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Finding a Maximum Common Subgraph from Molecular Structural Formulas through the Maximum Clique Approach Combined
1The System Platform Research Laboratories, NEC Corporation, 34 Miyukigaoka, Tsukuba, Ibaraki 305-8568, Japan.
ACS Omega
|June 18, 2020
Summary
This study introduces a novel method for finding the maximum common subgraph (MCS) in neuraminidase inhibitors, crucial antiviral drugs for influenza. The approach optimizes computational cost by reformulating the maximum clique problem for enhanced efficiency.
Area of Science:
- Computational Chemistry
- Drug Discovery
- Bioinformatics
Background:
- Neuraminidase inhibitors are vital antiviral medications for treating and preventing influenza A and B.
- Identifying common structural features among inhibitors can aid in the development of new antiviral drugs.
- The maximum common subgraph (MCS) problem is a key challenge in comparing chemical structures.
Purpose of the Study:
- To develop an efficient computational method for determining the maximum common subgraph (MCS) of neuraminidase inhibitors.
- To reduce the computational cost associated with MCS identification in antiviral drug structures.
Main Methods:
- The maximum common subgraph (MCS) was identified by finding the maximum clique in an association graph derived from chemical structures.
- The maximum clique problem was reformulated as an Ising Hamiltonian.
- Optimization techniques were applied to the Ising Hamiltonian formulation.
Main Results:
- A novel approach utilizing combined vertex labels (elemental species and chemical bonds) significantly reduced the number of vertices in the association graph.
- This reduction in graph complexity led to a decrease in computational cost for MCS determination.
- The method was successfully applied to four neuraminidase inhibitors.
Conclusions:
- The proposed method offers an efficient and computationally cost-effective way to find the maximum common subgraph (MCS) of neuraminidase inhibitors.
- This approach can facilitate the comparative analysis of antiviral drug structures and support the design of novel influenza therapeutics.
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