DocumentCode :
3076855
Title :
Integrated peptide and glycan biomarker discovery using MALDI-TOF mass spectrometry
Author :
Varghese, Rency S. ; Goldman, Lenka ; An, Yanming ; Loffredo, Christopher A. ; Abdel-Hamid, Mohamed ; Kyselova, Zuzana ; Mechref, Yehia ; Novotny, Milos ; Drake, Steve K. ; Goldman, Radoslav ; Ressom, Habtom W.
Author_Institution :
Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC, USA
fYear :
2008
fDate :
20-25 Aug. 2008
Firstpage :
3791
Lastpage :
3794
Abstract :
Quantitative comparison of peptides and glycans in serum is conducted using matrix-assisted laser desorption/ionization-time of flight mass spectrometry (MALDI-TOF MS) to identify biomarkers. A peak selection algorithm is developed to identify a panel of integrated peptide and glycan peaks to distinguish hepatocellular carcinoma (HCC) cases from high-risk population of patients with chronic liver disease (CLD). Candidate peptide and glycan markers selected frequently in multiple runs of the algorithm are presented. The performance of these markers is evaluated in terms of their ability to distinguish HCC cases from patients with CLD in a blinded validation set.
Keywords :
Ant colony optimization; Biomarkers; Cancer; Chemistry; Cross layer design; Liver diseases; Mass spectroscopy; Medical diagnostic imaging; Peptides; Support vector machines; Algorithms; Biological Markers; Biopsy; Carcinoma, Hepatocellular; Equipment Design; Genetic Markers; Humans; Liver Neoplasms; Peptides; Polysaccharides; Reproducibility of Results; Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location :
Vancouver, BC
ISSN :
1557-170X
Print_ISBN :
978-1-4244-1814-5
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2008.4650034
Filename :
4650034
Link To Document :
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