An algorithm for automated layout of process description maps drawn in SBGN
Motivation: Evolving technology has increased the focus on genomics. The combination of today’s advanced techniques with decades of molecular biology research has yielded huge amounts of pathway data. A standard, named the Systems Biology Graphical Notation (SBGN), was recently introduced to allow s...
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| Published in | Bioinformatics Vol. 32; no. 1; pp. 77 - 84 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
England
Oxford University Press
01.01.2016
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 1367-4803 1367-4811 1367-4811 1460-2059 |
| DOI | 10.1093/bioinformatics/btv516 |
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| Abstract | Motivation: Evolving technology has increased the focus on genomics. The combination of today’s advanced techniques with decades of molecular biology research has yielded huge amounts of pathway data. A standard, named the Systems Biology Graphical Notation (SBGN), was recently introduced to allow scientists to represent biological pathways in an unambiguous, easy-to-understand and efficient manner. Although there are a number of automated layout algorithms for various types of biological networks, currently none specialize on process description (PD) maps as defined by SBGN.
Results: We propose a new automated layout algorithm for PD maps drawn in SBGN. Our algorithm is based on a force-directed automated layout algorithm called Compound Spring Embedder (CoSE). On top of the existing force scheme, additional heuristics employing new types of forces and movement rules are defined to address SBGN-specific rules. Our algorithm is the only automatic layout algorithm that properly addresses all SBGN rules for drawing PD maps, including placement of substrates and products of process nodes on opposite sides, compact tiling of members of molecular complexes and extensively making use of nested structures (compound nodes) to properly draw cellular locations and molecular complex structures. As demonstrated experimentally, the algorithm results in significant improvements over use of a generic layout algorithm such as CoSE in addressing SBGN rules on top of commonly accepted graph drawing criteria.
Availability and implementation: An implementation of our algorithm in Java is available within ChiLay library (https://github.com/iVis-at-Bilkent/chilay).
Contact: ugur@cs.bilkent.edu.tr or dogrusoz@cbio.mskcc.org
Supplementary information: Supplementary data are available at Bioinformatics online. |
|---|---|
| AbstractList | Motivation: Evolving technology has increased the focus on genomics. The combination of today’s advanced techniques with decades of molecular biology research has yielded huge amounts of pathway data. A standard, named the Systems Biology Graphical Notation (SBGN), was recently introduced to allow scientists to represent biological pathways in an unambiguous, easy-to-understand and efficient manner. Although there are a number of automated layout algorithms for various types of biological networks, currently none specialize on process description (PD) maps as defined by SBGN. Results: We propose a new automated layout algorithm for PD maps drawn in SBGN. Our algorithm is based on a force-directed automated layout algorithm called Compound Spring Embedder (CoSE). On top of the existing force scheme, additional heuristics employing new types of forces and movement rules are defined to address SBGN-specific rules. Our algorithm is the only automatic layout algorithm that properly addresses all SBGN rules for drawing PD maps, including placement of substrates and products of process nodes on opposite sides, compact tiling of members of molecular complexes and extensively making use of nested structures (compound nodes) to properly draw cellular locations and molecular complex structures. As demonstrated experimentally, the algorithm results in significant improvements over use of a generic layout algorithm such as CoSE in addressing SBGN rules on top of commonly accepted graph drawing criteria. Availability and implementation: An implementation of our algorithm in Java is available within ChiLay library (https://github.com/iVis-at-Bilkent/chilay). Contact:
ugur@cs.bilkent.edu.tr or dogrusoz@cbio.mskcc.org Supplementary information:
Supplementary data are available at Bioinformatics online. Motivation: Evolving technology has increased the focus on genomics. The combination of today's advanced techniques with decades of molecular biology research has yielded huge amounts of pathway data. A standard, named the Systems Biology Graphical Notation (SBGN), was recently introduced to allow scientists to represent biological pathways in an unambiguous, easy-to-understand and efficient manner. Although there are a number of automated layout algorithms for various types of biological networks, currently none specialize on process description (PD) maps as defined by SBGN.Results: We propose a new automated layout algorithm for PD maps drawn in SBGN. Our algorithm is based on a force-directed automated layout algorithm called Compound Spring Embedder (CoSE). On top of the existing force scheme, additional heuristics employing new types of forces and movement rules are defined to address SBGN-specific rules. Our algorithm is the only automatic layout algorithm that properly addresses all SBGN rules for drawing PD maps, including placement of substrates and products of process