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Dive into the research topics where Michelle J. Serapiglia is active.

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Featured researches published by Michelle J. Serapiglia.


Bioenergy Research | 2009

Analysis of Biomass Composition Using High-Resolution Thermogravimetric Analysis and Percent Bark Content for the Selection of Shrub Willow Bioenergy Crop Varieties

Michelle J. Serapiglia; Kimberly D. Cameron; Arthur J. Stipanovic; Lawrence B. Smart

Rapid determination of biomass composition is critical for the selection of shrub willow varieties with optimized biomass properties for conversion into fuels or chemicals. In order to improve the process for identifying and selecting shrub willow clones with distinct biomass composition, high-resolution thermogravimetric analysis (HR-TGA) was developed as a rapid, low-cost method for analyzing large numbers of willow biomass samples. In order to validate the HR-TGA method, bulk biomass collected from 2-year-old stems of a selected set of 25 shrub willow clones was analyzed using traditional wet chemistry techniques in addition to HR-TGA. The results of the wet chemistry and the HR-TGA method were compared using regression analysis resulting in R-squared values above 0.7 for the three main wood components, cellulose, hemicellulose, and lignin. Bark was removed from duplicate stem samples of the same clones, the proportion of bark was determined, and the debarked wood was used for HR-TGA analysis of composition. While there were significant differences in the proportions of lignin and cellulose in debarked wood compared to bulk biomass, as well as significant differences in bark percentage among clones, there was no correlation between bark percentage and bulk biomass component analysis. This work validates the effectiveness, precision, and accuracy of HR-TGA as a reasonably high-throughput method for biomass composition analysis and selection of shrub willow bioenergy crop varieties.


Applied Biochemistry and Biotechnology | 2008

High-resolution Thermogravimetric Analysis For Rapid Characterization of Biomass Composition and Selection of Shrub Willow Varieties

Michelle J. Serapiglia; Kimberly D. Cameron; Arthur J. Stipanovic; Lawrence B. Smart

The cultivation of shrub willow (Salix spp.) bioenergy crops is being commercialized in North America, as it has been in Europe for many years. Considering the high genetic diversity and ease of hybridization, there is great potential for genetic improvement of shrub willow through traditional breeding. The State University of New York—College of Environmental Science and Forestry has an extensive breeding program for the genetic improvement of shrub willow for biomass production and for other environmental applications. Since 1998, breeding efforts have produced more than 200 families resulting in more than 5,000 progeny. The goal for this project was to utilize a rapid, low-cost method for the compositional analysis of willow biomass to aid in the selection of willow clones for improved conversion efficiency. A select group of willow clones was analyzed using high-resolution thermogravimetric analysis (HR-TGA), and significant differences in biomass composition were observed. Differences among and within families produced through controlled pollinations were observed, as well as differences by age at time of sampling. These results suggest that HR-TGA has a great promise as a tool for rapid biomass characterization.


Biotechnology for Biofuels | 2012

Biological conversion assay using Clostridium phytofermentans to estimate plant feedstock quality.

Scott J. Lee; Thomas A. Warnick; Sivakumar Pattathil; Jesús G. Alvelo-Maurosa; Michelle J. Serapiglia; Heather McCormick; Virginia Brown; Naomi F Young; Danny J. Schnell; Lawrence B. Smart; Michael G. Hahn; Jeffrey F. Pedersen; Susan B. Leschine; Samuel P. Hazen

