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In this paper questions of data acquisition for intelligent data analysis are considered. The authors describe ontology-based approach for data modeling and management. The ontology sets the domain data structure which can be used in the analysis process. "Imunoskryn" information system for centralized collecting and storing medical data in immunology is briefly described.