Welcome to microbe.cards

This platform represents an effort to synchronize phenotypic information for microbes. We have applied and collected various models, primarily Large Language Model (LLM) based, to predict phenotypes and compare these predictions to high-quality phenotypes documented in scientific literature or phenotyping studies. For each microbe, we've generated a "card" page that collects this information and illustrates how the predictions overlap with ground truth. Additionally, we provide model performance estimates for widely used public LLM models based on these high-quality data. Use the search functionality below to explore these microbe cards and compare predictions with documented phenotypes.

Total Species with high-quality annotations

19163

Species with Additional AI-based Predictions

3884

Evaluated Phenotypes

14

Evaluated Models

18

Enter a taxonomy or microbe name to search for detailed information:

Microbe of the Day: Shewanella hafniensis

Shewanella hafniensis is a fascinating marine bacterium that has garnered attention for its unique metabolic capabilities and ecological significance. This organism is known for its ability to reduce a variety of metal ions, including iron and manganese, which plays a crucial role in biogeochemical cycling in marine environments. Its capacity to utilize a wide range of electron acceptors makes it a model organism for studying anaerobic respiration. One of the most interesting aspects of S. hafniensis is its ability to thrive in extreme conditions, such as high salinity and varying temperatures, which makes it a valuable subject for research in extremophiles. This adaptability not only highlights the organism's resilience but also provides insights into the mechanisms of survival in harsh environments. From a biotechnological perspective, Shewanella hafniensis has potential applications in bioremediation, particularly in the detoxification of heavy metals and the treatment of wastewater. Its unique electron transfer mechanisms can be harnessed for bioenergy production, making it a promising candidate for microbial fuel cells. Furthermore, the genomic and metabolic pathways of S. hafniensis are of great interest to researchers studying microbial ecology and evolution. Understanding its interactions with other microorganisms and its role in the marine ecosystem can provide valuable information on nutrient cycling and environmental health. Overall, Shewanella hafniensis stands out as a remarkable organism with significant implications for environmental science and biotechnology.

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Annotation types:
Phenotype Status
Motility Literature-based
Gram staining Literature-based
Aerophilicity Literature-based
Extreme environment tole… Literature-based
Biofilm formation LLM-based
Animal pathogenicity LLM-based
Biosafety level Literature-based
Health association LLM-based
Host association Literature-based
Plant pathogenicity Literature-based
Spore formation Literature-based
Hemolysis LLM-based
Cell shape Literature-based