BackgroundThere is currently considerable interest in developing renewable sources of energy. One strategy is the biological conversion of plant biomass to liquid transportation fuel. Several technical hurdles impinge upon the economic feasibility of this strategy, including the development of energy crops amenable to facile deconstruction. Reliable assays to characterize feedstock quality are needed to measure the effects of pre-treatment and processing and of the plant and microbial genetic diversity that influence bioconversion efficiency.ResultsWe used the anaerobic bacterium Clostridium phytofermentans to develop a robust assay for biomass digestibility and conversion to biofuels. The assay utilizes the ability of the microbe to convert biomass directly into ethanol with little or no pre-treatment. Plant samples were added to an anaerobic minimal medium and inoculated with C. phytofermentans, incubated for 3 days, after which the culture supernatant was analyzed for ethanol concentration. The assay detected significant differences in the supernatant ethanol from wild-type sorghum compared with brown midrib sorghum mutants previously shown to be highly digestible. Compositional analysis of the biomass before and after inoculation suggested that differences in xylan metabolism were partly responsible for the differences in ethanol yields. Additionally, we characterized the natural genetic variation for conversion efficiency in Brachypodium distachyon and shrub willow (Salix spp.).ConclusionOur results agree with those from previous studies of lignin mutants using enzymatic saccharification-based approaches. However, the use of C. phytofermentans takes into consideration specific organismal interactions, which will be crucial for simultaneous saccharification fermentation or consolidated bioprocessing. The ability to detect such phenotypic variation facilitates the genetic analysis of mechanisms underlying plant feedstock quality.


Gcb Bioenergy | 2017

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

Eric S. Fabio; Timothy A. Volk; Raymond O. Miller; Michelle J. Serapiglia; Ken C. J. Van Rees; Ryan D. Hangs; Beyhan Y. Amichev; Yulia A. Kuzovkina; Michel Labrecque; Gregg A. Johnson; Robert G. Ewy; Gary J. Kling; Lawrence B. Smart

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.


Plant Journal | 2016

Overexpression of SbMyb60 impacts phenylpropanoid biosynthesis and alters secondary cell wall composition in Sorghum bicolor.

Erin D. Scully; Tammy Gries; Gautam Sarath; Nathan A. Palmer; Lisa M. Baird; Michelle J. Serapiglia; Bruce S. Dien; Akwasi A. Boateng; Zhengxiang Ge; Deanna L. Funnell-Harris; Paul Twigg; Thomas E. Clemente; Scott E. Sattler

The phenylpropanoid biosynthetic pathway that generates lignin subunits represents a significant target for altering the abundance and composition of lignin. The global regulators of phenylpropanoid metabolism may include MYB transcription factors, whose expression levels have been correlated with changes in secondary cell wall composition and the levels of several other aromatic compounds, including anthocyanins and flavonoids. While transcription factors correlated with downregulation of the phenylpropanoid biosynthesis pathway have been identified in several grass species, few transcription factors linked to activation of this pathway have been identified in C4 grasses, some of which are being developed as dedicated bioenergy feedstocks. In this study we investigated the role of SbMyb60 in lignin biosynthesis in sorghum (Sorghum bicolor), which is a drought-tolerant, high-yielding biomass crop. Ectopic expression of this transcription factor in sorghum was associated with higher expression levels of genes involved in monolignol biosynthesis, and led to higher abundances of syringyl lignin, significant compositional changes to the lignin polymer and increased lignin concentration in biomass. Moreover, transgenic plants constitutively overexpressing SbMyb60 also displayed ectopic lignification in leaf midribs and elevated concentrations of soluble phenolic compounds in biomass. Results indicate that overexpression of SbMyb60 is associated with activation of monolignol biosynthesis in sorghum. SbMyb60 represents a target for modification of plant cell wall composition, with the potential to improve biomass for renewable uses.


Bioenergy Research | 2015

Ploidy Level Affects Important Biomass Traits of Novel Shrub Willow (Salix) Hybrids

Michelle J. Serapiglia; Fred E. Gouker; J. Foster Hart; Faride Unda; Shawn D. Mansfield; Arthur J. Stipanovic; Lawrence B. Smart

Polyploidy is a common observation in the genus Salix, including some of the shrub willow species currently being bred as a potential bioenergy feedstock. Breeding of shrub willow has produced new species hybrids, among which a disproportionate number of high-yielding genotypes are triploid, produced from crosses between diploid and tetraploid parents. These novel hybrids display significant variation in biomass compositional quality, including differences according to ploidy. The triploid and tetraploid genotypes possess lower lignin content than diploid genotypes. Biomass composition was also significantly different across the 3-year growth cycle typical of bioenergy plantings. There were differences in syringyl/guaiacyl (S:G) lignin ratios among the 75 genotypes examined, in addition to significant correlations with willow growth traits, yield, and composition. These differences suggest that a long-term strategy of breeding for triploid progeny will generate cultivars with improved growth traits and wood composition for conversion to biofuels.


