A Mathematical Programming Approach to Marker-Assisted Gene Pyramiding

In the crossing schedule optimization problem we are given an initial set of parental genotypes and a desired genotype, the ideotype. The task is to schedule crossings of individuals such that the number of generations, the number of crossings, and the required populations size are minimized. We present for the first time a mathematical model for the general problem variant and show that the problem is NP-hard and even hard to approximate. On the positive side, we present a mixed integer programming formulation that exploits the intrinsic combinatorial structure of the problem. We are able to solve a real-world instance to provable optimality in less than 2 seconds, which was not possible with earlier methods.

[1]  T. Ishii,et al.  Optimization of the Marker-Based Procedures for Pyramiding Genes from Multiple Donor Lines: I. Schedule of Crossing between the Donor Lines , 2007 .

[2]  H. P. Williams THEORY OF LINEAR AND INTEGER PROGRAMMING (Wiley-Interscience Series in Discrete Mathematics and Optimization) , 1989 .

[3]  Rita H. Mumm,et al.  Molecular Plant Breeding as the Foundation for 21st Century Crop Improvement1 , 2008, Plant Physiology.

[4]  Thomas L. Magnanti,et al.  Applied Mathematical Programming , 1977 .

[5]  Zhang Junzhi,et al.  Quantitative Trait Loci Analysis for Plant Morphological Traits in Rice (Oryza sativa L.) Under Different Environments , 2008 .

[6]  Ran Raz,et al.  A sub-constant error-probability low-degree test, and a sub-constant error-probability PCP characterization of NP , 1997, STOC '97.

[7]  G. Ye,et al.  Marker-assisted Gene Pyramiding for Inbred Line Development: Basic Principles and Practical Guidelines , 2008 .

[8]  G. Nemhauser,et al.  Integer Programming , 2020 .

[9]  Chen Shifriss,et al.  Resistance to Leveillula mildew (Oidiopsis taurica) in Capsicum annuum L , 1992 .

[10]  J. B. S. Haldane,et al.  The probable errors of calculated linkage values, and the most accurate method of determining gametic from certain zygotic series , 1919, Journal of Genetics.

[11]  Jack Brown,et al.  An Introduction to Plant Breeding: Brown/An Introduction to Plant Breeding , 2008 .

[12]  D. Mackill,et al.  Marker-assisted selection: an approach for precision plant breeding in the twenty-first century , 2008, Philosophical Transactions of the Royal Society B: Biological Sciences.

[13]  M. Pilowsky,et al.  Resistance toLeveillula Taurica mildew (=Oidiopsis taurica) inCapsicum annuum , 1992, Phytoparasitica.

[14]  Jack Brown,et al.  An Introduction to Plant Breeding , 2008 .

[15]  Raymond E. Miller,et al.  Complexity of Computer Computations , 1972 .

[16]  S. Janson,et al.  Wiley‐Interscience Series in Discrete Mathematics and Optimization , 2011 .

[17]  Richard M. Karp,et al.  Reducibility Among Combinatorial Problems , 1972, 50 Years of Integer Programming.

[18]  J. Dekkers,et al.  Multifactorial genetics: The use of molecular genetics in the improvement of agricultural populations , 2002, Nature Reviews Genetics.

[19]  R. S. Laundy,et al.  Multiple Criteria Optimisation: Theory, Computation and Application , 1989 .

[20]  M. Mézard,et al.  Toward a Theory of Marker-Assisted Gene Pyramiding , 2004, Genetics.