Speech Recognition Using Dynamical Model of Speech Production

We propose a speech recognition method based on the dynamical model of speech production. The model consists of an articulator and its control command sequences. The latter has linguistic information of speech and the former has the articulatory information which determines transformation from linguistic intentions to speech signals. This separation makes our speech recognition model more controllable. It provides new approaches to speaker adaptation and to coarticulation modeling. The effectiveness of the proposed model was examined by speaker-dependent letter recognition experiments. Visiting Scientist from C & C Information Technology Research Laboratories, NEC Corporation, 4-1-1 Miyazaki, Miyamae-ku, Kawasaki 216, JAPAN Keywords: speech recognition, neural networks, nonlinear prediction, hidden markov models, speaker adaptation Contents 1 Introduction 2 2 Model 2 3 Training Algorithms 4 4 Experimental Evaluation 6 5 Discussion and Conclusion 7 List of Figures 1 Model Architec..

Discovery of Potent and Centrally Active 6‑Substituted 5‑Fluoro-1,3-dihydro-oxazine β‑Secretase (BACE1) Inhibitors via Active Conformation Stabilization

β-Secretase (BACE1) has an essential role in the production of amyloid β peptides that accumulate in patients with Alzheimer’s disease (AD). Thus, inhibition of BACE1 is considered to be a disease-modifying approach for the treatment of AD. Our hit-to-lead efforts led to a cellular potent 1,3-dihydro-oxazine <b>6</b>, which however inhibited hERG and showed high P-gp efflux. The close analogue of 5-fluoro-oxazine <b>8</b> reduced P-gp efflux; further introduction of electron withdrawing groups at the 6-position improved potency and also mitigated P-gp efflux and hERG inhibition. Changing to a pyrazine followed by optimization of substituents on both the oxazine and the pyrazine culminated in <b>24</b> with robust Aβ reduction in vivo at low doses as well as reduced CYP2D6 inhibition. On the basis of the X-ray analysis and the QM calculation of given dihydro-oxazines, we reasoned that the substituents at the 6-position as well as the 5-fluorine on the oxazine would stabilize a bioactive conformation to increase potency

Discovery of Potent and Centrally Active 6‑Substituted 5‑Fluoro-1,3-dihydro-oxazine β‑Secretase (BACE1) Inhibitors via Active Conformation Stabilization

β-Secretase (BACE1) has an essential role in the production of amyloid β peptides that accumulate in patients with Alzheimer’s disease (AD). Thus, inhibition of BACE1 is considered to be a disease-modifying approach for the treatment of AD. Our hit-to-lead efforts led to a cellular potent 1,3-dihydro-oxazine <b>6</b>, which however inhibited hERG and showed high P-gp efflux. The close analogue of 5-fluoro-oxazine <b>8</b> reduced P-gp efflux; further introduction of electron withdrawing groups at the 6-position improved potency and also mitigated P-gp efflux and hERG inhibition. Changing to a pyrazine followed by optimization of substituents on both the oxazine and the pyrazine culminated in <b>24</b> with robust Aβ reduction in vivo at low doses as well as reduced CYP2D6 inhibition. On the basis of the X-ray analysis and the QM calculation of given dihydro-oxazines, we reasoned that the substituents at the 6-position as well as the 5-fluorine on the oxazine would stabilize a bioactive conformation to increase potency

Rational Design of Novel 1,3-Oxazine Based β‑Secretase (BACE1) Inhibitors: Incorporation of a Double Bond To Reduce P‑gp Efflux Leading to Robust Aβ Reduction in the Brain

Accumulation of Aβ peptides is a hallmark of Alzheimer’s disease (AD) and is considered a causal factor in the pathogenesis of AD. β-Secretase (BACE1) is a key enzyme responsible for producing Aβ peptides, and thus agents that inhibit BACE1 should be beneficial for disease-modifying treatment of AD. Here we describe the discovery and optimization of novel oxazine-based BACE1 inhibitors by lowering amidine basicity with the incorporation of a double bond to improve brain penetration. Starting from a 1,3-dihydrooxazine lead <b>6</b> identified by a hit-to-lead SAR following HTS, we adopted a p<i>K</i>_a lowering strategy to reduce the P-gp efflux and the high hERG potential leading to the discovery of <b>15</b> that produced significant Aβ reduction with long duration in pharmacodynamic models and exhibited wide safety margins in cardiovascular safety models. This compound improved the brain-to-plasma ratio relative to <b>6</b> by reducing P-gp recognition, which was demonstrated by a P-gp knockout mouse model

Rational Design of Novel 1,3-Oxazine Based β‑Secretase (BACE1) Inhibitors: Incorporation of a Double Bond To Reduce P‑gp Efflux Leading to Robust Aβ Reduction in the Brain

Accumulation of Aβ peptides is a hallmark of Alzheimer’s disease (AD) and is considered a causal factor in the pathogenesis of AD. β-Secretase (BACE1) is a key enzyme responsible for producing Aβ peptides, and thus agents that inhibit BACE1 should be beneficial for disease-modifying treatment of AD. Here we describe the discovery and optimization of novel oxazine-based BACE1 inhibitors by lowering amidine basicity with the incorporation of a double bond to improve brain penetration. Starting from a 1,3-dihydrooxazine lead <b>6</b> identified by a hit-to-lead SAR following HTS, we adopted a p<i>K</i>_a lowering strategy to reduce the P-gp efflux and the high hERG potential leading to the discovery of <b>15</b> that produced significant Aβ reduction with long duration in pharmacodynamic models and exhibited wide safety margins in cardiovascular safety models. This compound improved the brain-to-plasma ratio relative to <b>6</b> by reducing P-gp recognition, which was demonstrated by a P-gp knockout mouse model