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Title: Genotype × environment interaction analysis of North American shrub willow yield trials confirms superior performance of triploid hybrids

Journal Article · · Global Change Biology. Bioenergy
DOI:https://doi.org/10.1111/gcbb.12344· OSTI ID:1341327
 [1];  [2];  [3];  [1];  [4];  [5];  [5];  [6];  [7];  [8];  [9];  [10];  [11]; ORCiD logo [1]
  1. Horticulture Section School of Integrative Plant Science New York State Agricultural Experiment Station Cornell University Geneva NY 14456 USA
  2. Department of Forest and Natural Resources Management State University of New York College of Environmental Science and Forestry Syracuse NY 13210 USA
  3. Forest Biomass Innovation Center Michigan State University Escanaba MI 49829 USA
  4. Soil and Crop Sciences Section School of Integrative Plant Science Cornell University Ithaca NY 14853 USA
  5. Department of Soil Science University of Saskatchewan Saskatoon SK S7N 5A8 Canada
  6. Center for Northern Agroforestry and Afforestation University of Saskatchewan Saskatoon SK S7N 5A8 Canada
  7. Department of Plant Science University of Connecticut Storrs CT 06269 USA
  8. Institut de Recherche en Biologie Végétale University of Montréal Montréal QC H3C 3J7 Canada
  9. Southern Research and Outreach Center University of Minnesota Waseca MN 56093 USA
  10. Department of Biology State University of New York at Potsdam Potsdam NY 13676 USA
  11. Department of Crop Sciences University of Illinois Urbana IL 61801 USA

Abstract Development of dedicated bioenergy crop production systems will require accurate yield estimates, which will be important for determining many of the associated environmental and economic impacts of their production. Shrub willow ( Salix spp) is being promoted in areas of the USA and Canada due to its adaption to cool climates and wide genetic diversity available for breeding improvement. Willow breeding in North America is in an early stage, and selection of elite genotypes for commercialization will require testing across broad geographic regions to gain an understanding of how shrub willow interacts with the environment. We analyzed a dataset of first‐rotation shrub willow yields of 16 genotypes across 10 trial environments in the USA and Canada for genotype‐by‐environment interactions using the additive main effects and multiplicative interactions ( AMMI ) model. Mean genotype yields ranged from 5.22 to 8.58 oven‐dry Mg ha −1  yr −1 . Analysis of the main effect of genotype showed that one round of breeding improved yields by as much as 20% over check cultivars and that triploid hybrids, most notably Salix viminalis  ×  S. miyabeana , exhibited superior yields. We also found important variability in genotypic response to environments, which suggests specific adaptability could be exploited among 16 genotypes for yield gains. Strong positive correlations were found between environment main effects and AMMI parameters and growing environment temperatures. These findings demonstrate yield improvements are possible in one generation and will be important for developing cultivar recommendations and for future breeding efforts.

Research Organization:
Cornell Univ., Ithaca, NY (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Sustainable Transportation Office. Bioenergy Technologies Office (BETO); National Inst. of Food and Agriculture (NIFA) (United States)
Contributing Organization:
State Univ. of New York College of Environmental Science and Forestry, Syracuse, NY (United States); Michigan State Univ., Escanaba, MI (United States); Cornell Univ., Geneva, NY (United States); Univ. of Saskatchewan, Saskatoon, SK (Canada); Univ. of Connecticut, Storrs, CT (United States); Univ. of Montreal, QC (Canada); Univ. of Minnesota, Waseca, MN (United States); State Univ. of New York at Potsdam, NY (United States); Univ. of Illinois, Urbana, IL (United States)
Grant/Contract Number:
FC36-05GO85041; 2012-68005-19703
OSTI ID:
1341327
Alternate ID(s):
OSTI ID: 1341328; OSTI ID: 1361672
Journal Information:
Global Change Biology. Bioenergy, Journal Name: Global Change Biology. Bioenergy Vol. 9 Journal Issue: 2; ISSN 1757-1693
Publisher:
Wiley-BlackwellCopyright Statement
Country of Publication:
United Kingdom
Language:
English
Citation Metrics:
Cited by: 38 works
Citation information provided by
Web of Science

References (54)

