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RxnCluster: A Web-Based Tool for Exploring Reaction Clusters Leading to Target Molecules by Digitalizing Typical

Shaozhen Ding1, Yu Tian1, Dongliang Liu1

  • 1Department of Chemical and Biomolecular Engineering, School of Life Science and Technology, Wuhan Polytechnic University, Wuhan 430023, China.

ACS Synthetic Biology
|July 29, 2025
PubMed
Summary
This summary is machine-generated.

This study introduces RxnCluster, a novel platform for digitalizing biosynthetic patterns. It identifies multi-step reaction pathways for molecule biosynthesis, aiding in discovering new synthetic strategies.

Keywords:
biosynthesis big datareaction clusterstypical biosynthetic patterns

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Area of Science:

  • Biotechnology
  • Computational Chemistry
  • Synthetic Biology

Background:

  • Biosynthetic pathways are sequential reactions crucial for molecule production.
  • Current in silico methods often overlook multi-step synthetic strategies.
  • Molecular structures can be divided into substructures, suggesting similar biosynthetic approaches.

Purpose of the Study:

  • To develop a user-friendly platform for digitalizing typical biosynthetic patterns.
  • To enable the identification of multi-step reaction pathways for molecule biosynthesis.
  • To facilitate pathway mining for novel biosynthetic strategies.

Main Methods:

  • Constructed a platform named RxnCluster based on gene cluster concepts.
  • Digitalized typical biosynthetic patterns into reaction rule clusters.
  • Developed a database containing 14,378 biosynthetic patterns and 37,317 reaction combinations.

Main Results:

  • RxnCluster successfully identifies reaction clusters with 1 to 4 steps.
  • Identified pathways align with experimental findings from wet laboratories.
  • The platform also reveals novel, previously unreported reaction clusters.

Conclusions:

  • RxnCluster represents a novel approach to pathway mining for molecule biosynthesis.
  • The platform facilitates the discovery of diverse and efficient synthetic strategies.
  • This tool has the potential to accelerate the identification of new biosynthetic pathways.