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Related Concept Videos

Protein Organization01:24

Protein Organization

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Proteins are polymers of amino acid residues. They are versatile and responsible for different cellular functions, including DNA replication, molecular transport, catalysis, and structural support. Proteins have a hierarchical structure comprising at least three levels of organization: primary, secondary, and tertiary structure. Some large proteins have a quaternary structure where individual protein subunits are linked together.
The primary structure of a protein is its amino acid sequence....
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Conservation of Protein Domains Over Different Proteins02:26

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Protein domains are small structurally independent units that are part of a single amino acid chain.  Although these domains are often structurally independent, they may rely on synergistic effects to perform their functions as part of a larger protein. Protein domains may be conserved within the same organism, as well as across different organisms.
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Groups of proteins may form a complex where each protein in this complex has a different role in the overall execution of the complex’s function. Often some of the proteins in the complex can be replaced by a closely related variant to give a complex that contains many of the same components yet is functionally distinct.
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Updated: Jan 16, 2026

Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
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Jointly Embedding Protein Structures and Sequences through Residue Level Alignment.

Foster Birnbaum1, Saachi Jain2, Aleksander Madry2

  • 1Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA and Computational and Systems Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA.

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Summary
This summary is machine-generated.

Scientists developed residue level alignment (RLA), a new method to link protein sequences and structures. RLA efficiently identifies potential protein binders, accelerating drug discovery.

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Area of Science:

  • Biochemistry
  • Structural Biology
  • Computational Biology

Background:

  • Protein function is intrinsically linked to its sequence and structure.
  • Experimental determination of protein structures is challenging and time-consuming.
  • Protein sequences are abundant but do not directly reveal biochemical functions.

Purpose of the Study:

  • To develop a self-supervised method for aligning protein sequence and structure embedding spaces.
  • To enable similarity measurement between protein sequences and structures.
  • To apply the method for efficient binder design.

Main Methods:

  • Proposed residue level alignment (RLA), a self-supervised objective.
  • Integrated sequence and structure encoders into a shared latent space.
  • Utilized RLA embeddings to calculate sequence-structure similarity scores.

Main Results:

  • RLA successfully enriches sequence encoders with spatial information.
  • RLA similarity scores effectively identify true binders from designed sets.
  • RLA performs comparably to existing methods but is significantly faster.
  • RLA is effective even with only backbone structure information.

Conclusions:

  • RLA provides a powerful new tool for aligning protein sequence and structure representations.
  • RLA significantly accelerates the screening process in binder design pipelines.
  • The method offers a faster and efficient alternative for identifying potential protein binders.