We propose a parallel algorithm that solves the best k-mismatches alignment problem against a genomic reference using the "one sequence/multiple processes" paradigm and distributed memory. Our proposal is designed to take advantage of a computing cluster using MPI (Message Passing Interface) for communication. Our solution distributes the reference among different nodes and each sequence is processed concurrently by different nodes. When a (putative) best solution is found, the successful process propagates the information to other nodes, reducing search space and saving computation time. The distributed algorithm was developed in C++ and optimized for the PLX and FERMI supercomputers, but it is compatible with every OpenMPI-based cluster. It was included in the ERNE (Extended Randomized Numerical alignEr) package, whose aim is to provide an all-inclusive set of tools for short reads alignment and cleaning. ERNE is free software, distributed under the Open Source License (GPL V3) and can be downloaded at: http://erne.sourceforge.net. The algorithm described in this work is implemented in the ERNE-PMAP and ERNE-PBS5 programs, the former designed to align DNA and RNA sequences, while the latter is optimized for bisulphite-treated sequences.

A Parallel Algorithm for the Best k-Mismatches Alignment Problem

DEL FABBRO, Cristian;POLICRITI, Alberto
2014-01-01

Abstract

We propose a parallel algorithm that solves the best k-mismatches alignment problem against a genomic reference using the "one sequence/multiple processes" paradigm and distributed memory. Our proposal is designed to take advantage of a computing cluster using MPI (Message Passing Interface) for communication. Our solution distributes the reference among different nodes and each sequence is processed concurrently by different nodes. When a (putative) best solution is found, the successful process propagates the information to other nodes, reducing search space and saving computation time. The distributed algorithm was developed in C++ and optimized for the PLX and FERMI supercomputers, but it is compatible with every OpenMPI-based cluster. It was included in the ERNE (Extended Randomized Numerical alignEr) package, whose aim is to provide an all-inclusive set of tools for short reads alignment and cleaning. ERNE is free software, distributed under the Open Source License (GPL V3) and can be downloaded at: http://erne.sourceforge.net. The algorithm described in this work is implemented in the ERNE-PMAP and ERNE-PBS5 programs, the former designed to align DNA and RNA sequences, while the latter is optimized for bisulphite-treated sequences.
2014
9781479927296
File in questo prodotto:
File Dimensione Formato  
PID3015119.pdf

non disponibili

Tipologia: Documento in Pre-print
Licenza: Non pubblico
Dimensione 257.66 kB
Formato Adobe PDF
257.66 kB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11390/991547
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 0
  • ???jsp.display-item.citation.isi??? 0
social impact