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: Lactococcus piscium

Lactococcus piscium is a fascinating species of lactic acid bacteria primarily known for its role in the food industry, particularly in the fermentation of dairy products. This organism is notable for its ability to thrive in cold environments, making it particularly valuable in the production of fermented foods that require low-temperature processing. Its psychrotolerant nature allows it to grow at refrigeration temperatures, which is essential for maintaining the quality and safety of dairy products. One of the unique aspects of L. piscium is its capacity to produce bacteriocins, which are antimicrobial peptides that can inhibit the growth of spoilage organisms and pathogens. This characteristic not only enhances the shelf life of dairy products but also contributes to food safety by reducing the risk of foodborne illnesses. The production of these bacteriocins makes L. piscium a subject of interest for researchers looking to develop natural preservatives for food. Additionally, L. piscium has been studied for its potential probiotic properties. While more research is needed to fully understand its health benefits, its ability to survive in the gastrointestinal tract suggests it may contribute positively to gut health. This potential probiotic nature adds another layer of interest for both food scientists and health researchers. In summary, Lactococcus piscium stands out due to its cold tolerance, bacteriocin production, and potential probiotic effects, making it a valuable organism in both food technology and health research.

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Annotation types:
Phenotype Status
Motility LLM-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