Quantum algorithm for de novo DNA sequence assembly based on quantum walks on graphs
| Autor: | Varsamis, G. D., Karafyllidis, I. G., Gilkes, K. M., Arranz, U., Martin-Cuevas, R., Calleja, G., Wong, J., Jessen, H. C., Dimitrakis, P., Kolovos, P., Sandaltzopoulos, R. |
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| Rok vydání: | 2023 |
| Předmět: | |
| Druh dokumentu: | Working Paper |
| Popis: | De novo DNA sequence assembly is based on finding paths in overlap graphs, which is a NP-hard problem. We developed a quantum algorithm for de novo assembly based on quantum walks in graphs. The overlap graph is partitioned repeatedly to smaller graphs that form a hierarchical structure. We use quantum walks to find paths in low rank graphs and a quantum algorithm that finds Hamiltonian paths in high hierarchical rank. We tested the partitioning quantum algorithm, as well as the quantum algorithm that finds Hamiltonian paths in high hierarchical rank and confirmed its correct operation using Qiskit. We developed a custom simulation for quantum walks to search for paths in low rank graphs. The approach described in this paper may serve as a basis for the development of efficient quantum algorithms that solve the de novo DNA assembly problem. Comment: 13 pages, 7 figures |
| Databáze: | arXiv |
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