Shiny-Calorie: a context-aware application for indirect calorimetry data analysis and visualization using R
Stephan Grein1, Tabea Elschner2,3, Ronja Kardinal4
1Life and Medical Sciences (LIMES) Institute and Bonn Center for Mathematical Life Sciences, University of Bonn, Bonn 53113, Germany.
Bioinformatics Advances
|February 5, 2026
Summary
Shiny-Calorie is an open-source application that integrates and analyzes indirect calorimetry data from various platforms. This tool enhances reproducibility and transparency in metabolic phenotyping research.
Area of Science:
- Metabolic phenotyping
- Bioinformatics
- Animal research
Background:
- Indirect calorimetry is crucial for metabolic phenotyping in pre-clinical research.
- Existing platforms lack flexible, user-friendly software for data integration and analysis.
- A unified approach is needed for diverse metabolic phenotyping data.
Purpose of the Study:
- To introduce Shiny-Calorie, an open-source application for indirect calorimetry data.
- To enable transparent data/metadata integration, statistical analysis, and visualization.
- To streamline analysis workflows and improve reproducibility in metabolic studies.
Main Methods:
- Developed Shiny-Calorie, an interactive application using GNU R.
- Implemented support for standard data formats from major commercial platforms (TSE, Sable Systems, COSMED, CLAMS/Columbus).
- Integrated advanced statistical methods for hypothesis testing and phenotype interpretation.
Main Results:
- Shiny-Calorie supports diverse data formats and enables standardized data export.
- The application facilitates intuitive exploration of complex, multi-modal longitudinal datasets.
- It incorporates robust statistical methods for analyzing energy metabolism phenotypes.
Conclusions:
- Shiny-Calorie provides a flexible, extensible, and user-friendly solution for indirect calorimetry data analysis.
- The application enhances transparency and reproducibility in metabolic phenotyping.
- It facilitates biologically meaningful interpretation of energy metabolism and expenditure.
Related Concept Videos
Constant Pressure Calorimetry
97.7K
Calorimetry is a technique used to measure the amount of heat involved in a chemical or physical process or to measure the heat transferred to or from a substance. The heat is exchanged with a calibrated and insulated device called the calorimeter. Calorimetry experiments are based on the assumption that there is no heat exchange between the insulated calorimeter and the external environment. The well-insulated calorimeters prevent the transfer of heat between the calorimeter and its external...
97.7K
Self-Awareness and Its Effects
316
Self-awareness is a psychological state in which the individual becomes the focal point of their attention. This inward focus transforms the self into an object of contemplation and assessment, influencing how individuals perceive their actions and their alignment with personal and societal standards.Triggers and Contexts for Self-AwarenessSelf-awareness can be activated by external stimuli that make individuals visually or audibly aware of themselves, such as mirrors, cameras, or recordings.
316
Calorimetry
4.5K
When objects at different temperatures are placed in contact with each other but isolated from everything else, they attain thermal equilibrium. A container that prevents heat transfer in or out is called a calorimeter, and the use of a calorimeter to make measurements is called calorimetry. Generally, these measurements involve heat or specific heat capacity. The term "calorimetry problem" is used for any problem where the specified objects are thermally isolated from their...
4.5K
Altered States of Awareness
1.1K
Altered states of consciousness represent significant deviations from one's normal mental state. These deviations can range from subtle changes in awareness to profound transformations in perception, thought processes, and sensory experiences. Altered states of consciousness can be triggered by various factors, including drug use, meditation, hypnosis, illness, or even intense fatigue.
The ingestion of substances like stimulants or hallucinogens leads to chemical alterations in the brain...
The ingestion of substances like stimulants or hallucinogens leads to chemical alterations in the brain...
1.1K
Subconsciousness and No Awareness
713
The concept of subconscious awareness refers to the processing of information below the level of conscious thought, which significantly influences both behaviors and decisions. It is also known as waking subconscious awareness. This complex level of cognition operates without the direct awareness of the individual, facilitating rapid and simultaneous handling of multiple information streams.
An illustrative example of subconscious processing is its role in problem-solving. Often, individuals...
An illustrative example of subconscious processing is its role in problem-solving. Often, individuals...
713
High-Level and Low-Level Awareness
779
Controlled processes in human consciousness represent high-alert mental states where individuals deliberately focus their attention on achieving specific goals. Controlled processes can be seen in situations like mastering new technology, where a person might become so absorbed that they ignore surrounding distractions. Such processes involve selective attention, requiring one to concentrate on particular elements of experience while disregarding others. These are governed by executive...
779


