Sensing physiological conditions using the sensors of a respiratory therapy device can be used to assess a presence of pulmonary diseases other than breathing rhythm disorders. Non-rhythm related pulmonary diseases include, for example, obstructive pulmonary diseases, restrictive pulmonary diseases, and infectious diseases. Various pulmonary diseases will produce changes in respiratory pressure, airflow, and / or other patient conditions, facilitating assessment of a presence of disease.