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| 1 | Genome-wide prediction in a hybrid maize population adapted to Northwest China显示文摘Genome-wide prediction is a promising approach to boost selection gain in hybrid breeding.Our main objective was to evaluate the potential and limits of genome-wide prediction to identify superior hybrid combinations adapted to Northwest China.A total of 490 hybrids derived from crosses among 119 inbred lines from the Shaan A and Shaan B heterotic pattern were used for genome-wide prediction of ten agronomic traits.We tested eight different statistical prediction models considering additive(A)effects and in addition evaluated the impact of dominance(D)and epistasis(E)on the prediction ability.Employing five-fold cross validation,we show that the average prediction ability ranged from 0.386 to 0.794 across traits and models.Six parametric methods,i.e.ridge regression,LASSO,Elastic Net,Bayes B,Bayes C and reproducing kernel Hilbert space(RKHS)approach,displayed a very similar prediction ability for each trait and two non-parametric methods(random forest and support vector machine)had a higher prediction performance for the trait rind penetrometer resistance of the third internode above ground(RPR_TIAG).The models of A+D RKHS and A+D+E RKHS were slightly better for predicting traits with a relatively high non-additive variance.Integrating trait-specific markers into the A+D RKHS model improved the prediction ability of grain yield by 3%,from 0.528 to 0.558.Of all 6328 potential hybrids,selection of the top 44 hybrids would lead to a 6%increase in grain yield compared with Zhengdan 958,a commercially successful hybrid variety.In conclusion,our results substantiate the value of genome-wide prediction for hybrid breeding and suggest dozens of promising single crosses for developing high-yielding hybrids for Northwest China. | Guoliang Li Yuan Dong Yusheng Zhao Xiaokang Tian Tobias Würschum Jiquan Xue Shaojiang Chen Jochen C.Reif Shutu Xu Wenxin Liu | 2020 | The Crop Journal2020，8，5： | 4 |
| 2 | Spatial targeting of payments for environmental services: A tool for boosting conservation benefits显示文摘 | Tobias Wünscher Stefanie Engel Sven Wunder | 2007 | Ecological Economics2007，，4： | 3 |
| 3 | Spatial targeting of payments for environmental services: A tool for boosting conservation benefits显示文摘 | Tobias Wünscher Stefanie Engel Sven Wunder | 2007 | Ecological Economics2007，，4： | 2 |
| 4 | Ertapenem:the new carbapenem 5 years after first FDA licensing for clinical practice显示文摘 | Olaf B Hartmut D Tobias W | | 0，，02： | 1 |
| 5 | Biofuel support policies in Europe:Lessons learnt for the long way ahead显示文摘 | Tobias W Guillaume L Panayotis C | 2009 | Renewable and Sustainable Energy Reviews2009，13，4： | 1 |
| 6 | The chatter of lathe tools under other cutting conditions显示文摘 | Tobias S A Fishwick W | 1958 | Transactions of the ASME1958，80，： | 1 |
| 7 | Investigating the five facet mindfulness questionnaire (FFMQ):construction of a short form and evidence of a two-factor higher order structure of mindfulness显示文摘 | ULRICH S TRAN TOBIAS M GLUCK INGO W NADER | 2013 | Journal of Clinical Psychology2013，69，9： | 1 |
| 8 | Theory of regenerative machine tool chatter显示文摘 | Tobias S A Fishwick W | 1958 | The Engineer1958，205，： | 1 |
| 9 | Antibiotic-based selection for bacterial genes that are specifically induced during infection of a host显示文摘 | MAHAN M J TOBIAS J W SLAUCH J M | 1995 | Prec Natl Acad Sci U S A1995，92，3： | 1 |
| 10 | Theory of Regenerative Machine Tool Chatter显示文摘 | Tobias S A Fishwick W | 1958 | Engineering London1958，，205： | 1 |
| 11 | Characterization of high-intensity sub-4-fs laser pul- ses using spatially encoded spectral shearing interfer- ometry显示文摘 | TOBIAS W FELIX F CHRISTOPHER A | 2011 | Optics Letters2011，36，9： | 1 |
| 12 | Investigations of porous silicon for vapour sensing 显示文摘 | Anderson R C Muller R S Tobias C W | 1990 | Sensors and Actuators A1990，2123，： | 1 |
| 13 | Harald,Experimental demonstration of free-space decoy-state quantum key distribution over 144km显示文摘 | Tobias S M Henning W Martin F | 2007 | Phys Rev Lett2007，98，01： | 1 |
| 14 | Scaling properties of multivariate landscape structure显示文摘 | Tobias P C T Klemens E Volkmar W | 2005 | Ecological Indicators2005，5，4： | 1 |
| 15 | Development of individual three-dimensional bone substitutes using 'selective laser melting' 显示文摘 | Dirk A H Tobias W Matthias W | 2003 | European Journal of Trauma2003，29，4： | 1 |
| 16 | Theoretical analysis of current distribution in porous electrode 显示文摘 | NEWMAN J S TOBIAS C W | 1962 | Electrochem Soc1962，109，6： | 1 |
| 17 | The role of different anesthetic techniques in altering the stress response during cardiac surgery in children: a prospective, double- blinded, and randomized study 显示文摘 | NAGUIB A N TOBIAS J D HALL M W | 2013 | Pediatr Crit Care Med2013，14，5： | 1 |
| 18 | CT Angiography and Doppler sonography for Emergency Assessment in acute basilar artery ischemia 显示文摘 | Tobias B Michael K Susanne W | 1999 | Stroke1999，30，7： | 1 |
| 19 | Physical activity and sedentary behaviors associated with risk of progression from gestational diabetes mellitus to type2 diabetes mellitus: a prospective cohort study 显示文摘 | Bao W Zhang C Tobias DK | 2014 | JAMA Med2014，174，7： | 1 |
| 20 | Landsat-based Inventory of Gla- ciers in Western Canada, 1985-2005显示文摘 | Tobias B Brian M Roger W | 2010 | Remote Sensing of Environment2010，114，： | 1 |
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