Fernanda Pinheiro

GUIbiont is a no-code tool for analyzing microbial growth data, enabling quality control, curve fitting, and metadata-linked analysis, validated on E. coli deletion strains and defined-media curves.

Kinbiont provides a model-based analysis pipeline for microbial kinetics data, enabling ecological and evolutionary insights through numerical methods and machine learning.

The paper develops an analytical model to predict microbial resource allocation patterns under different nutrient conditions and identifies a metabolite-based regulatory mechanism for optimal growth.