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Evaluation of serum-based cancer biomarkers: A brief review from a clinical and computational viewpoint

Journal

CRITICAL REVIEWS IN ONCOLOGY HEMATOLOGY
Volume 93, Issue 2, Pages 103-115

Publisher

ELSEVIER SCIENCE INC
DOI: 10.1016/j.critrevonc.2014.10.002

Keywords

Serum biomarkers; Quantitative assessment; Computational evaluation; Predictive values; Likelihood ratios; Receiver operating characteristic curve; Diagnostic odds ratio

Funding

  1. JSPS KAKENHI [2430054, 26-381]
  2. Grants-in-Aid for Scientific Research [14J00381] Funding Source: KAKEN

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Biomarkers are vital to detect diseases in various clinical stages. A variety of cancer serum biomarkers are already known, while for more accurate cancer-type detection, there required more rigorous evaluation manners, especially computational evaluation measures, for biomarkers. In this review, we first show three typical pitfalls in finding biomarkers and their examples, after briefly presenting standard five clinical biomarker screening phases by National Cancer Institute. We then introduce current computational biomarker evaluation measures, including current, standard methods with their intrinsic features. We further show an up-to-date list of existing cancer serum biomarkers, pointing out several issues, being caused by the limitations of current biomarker evaluation approaches. Finally we discuss the current attempts to develop new, statistically robust, computational serum-based biomarker measures in terms of specificity to each of various cancer types. (C) 2014 Elsevier Ireland Ltd. All rights reserved.

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