Remove the paint brush and using a stiff nylon-bristle brush, gently rub the filament following the flow of the bristles. Follow with a clear water rinse. Repeat the process if necessary. For stubborn water-based paints, try mineral spirits or lacquer thinner, followed by warm soapy water and a clear water rinse.