Quantitative Genetics
The Quantitative Genetics research group is interested in devising and evaluating ‘omics’-based breeding strategies to boost selection gain in (pre)breeding programs. Our model crop is wheat, but research activities also encompass barley, German chamomile, common bean, soybean, maize, rye, Arabidopsis, and canola.
The group's research activities can be divided into three areas.
1) Redesigning the exploitation of wheat genetic resources
2) Boosting yield and yield stability by initiating hybrid breeding in selfing species
3) Expanding the toolbox of statistical genomics
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Projects
Redesigning the exploitation of wheat genetic resources
More than half a million wheat genetic resources are resting in gene banks worldwide. Unlocking their hidden favorable genetic diversity for breeding is pivotal for enhancing grain yield potential. We are devising and evaluating novel ‘omics’-based pre-breeding strategies leveraging the valorisation of wheat genetic resources.
Boosting yield and yield stability by initiating hybrid breeding in selfing species
Selfing species are often bred as pure-line varieties with stagnating yield growths. In contrast, selection gain in outcrossing species such as maize is high. We make use of the ‚omics‘-data revolution in order to embark on hybrid breeding programs in selfing species by elaborating strategies to establish, improve, and broaden heterotic groups and pattern.
Expanding the toolbox of statistical genomics
Genomic-assisted crop improvement is a promising approach to enhance the selection gain per unit time. We expand the quantitative genetic toolbox to dissect the genetic architecture and predict complex traits considering additive, dominance, and epistatic effects. The tools are validated using simulated and experimental data of different crops.
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Staff
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Publications
Berkner M O, Jiang Y, Reif J C, Schulthess A W:
Trait-customized sampling of core collections from a winter wheat genebank collection supports association studies. Front. Plant Sci. 15 (2024) 1451749. https://dx.doi.org/10.3389/fpls.2024.1451749
Berkner M O, Weise S, Reif J C, Schulthess A W:
Genomic prediction reveals unexplored variation in grain protein and lysine content across a vast winter wheat genebank collection. Front. Plant Sci. 14 (2024) 1270298. https://dx.doi.org/10.3389/fpls.2023.1270298
Cavalet-Giorsa E, González-Muñoz A, Athiyannan N, Holden S, Salhi A, Gardener C, Quiroz-Chávez J, Rustamova S M, Elkot A F, Patpour M, Rasheed A, Mao L, Lagudah E S, Periyannan S K, Sharon A, Himmelbach A, Reif J C, Knauft M, Mascher M, Stein N, Chayut N, Ghosh S, Perovic D, Putra A, Perera A B, Hu C-Y, Yu G, Ahmed H I, Laquai K D, Rivera L F, Chen R, Wang Y, Gao X, Liu S, Raupp W J, Olson E L, Lee J-Y, Chhuneja P, Kaur S, Zhang P, Park R F, Ding Y, Liu D-C, Li W, Nasyrova F Y, Dvorak J, Abbasi M, Li M, Kumar N, Meyer W B, Boshoff W H P, Steffenson B J, Matny O, Sharma P K, Tiwari V K, Grewal S, Pozniak C J, Chawla H S, Ens J, Dunning L T, Kolmer J A, Lazo G R, Xu S S, Gu Y Q, Xu X, Uauy C, Abrouk M, Bougouffa S, Brar G S, Wulff B B H, Krattinger S G:
Origin and evolution of the bread wheat D genome. Nature 633 (2024) 848-855. https://dx.doi.org/10.1038/s41586-024-07808-z
Chen G, Stepanenko A, Borisjuk N:
Contrasting patterns of 5S rDNA repeats in European and Asian ecotypes of greater duckweed, Spirodela polyrhiza (Lemnaceae). Front. Plant Sci. 15 (2024) 1378683. https://dx.doi.org/10.3389/fpls.2024.1378683
