{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,11]],"date-time":"2026-04-11T16:24:05Z","timestamp":1775924645824,"version":"3.50.1"},"reference-count":13,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2024,1,4]],"date-time":"2024-01-04T00:00:00Z","timestamp":1704326400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2024,1,4]],"date-time":"2024-01-04T00:00:00Z","timestamp":1704326400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100005721","name":"Universit\u00e4t Bielefeld","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100005721","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Algorithms Mol Biol"],"abstract":"<jats:title>Abstract<\/jats:title><jats:sec>\n                <jats:title>Background<\/jats:title>\n                <jats:p>Two genomes <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\mathbb {A}$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mi>A<\/mml:mi>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> and <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\mathbb {B}$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mi>B<\/mml:mi>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> over the same set of gene families form a <jats:italic>canonical<\/jats:italic> pair when each of them has exactly one gene from each family. Denote by <jats:inline-formula><jats:alternatives><jats:tex-math>$$n_*$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:msub>\n                      <mml:mi>n<\/mml:mi>\n                      <mml:mrow>\n                        <mml:mrow\/>\n                        <mml:mo>\u2217<\/mml:mo>\n                      <\/mml:mrow>\n                    <\/mml:msub>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> the number of common families of <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\mathbb {A}$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mi>A<\/mml:mi>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> and <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\mathbb {B}$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mi>B<\/mml:mi>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula>. Different distances of canonical genomes can be derived from a structure called <jats:italic>breakpoint graph<\/jats:italic>, which represents the relation between the two given genomes as a collection of cycles of even length and paths. Let <jats:inline-formula><jats:alternatives><jats:tex-math>$$c_i$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:msub>\n                      <mml:mi>c<\/mml:mi>\n                      <mml:mi>i<\/mml:mi>\n                    <\/mml:msub>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> and <jats:inline-formula><jats:alternatives><jats:tex-math>$$p_j$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:msub>\n                      <mml:mi>p<\/mml:mi>\n                      <mml:mi>j<\/mml:mi>\n                    <\/mml:msub>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> be respectively the numbers of cycles of length <jats:italic>i<\/jats:italic> and of paths of length <jats:italic>j<\/jats:italic> in the breakpoint graph of genomes <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\mathbb {A}$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mi>A<\/mml:mi>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> and <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\mathbb {B}$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mi>B<\/mml:mi>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula>. Then, the breakpoint distance of <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\mathbb {A}$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mi>A<\/mml:mi>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> and <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\mathbb {B}$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mi>B<\/mml:mi>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> is equal to <jats:inline-formula><jats:alternatives><jats:tex-math>$$n_*-\\left( c_2+\\frac{p_0}{2}\\right)$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mrow>\n                      <mml:msub>\n                        <mml:mi>n<\/mml:mi>\n                        <mml:mrow>\n                          <mml:mrow\/>\n                          <mml:mo>\u2217<\/mml:mo>\n                        <\/mml:mrow>\n                      <\/mml:msub>\n                      <mml:mo>-<\/mml:mo>\n                      <mml:mfenced>\n                        <mml:msub>\n                          <mml:mi>c<\/mml:mi>\n                          <mml:mn>2<\/mml:mn>\n                        <\/mml:msub>\n                        <mml:mo>+<\/mml:mo>\n                        <mml:mfrac>\n                          <mml:msub>\n                            <mml:mi>p<\/mml:mi>\n                            <mml:mn>0<\/mml:mn>\n                          <\/mml:msub>\n                          <mml:mn>2<\/mml:mn>\n                        <\/mml:mfrac>\n                      <\/mml:mfenced>\n                    <\/mml:mrow>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula>. Similarly, when the considered rearrangements are those modeled by the <jats:italic>double-cut-and-join<\/jats:italic> (DCJ) operation, the rearrangement distance of <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\mathbb {A}$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mi>A<\/mml:mi>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> and <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\mathbb {B}$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mi>B<\/mml:mi>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> is <jats:inline-formula><jats:alternatives><jats:tex-math>$$n_*-\\left( c+\\frac{p_e }{2}\\right)$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mrow>\n                      <mml:msub>\n                        <mml:mi>n<\/mml:mi>\n                        <mml:mrow>\n                          <mml:mrow\/>\n                          <mml:mo>\u2217<\/mml:mo>\n                        <\/mml:mrow>\n                      <\/mml:msub>\n                      <mml:mo>-<\/mml:mo>\n                      <mml:mfenced>\n                        <mml:mi>c<\/mml:mi>\n                        <mml:mo>+<\/mml:mo>\n                        <mml:mfrac>\n                          <mml:msub>\n                            <mml:mi>p<\/mml:mi>\n                            <mml:mi>e<\/mml:mi>\n                          <\/mml:msub>\n                          <mml:mn>2<\/mml:mn>\n                        <\/mml:mfrac>\n                      <\/mml:mfenced>\n                    <\/mml:mrow>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula>, where <jats:italic>c<\/jats:italic> is the total number of cycles and <jats:inline-formula><jats:alternatives><jats:tex-math>$$p_e$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:msub>\n                      <mml:mi>p<\/mml:mi>\n                      <mml:mi>e<\/mml:mi>\n                    <\/mml:msub>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> is the total number of paths of even length.