IPED2: Inheritance Path Based Pedigree Reconstruction Algorithm for Complicated Pedigrees
Reconstruction of family trees, or pedigree reconstruction, for a group of individuals is a fundamental problem in genetics. The problem is known to be NP-hard even for datasets known to only contain siblings. Some recent methods have been developed to accurately and efficiently reconstruct pedigree...
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Veröffentlicht in: | IEEE/ACM transactions on computational biology and bioinformatics 2017-09, Vol.14 (5), p.1094-1103 |
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description | Reconstruction of family trees, or pedigree reconstruction, for a group of individuals is a fundamental problem in genetics. The problem is known to be NP-hard even for datasets known to only contain siblings. Some recent methods have been developed to accurately and efficiently reconstruct pedigrees. These methods, however, still consider relatively simple pedigrees, for example, they are not able to handle half-sibling situations where a pair of individuals only share one parent. In this work, we propose an efficient method, IPED2, based on our previous work, which specifically targets reconstruction of complicated pedigrees that include half-siblings. We note that the presence of half-siblings makes the reconstruction problem significantly more challenging which is why previous methods exclude the possibility of half-siblings. We proposed a novel model as well as an efficient graph algorithm and experiments show that our algorithm achieves relatively accurate reconstruction. To our knowledge, this is the first method that is able to handle pedigree reconstruction from genotype data when half-sibling exists in any generation of the pedigree. |
doi_str_mv | 10.1109/TCBB.2017.2688439 |
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The problem is known to be NP-hard even for datasets known to only contain siblings. Some recent methods have been developed to accurately and efficiently reconstruct pedigrees. These methods, however, still consider relatively simple pedigrees, for example, they are not able to handle half-sibling situations where a pair of individuals only share one parent. In this work, we propose an efficient method, IPED2, based on our previous work, which specifically targets reconstruction of complicated pedigrees that include half-siblings. We note that the presence of half-siblings makes the reconstruction problem significantly more challenging which is why previous methods exclude the possibility of half-siblings. We proposed a novel model as well as an efficient graph algorithm and experiments show that our algorithm achieves relatively accurate reconstruction. To our knowledge, this is the first method that is able to handle pedigree reconstruction from genotype data when half-sibling exists in any generation of the pedigree.</description><subject>Algorithms</subject><subject>Biological cells</subject><subject>Computational Biology - methods</subject><subject>Data structures</subject><subject>Databases, Genetic</subject><subject>Dynamic programming</subject><subject>Female</subject><subject>Genomics</subject><subject>graph algorithm</subject><subject>half-sibling</subject><subject>Heuristic algorithms</subject><subject>Humans</subject><subject>inheritance path</subject><subject>Male</subject><subject>Models, Genetic</subject><subject>Pedigree</subject><subject>Pedigree reconstruction</subject><subject>Reconstruction algorithms</subject><subject>Siblings</subject><issn>1545-5963</issn><issn>1557-9964</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><sourceid>EIF</sourceid><recordid>eNpNkE1Lw0AQQBdRbK3-ABEkRy-p-52NtzZWLRQsUg-ewmYz20byUXeTg__ehFbxNAPz3hweQtcETwnB8f0mmc-nFJNoSqVSnMUnaEyEiMI4lvx02LkIRSzZCF14_4kx5THm52hEFesFqsboY7lePNKHYFnvwBWtrg0Ea93ugrn2kAdryIutAwjewDS1b11n2qKpg1m5bXp8VwW2cUHSVPuyMLr9Z_hLdGZ16eHqOCfo_WmxSV7C1evzMpmtQsMkb8OMKcuBgBbaGuBKcDCUG6mIIAJjSyXJhIwkzhnTOmc2UzaLoiznWoCOLZugu8PfvWu-OvBtWhXeQFnqGprOp6QvQyRnlPcoOaDGNd47sOneFZV23ynB6VA0HYqmQ9H0WLR3bo_vu6yC_M_4TdgDNwegAIC_c6SUEoSxH2byenU</recordid><startdate>201709</startdate><enddate>201709</enddate><creator>He, Dan</creator><creator>Zhanyong Wang</creator><creator>Parida, Laxmi</creator><creator>Eskin, Eleazar</creator><general>IEEE</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>201709</creationdate><title>IPED2: Inheritance Path Based Pedigree Reconstruction Algorithm for Complicated Pedigrees</title><author>He, Dan ; Zhanyong Wang ; Parida, Laxmi ; Eskin, Eleazar</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c364t-b38f4e1ea5afce4854ec24c68151500f261b56760d33aad3fb8fb77bd4a5ea9f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Algorithms</topic><topic>Biological cells</topic><topic>Computational Biology - methods</topic><topic>Data structures</topic><topic>Databases, Genetic</topic><topic>Dynamic programming</topic><topic>Female</topic><topic>Genomics</topic><topic>graph algorithm</topic><topic>half-sibling</topic><topic>Heuristic algorithms</topic><topic>Humans</topic><topic>inheritance path</topic><topic>Male</topic><topic>Models, Genetic</topic><topic>Pedigree</topic><topic>Pedigree reconstruction</topic><topic>Reconstruction algorithms</topic><topic>Siblings</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>He, Dan</creatorcontrib><creatorcontrib>Zhanyong Wang</creatorcontrib><creatorcontrib>Parida, Laxmi</creatorcontrib><creatorcontrib>Eskin, Eleazar</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Xplore</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>IEEE/ACM transactions on computational biology and bioinformatics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>He, Dan</au><au>Zhanyong Wang</au><au>Parida, Laxmi</au><au>Eskin, Eleazar</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>IPED2: Inheritance Path Based Pedigree Reconstruction Algorithm for Complicated Pedigrees</atitle><jtitle>IEEE/ACM transactions on computational biology and bioinformatics</jtitle><stitle>TCBB</stitle><addtitle>IEEE/ACM Trans Comput Biol Bioinform</addtitle><date>2017-09</date><risdate>2017</risdate><volume>14</volume><issue>5</issue><spage>1094</spage><epage>1103</epage><pages>1094-1103</pages><issn>1545-5963</issn><eissn>1557-9964</eissn><coden>ITCBCY</coden><abstract>Reconstruction of family trees, or pedigree reconstruction, for a group of individuals is a fundamental problem in genetics. The problem is known to be NP-hard even for datasets known to only contain siblings. Some recent methods have been developed to accurately and efficiently reconstruct pedigrees. These methods, however, still consider relatively simple pedigrees, for example, they are not able to handle half-sibling situations where a pair of individuals only share one parent. In this work, we propose an efficient method, IPED2, based on our previous work, which specifically targets reconstruction of complicated pedigrees that include half-siblings. We note that the presence of half-siblings makes the reconstruction problem significantly more challenging which is why previous methods exclude the possibility of half-siblings. We proposed a novel model as well as an efficient graph algorithm and experiments show that our algorithm achieves relatively accurate reconstruction. To our knowledge, this is the first method that is able to handle pedigree reconstruction from genotype data when half-sibling exists in any generation of the pedigree.</abstract><cop>United States</cop><pub>IEEE</pub><pmid>28368828</pmid><doi>10.1109/TCBB.2017.2688439</doi><tpages>10</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Algorithms Biological cells Computational Biology - methods Data structures Databases, Genetic Dynamic programming Female Genomics graph algorithm half-sibling Heuristic algorithms Humans inheritance path Male Models, Genetic Pedigree Pedigree reconstruction Reconstruction algorithms Siblings |
title | IPED2: Inheritance Path Based Pedigree Reconstruction Algorithm for Complicated Pedigrees |
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