Designing an optimal marker-based pedigree selection strategy for parent building in barley in the presence of repulsion linkage, using computer simulation

2007 ◽  
Vol 58 (3) ◽  
pp. 243 ◽  
Author(s):  
G. Ye ◽  
D. Moody ◽  
L. Emebiri ◽  
M. van Ginkel

Pyramiding multiple desirable genes is an important method for the development of improved breeding materials and/or new cultivars. When the number of genes to be pyramided is many, or the genes are tightly linked in repulsion, it is practically impossible to recover the desirable recombinants in a single generation using a realistic population size, and repeated selection at several generations is required. The availability of markers tightly linked to the desirable genes makes it possible to conduct effective individual selection at early generations. This reduces the number of lines tested in the later generations and increases the desirable genotype frequency in the selected progeny. Computer simulation was used to develop such a marker-based pedigree selection strategy for the development of a barley line that contains 6 desired genes from 3 parental breeding lines (HS078 (H): 221222; PI366444 (P): 212222; Sloop Vic. (S): 122111; with 1 and 2 representing desirable and undesirable alleles, respectively), using the top cross H/P//S. The 6 genes targetted contribute to photoperiod sensitivity, Russian wheat aphid resistance, leaf rust resistance, boron tolerance, earliness per se, and cereal cyst nematode resistance. Under the assumption that perfect markers were available for all the 6 genes, a TC1 population of 300 plants was required to obtain 3 or more lines of the best genotype ‘211222/122111’, in which 3 loci were fixed for the desirable alleles, while the remaining 3 were kept as heterozygous. When single seed descent was used from the TC2 generation until complete homozygosity, the probability of obtaining lines of the desirable genotype (fixed for the desirable alleles at all 6 loci) was low due to the tight repulsion linkage between some of the genes. About 4000 individuals would be required to ensure with 99% probability the recovery of at least 1 line with the desirable genotype. The total number of lines that would need to be genotyped would be at least 5000. When the pedigree method was used in all test-cross generations, many schemes resulted in more lines of the fixed desirable genotype by genotyping fewer lines. The various options were compared using the genetic simulation software module QuLine, based on the QU-GENE simulation platform. The optimum scheme in terms of high success rate and relatively low genotyping costs consisted of the following steps: (1) in TC1 genotyping of 300 individuals allows for 3 or more individuals with the genotype ‘211222/122111’ to be identified; (2) in the TC2 individuals that are fixed for 3 loci and segregating for the remaining 3, loci can be selected from among 500 TC2 plants; (3) in the TC3, 50 or more individuals per TC3 line are genotyped for the 3 segregating loci, and individuals fixed for 5 loci and segregating for the 6th locus can be detected (genotyping is only needed for the segregating loci); (4) 25 individuals per TC4 line are genotyped for the single remaining segregating locus and several individuals of the desirable genotype (111111/111111) are finally selected. The desirable line is then obtained by collecting selfed seed from the selected TC4 plants. Using this scheme, on average, 320 desired TC5 lines were obtained by genotyping fewer than 2000 lines. When markers were tightly linked to the target genes but not diagnostic (perfect), not only was more genotyping required, but also appropriate phenotyping at the end of the marker selection process was necessary to confirm the presence of all the target genes. Under the assumption that recombination between marker and target gene was 5%, the best selection scheme identified, on average, 30 fixed desirable lines by genotyping 8000 lines and phenotyping 700 TC5 lines. If double haploid lines were produced from the F1 generation between H and P, and marker and phenotypic screening were conducted, followed by crossing of the individual with the target 2 loci in desired homozygous allelic status with parent S, the total amount of genotyping and phenotyping could be halved. This study showed that genetic simulation allows for numerous strategies to be compared using real data, and to develop an optimal crossing and selection strategy to combine desired alleles in the most effective and efficient way. This approach could likewise be used in other marker-assisted breeding programs.


Processes ◽  
2020 ◽  
Vol 9 (1) ◽  
pp. 67
Author(s):  
Stefanie Hering ◽  
Nico Schäuble ◽  
Thomas M. Buck ◽  
Brigitta Loretz ◽  
Thomas Rillmann ◽  
...  

Increasing regulatory demands are forcing the pharmaceutical industry to invest its available resources carefully. This is especially challenging for small- and middle-sized companies. Computer simulation software like FlexSim allows one to explore variations in production processes without the need to interrupt the running process. Here, we applied a discrete-event simulation to two approved film-coated tablet production processes. The simulations were performed with FlexSim (FlexSim Deutschland—Ingenieurbüro für Simulationsdienstleistung Ralf Gruber, Kirchlengern, Germany). Process visualization was done using Cmap Tools (Florida Institute for Human and Machine Cognition, Pensacola, FL, USA), and statistical analysis used MiniTab® (Minitab GmbH, Munich, Germany). The most critical elements identified during model building were the model logic, operating schedule, and processing times. These factors were graphically and statistically verified. To optimize the utilization of employees, three different shift systems were simulated, thereby revealing the advantages of two-shift and one-and-a-half-shift systems compared to a one-shift system. Without the need to interrupt any currently running production processes, we found that changing the shift system could save 50–53% of the campaign duration and 9–14% of the labor costs. In summary, we demonstrated that FlexSim, which is mainly used in logistics, can also be advantageously implemented for modeling and optimizing pharmaceutical production processes.



