Title :
Estimation of Teaching-Learning-Based Optimization Primer Design Using Regression Analysis for Different Melting Temperature Calculations
Author_Institution :
Dept. of Mobile Technol., Toko Univ., Chiayi, Taiwan
Abstract :
Primers plays important role in polymerase chain reaction (PCR) experiments, thus it is necessary to select characteristic primers. Unfortunately, manual primer design manners are time-consuming and easy to get human negligence because many PCR constraints must be considered simultaneously. Automatic programs for primer design were developed urgently. In this study, the teaching-learning-based optimization (TLBO), a robust and free of algorithm-specific parameters method, is applied to screen primers conformed primer constraints. The optimal primer frequency (OPF) based on three known melting temperature formulas is estimated by 500 runs for primer design in each different number of generations. We selected optimal primers from fifty random nucleotide sequences of Homo sapiens at NCBI. The results indicate that the SantaLucia´s formula is better coupled with the method to get higher optimal primer frequency and shorter CPU-time than the Wallace´s formula and the Bolton and McCarthy´s formula. Through the regression analysis, we also find the generations are significantly associated with the optimal primer frequency. The results are helpful for developing the novel TLBO-based computational method to design feasible primers.
Keywords :
biomedical engineering; molecular biophysics; optimisation; regression analysis; Bolton and McCarthy formula; Homo sapiens; NCBI; SantaLucia formula; Wallace formula; algorithm-specific parameter method; manual primer design manner; melting temperature calculation; nucleotide sequence; optimal primer frequency; polymerase chain reaction constraint; polymerase chain reaction experiment; regression analysis; teaching-learning-based optimization primer design estimation; Algorithm design and analysis; Design methodology; Nanobioscience; Optimization; Regression analysis; Sociology; Optimal primer frequency (OPF); polymerase chain reaction (PCR); primer design; regression analysis; teaching-learning-based optimization (TLBO);
Journal_Title :
NanoBioscience, IEEE Transactions on
DOI :
10.1109/TNB.2014.2352351