prediction stability
prediction stability
Why Adsorption is Hurting Your Medications
Adsorption challenges protein drugs, impacting efficacy and safety. 🧬 Prioritizing material and excipient understanding is vital for stability! 💡
Unlocking Success: Overcoming Biologics Manufacturing Hurdles
Navigating the complexities of high-concentration biologics: stability, purity, scalability, and innovative solutions for future advancements! 🌐🔬⚙️🚀📈
Discover How Biosimilar Charge Variants Affect Drug Potency
Discover how charge variants in biosimilars can impact drug stability and potency, and the importance of demonstrating similarity. 🔬⚖️🧪
Boosting Machine Learning in Biotech with Prediction Stability
📚 Researchers have developed an approach to improve machine learning in biological sequence design. 👥 By considering prediction stability, the selection pool of antibodies can be expanded. 💡 This method allows machine learning algorithms to identify diverse sequences unrelated to training data. ⚖️ The approach balances safety and success by finding a middle ground between prediction accuracy and uncertainty. 🧪 Scientists validated this approach by designing antibodies against galectin-3 and successfully expressing a desired sequence. 🔬 The researchers used their own multi-objective optimization software, but any off-the-shelf optimizer can be used. 🌐 This approach can be particularly useful in situations with limited data.
