A method of estimating the partial pressure of carbon dioxide in arterial blood of a patient comprises determining an arterial oxygen saturation for a patient, determining a breathing gas carbon dioxide value, and determining breathing gas oxygen value. The method further includes calculating an arterial blood carbon dioxide partial pressure for the patient based on at least the arterial oxygen saturation value, the breathing gas carbon dioxide value, and the breathing gas oxygen value for the patient.