Serum proteome profiling for diagnostics of ovarian cancer using ClinProt magnetic technique and MALDI-TOF mass spectrometry |
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Authors: | R. H. Ziganshin D. G. Alexeev G. P. Arapidi V. T. Ivanov S. A. Moshkovskii V. M. Govorun |
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Affiliation: | (1) Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry Russian Academy of Sciences, ul. Miklukho-Maklaya 16/10, Moscow, 117997, Russia;(2) Orekhovich Institute of Biomedical Chemistry, Russian Academy of Sciences, ul. Pogodinskaya 10, Moscow, 119121, Russia |
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Abstract: | Using ClinProt magnetic beads with reverse-phase (MB-HIC 8 and HB-HIC 18), weak cation exchange (MB-WCX) and metal affinity (MB-IMAC Cu) surfaces fractions of peptides and proteins were isolated from human sera for their profiling by MALDI-TOF mass spectrometry. Proteome profiling of sera from basically healthy women (47 subjects, average age 49) and from women with verified ovarian cancer (stages 1-IV, 47 patients, average age 51) by means of MB-WCX beads allowed to generate the best diagnostic models based on Genetic Algorithm and Supervised Neural Network classifiers; these models demonstrated 100% sensitivity and specificity during analysis of the test set. Introduction of additional sera from patients with colorectal cancer (19) and ulcerous colitis (5) to the statistical model confirmed 100% ovarian cancer recognition. Statistical analysis of mass-spectrometry peak areas included to the diagnostic classifiers showed 3 peaks characteristic for ovarian cancer and 4 peak areas exhibiting changes associated with both ovarian and colorectal cancer. |
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Keywords: | proteome profiling serum MALDI-TOF-mass-spectrometry ClinProt magnetic beads ovarian cancer |
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