“…To assess Decoil's reconstruction performance, we generated an in-silico collection of ecDNA elements, spanning various sequence complexities for systematic evaluation. We introduced a ranking system and defined seven topologies of increasing computational complexity, based on the SV's contained on the ecDNA element: (1) Simple circularization -no structural variants on the ecDNA template, (2) Simple SV's -ecDNA contains either a series of inversions or deletions, (3) Mixed SV's -ecDNA has a combination of inversions and deletions, (4) Multi-region -ecDNA contains di↵erent genomic regions from the same chromosome (DEL, INV and TRA allowed), (5) Multi-chromosomal -ecDNA originates from multiple chromosomes (DEL, INV and TRA allowed), (6) Duplications -ecDNA contains duplications defined as a region larger than 50 bp repeated on the amplicon (DUP's + other simple rearrangements), (7) Foldbacks -ecDNA contains a foldback defined as a two consecutive fragments which overlap in the genomic space, with di↵erent orientations (INVDUP's + all other simple SV's). Every topology can contain a mixture of all other low-rank topologies.…”