Related Experiment Video
Updated: Mar 3, 2026

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
Published on: October 11, 2018
Mechanism-based biomarker discovery
Asier Antoranz1, Theodore Sakellaropoulos2, Julio Saez-Rodriguez3
1National Technical University of Athens, Athens, Greece; ProtATonce Ltd, Athens, Greece.
Abstract:
Biomarkers are cornerstones of healthcare spanning a wide spectrum of applications like disease diagnosis and stratification of patient populations. Despite significant efforts that have identified thousands of potential biomarkers, their translation into clinical practice remains poor: less than two approvals per year across all diseases. In part, this inefficiency arises from experimental limitations on the biomarker discovery pipeline. Widely used mass-spectrometry approaches suffer from sample throughput whereas targeted approaches such as immunoassays suffer from low multiplexability. On top of the technological limitations, the current single-biomarker-to-single-disease approach does not capture the multifactorial nature of complex diseases. Hence, mechanism based biomarker discovery aims to identify signatures that capture the diversity of the disease's origin and deliver more precise diagnostic and predictive information.
More Related Videos
Related Concept Videos
Transducer Mechanism: Enzyme-Linked Receptors
Major types that are helpful drug targets include:
Drug Discovery: Overview