nodes on opposite sides, compact tiling of members of molecular complexes and extensively making use of nested structures (compound nodes) to properly draw cellular locations and molecular complex structures. As demonstrated experimentally, the algorithm results in significant improvements over use of a generic layout algorithm such as CoSE in addressing SBGN rules on top of commonly accepted graph drawing criteria.Availability and implementation: An implementation of our algorithm in Java is available within ChiLay library (https://github.com/iVis-at-Bilkent/chilay). Supplementary information: Supplementary data are available at Bioinformatics online. Evolving technology has increased the focus on genomics. The combination of today's advanced techniques with decades of molecular biology research has yielded huge amounts of pathway data. A standard, named the Systems Biology Graphical Notation (SBGN), was recently introduced to allow scientists to represent biological pathways in an unambiguous, easy-to-understand and efficient manner. Although there are a number of automated layout algorithms for various types of biological networks, currently none specialize on process description (PD) maps as defined by SBGN. We propose a new automated layout algorithm for PD maps drawn in SBGN. Our algorithm is based on a force-directed automated layout algorithm called Compound Spring Embedder (CoSE). On top of the existing force scheme, additional heuristics employing new types of forces and movement rules are defined to address SBGN-specific rules. Our algorithm is the only automatic layout algorithm that properly addresses all SBGN rules for drawing PD maps, including placement of substrates and products of process nodes on opposite sides, compact tiling of members of molecular complexes and extensively making use of nested structures (compound nodes) to properly draw cellular locations and molecular complex structures. As demonstrated experimentally, the algorithm results in significant improvements over use of a generic layout algorithm such as CoSE in addressing SBGN rules on top of commonly accepted graph drawing criteria. An implementation of our algorithm in Java is available within ChiLay library (https://github.com/iVis-at-Bilkent/chilay). ugur@cs.bilkent.edu.tr or dogrusoz@cbio.mskcc.org Supplementary data are available at Bioinformatics online. MOTIVATIONEvolving technology has increased the focus on genomics. The combination of today's advanced techniques with decades of molecular biology research has yielded huge amounts of pathway data. A standard, named the Systems Biology Graphical Notation (SBGN), was recently introduced to allow scientists to represent biological pathways in an unambiguous, easy-to-understand and efficient manner. Although there are a number of automated layout algorithms for various types of biological networks, currently none specialize on process description (PD) maps as defined by SBGN.RESULTSWe propose a new automated layout algorithm for PD maps drawn in SBGN. Our algorithm is based on a force-directed automated layout algorithm called Compound Spring Embedder (CoSE). On top of the existing force scheme, additional heuristics employing new types of forces and movement rules are defined to address SBGN-specific rules. Our algorithm is the only automatic layout algorithm that properly addresses all SBGN rules for drawing PD maps, including placement of substrates and products of process nodes on opposite sides, compact tiling of members of molecular complexes and extensively making use of nested structures (compound nodes) to properly draw cellular locations and molecular complex structures. As demonstrated experimentally, the algorithm results in significant improvements over use of a generic layout algorithm such as CoSE in addressing SBGN rules on top of commonly accepted graph drawing criteria.AVAILABILITY AND IMPLEMENTATIONAn implementation of our algorithm in Java is available within ChiLay library (https://github.com/iVis-at-Bilkent/chilay).CONTACTugur@cs.bilkent.edu.tr or dogrusoz@cbio.mskcc.orgSUPPLEMENTARY INFORMATIONSupplementary data are available at Bioinformatics online. Motivation: Evolving technology has increased the focus on genomics. The combination of today’s advanced techniques with decades of molecular biology research has yielded huge amounts of pathway data. A standard, named the Systems Biology Graphical Notation (SBGN), was recently introduced to allow scientists to represent biological pathways in an unambiguous, easy-to-understand and efficient manner. Although there are a number of automated layout algorithms for various types of biological networks, currently none specialize on process description (PD) maps as defined by SBGN. Results: We propose a new automated layout algorithm for PD maps drawn in SBGN. Our algorithm is based on a force-directed automated layout algorithm called Compound Spring Embedder (CoSE). On top of the existing force scheme, additional heuristics employing new types of forces and movement rules are defined to address SBGN-specific rules. Our algorithm is the only automatic layout algorithm that properly addresses all SBGN rules for drawing PD maps, including placement of substrates and products of process nodes on opposite sides, compact tiling of members of molecular complexes and extensively making use of nested structures (compound nodes) to properly draw cellular locations and molecular complex structures. As demonstrated experimentally, the algorithm results in significant improvements over use of a generic layout algorithm such as CoSE in addressing SBGN rules on top of commonly accepted graph drawing criteria. Availability and implementation: An implementation of our algorithm in Java is available within ChiLay library (https://github.com/iVis-at-Bilkent/chilay). Contact: ugur@cs.bilkent.edu.tr or dogrusoz@cbio.mskcc.org Supplementary information: Supplementary data are available at Bioinformatics online. |
