IMS2- An integrated medical software system for early lung cancer detection using ion mobility spectrometry data of human breath
Baumbach J, Bunkowski A, Lange S, Oberwahrenbrock T, Kleinbölting N, Rahmann S, Baumbach JI (2007)
Journal of Integrative Bioinformatics 4(3): 75.
Zeitschriftenaufsatz
| Veröffentlicht | Englisch
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Autor*in
Baumbach, Jan;
Bunkowski, AlexanderUniBi;
Lange, Sita;
Oberwahrenbrock, Timm;
Kleinbölting, Nils;
Rahmann, Sven;
Baumbach, Jörg Ingo
Einrichtung
Abstract / Bemerkung
IMS2 is an Integrated Medical Software system for the analysis of Ion Mobility Spectrometry (IMS) data. It assists medical staff with the following IMS data processing steps: acquisition, visualization, classification, and annotation. IMS2 provides data analysis and interpretation features on the one hand, and also helps to improve the classification by increasing the number of the pre-classified datasets on the other hand. It is designed to facilitate early detection of lung cancer, one of the most common cancer types with one million deaths each year around the world. After reviewing the IMS technology, we first describe the software architecture of IMS2 and then the integrated classification module, including necessary pre-processing steps and different classification methods. The Lung Hospital Hemer (Germany) provided IMS data of 35 patients suffering from lung cancer and 72 samples of healthy persons. IMS2 correctly classifies 99% of the samples, evaluated using 10-fold cross-validation.
Erscheinungsjahr
2007
Zeitschriftentitel
Journal of Integrative Bioinformatics
Band
4
Ausgabe
3
Seite(n)
75
ISSN
1613-4516
Page URI
https://pub.uni-bielefeld.de/record/2499135
Zitieren
Baumbach J, Bunkowski A, Lange S, et al. IMS2- An integrated medical software system for early lung cancer detection using ion mobility spectrometry data of human breath. Journal of Integrative Bioinformatics. 2007;4(3):75.
Baumbach, J., Bunkowski, A., Lange, S., Oberwahrenbrock, T., Kleinbölting, N., Rahmann, S., & Baumbach, J. I. (2007). IMS2- An integrated medical software system for early lung cancer detection using ion mobility spectrometry data of human breath. Journal of Integrative Bioinformatics, 4(3), 75. doi:10.2390/biecoll-jib-2007-75
Baumbach, Jan, Bunkowski, Alexander, Lange, Sita, Oberwahrenbrock, Timm, Kleinbölting, Nils, Rahmann, Sven, and Baumbach, Jörg Ingo. 2007. “IMS2- An integrated medical software system for early lung cancer detection using ion mobility spectrometry data of human breath”. Journal of Integrative Bioinformatics 4 (3): 75.
Baumbach, J., Bunkowski, A., Lange, S., Oberwahrenbrock, T., Kleinbölting, N., Rahmann, S., and Baumbach, J. I. (2007). IMS2- An integrated medical software system for early lung cancer detection using ion mobility spectrometry data of human breath. Journal of Integrative Bioinformatics 4, 75.
Baumbach, J., et al., 2007. IMS2- An integrated medical software system for early lung cancer detection using ion mobility spectrometry data of human breath. Journal of Integrative Bioinformatics, 4(3), p 75.
J. Baumbach, et al., “IMS2- An integrated medical software system for early lung cancer detection using ion mobility spectrometry data of human breath”, Journal of Integrative Bioinformatics, vol. 4, 2007, pp. 75.
Baumbach, J., Bunkowski, A., Lange, S., Oberwahrenbrock, T., Kleinbölting, N., Rahmann, S., Baumbach, J.I.: IMS2- An integrated medical software system for early lung cancer detection using ion mobility spectrometry data of human breath. Journal of Integrative Bioinformatics. 4, 75 (2007).
Baumbach, Jan, Bunkowski, Alexander, Lange, Sita, Oberwahrenbrock, Timm, Kleinbölting, Nils, Rahmann, Sven, and Baumbach, Jörg Ingo. “IMS2- An integrated medical software system for early lung cancer detection using ion mobility spectrometry data of human breath”. Journal of Integrative Bioinformatics 4.3 (2007): 75.
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