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A flexible model for thermal performance curves
Mauricio Cruz-Loya1, Erin A Mordecai1, Van M Savage2,3,4
1Department of Biology, Stanford University.
Biorxiv : the Preprint Server for Biology
|August 16, 2024
Summary
A new model, flexTPC, accurately describes biological temperature responses using interpretable biological traits. This flexible model offers better predictions than existing methods, aiding in understanding thermal performance changes.
Area of Science:
- Ecology
- Evolutionary Biology
- Physiology
Background:
- Biological traits like growth and survival are often temperature-dependent, described by thermal performance curves (TPCs).
- Existing TPC models are either too simple and inflexible or too complex and biologically uninterpretable.
- Phenomenological models (e.g., Briere function) and mechanistic models (e.g., chemical kinetics) have limitations in flexibility and interpretability.
Purpose of the Study:
- To introduce flexTPC, a novel model for thermal performance curves.
- To develop a TPC model parameterized with biologically meaningful quantities (thermal minimum, optimum, maximum, and maximum trait value).
- To create a flexible model capable of describing TPCs of varying skewness and thermal breadth for direct comparisons.
Main Methods:
- Developed the flexTPC model, which uses biologically interpretable parameters.
- Applied flexTPC to microbial and entomological datasets.
- Compared the predictive performance of flexTPC against the established Briere model.
Main Results:
- FlexTPC successfully describes unimodal temperature responses with diverse shapes and thermal breadths.
- The model demonstrates superior predictive performance compared to the Briere model across various datasets.
- Parameterization in terms of biological optima and limits enhances model interpretability.
Conclusions:
- FlexTPC offers a flexible and biologically interpretable framework for modeling thermal performance curves.
- The model facilitates direct comparisons of thermal responses across different populations, traits, or taxa.
- FlexTPC is well-suited for studying how thermal responses are affected by ecological stressors or evolve over time.
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