Related Experiment Video
Updated: Jun 26, 2026

Probing the Limits of Egg Recognition Using Egg Rejection Experiments Along Phenotypic Gradients
Published on: August 22, 2018
Influence of the resource acquisition-allocation Y-model's parameters on the detection of phenotypic trade-offs
Krish Sanghvi1, Samuel J L Gascoigne2, Irem Sepil1
1Department of Biology, University of Oxford, Oxford, Aberdeen, United Kingdom.
Abstract:
Phenotypic trade-offs, predicted to occur due to resource limitation, are not commonly detected. For this, the Y-model provides a powerful heuristic by showing that greater variation in resource acquisition than variation in allocation, masks trade-offs. However, the Y-model contains several other parameters beyond variation in acquisition and allocation, whose independent and interactive influences remain unclear. We simulate the means of, variation in, and correlation between, acquisition and allocation, to systematically explore how these parameters influence the phenotypic association between two traits. We find that the mean resources acquired by a population has no direct mathematical influence on phenotypic correlations. Instead: the mean of the resource allocation of a population; the correlation between allocation and acquisition; and the ratio of variation in acquisition to variation in acquisition plus allocation, directly impact phenotypic correlations. Importantly, a three-way interaction between these parameters provides a better prediction of the phenotypic correlation than their independent effects. We validate our simulations using an empirical dataset and analytical solutions to demonstrate their robustness. Using several biological examples such as resource limitation, we show how Y-model parameters might manifest their influence on phenotypic correlations in empirical data. Despite the simplicity of our simulations and assumptions (e.g., sampling from normal distributions), our study provides a quantitative extension of the Y-model paradigm to understand the detectability of phenotypic trade-offs.
Related Concept Videos
Optimal Foraging
Parameters Affecting Nonlinear Elimination: Zero-Order Input, First-Order Absorption and Two-Compartment Model
When a drug is administered through a constant intravenous infusion and eliminated via nonlinear pharmacokinetics, it follows zero-order input. For example, oral drugs undergo first-order absorption upon administration and are eliminated through nonlinear pharmacokinetics.
In the case of subcutaneously administered drugs,...
Pharmacodynamic Models: Direct Effect Model and Indirect Response Model
Pharmacokinetic Models: Comparison and Selection Criterion
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
Pharmacodynamic Models: Additive and Proportional Drug Effect Model
Mechanistic Models: Compartment Models in Individual and Population Analysis

