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Updated: Mar 28, 2026

Enhanced Reproducibility and Precision of High-Throughput Quantification of Bacterial Growth Data Using a Microplate Reader
Published on: July 27, 2022
OmniBio: an easy-to-use web app for kinetic growth parameter calculation from microplate reader data.
Sebastian Dehnhardt-Amengual1, Catalina Ardiles1, Ignacio Guarda1
1Millennium Institute for Integrative Biology (iBio), Santiago, 8331150, Chile.
OmniBio is a new web application that simplifies microbial growth curve analysis from microplate reader data. This tool automates calculations and provides real-time visualizations, making high-throughput kinetic analysis accessible without coding expertise.
Area of Science:
- Microbiology
- Bioinformatics
- Computational Biology
Background:
- Microbial growth curve analysis is crucial for understanding bacterial physiology and optimizing bioprocesses.
- Manual analysis of microplate reader data is time-consuming and requires specialized bioinformatics skills.
- Existing tools often lack user-friendliness or require extensive data preprocessing.
Purpose of the Study:
- To develop a user-friendly web application, OmniBio, for streamlined analysis of microbial growth curves.
- To automate the computation of key kinetic parameters from microplate reader data.
- To provide intuitive visualization and data export capabilities for researchers.
Main Methods:
- Development of a web application using R, the gcplyr package, and the Shiny framework.
- Support for data outputs from common plate reader software (Gen5, iControl).
- Implementation of automated calculation for parameters like maximum growth rate, lag time, ODmax, and area under the curve.
- Inclusion of real-time plotting and heatmap analysis for comparative studies.
Main Results:
- OmniBio successfully processes data from various commercial plate readers, handling multiple sheets within a single file.
- The application computes and visualizes microbial growth kinetic parameters in real-time.
- Users can generate comparative heatmap analyses and download processed data in an Excel report.
- The tool offers an intuitive, step-by-step workflow, eliminating the need for coding or bioinformatics training.
Conclusions:
- OmniBio provides an efficient and accessible platform for high-throughput microbial growth curve analysis.
- The web application optimizes time and resource utilization for researchers.
- OmniBio democratizes microbial growth analysis, making it feasible for users without specialized computational expertise.
Related Concept Videos
Microbial Growth Measurement: Indirect Methods
Microbial Growth Measurement: Direct Methods
Exponential Growth

