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Dissecting macromolecular recognition sites in ribosome: implication to its self-assembly
Smita P Pilla1, Amal Thomas1, Ranjit Prasad Bahadur1
1a Computational Structural Biology Laboratory, Department of Biotechnology, Indian Institute of Technology Kharagpur , Kharagpur , India.
This study compares macromolecular interactions in ribosomal assemblies across species, revealing key differences and similarities in protein-RNA interfaces. A machine learning model accurately predicts ribosomal protein binding order during assembly.
Area of Science:
- Structural biology
- Molecular biology
- Biophysics
Background:
- Ribosome assembly is a complex process involving intricate macromolecular interactions.
- Previous studies on ribosomal interactions are limited to specific subunits or species.
- A comparative analysis across different domains of life is lacking.
Purpose of the Study:
- To comparatively analyze structural and physicochemical properties of protein-protein (PP), protein-RNA (PR), and RNA-RNA (RR) interfaces in ribosomal subunits.
- To develop a classifier for categorizing ribosomal proteins based on their binding properties.
- To gain insights into the dynamics of ribosome assembly and protein interactions.
Main Methods:
- Analysis of structural and physicochemical properties of PP, PR, and RR interfaces in prokaryotic and eukaryotic ribosomes.
- Development of a Random Forest (RF) classifier to predict ribosomal protein binding order.
- Comparative analysis of interface properties between small and large ribosomal subunits, and between subunits.
Main Results:
- Significant differences and similarities in macromolecular recognition sites were observed between prokaryotic and eukaryotic ribosomes.
- PR interfaces are larger and exhibit more ionic interactions than PP and RR interfaces.
- Eukaryotic interfaces are better packed than prokaryotic ones, but inter-subunit interfaces show low packing density.
- The RF classifier predicted r-protein assembly order with 80% accuracy.
Conclusions:
- Comparative analysis reveals conserved and divergent features of macromolecular interactions in ribosome assembly.
- Protein-RNA interactions play a critical role in ribosome assembly dynamics.
- The developed RF model offers a novel approach for classifying ribosomal proteins based on their assembly pathway.
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