Genetic modification of plant lignin composition is an important strategy for improving biomass enzymatic digestibility without sacrificing the normal growth of the plant. However, the absence of fast and convenient methods for rapid determination of lignin composition has impeded corresponding research. Near-infrared reflectance spectroscopy (NIRS) analysis has potential as a solution for this dilemma, while the NIRS measurement for expediently assaying lignin composition in rice straws is still lacking. In this study, visible and near-infrared reflectance spectroscopy (VIS/NIRS) and modified partial least squares (MPLS) method were combined to develop calibration models for predicting the lignin monomer contents in a diverse rice population. Four optimal equations for predicting the content of p-hydroxyphenyl (H), guaiacyl (G), and syringyl (S) lignin units and their total amount (H + S + G) were generated with acceptable determination coefficients for calibration (0.85 to 0.93), cross-validation (0.75 to 0.88), and external validation (0.82 to 0.88), and the ratio performance deviation (RPD, 2 to 3.01). This study was the first to demonstrate that VIS/NIRS could give a sufficiently accurate prediction of lignin monomer contents in rice and could be applied for rapid assessments of large-scale rice straw samples.
机构:
Purdue Univ, Dept Biochem, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Bonawitz, Nicholas D.
Kim, Jeong Im
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Purdue Univ, Dept Biochem, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Kim, Jeong Im
Tobimatsu, Yuki
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Univ Wisconsin, Dept Biochem, Madison, WI 53706 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Tobimatsu, Yuki
Ciesielski, Peter N.
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Natl Renewable Energy Lab, Biosci Ctr, Golden, CO 80401 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Ciesielski, Peter N.
Anderson, Nickolas A.
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Purdue Univ, Dept Biochem, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Anderson, Nickolas A.
Ximenes, Eduardo
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机构:
Purdue Univ, Dept Agr & Biol Engn, W Lafayette, IN 47907 USA
Purdue Univ, Renewable Resources Engn Lab, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Ximenes, Eduardo
Maeda, Junko
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Purdue Univ, Dept Biochem, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Maeda, Junko
Ralph, John
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h-index: 0
机构:
Univ Wisconsin, Dept Biochem, Madison, WI 53706 USA
Univ Wisconsin, Dept Biol Syst Engn, Madison, WI 53706 USA
Univ Wisconsin, DOE Great Lakes Bioenergy Res Ctr, Madison, WI 53726 USA
Univ Wisconsin, Wisconsin Energy Inst, Madison, WI 53726 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Ralph, John
Donohoe, Bryon S.
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h-index: 0
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Natl Renewable Energy Lab, Biosci Ctr, Golden, CO 80401 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Donohoe, Bryon S.
Ladisch, Michael
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h-index: 0
机构:
Purdue Univ, Dept Agr & Biol Engn, W Lafayette, IN 47907 USA
Purdue Univ, Renewable Resources Engn Lab, W Lafayette, IN 47907 USA
Purdue Univ, Weldon Sch Biomed Engn, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Ladisch, Michael
Chapple, Clint
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h-index: 0
机构:
Purdue Univ, Dept Biochem, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
机构:
Purdue Univ, Dept Biochem, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Bonawitz, Nicholas D.
Kim, Jeong Im
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Dept Biochem, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Kim, Jeong Im
Tobimatsu, Yuki
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin, Dept Biochem, Madison, WI 53706 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Tobimatsu, Yuki
Ciesielski, Peter N.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Renewable Energy Lab, Biosci Ctr, Golden, CO 80401 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Ciesielski, Peter N.
Anderson, Nickolas A.
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Dept Biochem, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Anderson, Nickolas A.
Ximenes, Eduardo
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Dept Agr & Biol Engn, W Lafayette, IN 47907 USA
Purdue Univ, Renewable Resources Engn Lab, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Ximenes, Eduardo
Maeda, Junko
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Dept Biochem, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Maeda, Junko
Ralph, John
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin, Dept Biochem, Madison, WI 53706 USA
Univ Wisconsin, Dept Biol Syst Engn, Madison, WI 53706 USA
Univ Wisconsin, DOE Great Lakes Bioenergy Res Ctr, Madison, WI 53726 USA
Univ Wisconsin, Wisconsin Energy Inst, Madison, WI 53726 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Ralph, John
Donohoe, Bryon S.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Renewable Energy Lab, Biosci Ctr, Golden, CO 80401 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Donohoe, Bryon S.
Ladisch, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Dept Agr & Biol Engn, W Lafayette, IN 47907 USA
Purdue Univ, Renewable Resources Engn Lab, W Lafayette, IN 47907 USA
Purdue Univ, Weldon Sch Biomed Engn, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA
Ladisch, Michael
Chapple, Clint
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Dept Biochem, W Lafayette, IN 47907 USAPurdue Univ, Dept Biochem, W Lafayette, IN 47907 USA