Dong Y, Li G, Zhang X, Feng Z, Li T, Li Z, Xu S, Xu S, Liu W, Xue J:
Genome-wide association study for maize hybrid performance in a typical breeder population. Int. J. Mol. Sci. 25 (2024) 1190. https://dx.doi.org/10.3390/ijms25021190
Golan G, Weiner J, Zhao Y, Schnurbusch T:
Agroecological genetics of biomass allocation in wheat uncovers genotype interactions with canopy shade and plant size. New Phytol. 242 (2024) 107-120. https://dx.doi.org/10.1111/nph.19576
He X, Wang D, Jiang Y, Li M, Delgado-Baquerizo M, McLaughlin C, Marcon C, Guo L, Baer M, Moya Y A T, von Wirén N, Deichmann M, Schaaf G, Piepho H-P, Yang Z, Yang J, Yim B, Smalla K, Goormachtig S, de Vries F T, Hüging H, Baer M, Sawers R J H, Reif J C, Hochholdinger F, Chen X, Yu P:
Heritable microbiome variation is correlated with source environment in locally adapted maize varieties. Nat. Plants 10 (2024) 598–617. https://dx.doi.org/10.1038/s41477-024-01654-7
Huang Y, Maurer A, Giehl R F H, Zhao S, Golan G, Thirulogachandar V, Li G, Zhao Y, Trautewig C, Himmelbach A, Börner A, Jayakodi M, Stein N, Mascher M, Pillen K, Schnurbusch T:
Dynamic phytomeric growth contributes to local adaptation in barley. Mol. Biol. Evol. 41 (2024) msae011. https://dx.doi.org/10.1093/molbev/msae011
Lauterberg M, Tschiersch H, Zhao Y, Kuhlmann M, Mücke I, Papa R, Bitocchi E, Neumann K:
Implementation of theoretical non-photochemical quenching (NPQ((T))) to investigate NPQ of chickpea under drought stress with High-throughput Phenotyping. Sci. Rep. 14 (2024) 13970. https://dx.doi.org/10.1038/s41598-024-63372-6
Lell M, Zhao Y, Reif J C:
Leveraging the potential of big genomic and phenotypic data for genome-wide association mapping in wheat. Crop J. 12 (2024) 803-813. https://doi.org/10.1016/j.cj.2024.03.005
Paril J, Reif J, Fournier-Level A, Pourkheirandish M:
Heterosis in crop improvement. Plant J. 117 (2024) 23-32. https://dx.doi.org/10.1111/tpj.16488
Rembe M:
The use of genome-wide prediction to increase efficiency in plant breeding programs. (PhD Thesis) Halle/S., Martin-Luther-Universität Halle-Wittenberg, Naturwissenschaftliche Fakultät III Agrar- und Ernährungswissenschaften, Geowissenschaften und Informatik (2024)
Schmidt C, Hinterberger V, Philipp N, Reif J C, Schnurbusch T:
Hybrid grain production in wheat benefits from synchronized flowering and high female flower receptivity. J. Exp. Bot. (2024) accepted. https://dx.doi.org/10.1093/jxb/erae430
Schneider J, Hinterberger V, Spiller M, Moittié T, Gils M, Wolf M, Reif J C, Schulthess A W:
First insights into the quantitative genetic composition of the female seed yield for an efficient hybrid seed production in wheat (Triticum aestivum L.). Plant Breed. 143 (2024) 131-141. https://dx.doi.org/10.1111/pbr.13160
Svoboda P, Holubec V, Reif J C, Berkner M O:
Curation of historical phenotypic wheat data from the Czech Genebank for research and breeding. Sci. Data 11 (2024) 763. https://dx.doi.org/10.1038/s41597-024-03598-1
Yuan Z, Rembe M, Mascher M, Stein N, Jayakodi M, Börner A, Oldach K, Jahoor A, Jensen J D, Rudloff J, Dohrendorf V-E, Kuhfus L P, Dyrszka E, Conte M, Hinz F, Trouchaud S, Reif J C, El Hanafi S:
Capitalizing genebank core collections for rare and novel disease resistance loci to enhance barley resilience. J. Exp. Bot. 75 (2024) 5940–5954. https://dx.doi.org/10.1093/jxb/erae283
El Hanafi S, Jiang Y, Kehel Z, Schulthess A W, Zhao Y, Mascher M, Haupt M, Himmelbach A, Stein N, Amri A, Reif J C:
Genomic predictions to leverage phenotypic data across genebanks. Front. Plant Sci. 14 (2023) 1227656. https://dx.doi.org/10.3389/fpls.2023.1227656
