TY - JOUR
T1 - Increasing conclusiveness of clinical breath analysis by improved baseline correction of multi capillary column
T2 - ion mobility spectrometry (MCC-IMS) data
AU - Szymańska, Ewa
AU - Tinnevelt, Gerjen H.
AU - Brodrick, Emma
AU - Williams, Edgar
AU - Davies, Antony N.
AU - van Manen, Henk Jan
AU - Buydens, Lutgarde M C
PY - 2016/8/5
Y1 - 2016/8/5
N2 - Current challenges of clinical breath analysis include large data size and non-clinically relevant variations observed in exhaled breath measurements, which should be urgently addressed with competent scientific data tools. In this study, three different baseline correction methods are evaluated within a previously developed data size reduction strategy for multi capillary column - ion mobility spectrometry (MCC-IMS) datasets. Introduced for the first time in breath data analysis, the Top-hat method is presented as the optimum baseline correction method. A refined data size reduction strategy is employed in the analysis of a large breathomic dataset on a healthy and respiratory disease population. New insights into MCC-IMS spectra differences associated with respiratory diseases are provided, demonstrating the additional value of the refined data analysis strategy in clinical breath analysis. (C) 2016 Elsevier B.V. All rights reserved.
AB - Current challenges of clinical breath analysis include large data size and non-clinically relevant variations observed in exhaled breath measurements, which should be urgently addressed with competent scientific data tools. In this study, three different baseline correction methods are evaluated within a previously developed data size reduction strategy for multi capillary column - ion mobility spectrometry (MCC-IMS) datasets. Introduced for the first time in breath data analysis, the Top-hat method is presented as the optimum baseline correction method. A refined data size reduction strategy is employed in the analysis of a large breathomic dataset on a healthy and respiratory disease population. New insights into MCC-IMS spectra differences associated with respiratory diseases are provided, demonstrating the additional value of the refined data analysis strategy in clinical breath analysis. (C) 2016 Elsevier B.V. All rights reserved.
KW - Baseline correction
KW - Breathomics
KW - Clinical breath analysis
KW - Data preprocessing
KW - Multi capillary coloum – ion mobility spectrometry (MCC-IMS)
KW - Respiratory diseases
U2 - 10.1016/j.jpba.2016.01.054
DO - 10.1016/j.jpba.2016.01.054
M3 - Article
C2 - 26879424
AN - SCOPUS:84957642419
SN - 0731-7085
VL - 127
SP - 170
EP - 175
JO - Journal of Pharmaceutical and Biomedical Analysis
JF - Journal of Pharmaceutical and Biomedical Analysis
ER -