DocumentCode :
1787271
Title :
Early Experiences in COPD Exacerbation Detection
Author :
Merone, Mario ; Onofri, Leonardo ; Soda, Paolo ; Pedonez, Claudio ; Incalziz, Raffaele Antonelli ; Iannello, Giulio
Author_Institution :
Comput. Syst. & Bioinf. Lab., Univ. Campus Bio-Medico di Roma, Rome, Italy
fYear :
2014
fDate :
27-29 May 2014
Firstpage :
406
Lastpage :
410
Abstract :
Chronic obstructive pulmonary disease (COPD) is a slowly progressive disease characterized by airway obstruction. Patients suffering from COPD could report exacerbations, which are deteriorations in respiratory health that worsen the course of the disease. The prompt recognition of an exacerbation from daily variations and its early treatment reduces the healing time and the risk of hospitalization. Using a pulse oximeter connected to a mobile phone, we remotely collect the values of heart rate and of the oxygen saturation on a cohort of seven elderly patients affected by severe COPD. We analyze if a score given by the weighted composition of these signals permits to detect the worrisome events prefiguring an exacerbation onset. A cross validation-based evaluation allows us to assess how the results generalize to an independent data set. We found that the tested score does not provide satisfactory results in terms of sensitivity and specificity, suggesting that it is not able to disambiguate between exacerbation onset and other COPD related events.
Keywords :
cardiology; diseases; mobile computing; mobile handsets; patient treatment; pneumodynamics; COPD exacerbation detection; airway obstruction; chronic obstructive pulmonary disease; deteriorations; elderly patient cohort; heart rate; hospitalization risk; independent data set; mobile phone; oxygen saturation; patient treatment; pulse oximeter; respiratory health; slow progressive disease; validation-based evaluation; worrisome events; Accuracy; Biomedical monitoring; Diseases; Monitoring; Sensitivity; Weight measurement; Aged; Chronic obstructive pulmonary disease; Telemonitoring;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer-Based Medical Systems (CBMS), 2014 IEEE 27th International Symposium on
Conference_Location :
New York, NY
Type :
conf
DOI :
10.1109/CBMS.2014.46
Filename :
6881915
Link To Document :
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