George Sugihara

Inference and validation of causal genetic interactions in aging human fibroblasts

This paper uses convergent cross mapping to infer causal genetic interactions from cross-sectional transcriptomic data of aging human fibroblasts and validates these interactions experimentally.

Warming and species richness weaken eco-phenotypic feedback loop in long-term natural ecosystems.

This study shows that warming and species richness reduce eco-phenotypic feedback, while mean body size increases it, using long-term ecosystem data.

Existence of Causation without Correlation in Transcriptional Networks

The paper shows that causal relationships can exist in transcriptional networks without correlation, using nonlinear causality tests to detect uncorrelated causal links in yeast and mouse.

Extending empirical dynamic modeling to cross-sectional data beyond traditional time series.

This paper extends empirical dynamic modeling to cross-sectional data by using random data projection and validates it on simulated data.

Tracking changes in behavioural dynamics using prediction error

The paper introduces a method to quantify behavioural changes in C. elegans using prediction error from time-delay-embedded attractors, detecting subtle dynamics in movement and escape responses.

Temperature triggers provide quantitative predictions of multi-species fish spawning peaks

The paper identifies a strong correlation between temperature events and fish egg abundance peaks across multiple species and predicts this year's summer egg abundance.