Fernández-Calleja M, Boutin C, Dyrszka E, Manès Y, Reif J C, Zhao Y, Aparicio N, Ciudad F J, Casas A M, Igartua E:
Identification of adapted breeding lines to improve barley hybrids for Spain. Crop Sci. 63 (2023) 186-203. https://doi.org/10.1002/csc2.20858
Gogna A, Zhang J, Jiang Y, Schulthess A W, Zhao Y, Reif J C:
Filtering for SNPs with high selective constraint augments mid-parent heterosis predictions in wheat (Triticum aestivum L.). Crop J. 11 (2023) 166-176. https://dx.doi.org/10.1016/j.cj.2022.06.009
Hinterberger V, Douchkov D, Lueck S, Reif J C, Schulthess A W:
High-throughput imaging of powdery mildew resistance of the winter wheat collection hosted at the German Federal ex situ Genebank for Agricultural and Horticultural Crops. GigaScience 12 (2023) giad007. https://dx.doi.org/10.1093/gigascience/giad007
Khodaeiaminjan M, Knoch D, Ndella Thiaw M R, Marchetti C F, Kořínková N, Techer A, Nguyen T D, Chu J, Bertholomey V, Doridant I, Gantet P, Graner A, Neumann K, Bergougnoux V:
Genome-wide association study in two-row spring barley landraces identifies QTL associated with plantlets root system architecture traits in well-watered and osmotic stress conditions. Front. Plant Sci. 14 (2023) 1125672. https://dx.doi.org/10.3389/fpls.2023.1125672
Kishchenko O, Stepanenko A, Straub T, Zhou Y, Neuhäuser B, Borisjuk N:
Ammonium uptake, mediated by ammonium transporters, mitigates manganese toxicity in Duckweed, Spirodela polyrhiza. Plants 12 (2023) 208. https://dx.doi.org/10.3390/plants12010208
Li Y-H, Qin C, Wang L, Jiao C, Hong H, Tian Y, Li Y, Xing G, Wang J, Gu Y, Gao X, Li D, Li H, Liu Z, Jing X, Feng B, Zhao T, Guan R, Guo Y, Liu J, Yan Z, Zhang L, Ge T, Li X, Wang X, Qiu H, Zhang W, Luan X, Han Y, Han D, Chang R, Guo Y, Reif J C, Jackson S A, Liu B, Tian S, Qiu L-J:
Genome-wide signatures of the geographic expansion and breeding of soybean. Sci. China Life Sci. 66 (2023) 350-365. https://dx.doi.org/10.1007/s11427-022-2158-7
Meyer R C, Weigelt-Fischer K, Tschiersch H, Topali G, Altschmied L, Heuermann M C, Knoch D, Kuhlmann M, Zhao Y, Altmann T:
Dynamic growth QTL action in diverse light environments - characterization of light regime-specific and stable QTL in Arabidopsis. J. Exp. Bot. 74 (2023) 5341–5362. https://dx.doi.org/10.1093/jxb/erad222
Muqaddasi Q H, Muqaddasi R K, Ebmeyer E, Korzun V, Argillier O, Mirdita V, Reif J C, Ganal M W, Röder M S:
Genetic control and prospects of predictive breeding for European winter wheats Zeleny sedimentation values and Hagberg-Perten falling number. Theor. Appl. Genet. 136 (2023) 229. https://dx.doi.org/10.1007/s00122-023-04450-7
Neumann K, Schulthess A W, Bassi F M, Dhanagond S, Khlestkina E, Börner A, Graner A, Kilian B:
Genomic approaches to using diversity for the adaptation of modern varieties of wheat and barley to climate change. In: Ghamkhar K, Williams W, Brown A H D (Eds.): Plant Genetic Resources for the 21st Century. The OMICS Era. New York: Apple Academic Press (2023) ISBN 9781774910825, 47-78. https://dx.doi.org/10.1201/9781003302957
Rahmani M-S, Naghavi M-R, Bushehri A-A S, Shabanian N, Otto L-G:
Phenotyping and genotyping of Pistacia atlantica Desf. subsp. kurdica along an environmental gradient in the semi-arid forests of western and southern Iran. Tree Genet. Genomes 19 (2023) 46. https://dx.doi.org/10.1007/s11295-023-01621-x
Słomińska-Durdasiak K M:
Host-induced gene silencing as resistance strategy against pathogens. (PhD Thesis) Halle/S., Martin-Luther-Universität Halle-Wittenberg, Naturwissenschaftliche Fakultät III Agrar- und Ernährungswissenschaften, Geowissenschaften und Informatik (2023) 135 pp.
