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ProTox 3.0: a webserver for the prediction of toxicity of chemicals

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July 5, 2024
Published Date

Research Abstract & Technology Focus

Abstract
Interaction with chemicals, present in drugs, food, environments, and consumer goods, is an integral part of our everyday life. However, depending on the amount and duration, such interactions can also result in adverse effects. With the increase in computational methods, the in silico methods can offer significant benefits to both regulatory needs and requirements for risk assessments and the pharmaceutical industry to assess the safety profile of a chemical. Here, we present ProTox 3.0, which incorporates molecular similarity and machine-learning models for the prediction of 61 toxicity endpoints such as acute toxicity, organ toxicity, clinical toxicity, molecular-initiating events (MOE), adverse outcomes (Tox21) pathways, several other toxicological endpoints and toxicity off-targets. All the ProTox 3.0 models are validated on independent external sets and have shown strong performance. ProTox envisages itself as a complete, freely available computational platform for in silico toxicity prediction for toxicologists, regulatory agencies, computational chemists, and medicinal chemists. The ProTox 3.0 webserver is free and open to all users, and there is no login requirement and can be accessed via https://tox.charite.de. The web server takes a 2D chemical structure as input and reports the toxicological profile of the compound for each endpoint with a confidence score and overall toxicity radar plot and network plot.
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Frequently Asked Questions (FAQ)

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What is the core focus of the research titled 'ProTox 3.0: a webserver for the prediction of toxicity of chemicals'?

This literature focuses on: Abstract Interaction with chemicals, present in drugs, food, environments, and consumer goods, is an integral part of our everyday life. However, depending on the amount and duration, such interactions can also result in adverse eff...

Are there open-source GitHub repositories related to ProTox 3.0: a webserver for the prediction of toxicity of chemicals?

Yes, open-source projects like nikmcfly/MiroFish-Offline (Offline multi-agent simulation & prediction engine. English fork of MiroFish with Neo4j + Ollama local stack.) are actively building upon these concepts.

Which startups are commercializing the technology behind ProTox 3.0: a webserver for the prediction of toxicity of chemicals?

Products like Mercury Edit 2 are bringing this to market. Their focus is: Ultra-fast next-edit prediction for coding.

What other academic literature is closely related to 'ProTox 3.0: a webserver for the prediction of toxicity of chemicals'?

Yes, highly correlated activity was mapped. An entry titled 'ProTox 3.0: a webserver for the prediction of toxicity of chemicals' discusses this: Abstract Interaction with chemicals, present in drugs, food, environments, and consumer goods, is an integral part of our everyday l...

How is the concept of 'ProTox 3.0: a webserver for the prediction of toxicity of chemicals' being discussed by engineers on Hacker News?

Yes, highly correlated activity was mapped. An entry titled 'Show HN: See what your employees are prompting LLMs (without network proxies)' discusses this: Privent addresses a critical and rapidly escalating enterprise security concern: uncontrolled employee interaction with public LLMs. 'Shadow-prompt...

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