Circular Order Aggregation and Its Application to Cell-Cycle Genes Expressions

被引:1
作者
Barragan, Sandra [1 ]
Rueda, Cristina [1 ]
Fernandez, Miguel A. [1 ]
机构
[1] Univ Valladolid, Dept Estadist & IO, E-47011 Valladolid, Spain
关键词
Cell-cycle genes; circular data; hodge theory; R package isocir; order aggregation; traveling salesman problem; REGULATED GENES; IDENTIFICATION; PHASE; QUALITY;
D O I
10.1109/TCBB.2016.2565469
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The aim of circular order aggregation is to find a circular order on a set of n items using angular values from p heterogeneous data sets. This problem is new in the literature and has been motivated by the biological question of finding the order among the peak expression of a group of cell cycle genes. In this paper, two very different approaches to solve the problem that use pairwise and triplewise information are proposed. Both approaches are analyzed and compared using theoretical developments and numerical studies, and applied to the cell cycle data that motivated the problem.
引用
收藏
页码:819 / 829
页数:11
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