The present invention provides methods for characterizing obstructive sleep apnea (OSA) patients in the treatment of OSA, and devices thereof. The methods comprise measuring polysomnography of said patients; analyzing polysomnography, and determining a characteristic of the polysomnography and selections of suitable treatments based on the patterns.