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Network-based integration of systems genetics data reveals pathways associated with lignocellulosic biomass accumulation and processing
- Source :
- Proceedings of the National Academy of Sciences of the United States of America. 114(5)
- Publication Year :
- 2017
-
Abstract
- As a consequence of their remarkable adaptability, fast growth, and superior wood properties, eucalypt tree plantations have emerged as key renewable feedstocks (over 20 million ha globally) for the production of pulp, paper, bioenergy, and other lignocellulosic products. However, most biomass properties such as growth, wood density, and wood chemistry are complex traits that are hard to improve in long-lived perennials. Systems genetics, a process of harnessing multiple levels of component trait information (e.g., transcript, protein, and metabolite variation) in populations that vary in complex traits, has proven effective for dissecting the genetics and biology of such traits. We have applied a network-based data integration (NBDI) method for a systems-level analysis of genes, processes and pathways underlying biomass and bioenergy-related traits using a segregating Eucalyptus hybrid population. We show that the integrative approach can link biologically meaningful sets of genes to complex traits and at the same time reveal the molecular basis of trait variation. Gene sets identified for related woody biomass traits were found to share regulatory loci, cluster in network neighborhoods, and exhibit enrichment for molecular functions such as xylan metabolism and cell wall development. These findings offer a framework for identifying the molecular underpinnings of complex biomass and bioprocessing-related traits. A more thorough understanding of the molecular basis of plant biomass traits should provide additional opportunities for the establishment of a sustainable bio-based economy.
- Subjects :
- 0106 biological sciences
0301 basic medicine
media_common.quotation_subject
Population
Quantitative Trait Loci
Biomass
Lignocellulosic biomass
Biology
Genes, Plant
01 natural sciences
complex mixtures
Lignin
Adaptability
03 medical and health sciences
Bioenergy
Cell Wall
Gene Expression Regulation, Plant
Gene Regulatory Networks
Systems genetics
education
Gene
Crosses, Genetic
media_common
Plant Proteins
education.field_of_study
Eucalyptus
Multidisciplinary
Models, Genetic
business.industry
Chromosome Mapping
Biological Sciences
Wood
Carbon
Biotechnology
030104 developmental biology
Evolutionary biology
Trait
Hybridization, Genetic
business
Metabolic Networks and Pathways
010606 plant biology & botany
Subjects
Details
- ISSN :
- 10916490
- Volume :
- 114
- Issue :
- 5
- Database :
- OpenAIRE
- Journal :
- Proceedings of the National Academy of Sciences of the United States of America
- Accession number :
- edsair.doi.dedup.....8c91f8acead36c6d5f964bc0ef257359