| Author | Dogrusoz, Ugur Genc, Begum |
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| Cites_doi | 10.1007/978-3-540-77974-2 10.1093/nar/gkq1039 10.1109/38.974516 10.1016/j.cag.2005.10.015 10.1186/1471-2105-7-109 10.1111/j.1551-6708.1987.tb00863.x 10.1093/bioinformatics/bts270 10.1371/journal.pcbi.1003194 10.1016/S0020-0255(02)00183-4 10.1016/j.ins.2008.11.017 10.1038/nbt.1558 10.1016/S1478-5382(03)02370-9 10.1371/journal.pone.0128985 |
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| References | Freivalds (2023020110241027200_btv516-B9) 2001 Demir (2023020110241027200_btv516-B4) 2013; 9 Dogrusoz (2023020110241027200_btv516-B8) 2009; 179 Sari (2023020110241027200_btv516-B15) 2015; 10 Dogrusoz (2023020110241027200_btv516-B7) 2002; 22 Cerami (2023020110241027200_btv516-B2) 2011; 39 Dogrusoz (2023020110241027200_btv516-B6) 2006; 30 Larkin (2023020110241027200_btv516-B13) 1987; 11 de Berg (2023020110241027200_btv516-B3) 2008 Garey (2023020110241027200_btv516-B11) 1979 Junker (2023020110241027200_btv516-B12) 2006; 7 Battista (2023020110241027200_btv516-B1) 1998 Le Novère (2023020110241027200_btv516-B14) 2009; 27 Funahashi (2023020110241027200_btv516-B10) 2003; 1 Dogrusoz (2023020110241027200_btv516-B5) 2002; 143 van Iersel (2023020110241027200_btv516-B16) 2012; 28 |
| References_xml | – volume-title: Visibility graphs. Computational Geometry: Algorithms and Applications year: 2008 ident: 2023020110241027200_btv516-B3 doi: 10.1007/978-3-540-77974-2 – volume-title: Graph Drawing: Algorithms for the Visualization of Graphs year: 1998 ident: 2023020110241027200_btv516-B1 – volume: 39 start-page: D685 year: 2011 ident: 2023020110241027200_btv516-B2 article-title: Pathway commons, a web resource for biological pathway data publication-title: Nucleic Acids Res. doi: 10.1093/nar/gkq1039 – volume: 22 start-page: 30 year: 2002 ident: 2023020110241027200_btv516-B7 article-title: Graph visualization toolkits publication-title: IEEE Comput. Graph. Appl. doi: 10.1109/38.974516 – volume: 30 start-page: 86 year: 2006 ident: 2023020110241027200_btv516-B6 article-title: A multi-graph approach to complexity management in interactive graph visualization publication-title: Comput. Graph. doi: 10.1016/j.cag.2005.10.015 – volume: 7 start-page: 109 year: 2006 ident: 2023020110241027200_btv516-B12 article-title: VANTED: a system for advanced data analysis and visualization in the context of biological networks publication-title: BMC Bioinformatics doi: 10.1186/1471-2105-7-109 – volume: 11 start-page: 65 year: 1987 ident: 2023020110241027200_btv516-B13 article-title: Why a diagram is (sometimes) worth ten thousands words publication-title: Cogn. Sci. doi: 10.1111/j.1551-6708.1987.tb00863.x – volume: 28 start-page: 2016 year: 2012 ident: 2023020110241027200_btv516-B16 article-title: Software support for SBGN maps: SBGN-ML and LibSBGN publication-title: Bioinformatics doi: 10.1093/bioinformatics/bts270 – volume: 9 start-page: e1003194 year: 2013 ident: 2023020110241027200_btv516-B4 article-title: Paxtools: a library for accessing, analyzing and creating biological pathway data publication-title: PLoS Comput. Biol. doi: 10.1371/journal.pcbi.1003194 – start-page: 378 volume-title: Graph Drawing year: 2001 ident: 2023020110241027200_btv516-B9 article-title: Disconnected graph layout and the polyomino packing approach – volume: 143 start-page: 147 year: 2002 ident: 2023020110241027200_btv516-B5 article-title: Two-dimensional packing algorithms for layout of disconnected graphs publication-title: Inf. Sci. doi: 10.1016/S0020-0255(02)00183-4 – volume: 179 start-page: 980 year: 2009 ident: 2023020110241027200_btv516-B8 article-title: A layout algorithm for undirected compound graphs publication-title: Inf. Sci. doi: 10.1016/j.ins.2008.11.017 – volume: 27 start-page: 735 year: 2009 ident: 2023020110241027200_btv516-B14 article-title: The systems biology graphical notation publication-title: Nat. Biotechnol. doi: 10.1038/nbt.1558 – volume-title: Computers and Intractability: A Guide to the Theory of NP-Completeness (Series of Books in the Mathematical Sciences) year: 1979 ident: 2023020110241027200_btv516-B11 – volume: 1 start-page: 159 year: 2003 ident: 2023020110241027200_btv516-B10 article-title: CellDesigner: a process diagram editor for gene-regulatory and biochemical networks publication-title: BIOSILICO doi: 10.1016/S1478-5382(03)02370-9 – volume: 10 start-page: e0128985 year: 2015 ident: 2023020110241027200_btv516-B15 article-title: SBGNViz: a tool for visualization and complexity management of SBGN process description maps publication-title: PLoS One doi: 10.1371/journal.pone.0128985 |
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| SubjectTerms | Algorithms Aspirin - pharmacology Automation Bioinformatics Biological Heuristics Molecular structure Original Papers Pathways Signal Transduction - drug effects Systems Biology - methods Vitamin B 6 - pharmacology |
| Title | An algorithm for automated layout of process description maps drawn in SBGN |
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