Moving prediction of exacerbation in chronic obstructive pulmonary disease for patients in telecare

被引：42

作者：

Jensen, Morten H. ^{[1
]}

Cichosz, Simon L. ^{[1
]}

Dinesen, Birthe ^{[1
]}

Hejlesen, Ole K. ^{[1
]}

机构：

[1] Aalborg Univ, Dept Hlth Sci & Technol, Aalborg, Denmark

来源：

JOURNAL OF TELEMEDICINE AND TELECARE | 2012年 / 18卷 / 02期

关键词：

RISK;

D O I：

10.1258/jtt.2011.110607

中图分类号：

R19 [保健组织与事业（卫生事业管理）];

学科分类号：

摘要：

We investigated whether physiological data can be used for predicting chronic obstructive pulmonary disease (COPD) exacerbations. Home measurements from 57 patients were analysed, during which 10 exacerbations occurred in nine patients. A total of 273 different features were evaluated for their discrimination abilities between periods with and without exacerbations. The analysis showed that if a sensitivity level of 70% is considered to be acceptable, then the specificity was 95% and the AUC was 0.73, i.e. it is possible to discriminate between periods of exacerbation and periods without. A system capable of predicting risk could provide support to COPD patients in their tele-rehabilitation.

引用

页码：99 / 103

页数：5

共 12 条

[1] Risk factors for hospital readmission in patients with chronic obstructive pulmonary disease [J].

Almagro, Pedro ;

Barreiro, Bienvenido ;

Ochoa de Echaguen, Anna ;

Quintana, Salvador ;

Carballeira, Mnica Rodriguez ;

Heredia, Jose L. ;

Garau, Javier .

RESPIRATION, 2006, 73 (03) :311-317

[2]

[Anonymous], 2000, Pattern Classification

[3] THE MEANING AND USE OF THE AREA UNDER A RECEIVER OPERATING CHARACTERISTIC (ROC) CURVE [J].

HANLEY, JA ;

MCNEIL, BJ .

RADIOLOGY, 1982, 143 (01) :29-36

[4]

Juel K, 2003, KOL DANMARK

[5] Prediction of risk of COPD exacerbations by the BODE index [J].

Marin, Jose M. ;

Carrizo, Santiago J. ;

Casanova, Ciro ;

Martinez-Camblor, Pablo ;

Soriano, Joan B. ;

Agusti, Alvar G. N. ;

Celli, Bartolome R. .

RESPIRATORY MEDICINE, 2009, 103 (03) :373-378

[6] Prognostic value of C-reactive protein in chronic obstructive pulmonary disease [J].

Miniati, Massimo ;

Monti, Simonetta ;

Bottai, Matteo ;

Cocci, Franca ;

Fornai, Edo ;

Lubrano, Valter .

INTERNAL AND EMERGENCY MEDICINE, 2011, 6 (05) :423-430

[7]

Moeslund TB, 2001, PRINCIPAL COMPONENT

[8]

NIP, 2007, CHRON OBSTR PULM DIS

[9] A multidimensional grading system (BODE index) as predictor of hospitalization for COPD [J].

Ong, KC ;

Earnest, A ;

Lu, SJ .

CHEST, 2005, 128 (06) :3810-3816

[10] Effect of exacerbation on quality of life in patients with chronic obstructive pulmonary disease [J].

Seemungal, TAR ;

Donaldson, GC ;

Paul, EA ;

Bestall, JC ;

Jeffries, DJ ;

Wedzicha, JA .

AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 1998, 157 (05) :1418-1422

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