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This study aims to demonstrate the feasibility of using a new wireless electroencephalography (EEG)–electromyography (EMG) wearable approach to generate characteristic EEG-EMG mixed patterns with mouth movements in order to detect distinct movement patterns for severe speech impairments. This paper describes a method for detecting mouth movement based on a new signal processing technology suitable for sensor integration and machine learning applications. This paper examines the relationship between the mouth motion and the brainwave in an effort to develop nonverbal interfacing for people who have lost the ability to communicate, such as people with paralysis. A set of experiments were conducted to assess the efficacy of the proposed method for feature selection. It was determined that the classification of mouth movements was meaningful. EEG-EMG signals were also collected during silent mouthing of phonemes. A few-shot neural network was trained to classify the phonemes from the EEG-EMG signals, yielding classification accuracy of 95%. This technique in data collection and processing bioelectrical signals for phoneme recognition proves a promising avenue for future communication aids. [ABSTRACT FROM AUTHOR]

Purpose: To determine expression levels of annexin I (lipocortin I) in patient-matched benign prostatic epithelium (BPE), high-grade prostatic intraepithelial neoplasia (HGPIN), and prostate cancer (CaP). EXPERIMETNAL DESIGN: Annexin I protein expression was examined with a standard immunohistochemical protocol in 69 radical prostatectomy specimens, 45 of which also contained HGPIN. Immunostained sections were scored visually by a genitourinary pathologist and mean optical density was measured with digital image analysis. Real-time fluorescence quantitative PCR was used to measure expression levels of annexin I mRNA in patient-matched CaP and BPE from 14 snap-frozen, radical prostatectomy specimens., Results: Annexin I protein expression was reduced in 91% (41/45) of HGPIN lesions and 94% (65/69) of invasive CaP compared with BPE in the same histological section when assessed visually. Mean absorbance was reduced significantly (P < 0.05) in 97.7% (44/45) of HGPIN lesions and 98.5% (68/69) of CaP glands compared with BPE. In 79% of cases (11/14; P < 0.05), mRNA expression was reduced in CaP as compared with patient-matched BPE. Annexin I mRNA and protein expression levels did not correlate with Gleason grade, pathological stage, or race., Conclusions: Down-regulation of annexin I protein expression is a common finding in HGPIN and CaP, suggesting that annexin I dysregulation may be an important early event in CaP initiation. Because mRNA levels are reduced in a high proportion of cases, one likely mechanism for annexin I dysregulation occurs at the level of gene transcription. Results of these studies support a valuable role for a molecular profiling approach to CaP research.