Mind Matters Natural and Artificial Intelligence News and Analysis

TagIntrinsically Disordered Regions (IDRs)

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3D Molecular Visualization: Complex Biomolecule Structure Models. Generative AI.

AI in Biology: The Future AI Didn’t Predict

It doesn’t look like the past. Physical systems that evolve over time but don’t follow a fixed formula have always presented a deep challenge to AI
The problem of outliers or “edge cases” has frustrated AI scientists and engineers (and now structural biologists) for decades, and there’s no good answer yet. Read More ›
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Dementia-related amyloid plaques and neurofibrillary tangles , neurological disorders, protein deposits

AI in Biology: The Disease Connection — When Proteins Go Wrong

Some of the most crucial proteins for human health—the ones we need to understand most urgently—are the very ones that AI has the hardest time modeling
The issue is not simply that AI struggles with intrinsically disordered regions — it is that the very premise of IDR behavior contradicts the way these models operate. Read More ›
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IDP Clinical Trials: Illustrate the stages of clinical trials for drugs targeting intrinsically disordered proteins, from preclinical testing to phase III trials.

AI in Biology: So Is This the End of the Experiment? No.

But a continuing challenge is that many of the most biologically important proteins don’t adopt a single stable structure. Their functions depend on structural fluidity
The core issue AI isn’t just missing data — AlphaFold’s entire approach is built on assumptions that don’t apply to disordered proteins. Read More ›