Statistical Analysis of a Yield Trial journal January 1988
Genetic improvement of willow for short-rotation coppice journal July 1998
Rust scorings in a plantation of Salix viminalis clones during ten consecutive years journal August 1998
Growth and survival of seven native willow species on highly disturbed coal mine sites in eastern Canada journal April 2014
Imputing missing yield trial data journal June 1990
Economic evaluation of short rotation coppice systems for energy from biomass—A review journal January 2014
Best Linear Unbiased Prediction of Cultivar Effects for Subdivided Target Regions journal January 2005
Early selection of novel triploid hybrids of shrub willow with improved biomass yield relative to diploids journal January 2014
Yield and spatial supply of bioenergy poplar and willow short-rotation coppice in the UK journal April 2008
Winning the Accuracy Game journal January 2006
Incorporating Uncertainty into a Life Cycle Assessment (LCA) Model of Short-Rotation Willow Biomass (Salix spp.) Crops journal June 2013
Stability Parameters for Comparing Varieties1 journal January 1966
First-Rotation Yields of 30 Short-Rotation Willow Cultivars in Central Saskatchewan, Canada journal August 2014
Untapped Potential: Opportunities and Challenges for Sustainable Bioenergy Production from Marginal Lands in the Northeast USA journal September 2014
Robustness of statistical tests for multiplicative terms in the additive main effects and multiplicative interaction model for cultivar trials journal March 1995
Nomenclature of the promising biomass coppice willows, Salix x sericans Tausch ex Kern., Salix dasyclados Wimm. and Salix ‘Aquatica Gigantea’ journal January 1991
Quantitative Genetics of Traits Indicative of Biomass Production and Heterosis in 34 Full-sib F1 Salix eriocephala Families journal March 2008
Hybrid performance and species crossability relationships in willows ( Salix ) journal November 1990
The analysis of adaptation in a plant-breeding programme journal January 1963
Performance of hybrid poplar clones in short rotation coppice in Mediterranean environments: analysis of genotypic stability journal May 2013
Reporting on Marginal Lands for Bioenergy Feedstock Production: a Modest Proposal journal January 2014
Genetic variation and genotype-environment interactions in short rotation Populus plantations in southern Europe journal January 2011
Statistical Analysis of Yield Trials by AMMI and GGE: Further Considerations journal January 2008
Ploidy Level Affects Important Biomass Traits of Novel Shrub Willow (Salix) Hybrids journal August 2014
A physiological and biophysical model of coppice willow ( S alix spp.) production yields for the contiguous USA in current and future climate scenarios : Physiologically based model of a woody bioenergy crop journal June 2015
The analysis of crop cultivar breeding and evaluation trials: an overview of current mixed model approaches journal September 2005
Renewable Energy from Willow Biomass Crops: Life Cycle Energy, Environmental and Economic Performance journal September 2005
Genetic strategies for dissecting complex traits in biomass willows (Salix spp.) journal November 2013
Bioenergy from plants and the sustainable yield challenge journal July 2008
The development of improved willow clones for eastern North America journal April 2001
Evaluating the biomass production of coppiced willow and poplar clones in Michigan, USA, over multiple rotations and different growing conditions journal November 2012
Statistical Analysis of Yield Trials by AMMI and GGE journal January 2006
Rust disease (Melampsora epited) of willow (Salix spp.) grown as short rotation coppice (SRC) in inter- and intra-species mixtures journal December 2003
Life cycle assessment of a willow bioenergy cropping system journal August 2003
Genetic improvement of willows for energy plantations journal January 1990
Genetic by environment interactions of two North American Salix species assessed for coppice yield and components of growth on three sites of varying quality journal July 2014
Biomass and Genotype × Environment Interactions of Populus Energy Crops in the Midwestern United States journal August 2009
High biomass yield achieved by Salix clones in SRIC following two 3-year coppice rotations on abandoned farmland in southern Quebec, Canada journal August 2003
Linear and bilinear models for the analysis of multi-environment trials: I. An inventory of models journal February 1995
Cultivar Evaluation and Mega-Environment Investigation Based on the GGE Biplot journal January 2000
Selection for local adaptation in a plant breeding programme journal September 1991
Towards making willows potential bio-resources in the South: Northern Salix hybrids can cope with warm and dry climate when irrigated journal April 2013
Willow Yield Is Highly Dependent on Clone and Site journal May 2014
Yield and Woody Biomass Traits of Novel Shrub Willow Hybrids at Two Contrasting Sites journal October 2012
A statistical model which combines features of factor analytic and analysis of variance techniques journal March 1968
Identifying Mega-Environments and Targeting Genotypes journal January 1997
Genetic Improvement of Willow for Bioenergy and BiofuelsFree Access journal January 2011
Model Selection and Validation for Yield Trials with Interaction journal September 1988
Willows Beyond Wetlands: Uses of Salix L. Species for Environmental Projects journal March 2005
Improving the Profitability of Willow Crops—Identifying Opportunities with a Crop Budget Model journal September 2010
Inter‐ and intraspecific variation and genotype × site interaction in Salix Alba L., S. Dasyclados Wimm. and S. viminalis L. journal January 1988
A comparison between Joint Regression Analysis and the Additive Main and Multiplicative Interaction model: the robustness with increasing amounts of missing data journal December 2011
Statistical Analysis of Yield Trials with MATMODEL journal January 1991
A Simple Protocol for AMMI Analysis of Yield Trials journal January 2013