# Mechanisms causing the transition between spatial pattern long transients

**Authors:** Linhao Xu, Donald L. DeAngelis

PMC · DOI: 10.1098/rsos.251754 · Royal Society Open Science · 2025-10-29

## TL;DR

This paper explores how ecological patterns can suddenly change due to small events, revealing hidden vulnerabilities in seemingly stable systems.

## Contribution

The study identifies specific mechanisms, like time lags in interactions, that cause sudden shifts in ecological spatial patterns.

## Key findings

- Intransitive loop patterns are especially vulnerable to instabilities caused by minor perturbations.
- Time lags in ecological interactions can expose vulnerabilities leading to pattern changes.
- Simulations reveal precise causal chains behind pattern transitions in ecological systems.

## Abstract

Regular self-organized spatial patterns can be observed in many ecological systems. Some such patterns are quasi-stable; that is, they can switch to a different spatial pattern on a relatively short time scale in the absence of external changes in environmental conditions, aside from minor stochastic events. They are referred to as long transients. Although long transients have been studied mathematically, the detailed mechanisms by which a pattern can suddenly switch in nature are not well understood. Here we study, through spatial simulation of spatial patterns of an empirically based model, a type of intransitive loop plane travelling wave, which can switch to different spatial patterns through minor events. Close study of the simulations allows the causal chains involved in the switch to be determined in precise ecological detail by focusing on local interactions. In particular, this indicates that in real ecological systems, even though they may be resilient over long time periods, there can be vulnerabilities. These vulnerabilities include time lags in some interactions, which even small perturbations can eventually expose, leading to instabilities changing the spatial pattern. We show that patterns from intransitive loops are especially susceptible to such instabilities. The results are applicable to ecological systems of interest.

## Full-text entities

- **Chemicals:** N (MESH:D009584), water (MESH:D014867), FAV (-)
- **Species:** Neochetina eichhorniae (species) [taxon 1050923], Homo sapiens (human, species) [taxon 9606], Metacarcinus magister (Dungeness crab, species) [taxon 29965], Pontederia crassipes (water hyacinth, species) [taxon 44947], Dictyostelium discoideum (species) [taxon 44689]

## Full text

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## Figures

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## References

66 references — full list in the complete paper: https://tomesphere.com/paper/PMC12567076/full.md

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Source: https://tomesphere.com/paper/PMC12567076