2008 ◽  
Vol 23 (4) ◽  
pp. 354-360 ◽  
Author(s):  
Jeffrey M. Franc-Law ◽  
Micheal J. Bullard ◽  
F. Della Corte

AbstractIntroduction:Although most hospitals have an emergency department disas- ter plan, most never have been implemented in a true disaster or been tested objectively. Computer simulation may be a useful tool to predict emergency department patient flow during a disaster.Purpose:The aim of this study was to compare the accuracy of a computer simulation in predicting emergency department patient flow during a masscasualty incident with that of a real-time, virtual, live exercise.Methods:History, physical examination findings, and laboratory results for 136 simulated patients were extracted from the disastermed.ca patient database as used as input into a computer simulation designed to represent the emergency department at the University of Alberta Hospital.The computer simulation was developed using a commercially available simulation software platform (2005, SimProcess, CACI Products, San Diego CA). Patient flow parameters were compared to a previous virtual, live exercise using the same data set.Results:Although results between the computer simulation and the live exercise appear similar, they differ statistically with respect to many patient benchmarks. There was a marked difference between the triage codes assigned during the live exercise and those from the patient database; however, this alone did not account for the differences between the patient groups. It is likely that novel approaches to patient care developed by the live exercise group, which are difficult to model by computer software, contributed to differences between the groups. Computer simulation was useful, however, in predicting how small changes to emergency department structure, such as adding staff or patient care areas, can influence patient flow.Conclusions:Computer simulation is helpful in defining the effects of changes to a hospital disaster plan. However, it cannot fully replace participant exercises. Rather, computer simulation and live exercises are complementary, and both may be useful for disaster plan evaluation.



2013 ◽  
Vol 368 (1628) ◽  
pp. 20130056 ◽  
Author(s):  
Matteo Toscani ◽  
Matteo Valsecchi ◽  
Karl R. Gegenfurtner

When judging the lightness of objects, the visual system has to take into account many factors such as shading, scene geometry, occlusions or transparency. The problem then is to estimate global lightness based on a number of local samples that differ in luminance. Here, we show that eye fixations play a prominent role in this selection process. We explored a special case of transparency for which the visual system separates surface reflectance from interfering conditions to generate a layered image representation. Eye movements were recorded while the observers matched the lightness of the layered stimulus. We found that observers did focus their fixations on the target layer, and this sampling strategy affected their lightness perception. The effect of image segmentation on perceived lightness was highly correlated with the fixation strategy and was strongly affected when we manipulated it using a gaze-contingent display. Finally, we disrupted the segmentation process showing that it causally drives the selection strategy. Selection through eye fixations can so serve as a simple heuristic to estimate the target reflectance.



2021 ◽  
Author(s):  
◽  
Yu Ren

<p>Spectrum today is regulated based on fixed licensees. In the past radio operators have been allocated a frequency band for exclusive use. This has become problem for new users and the modern explosion in wireless services that, having arrived late find there is a scarcity in the remaining available spectrum. Cognitive radio (CR) presents a solution. CRs combine intelligence, spectrum sensing and software reconfigurable radio capabilities. This allows them to opportunistically transmit among several licensed bands for seamless communications, switching to another channel when a licensee is sensed in the original band without causing interference. Enabling this is an intelligent dynamic channel selection strategy capable of finding the best quality channel to transmit on that suffers from the least licensee interruption. This thesis evaluates a Q-learning channel selection scheme using an experimental approach. A cognitive radio deploying the scheme is implemented on GNU Radio and its performance is measured among channels with different utilizations in terms of its packet transmission success rate, goodput and interference caused. We derive similar analytical expressions in the general case of large-scale networks. Our results show that using the Q-learning scheme for channel selection significantly improves the goodput and packet transmission success rate of the system.</p>



2014 ◽  
Vol 933 ◽  
pp. 874-878
Author(s):  
Yun Rui Wang

Inventory is an important link in supply chain, according to characteristics and objectives of inventory control, the reasonable safety inventory, order point, the highest inventory and inventory strategy were determined based on historical sales data. Using Witness simulation software, the optimal strategy was selected from nine inventory strategies by running simulation model for one year. If goods shortage was allowing, the seventh schemes (72000,158100) was better ,the minimum total cost was 888158 yuan ; considering allowing a small amount of shortage, the cost of eighth schemes ( 82000,158100) was least of 1095167; the third scenarios (92000,138100) was selected if without shortage, and the minimum total cost was 1254909 yuan. This shows, the application of computer simulation to assist in the management of inventory is scientific and feasible, it can help enterprises to save the order and operation cost.



2010 ◽  
Vol 40-41 ◽  
pp. 361-365
Author(s):  
Ya Qin Fan ◽  
Hao Fan ◽  
Chao Sun

This paper features of IPSec and MPLS technologies, proposes a suitable MPLS VPN security solutions. The program to solve the VPN using MPLS backbone network in the public transport there is a second layer of information can not automatically encrypt, or connect easily made because of errors due to the interruption of information disclosure and other issues. To verify the proposed security program, the actual MPLS VPN can be simplified, abstracestablishing a simulation system MPLS VPN, and using OPNET simulation software simulation, simulation results of VPN officers practical reference value.



2012 ◽  
Vol 26 ◽  
pp. 135-150 ◽  
Author(s):  
Xiaocheng Liu ◽  
Qiang He ◽  
Xiaogang Qiu ◽  
Bin Chen ◽  
Kedi Huang


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