Strenziok, R. and Hinz, S. and Wolf, C. and Conrad, T. O. F. and Krause, H. and Miller, K. and Schrader, M. (2009) Surface-enhanced laser desorption/ionization time-of-flight mass spectrometry: serum protein profiling in seminoma patients. World J of Urology, 28 (2). pp. 193-197.
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Official URL: http://dx.doi.org/10.1007/s00345-009-0434-9
Abstract
PURPOSE: Surface-enhanced laser desorption ionization time-of-flight mass spectrometry (SELDI-TOF MS) allows rapid protein profiling of complex biological mixtures. We analyzed testicular germ cell cancer serum samples to differentiate between cancer and controls with a special focus on beta-hCG-negative seminomas. METHODS: Proteomic spectra were generated by the ProteinChip system and analyzed by the proteomic platform "proteomic.net". For statistical analysis, an artificial intelligence learning algorithm was used. RESULTS: The classification algorithm correctly identified the pattern in 90.4% of the patients. Decision trees predicted seminomas with 91.5% sensitivity and 89.4% specificity. Seminoma patients with normal beta-hCG serum level were correctly predicted with 80% sensitivity and 70% specificity. CONCLUSIONS: Our study demonstrates protein profiles of testicular germ cell cancer patients that differ in a highly significant degree from normal controls. Validation of these findings may enable proteomic profiling to become a valuable tool, especially for aftercare.
Item Type: | Article |
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Subjects: | Mathematical and Computer Sciences > Statistics > Mathematical Statistics Medicine and Dentistry > Clinical Medicine Mathematical and Computer Sciences > Artificial Intelligence > Machine Learning |
Divisions: | Department of Mathematics and Computer Science > Institute of Mathematics > Comp. Proteomics Group Department of Mathematics and Computer Science > Institute of Mathematics Department of Mathematics and Computer Science > Institute of Mathematics > BioComputing Group |
ID Code: | 156 |
Deposited By: | Tim Conrad |
Deposited On: | 14 Jan 2009 12:01 |
Last Modified: | 18 Jan 2011 16:16 |
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