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Updated: Jun 3, 2026

The Power of Simplicity: Sea Urchin Embryos as in Vivo Developmental Models for Studying Complex Cell-to-cell Signaling Network Interactions
Published on: February 16, 2017
Boosting signal-to-noise in complex biology: prior knowledge is power
Trey Ideker1, Janusz Dutkowski, Leroy Hood
1Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA. tideker@ucsd.edu
Abstract:
A major difficulty in the analysis of complex biological systems is dealing with the low signal-to-noise inherent to nearly all large biological datasets. We discuss powerful bioinformatic concepts for boosting signal-to-noise through external knowledge incorporated in processing units we call filters and integrators. These concepts are illustrated in four landmark studies that have provided model implementations of filters, integrators, or both.
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