<\/jats:p>\n              <\/jats:sec><jats:sec>\n                <jats:title>Motivation<\/jats:title>\n                <jats:p>The distance formulation is a basic unit for several other combinatorial problems related to genome evolution and ancestral reconstruction, such as <jats:italic>median<\/jats:italic> or <jats:italic>double distance<\/jats:italic>. Interestingly, both median and double distance problems can be solved in polynomial time for the breakpoint distance, while they are NP-hard for the rearrangement distance. One way of exploring the complexity space between these two extremes is to consider a <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\sigma _k$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:msub>\n                      <mml:mi>\u03c3<\/mml:mi>\n                      <mml:mi>k<\/mml:mi>\n                    <\/mml:msub>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> distance, defined to be <jats:inline-formula><jats:alternatives><jats:tex-math>$$n_*-\\left( c_2+c_4+\\ldots +c_k+\\frac{p_0+p_2+\\ldots +p_{k-2}}{2}\\right)$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:mrow>\n                      <mml:msub>\n                        <mml:mi>n<\/mml:mi>\n                        <mml:mrow>\n                          <mml:mrow\/>\n                          <mml:mo>\u2217<\/mml:mo>\n                        <\/mml:mrow>\n                      <\/mml:msub>\n                      <mml:mo>-<\/mml:mo>\n                      <mml:mfenced>\n                        <mml:msub>\n                          <mml:mi>c<\/mml:mi>\n                          <mml:mn>2<\/mml:mn>\n                        <\/mml:msub>\n                        <mml:mo>+<\/mml:mo>\n                        <mml:msub>\n                          <mml:mi>c<\/mml:mi>\n                          <mml:mn>4<\/mml:mn>\n                        <\/mml:msub>\n                        <mml:mo>+<\/mml:mo>\n                        <mml:mo>\u2026<\/mml:mo>\n                        <mml:mo>+<\/mml:mo>\n                        <mml:msub>\n                          <mml:mi>c<\/mml:mi>\n                          <mml:mi>k<\/mml:mi>\n                        <\/mml:msub>\n                        <mml:mo>+<\/mml:mo>\n                        <mml:mfrac>\n                          <mml:mrow>\n                            <mml:msub>\n                              <mml:mi>p<\/mml:mi>\n                              <mml:mn>0<\/mml:mn>\n                            <\/mml:msub>\n                            <mml:mo>+<\/mml:mo>\n                            <mml:msub>\n                              <mml:mi>p<\/mml:mi>\n                              <mml:mn>2<\/mml:mn>\n                            <\/mml:msub>\n                            <mml:mo>+<\/mml:mo>\n                            <mml:mo>\u2026<\/mml:mo>\n                            <mml:mo>+<\/mml:mo>\n                            <mml:msub>\n                              <mml:mi>p<\/mml:mi>\n                              <mml:mrow>\n                                <mml:mi>k<\/mml:mi>\n                                <mml:mo>-<\/mml:mo>\n                                <mml:mn>2<\/mml:mn>\n                              <\/mml:mrow>\n                            <\/mml:msub>\n                          <\/mml:mrow>\n                          <mml:mn>2<\/mml:mn>\n                        <\/mml:mfrac>\n                      <\/mml:mfenced>\n                    <\/mml:mrow>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula>, and increasingly investigate the complexities of median and double distance for the <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\sigma _4$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:msub>\n                      <mml:mi>\u03c3<\/mml:mi>\n                      <mml:mn>4<\/mml:mn>\n                    <\/mml:msub>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> distance, then the\u00a0<jats:inline-formula><jats:alternatives><jats:tex-math>$$\\sigma _6$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:msub>\n                      <mml:mi>\u03c3<\/mml:mi>\n                      <mml:mn>6<\/mml:mn>\n                    <\/mml:msub>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> distance, and so on.<\/jats:p>\n              <\/jats:sec><jats:sec>\n                <jats:title>Results<\/jats:title>\n                <jats:p>While for the median much effort was done in our and in other research groups but no progress was obtained even for the <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\sigma _4$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:msub>\n                      <mml:mi>\u03c3<\/mml:mi>\n                      <mml:mn>4<\/mml:mn>\n                    <\/mml:msub>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> distance, for solving the double distance under <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\sigma _4$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:msub>\n                      <mml:mi>\u03c3<\/mml:mi>\n                      <mml:mn>4<\/mml:mn>\n                    <\/mml:msub>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> and <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\sigma _6$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                    <mml:msub>\n                      <mml:mi>\u03c3<\/mml:mi>\n                      <mml:mn>6<\/mml:mn>\n                    <\/mml:msub>\n                  <\/mml:math><\/jats:alternatives><\/jats:inline-formula> distances we could devise linear time algorithms, which we present here.<\/jats:p>\n              <\/jats:sec>","DOI":"10.1186\/s13015-023-00246-y","type":"journal-article","created":{"date-parts":[[2024,1,4]],"date-time":"2024-01-04T07:02:46Z","timestamp":1704351766000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Investigating the complexity of the double distance problems"],"prefix":"10.1186","volume":"19","author":[{"given":"Mar\u00edlia D. V.","family":"Braga","sequence":"first","affiliation":[]},{"given":"Leonie R.","family":"Brockmann","sequence":"additional","affiliation":[]},{"given":"Katharina","family":"Klerx","sequence":"additional","affiliation":[]},{"given":"Jens","family":"Stoye","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,1,4]]},"reference":[{"key":"246_CR1","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1007\/3-540-56024-6_10","volume-title":"Proceedings of CPM 1992, LNCS","author":"D Sankoff","year":"1992","unstructured":"Sankoff D. Edit distance for genome comparison based on non-local operations. In: Manber U, editor. Proceedings of CPM 1992, LNCS, vol. 644. Berlin: Springer; 1992. p. 121\u201335. https:\/\/doi.org\/10.1007\/3-540-56024-6_10."},{"key":"246_CR2","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1186\/1471-2105-10-120","volume":"10","author":"E Tannier","year":"2009","unstructured":"Tannier E, Zheng C, Sankoff D. 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