Specka X, Martini D, Weiland C, Arend D, Asseng S, Boehm F, Feike T, Fluck J, Gackstetter D, Gonzales-Mellado A, Hartmann T, Haunert J-H, Hoedt F, Hoffmann C, König P, Lange M, Lesch S, Lindstädt B, Lischeid G, Möller M, Rascher U, Reif J C, Schmalzl M, Senft M, Stahl U, Svoboda N, Usadel B, Webber H, Ewert F:
FAIRagro: Ein Konsortium in der Nationalen Forschungsdateninfrastruktur (NFDI) für Forschungsdaten in der Agrosystemforschung. Informatik Spektrum 46 (2023) 24-35. https://dx.doi.org/10.1007/s00287-022-01520-w
Tian Y, Li D, Wang X, Zhang H, Wang J, Yu L, Guo C, Luan X, Liu X, Li H, Reif J C, Li Y-H, Qiu L-J:
Deciphering the genetic basis of resistance to soybean cyst nematode combining IBD and association mapping. Theor. Appl. Genet. 136 (2023) 50. https://dx.doi.org/10.1007/s00122-023-04268-3
Varshney R K, Stein N, Reif J:
Professor Andreas Graner: driven by the quest to unlock crop plant genomes for conservation and utilization of germplasm for breeding. Plant Biotechnol. J. 21 (2023) 2426-2432. https://dx.doi.org/10.1111/pbi.14143
Würschum T, Zhu X, Zhao Y, Jiang Y, Reif J C, Maurer H P:
Maximization through optimization? On the relationship between hybrid performance and parental genetic distance. Theor. Appl. Genet. 136 (2023) 186. https://dx.doi.org/10.1007/s00122-023-04436-5
Zhou Y, Stepanenko A, Kishchenko O, Xu J, Borisjuk N:
Duckweeds for phytoremediation of polluted water. Plants 12 (2023) 589. https://dx.doi.org/10.3390/plants12030589
Aiyesa L V:
Unravelling the genetics of pod stringiness and agronomic traits of common bean (Phaseolus vulgaris L.) using genome-wide association studies and genotyping-by-sequencing. (Master Thesis) Göttingen, Georg-August-Universität Göttingen, Fakultät für Agrarwissenschaften (2022) 55 pp.
Arndt L:
Ein populationsbasierter Selektions- und Rückkreuzungsansatz ermöglicht es, wertvolle Variation für die Offenblütigkeit aus pflanzengenetischen Ressourcen zu erschließen. (Master Thesis) Halle/S., Martin-Luther-Universität Halle-Wittenberg, Naturwissenschaftliche Fakultät III Agrar- und Ernährungswissenschaften, Geowissenschaften und Informatik (2022)
Berkner M O, Schulthess A W, Zhao Y, Jiang Y, Oppermann M, Reif J C:
Choosing the right tool: Leveraging of plant genetic resources in wheat (Triticum aestivum L.) benefits from selection of a suitable genomic prediction model. Theor. Appl. Genet. 135 (2022) 4391-4407. https://dx.doi.org/10.1007/s00122-022-04227-4
Beukert U:
Genetic architecture of leaf rust and stripe rust resistance in European wheat. (PhD Thesis, kumulativ) Halle/S., Martin-Luther-Universität Halle-Wittenberg, Naturwissenschaftliche Fakultät III Agrar- und Ernährungswissenschaften, Geowissenschaften und Informatik (2022) 81 pp.
