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1.
Annu Int Conf IEEE Eng Med Biol Soc ; 2016: 1434-1438, 2016 Aug.
Article in English | MEDLINE | ID: mdl-28268595

ABSTRACT

There is need for modeling biological systems to accelerate drug pipelines for treating metabolic diseases. The eliglustat treatment for Gaucher disease is approved by the FDA with a companion genomic test. The Transcriptome-To-Metabolome™ biosimulation technology was used to model, in silico, a standard non-clinical eliglustat test with an in vitro canine kidney cell system over-expressing a human gene; and a clinical test using human fibroblasts from control and Gaucher disease subjects. Protein homology modeling and docking studies were included to gather affinity parameters for the kinetic metabolic model. Pharmacodynamics and metabolomics analyses of the results replicated published findings and demonstrated that processing and transport of lysosomal proteins alone cannot explain the metabolic disorder. This technology shows promise for application to other diseases.


Subject(s)
Gaucher Disease , Animals , Dogs , Enzyme Inhibitors , Fibroblasts , Gaucher Disease/drug therapy , Humans , Kinetics , Pyrrolidines
2.
Article in English | MEDLINE | ID: mdl-25570733

ABSTRACT

We validated a model of the TGF-ß signaling pathway using reactions from Reactome. Using a patentpending technique, gene expression profiles from individual patients are used to determine model parameters. Gene expression profiles from 45 women, normal, or benign tumor and malignant breast cancer were used as training and validating sets for assessing clinical sensitivity and specificity. Biomarkers were identified from the biosimulation results using sensitivity analyses and derivative properties from the model. A membrane signaling marker had sensitivity of 80% and specificity of 60%; while a nuclear transcription factor marker had sensitivity of 80% and specificity of 90% to predict malignancy. Use of Fagan's nomogram increased probability from 7.5% for positive mammogram to 39% with positive results of the biosimulation for the nuclear marker. Our technology will allow researchers to identify and develop biomarkers and assist clinicians in diagnostic and treatment decision making.


Subject(s)
Biomarkers, Tumor/metabolism , Computer Simulation , Precision Medicine , Transcriptome , Breast Neoplasms/diagnosis , Breast Neoplasms/genetics , Female , Humans , Reproducibility of Results , Signal Transduction/genetics , Time Factors , Transforming Growth Factor beta/metabolism
3.
J Neurosci ; 29(16): 5100-7, 2009 Apr 22.
Article in English | MEDLINE | ID: mdl-19386905

ABSTRACT

Serotonin (5-HT) mediates learning-related facilitation of sensorimotor synapses in Aplysia californica. Under some circumstances 5-HT-dependent facilitation requires the activity of protein kinase C (PKC). One critical site of PKC's contribution to 5-HT-dependent synaptic facilitation is the presynaptic sensory neuron. Here, we provide evidence that postsynaptic PKC also contributes to synaptic facilitation. We investigated the contribution of PKC to enhancement of the glutamate-evoked potential (Glu-EP) in isolated siphon motor neurons in cell culture. A 10 min application of either 5-HT or phorbol ester, which activates PKC, produced persistent (> 50 min) enhancement of the Glu-EP. Chelerythrine and bisindolylmaleimide-1 (Bis), two inhibitors of PKC, both blocked the induction of 5-HT-dependent enhancement. An inhibitor of calpain, a calcium-dependent protease, also blocked 5-HT's effect. Interestingly, whereas chelerythrine blocked maintenance of the enhancement, Bis did not. Because Bis has greater selectivity for conventional and novel isoforms of PKC than for atypical isoforms, this result implicates an atypical isoform in the maintenance of 5-HT's effect. Although induction of enhancement of the Glu-EP requires protein synthesis (Villareal et al., 2007), we found that maintenance of the enhancement does not. Maintenance of 5-HT-dependent enhancement appears to be mediated by a PKM-type fragment generated by calpain-dependent proteolysis of atypical PKC. Together, our results suggest that 5-HT treatment triggers two phases of PKC activity within the motor neuron, an early phase that may involve conventional, novel or atypical isoforms of PKC, and a later phase that selectively involves an atypical isoform.


Subject(s)
Glutamic Acid/metabolism , Motor Neurons/enzymology , Protein Kinase C/physiology , Serotonin/physiology , Animals , Aplysia , Cell Separation , Cells, Cultured , Excitatory Postsynaptic Potentials/drug effects , Excitatory Postsynaptic Potentials/physiology , Glutamic Acid/physiology , Motor Neurons/drug effects , Motor Neurons/physiology , Phorbol 12,13-Dibutyrate/pharmacology , Protein Kinase C/antagonists & inhibitors , Protein Kinase Inhibitors/pharmacology
4.
Curr Biol ; 17(23): 2073-80, 2007 Dec 04.
Article in English | MEDLINE | ID: mdl-18006316

ABSTRACT

The discovery that dendrites of neurons in the mammalian brain possess the capacity for protein synthesis stimulated interest in the potential role of local, postsynaptic protein synthesis in learning-related synaptic plasticity. But it remains unclear how local, postsynaptic protein synthesis actually mediates learning and memory in mammals. Accordingly, we examined whether learning in an invertebrate, the marine snail Aplysia, involves local, postsynaptic protein synthesis. Previously, we showed that the dishabituation and sensitization of the defensive withdrawal reflex in Aplysia require elevated postsynaptic Ca(2+), postsynaptic exocytosis, and functional upregulation of postsynaptic alpha-amino-3-hydroxy-5-methyl-4-isoxazolepropionic acid (AMPA)-type glutamate receptors. Here, we tested whether the synaptic facilitation that underlies dishabituation and sensitization in Aplysia requires local, postsynaptic protein synthesis. We found that the facilitatory transmitter, serotonin (5-HT), enhanced the response of the motor neuron to glutamate, the sensory neuron transmitter, and this enhancement depended on rapid protein synthesis. By using individual motor neurites surgically isolated from their cell bodies, we showed that the 5-HT-dependent protein synthesis occurred locally. Finally, by blocking postsynaptic protein synthesis, we disrupted the facilitation of the sensorimotor synapse. By demonstrating its critical role in a synaptic change that underlies learning and memory in a major model invertebrate system, our study suggests that local, postsynaptic protein synthesis is of fundamental importance to the cell biology of learning.


Subject(s)
Aplysia/physiology , Learning/physiology , Motor Neurons/physiology , Nerve Tissue Proteins/metabolism , Serotonin/metabolism , Synapses/physiology , Animals , Aplysia/metabolism , Cells, Cultured , Glutamates/pharmacology , Memory/physiology , Motor Neurons/drug effects , Neurons, Afferent/physiology , Ribosome Inactivating Proteins, Type 1/metabolism , Time Factors
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