Heterogeneous Recoverability in Gene Expression —Post-Hypoxia Reoxygenation (GSE1041)

Representative gene expression trajectories following hypoxia–reoxygenation.

While many trajectories return toward baseline, a subset remains displaced at 24h, suggesting that recovery may not be uniformly accessible within a finite observation window.

A minimal analysis exploring whether gene expression recovery after hypoxia remains uniformly accessible across all trajectories.

While biological systems are often described as robust, this work examines whether recovery within finite time windows may be heterogeneous.

We introduce a simple observable: delta-recovery, which quantifies whether gene expression trajectories return toward baseline within a fixed observation window.

Results suggest that most genes return or remain near baseline, while a non-negligible subset remains displaced at 24h.

This pattern is consistent across thresholds and robust to replicate variability.

These observations are consistent with the possibility that some regions of state space may remain structurally present but become dynamically inaccessible within finite recovery timescales.

This analysis does not demonstrate inaccessibility directly, but provides an observable pattern consistent with time-constrained recoverability.

The framework is intentionally minimal, open, and designed for falsifiability.

  • DOI (Zenodo)

https://doi.org/10.5281/zenodo.19420941

  • View Code (GitHub)

https://github.com/jaimeojse-collab/heterogeneous-recoverability-gse1041

This work may be consistent with minimal dynamical models of recoverability boundaries.

Jaime Ojeda

Comenzó su trayectoria en 2007, trabajando en un brewpub en Chicago. Su sed de conocimiento lo llevó a estudiar en el Siebel Institute of Technology/World Brewing Academy, perfeccionando sus habilidades y conocimientos.

Ha participado en diversos paneles de cata y prestigiosas competencias a nivel internacional, entre las que se incluyen el World Beer Cup, Brussels Beer Challenge, Copa Cervezas de América, Copa de Cervezas de Brasil, South Beer Cup, entre otros . Su talento y paladar experto le han valido reconocimiento en el mundo cervecero.

En 2008, creó el portal ConEspuma.com con el objetivo de educar y promover el consumo responsable de cerveza. Su compromiso con la difusión del conocimiento cervecero ha dejado una huella en la comunidad.

Hoy en día, trabaja como consultor independiente, brindando su valiosa experiencia a empresas y emprendedores que desean sobresalir en la industria cervecera.

https://conespuma.com/
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Endogenous Reachability Collapse (ERC) — Minimal Recoverability Framework