Buerstmayr H, Dreccer M F, Miladinović D, Qiu L, Rajcan I, Reif J, Varshney R K, Vollmann J:
Editorial: Plant breeding for increased sustainability: challenges, opportunities and progress. Theor. Appl. Genet. 135 (2022) 3679-3683. https://dx.doi.org/10.1007/s00122-022-04238-1
Fu J, Hao Y, Li H, Reif J C, Chen S, Huang C, Wang G, Li X, Xu Y, Li L:
Integration of genomic selection with doubled-haploid evaluation in hybrid breeding: From GS 1.0 to GS 4.0 and beyond. Mol. Plant 15 (2022) 577-580. https://dx.doi.org/10.1016/j.molp.2022.02.005
Gogna A, Schulthess A W, Röder M S, Ganal M W, Reif J C:
Gabi wheat a panel of European elite lines as central stock for wheat genetic research. Sci. Data 9 (2022) 538. https://dx.doi.org/10.1038/s41597-022-01651-5
Grüneberg W J, de Boeck B, Diaz F, Eyzaguirre R, Low J W, Reif J C, Campos H:
Heterosis and responses to selection in orange fleshed sweetpotato (Ipomoea batatas L.) improved using reciprocal recurrent selection. Front. Plant Sci. 13 (2022) 793904. https://dx.doi.org/10.3389/fpls.2022.793904
Hinterberger V, Douchkov D, Lück S, Kale S, Mascher M, Stein N, Reif J C, Schulthess A W:
Mining for new sources of resistance to powdery mildew in genetic resources of winter wheat. Front. Plant Sci. 13 (2022) 836723. https://dx.doi.org/10.3389/fpls.2022.836723
Hussain B, Akpınar B A, Alaux M, Algharib A M, Sehgal D, Ali Z, Aradottir G I, Batley J, Bellec A, Bentley A R, Cagirici H B, Cattivelli L, Choulet F, Cockram J, Desiderio F, Devaux P, Dogramaci M, Dorado G, Dreisigacker S, Edwards D, El-Hassouni K, Eversole K, Fahima T, Figueroa M, Gálvez S, Gill K S, Govta L, Gul A, Hensel G, Hernandez P, Crespo-Herrera L A, Ibrahim A, Kilian B, Korzun V, Krugman T, Li Y, Liu S, Mahmoud A F, Morgounov A, Muslu T, Naseer F, Ordon F, Paux E, Perovic D, Reddy G V P, Reif J C, Reynolds M, Roychowdhury R, Rudd J, Sen T Z, Sukumaran S, Ozdemir B S, Tiwari V K, Ullah N, Unver T, Yazar S, Appels R, Budak H:
Capturing wheat phenotypes at the genome level. Front. Plant Sci. 13 (2022) 851079. https://dx.doi.org/10.3389/fpls.2022.851079
Kale S M, Schulthess A W, Padmarasu S, Boeven P H G, Schacht J, Himmelbach A, Steuernagel B, Wulff B B H, Reif J C, Stein N, Mascher M:
A catalogue of resistance gene homologs and a chromosome-scale reference sequence support resistance gene mapping in winter wheat. Plant Biotechnol. J. 20 (2022) 1730-1742. https://dx.doi.org/10.1111/pbi.13843
Kamal R, Muqaddasi Q H, Zhao Y, Schnurbusch T:
Spikelet abortion in six-rowed barley is mainly influenced by final spikelet number with potential spikelet number acting as a suppressor trait. J. Exp. Bot. 73 (2022) 2005–2020. https://dx.doi.org/10.1093/jxb/erab529
Langridge P, Alaux M, Almeida N F, Ammar K, Baum M, Bekkaoui F, Bentley A R, Beres B L, Berger B, Braun H-J, Brown-Guedira G, Burt C J, Caccamo M J, Cattivelli L, Charmet G, Civáň P, Cloutier S, Cohan J-P, Devaux P J, Doohan F M, Dreccer M F, Ferrahi M, Germán S E, Goodwin S B, Griffiths S, Guzmán C, Handa H, Hawkesford M J, He Z, Huttner E, Ikeda T M, Kilian B, King I P, King J, Kirkegaard J A, Lage J, Le Gouis J, Mondal S, Mullins E, Ordon F, Ortiz-Monasterio J I, Özkan H, Öztürk İ, Pereyra S A, Pozniak C J, Quesneville H, Quincke M C, Rebetzke G J, Reif J C, Saavedra-Bravo T, Schurr U, Sharma S, Singh S K, Singh R P, Snape J W, Tadesse W, Tsujimoto H, Tuberosa R, Willis T G, Zhang X:
Meeting the challenges facing wheat production: the strategic research agenda of the global wheat Initiative. Agronomy 12 (2022) 2767. https://dx.doi.org/10.3390/agronomy12112767
Li Y-F, Li Y-H, Su S-S, Reif J C, Qi Z-M, Wang X-B, Wang X, Tian Y, Li D-L, Sun R-J, Liu Z-X, Xu Z-J, Fu G-H, Ji Y-L, Chen Q-S, Liu J-Q, Qiu L-J:
The SoySNP618K array: A high-resolution SNP platform as a valuable genomic resource for soybean genetics and breeding. J. Integr. Plant. Biol. 64 (2022) 632-648. https://dx.doi.org/10.1111/jipb.13202
Martin U:
Die Eignung von pflanzengenetischen Ressourcen für die Steigerung der Variation der Offenblütigkeit bei Weizen. (Bachelor Thesis) Bernburg, Hochschule Anhalt, Fachbereich Landwirtschaft, Ökotrophologie und Landschaftsentwicklung (2022)
Rembe M, Zhao Y, Wendler N, Oldach K, Korzun V, Reif J C:
The potential of genome-wide prediction to support parental selection, evaluated with data from a commercial barley breeding program. Plants 11 (2022) 2564. https://dx.doi.org/10.3390/plants11192564
Schulthess A W, Kale S M, Liu F, Zhao Y, Philipp N, Rembe M, Jiang Y, Beukert U, Serfling A, Himmelbach A, Fuchs J, Oppermann M, Weise S, Boeven P H G, Schacht J, Longin C F H, Kollers S, Pfeiffer N, Korzun V, Lange M, Scholz U, Stein N, Mascher M, Reif J C:
Genomics-informed prebreeding unlocks the diversity in genebanks for wheat improvement. Nat. Genet. 54 (2022) 1544-1552. https://dx.doi.org/10.1038/s41588-022-01189-7
Schulthess A W, Kale S M, Zhao Y, Gogna A, Rembe M, Philipp N, Liu F, Beukert U, Serfling A, Himmelbach A, Oppermann M, Weise S, Boeven P H G, Schacht J, Longin C F H, Kollers S, Pfeiffer N, Korzun V, Fiebig A, Schüler D, Lange M, Scholz U, Stein N, Mascher M, Reif J C:
Large-scale genotyping and phenotyping of a worldwide winter wheat genebank for its use in pre-breeding. Sci. Data 9 (2022) 784. https://dx.doi.org/10.1038/s41597-022-01891-5
Schwarzwälder L, Thorwarth P, Zhao Y, Reif J C, Longin C F H:
Hybrid wheat: quantitative genetic parameters and heterosis for quality and rheological traits as well as baking volume. Theor. Appl. Genet. 135 (2022) 1131-1141. https://dx.doi.org/10.1007/s00122-022-04039-6
Špíšek Z, Otto L-G, Vašut R J:
Genotypic variability of Sorbus domestica in Central Europe revealed by the SSR markers. Plant Biosyst. 156 (2022) 938-946. https://dx.doi.org/10.1080/11263504.2021.1984999
Wäsch C:
Impact of male floral traits on seed set in hybrid wheat production. (Master Thesis) Halle/S., Martin-Luther-Universität Halle-Wittenberg, Naturwissenschaftliche Fakultät III Agrar- und Ernährungswissenschaften, Geowissenschaften und Informatik (2022)
Beukert U, Pfeiffer N, Ebmeyer E, Hinterberger V, Lueck S, Serfling A, Ordon F, Schulthess A W, Reif J C:
Efficiency of a seedling phenotyping strategy to support European wheat breeding focusing on leaf rust resistance. Biology 10 (2021) 628. https://dx.doi.org/10.3390/biology10070628
Chen S, Liu F, Wu W, Jiang Y, Zhan K:
A SNP-based GWAS and functional haplotype-based GWAS of flag leaf-related traits and their influence on the yield of bread wheat (Triticum aestivum L.). Theor. Appl. Genet. 134 (2021) 3895–3909. https://dx.doi.org/10.1007/s00122-021-03935-7
González M Y:
Populating a biodigital resource center for barley (Hordeum sp.) using historical records and genomic prediction. (PhD Thesis, kumulativ) Halle/S., Martin-Luther-Universität Halle-Wittenberg, Naturwissenschaftliche Fakultät III Agrar- und Ernährungswissenschaften, Geowissenschaften und Informatik (2021) 43 pp.
