PMID- 32432328 OWN - NLM STAT- MEDLINE DCOM- 20211004 LR - 20240328 IS - 2047-217X (Electronic) IS - 2047-217X (Linking) VI - 9 IP - 5 DP - 2020 May 1 TI - Smash++: an alignment-free and memory-efficient tool to find genomic rearrangements. LID - 10.1093/gigascience/giaa048 [doi] LID - giaa048 AB - BACKGROUND: The development of high-throughput sequencing technologies and, as its result, the production of huge volumes of genomic data, has accelerated biological and medical research and discovery. Study on genomic rearrangements is crucial owing to their role in chromosomal evolution, genetic disorders, and cancer. RESULTS: We present Smash++, an alignment-free and memory-efficient tool to find and visualize small- and large-scale genomic rearrangements between 2 DNA sequences. This computational solution extracts information contents of the 2 sequences, exploiting a data compression technique to find rearrangements. We also present Smash++ visualizer, a tool that allows the visualization of the detected rearrangements along with their self- and relative complexity, by generating an SVG (Scalable Vector Graphics) image. CONCLUSIONS: Tested on several synthetic and real DNA sequences from bacteria, fungi, Aves, and Mammalia, the proposed tool was able to accurately find genomic rearrangements. The detected regions were in accordance with previous studies, which took alignment-based approaches or performed FISH (fluorescence in situ hybridization) analysis. The maximum peak memory usage among all experiments was approximately 1 GB, which makes Smash++ feasible to run on present-day standard computers. CI - (c) The Author(s) 2020. Published by Oxford University Press. FAU - Hosseini, Morteza AU - Hosseini M AD - IEETA/DETI, University of Aveiro, Campus Universitario de Santiago, 3810-193 Aveiro, Portugal. FAU - Pratas, Diogo AU - Pratas D AD - IEETA/DETI, University of Aveiro, Campus Universitario de Santiago, 3810-193 Aveiro, Portugal. AD - Department of Virology, University of Helsinki, Haartmaninkatu 3, 00014 Helsinki, Finland. FAU - Morgenstern, Burkhard AU - Morgenstern B AD - Department of Bioinformatics, University of Gottingen, Goldschmidtstr. 1, 37077 Gottingen, Germany. AD - Gottingen Center of Molecular Biosciences (GZMB), Justus-von-Liebig-Weg 11, 37077 Gottingen, Germany. FAU - Pinho, Armando J AU - Pinho AJ AD - IEETA/DETI, University of Aveiro, Campus Universitario de Santiago, 3810-193 Aveiro, Portugal. LA - eng PT - Journal Article PT - Research Support, Non-U.S. Gov't PL - United States TA - Gigascience JT - GigaScience JID - 101596872 SB - IM MH - Algorithms MH - Computational Biology/*methods MH - Gene Rearrangement MH - Genome MH - Genomics/*methods MH - High-Throughput Nucleotide Sequencing MH - Sequence Analysis, DNA/methods MH - *Software PMC - PMC7238676 OTO - NOTNLM OT - alignment-free OT - complexity OT - data compression OT - genome comparison OT - genome duplication OT - genomic rearrangement OT - high-throughput sequencing OT - information theory OT - probabilistic-algorithmic model OT - visualization EDAT- 2020/05/21 06:00 MHDA- 2021/10/05 06:00 PMCR- 2020/05/20 CRDT- 2020/05/21 06:00 PHST- 2020/01/11 00:00 [received] PHST- 2020/04/06 00:00 [revised] PHST- 2020/04/20 00:00 [accepted] PHST- 2020/05/21 06:00 [entrez] PHST- 2020/05/21 06:00 [pubmed] PHST- 2021/10/05 06:00 [medline] PHST- 2020/05/20 00:00 [pmc-release] AID - 5841055 [pii] AID - giaa048 [pii] AID - 10.1093/gigascience/giaa048 [doi] PST - ppublish SO - Gigascience. 2020 May 1;9(5):giaa048. doi: 10.1093/gigascience/giaa048.