Root Microbiome and Metabolome Traits Associated with Improved Post-Harvest Root Storage for Sugar Beet Breeding Lines Under Southern Idaho Conditions

Post-harvest storage loss in sugar beets due to root rot and respiration can cause >20% sugar loss. Breeding strategies focused on factors contributing to improved post-harvest storage quality are of great importance to prevent losses. Using 16S rRNA and ITS sequencing and sugar beet mutational breeding lines with high disease resistance (R), along with a susceptible (S) commercial cultivar, the role of root microbiome and metabolome in storage performance was investigated. The R lines in general showed higher abundances of bacterial phyla, <i>Patescibacteria</i> at the M time point, and <i>Cyanobacteria</i> and <i>Desulfobacterota</i> at the L time point. Amongst fungal phyla, <i>Basidiomycota</i> (including <i>Athelia</i>) and <i>Ascomycota</i> were predominant in diseased samples. Linear discriminant analysis Effect Size (LEfSe) identified bacterial taxa such as <i>Micrococcales</i>, <i>Micrococcaceae</i>, <i>Bacilli</i>, <i>Glutamicibacter, Nesterenkonia</i>, and <i>Paenarthrobacter</i> as putative biomarkers associated with resistance in the R lines. Further functional enrichment analysis showed a higher abundance of bacteria, such as those related to the super pathway of pyrimidine deoxyribonucleoside degradation, L-tryptophan biosynthesis at M and L, and fungi, such as those associated with the biosynthesis of L-iditol 2-dehydrogenase at L in the R lines. Metabolome analysis of the roots revealed higher enrichment of pathways associated with arginine, proline, alanine, aspartate, and glutamate metabolism at M, in addition to beta-alanine and butanoate metabolism at L in the R lines. Correlation analysis between the microbiome and metabolites indicated that the root's biochemical composition, such as the presence of nitrogen-containing secondary metabolites, may regulate relative abundances of key microbial candidates contributing to better post-harvest storage.

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Publication Details

Journal
International Journal of Molecular Sciences
Published
2024-11-26
DOI
https://doi.org/10.3390/ijms252312681
Citations
4
Primary Topic
Plant Disease Resistance and Genetics
Type
article
Field-Weighted Citation Impact
2.40

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article

Root Microbiome and Metabolome Traits Associated with Improved Post-Harvest Root Storage for Sugar Beet Breeding Lines Under Southern Idaho Conditions

C.A. Strausbaugh, Shyam L. Kandel, Malick Bill, Rajtilak Majumdar et al.
4 citations
International Journal of Molecular Sciences
Plant Disease Resistance and Genetics
2.40
article

Root Microbiome and Metabolome Traits Associated with Improved Post-Harvest Root Storage for Sugar Beet Breeding Lines Under Southern Idaho Conditions

C.A. Strausbaugh, Shyam L. Kandel, Malick Bill, Rajtilak Majumdar, Suresh Pokhrel, Anuradha Singh
article en
4 citations

Abstract

Post-harvest storage loss in sugar beets due to root rot and respiration can cause >20% sugar loss. Breeding strategies focused on factors contributing to improved post-harvest storage quality are of great importance to prevent losses. Using 16S rRNA and ITS sequencing and sugar beet mutational breeding lines with high disease resistance (R), along with a susceptible (S) commercial cultivar, the role of root microbiome and metabolome in storage performance was investigated. The R lines in general showed higher abundances of bacterial phyla, <i>Patescibacteria</i> at the M time point, and <i>Cyanobacteria</i> and <i>Desulfobacterota</i> at the L time point. Amongst fungal phyla, <i>Basidiomycota</i> (including <i>Athelia</i>) and <i>Ascomycota</i> were predominant in diseased samples. Linear discriminant analysis Effect Size (LEfSe) identified bacterial taxa such as <i>Micrococcales</i>, <i>Micrococcaceae</i>, <i>Bacilli</i>, <i>Glutamicibacter, Nesterenkonia</i>, and <i>Paenarthrobacter</i> as putative biomarkers associated with resistance in the R lines. Further functional enrichment analysis showed a higher abundance of bacteria, such as those related to the super pathway of pyrimidine deoxyribonucleoside degradation, L-tryptophan biosynthesis at M and L, and fungi, such as those associated with the biosynthesis of L-iditol 2-dehydrogenase at L in the R lines. Metabolome analysis of the roots revealed higher enrichment of pathways associated with arginine, proline, alanine, aspartate, and glutamate metabolism at M, in addition to beta-alanine and butanoate metabolism at L in the R lines. Correlation analysis between the microbiome and metabolites indicated that the root's biochemical composition, such as the presence of nitrogen-containing secondary metabolites, may regulate relative abundances of key microbial candidates contributing to better post-harvest storage.

International Journal of Molecular SciencesVol. 25(23)
Agricultural Research Service (US), United States Department of Agriculture (US), Northwest Irrigation and Soils Research Laboratory (US), Edward T. Schafer Agricultural Research Center (US), North Dakota State University (US)
U.S. Department of Agriculture, Agricultural Research Service
Peace, Justice and strong institutions
Openalex Percentile: Top 10%
Plant Disease Resistance and Genetics
2.40
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