Gonzalez M Y, Zhao Y, Jiang Y, Stein N, Habekuss A, Reif J C, Schulthess A W:
Genomic prediction models trained with historical records enable populating the German ex situ genebank bio-digital resource center of barley (Hordeum sp.) with information on resistances to soilborne barley mosaic viruses. Theor. Appl. Genet. 134 (2021) 2181–2196. https://dx.doi.org/10.1007/s00122-021-03815-0
He S, Jiang Y, Thistlethwaite R, Hayden M J, Trethowan R, Daetwyler H D:
Improving selection efficiency of crop breeding with genomic prediction aided sparse phenotyping. Front. Plant Sci. 12 (2021) 735285. https://dx.doi.org/10.3389/fpls.2021.735285
Hu D, Zhao Y, Shen J, He X, Zhang Y, Jiang Y, Snowdon R, Meng J, Reif J C, Zou J:
Genome-wide prediction for hybrids between parents with distinguished difference on exotic introgressions in Brassica napus. Crop J. 9 (2021) 1169-1178. https://doi.org/10.1016/j.cj.2020.11.002
Jiang Y, Weise S, Graner A, Reif J C:
Using genome-wide predictions to assess the phenotypic variation of a barley (Hordeum sp.) gene bank collection for important agronomic traits and passport information. Front. Plant Sci. 11 (2021) 604781. https://dx.doi.org/10.3389/fpls.2020.604781
Jiao W-B, Patel V, Klasen J, Liu F, Pecinkova P, Ferrand M, Gy I, Camilleri C, Effgen S, Koornneef M, Pecinka A, Loudet O, Schneeberger K:
The evolutionary dynamics of genetic incompatibilities introduced by duplicated genes in Arabidopsis thaliana. Mol. Biol. Evol. 38 (2021) 1225-1240. https://dx.doi.org/10.1093/molbev/msaa306
Lell M, Reif J, Zhao Y:
Optimizing the setup of multienvironmental hybrid wheat yield trials for boosting the selection capability. Plant Genome 14 (2021) e20150. https://dx.doi.org/10.1002/tpg2.20150
Li D, Zhou Z, Lu X, Jiang Y, Li G, Li J, Wang H, Chen S, Li X, Würschum T, Reif J C, Xu S, Li M, Liu W:
Genetic dissection of hybrid performance and heterosis for yield-related traits in maize. Front. Plant Sci. 12 (2021) 774478. https://dx.doi.org/10.3389/fpls.2021.774478
Liu F:
Haplotype-based association mapping complements SNP-based approaches as a powerful tool to analyze the genetic basis of complex traits. (PhD Thesis) Halle/S., Martin-Luther-Universität Halle-Wittenberg, Naturwissenschaftliche Fakultät III Agrar- und Ernährungswissenschaften, Geowissenschaften und Informatik (2021) 48 pp.
Meyer R C, Weigelt-Fischer K, Knoch D, Heuermann M, Zhao Y, Altmann T:
Temporal dynamics of QTL effects on vegetative growth in Arabidopsis thaliana. J. Exp. Bot. 72 (2021) 476–490. https://dx.doi.org/10.1093/jxb/eraa490
Muqaddasi Q H, Kamal R, Mirdita V, Rodemann B, Ganal M W, Reif J C, Röder M S:
Genome-wide association studies and prediction of tan spot (Pyrenophoratritici-repentis) infection in European winter wheat via different marker platforms. Genes 12 (2021) 490. https://dx.doi.org/10.3390/genes12040490
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