Top Tweets for #RNApuzzles

over 1 year ago

Can't wait to see what the future holds for RNA-Puzzles! We love 😍 your future directions: "...enhancing algorithmic approaches and leveraging machine learning to better understand complex RNA folding rules..."🦾 Go RNA-Puzzles 🚀 #3DRNA #RNApuzzles #RNAstructure

Biology+AI Daily @BiologyAIDaily

over 1 year ago

RNA-Puzzles Round V: blind predictions of 23 RNA structures @naturemethods 1. RNA-Puzzles Round V represents a major step forward in 3D RNA structure prediction, with 18 groups modeling 23 diverse RNA molecules across five categories, including riboswitches, ribozymes, and viral elements. This round highlighted significant advancements while underscoring challenges in achieving high accuracy. 2. Top-performing groups demonstrated remarkable consistency, with three ranking among the best in both RNA-Puzzles and CASP15 contests. Their methods emphasized statistical models, coarse-grained dynamics, and fragment-based approaches to achieve precise RNA modeling. 3. The study identified critical challenges in RNA structure prediction, such as recognizing non-Watson–Crick pairs, coaxial stacking, and avoiding entanglements. These issues significantly impact the accuracy of predicted RNA folds. 4. Among the tools evaluated, manual intervention by experts still outperformed fully automated webserver-based predictions, reflecting the complexity of RNA modeling and the need for human-guided adjustments. 5. Benchmarking using sophisticated assessment metrics, such as deformation index (DI) and interaction network fidelity (INF), provided valuable insights into structural accuracy and areas needing improvement. 6. This study pushes the boundaries of RNA modeling by emphasizing the importance of ligand interactions in functional categories like riboswitches and ribozymes. Successful models highlighted the interplay between local contacts and global architecture. 7. Future directions for the RNA-Puzzles initiative include enhancing algorithmic approaches and leveraging machine learning to better understand complex RNA folding rules, which are critical for biology and therapeutic design. 💻Code: https://t.co/zNa6i6QL7i 📜Paper: https://t.co/YVsh0IRPY5 #RNAstructure #RNAmodeling #3DRNA #Bioinformatics #RNApuzzles #StructuralBiology

BiologyAIDaily's tweet photo. RNA-Puzzles Round V: blind predictions of 23 RNA structures @naturemethods

1. RNA-Puzzles Round V represents a major step forward in 3D RNA structure prediction, with 18 groups modeling 23 diverse RNA molecules across five categories, including riboswitches, ribozymes, and viral elements. This round highlighted significant advancements while underscoring challenges in achieving high accuracy.

2. Top-performing groups demonstrated remarkable consistency, with three ranking among the best in both RNA-Puzzles and CASP15 contests. Their methods emphasized statistical models, coarse-grained dynamics, and fragment-based approaches to achieve precise RNA modeling.

3. The study identified critical challenges in RNA structure prediction, such as recognizing non-Watson–Crick pairs, coaxial stacking, and avoiding entanglements. These issues significantly impact the accuracy of predicted RNA folds.

4. Among the tools evaluated, manual intervention by experts still outperformed fully automated webserver-based predictions, reflecting the complexity of RNA modeling and the need for human-guided adjustments.

5. Benchmarking using sophisticated assessment metrics, such as deformation index (DI) and interaction network fidelity (INF), provided valuable insights into structural accuracy and areas needing improvement.

6. This study pushes the boundaries of RNA modeling by emphasizing the importance of ligand interactions in functional categories like riboswitches and ribozymes. Successful models highlighted the interplay between local contacts and global architecture.

7. Future directions for the RNA-Puzzles initiative include enhancing algorithmic approaches and leveraging machine learning to better understand complex RNA folding rules, which are critical for biology and therapeutic design.

💻Code: https://t.co/zNa6i6QL7i
📜Paper: https://t.co/YVsh0IRPY5

#RNAstructure #RNAmodeling #3DRNA #Bioinformatics #RNApuzzles #StructuralBiology

705

Sunandan Mukherjee @sunandan.bsky.social @sunandan_here

over 1 year ago

RNA-Puzzles Round V paper is out: https://t.co/tERCRSwfwX... It reports the evaluation of blind prediction of 23 targets predicted by 18 groups worldwide. I'm glad that our group ranked as one of the top four groups in this competition! #RNA #prediction #RNApuzzles #CASP16

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Alberto Perez @Al__Perez

almost 3 years ago

It was great to hear all about RNA structure at the #RNApuzzles meeting in Montreal. Very welcoming community,looking forward to future collaborations and new puzzles! @RNAPuzzles

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