State-of-the-art and future challenges in the integration of biobank catalogues

被引:6
|
作者
Müller, Heimo [1 ]
Reihs, Robert [1 ]
Zatloukal, Kurt [1 ]
Jeanquartier, Fleur [2 ]
Merino-Martinez, Roxana [3 ]
van Enckevort, David [4 ]
Swertz, Morris A. [4 ]
Holzinger, Andreas [2 ]
机构
[1] Institute of Pathology, BBMRI.at, Medical University Graz, Neue Stiftingtalstraße 2/B61, Graz,8036, Austria
[2] Institute for Medical Informatics, Statistics and Documentation Research Unit HCI-KDD, Medical University Graz, Auenbruggerplatz 2/V, Graz,8036, Austria
[3] Department of Medical Epidemiology and Biostatistics (MEB), Karolinska Institutet, PO Box 281, Stockholm,17177, Sweden
[4] Genomics Coordination Center, University Medical Center Groningen, PO Box 30.001, Groningen,9700 RB, Netherlands
来源
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) | 2015年 / 8700卷
关键词
D O I
10.1007/978-3-319-16226-3_11
中图分类号
学科分类号
摘要
Biobanks are essential for the realization of P4-medicine, hence indispensable for smart health. One of the grand challenges in biobank research is to close the research cycle in such a way that all the data generated by one research study can be consistently associated to the original samples, therefore data and knowledge can be reused in other studies. A catalogue must provide the information hub connecting all relevant information sources. The key knowledge embedded in a biobank catalogue is the availability and quality of proper samples to perform a research project. Depending on the study type, the samples can reflect a healthy reference population, a cross sectional representation of a certain group of people (healthy or with various diseases) or a certain disease type or stage. To overview and compare collections from different catalogues, we introduce visual analytics techniques, especially glyph based visualization techniques, which were successfully applied for knowledge discovery of single biobank catalogues. In this paper, we describe the state-of-the art in the integration of biobank catalogues addressing the challenge of combining heterogeneous data sources in a unified and meaningful way, consequently enabling the discovery and visualization of data from different sources. Finally we present open questions both in data integration and visualization of unified catalogues and propose future research in data integration with a linked data approach and the fusion of multi level glyph and network visualization. © Springer International Publishing Switzerland 2015.
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页码:261 / 273
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