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Updated: Aug 1, 2025

Investigating Protein Sequence-structure-dynamics Relationships with Bio3D-web
Published on: July 16, 2017
Sequence-structure-function relationships in the microbial protein universe
Julia Koehler Leman1,2, Pawel Szczerbiak3, P Douglas Renfrew4,5
1Center for Computational Biology, Flatiron Institute, Simons Foundation, New York, NY, USA. julia.koehler.leman@gmail.com.
This study reveals that diverse protein sequences and structures can perform similar functions, expanding our understanding beyond sequence-based predictions. It introduces a new database of protein structures and functions for broader biological context.
Area of Science:
- Structural Biology
- Bioinformatics
- Genomics
Background:
- Traditional structural biology assumes sequence similarity dictates structure and function.
- This assumption limits exploration of the full protein universe.
- Alternative pathways for protein function exist, independent of sequence homology.
Purpose of the Study:
- To explore protein universe regions where function is independent of sequence and structure.
- To predict and functionally annotate protein structures for diverse microbial proteomes.
- To create a database complementing existing resources like AlphaFold.
Main Methods:
- Prediction of ~200,000 protein structures using the World Community Grid.
- Functional annotation of predicted structures on a per-residue basis.
- Comparative analysis with the AlphaFold database for coverage and diversity.
Main Results:
- Identification of 148 novel protein folds.
- Mapping of specific functions to structural motifs.
- Demonstration of a continuous and saturated protein structural space.
- Creation of a database with broad genomic and sequence diversity.
Conclusions:
- Protein function can be achieved through diverse sequences and structures.
- A shift towards sequence-structure-function based meta-omics is needed.
- The predicted structural models offer complementary insights to existing databases.
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