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. Author manuscript; available in PMC: 2021 Dec 1.
Published in final edited form as: Cell Immunol. 2020 Sep 20;358:104219. doi: 10.1016/j.cellimm.2020.104219

Fig. 1.

Fig. 1.

Study design and analysis methods for biomarker discovery. Discovery is the first stage in the pipeline of biomarker development, followed by verification and validation. The discovery stage requires careful consideration for the selection of discovery model, specimens, biological targets and discovery techniques. After the generation of large omics datasets, improved computational biology analysis methods can yield potential candidate molecules for the verification and validation stages and clinical testing.