Literature DB >> 19507284

Efficient computation of kinship and identity coefficients on large pedigrees.

En Cheng1, Brendan Elliott, Z Meral Ozsoyoglu.   

Abstract

With the rapidly expanding field of medical genetics and genetic counseling, genealogy information is becoming increasingly abundant. An important computation on pedigree data is the calculation of identity coefficients, which provide a complete description of the degree of relatedness of a pair of individuals. The areas of application of identity coefficients are numerous and diverse, from genetic counseling to disease tracking, and thus, the computation of identity coefficients merits special attention. However, the computation of identity coefficients is not done directly, but rather as the final step after computing a set of generalized kinship coefficients. In this paper, we first propose a novel Path-Counting Formula for calculating generalized kinship coefficients, which is motivated by Wright's path-counting method for computing inbreeding coefficient. We then present an efficient and scalable scheme for calculating generalized kinship coefficients on large pedigrees using NodeCodes, a special encoding scheme for expediting the evaluation of queries on pedigree graph structures. Furthermore, we propose an improved scheme using Family NodeCodes for the computation of generalized kinship coefficients, which is motivated by the significant improvement of using Family NodeCodes for inbreeding coefficient over the use of NodeCodes. We also perform experiments for evaluating the efficiency of our method, and compare it with the performance of the traditional recursive algorithm for three individuals. Experimental results demonstrate that the resulting scheme is more scalable and efficient than the traditional recursive methods for computing generalized kinship coefficients.

Mesh:

Year:  2009        PMID: 19507284     DOI: 10.1142/s0219720009004175

Source DB:  PubMed          Journal:  J Bioinform Comput Biol        ISSN: 0219-7200            Impact factor:   1.122


  4 in total

1.  Efficient path-based computations on pedigree graphs with compact encodings.

Authors:  Lei Yang; En Cheng; Z Meral Özsoyoğlu
Journal:  BMC Bioinformatics       Date:  2012-03-21       Impact factor: 3.169

2.  A novel recursive algorithm for the calculation of the detailed identity coefficients.

Authors:  Luis Alberto García-Cortés
Journal:  Genet Sel Evol       Date:  2015-04-29       Impact factor: 4.297

3.  Path-counting formulas for generalized kinship coefficients and condensed identity coefficients.

Authors:  En Cheng; Z Meral Ozsoyoglu
Journal:  Comput Math Methods Med       Date:  2014-07-21       Impact factor: 2.238

4.  Relatedness coefficients in pedigrees with inbred founders.

Authors:  Magnus Dehli Vigeland
Journal:  J Math Biol       Date:  2020-06-08       Impact factor: 2.259

  4 in total

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