Like the sensory organs of the human inner ear, the lateral-line neuromasts (NMs) of fish such as th

The mechanosensory lateral line system of aquatic vertebrates comprises a superficial network of distributed sensory organs, the neuromasts, which are…

Like the sensory organs of the human inner ear, the lateral-line neuromasts (NMs) of fish such as the zebrafish (Danio rerio) contain mechanosensory hair cells (HCs) that are surrounded by supporting cells (SCs). A damaged NM can quickly regenerate new HCs by expressing genes such as atoh1a, the master regulator of HC fate, in the SCs at the NM’s center. We used the supervised learning algorithm DELAY to infer the early gene-regulatory network for regenerating central SCs and HCs and identified adaptations that promote the rapid regeneration of lateral-line HCs in larval zebrafish. The top hub in the network, Y-box binding protein 1 (ybx1), is highly expressed in HC progenitors and young HCs and its protein can recognize DNA-binding motifs in cyprinids’ candidate regeneration-responsive promoter element for atoh1a. We showed that NMs from ybx1 mutant zebrafish larvae display consistent, regeneration-specific deficits in HC number and initiate both HC regeneration and atoh1a expression 20% slower than in wild-type siblings. By demonstrating that ybx1 promotes rapid HC regeneration through early atoh1a upregulation, the results support DELAY’s ability to identify key temporal regulators of gene expression.