
JF  - Brain Sciences
N2  - 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.
KW  - SPRED
KW  - SPRED2
KW  - mice
KW  - neural networks
KW  - ultrasound vocalizations
KW  - DeepSqueak
Y1  - 2021
U6  - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-248525
SN  - 2076-3425
VL  - 11
IS  - 10
ER  - 
TY  - JOUR
A1  - Beck, Katherina
A1  - Ehmann, Nadine
A1  - Andlauer, Till F. M.
A1  - Ljaschenko, Dmitrij
A1  - Strecker, Katrin
A1  - Fischer, Matthias
A1  - Kittel, Robert J.
A1  - Raabe, Thomas
T1  - Loss of the Coffin-Lowry syndrome-associated gene RSK2 alters ERK activity, synaptic function and axonal transport in Drosophila motoneurons
JF  - Disease Models & Mechanisms
N2  - Plastic changes in synaptic properties are considered as fundamental for adaptive behaviors. Extracellular-signal-regulated kinase (ERK)-mediated signaling has been implicated in regulation of synaptic plasticity. Ribosomal S6 kinase 2 (RSK2) acts as a regulator and downstream effector of ERK. In the brain, RSK2 is predominantly expressed in regions required for learning and memory. Loss-of-function mutations in human RSK2 cause Coffin-Lowry syndrome, which is characterized by severe mental retardation and low IQ scores in affected males. Knockout of RSK2 in mice or the RSK ortholog in Drosophila results in a variety of learning and memory defects. However, overall brain structure in these animals is not affected, leaving open the question of the pathophysiological consequences. Using the fly neuromuscular system as a model for excitatory glutamatergic synapses, we show that removal of RSK function causes distinct defects in motoneurons and at the neuromuscular junction. Based on histochemical and electrophysiological analyses, we conclude that RSK is required for normal synaptic morphology and function. Furthermore, loss of RSK function interferes with ERK signaling at different levels. Elevated ERK activity was evident in the somata of motoneurons, whereas decreased ERK activity was observed in axons and the presynapse. In addition, we uncovered a novel function of RSK in anterograde axonal transport. Our results emphasize the importance of fine-tuning ERK activity in neuronal processes underlying higher brain functions. In this context, RSK acts as a modulator of ERK signaling.
KW  - mrsk2 KO mouse
KW  - S6KII RSK
KW  - transmission
KW  - neuromuscular junction
KW  - synapse
KW  - MAPK signaling
KW  - axonal transport
KW  - motoneuron
KW  - RSK
KW  - Drosophila
KW  - mechanisms
KW  - plasticity
KW  - protein kinase
KW  - signal transduction pathway
KW  - mitochondrial transport
KW  - glutamate receptor
Y1  - 2015
U6  - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-145185
VL  - 8
ER  -