Frontiers in Plant Science | 2013

Enzymatic saccharification of shrub willow genotypes with differing biomass composition for biofuel production

Michelle J. Serapiglia; Michele C. Humiston; Haowen Xu; David A. Hogsett; Ramón Mira de Orduña; Arthur J. Stipanovic; Lawrence B. Smart

In the conversion of woody biomass feedstocks into liquid fuel ethanol, the pretreatment process is the most critical and costly step. Variations in biomass composition based on genetic differences or environmental effects have a significant impact on the degree of accessibility accomplished by pretreatment and subsequent sugar release by enzymatic hydrolysis. To evaluate this, biomass from 10 genetically diverse, genotypes of shrub willow (Salix spp.) was pretreated with a hot-water process at two levels of severity, hydrolyzed using a combination of two commercial enzyme cocktails, and the release of hexose and pentose monomers was quantified by high-performance liquid chromatography. Among the genotypes selected for analysis, cellulose content ranged from 39 to 45% (w/w) and lignin content ranged from 20 to 23% (w/w) at harvest. Differences in the effectiveness of the pretreatment process were observed among the various willow genotypes. Correlations were identified between total sugar release and % cellulose and % lignin content. There was a significant effect of pretreatment severity on polysaccharide accessibility, but the response to pretreatments was different among the genotypes. At the high severity pretreatment ‘SV1’ was the least recalcitrant with sugar release representing as much as 60% of total biomass. These results suggest that structural, as well as chemical characteristics of the biomass may influence pretreatment and hydrolytic efficiency.


Genome Biology and Evolution | 2017

Dominance and Sexual Dimorphism Pervade the Salix purpurea L. Transcriptome

Craig H. Carlson; Yongwook Choi; Agnes P. Chan; Michelle J. Serapiglia; Christopher D. Town; Lawrence B. Smart

Abstract The heritability of gene expression is critical in understanding heterosis and is dependent on allele-specific regulation by local and remote factors in the genome. We used RNA-Seq to test whether variation in gene expression among F1 and F2 intraspecific Salix purpurea progeny is attributable to cis- and trans-regulatory divergence. We assessed the mode of inheritance based on gene expression levels and allele-specific expression for F1 and F2 intraspecific progeny in two distinct tissue types: shoot tip and stem internode. In addition, we explored sexually dimorphic patterns of inheritance and regulatory divergence among F1 progeny individuals. We show that in S. purpurea intraspecific crosses, gene expression inheritance largely exhibits a maternal dominant pattern, regardless of tissue type or pedigree. A significantly greater number of cis- and trans-regulated genes coincided with upregulation of the maternal parent allele in the progeny, irrespective of the magnitude, whereas the paternal allele was higher expressed for genes showing cis × trans or compensatory regulation. Importantly, consistent with previous genetic mapping results for sex in shrub willow, we have delimited sex-biased gene expression to a 2 Mb pericentromeric region on S. purpurea chr15 and further refined the sex determination region. Altogether, our results offer insight into the inheritance of gene expression in S. purpurea as well as evidence of sexually dimorphic expression which may have contributed to the evolution of dioecy in Salix.


Tree Genetics & Genomes | 2012

Correlations of expression of cell wall biosynthesis genes with variation in biomass composition in shrub willow (Salix spp.) biomass crops

Michelle J. Serapiglia; Kimberly D. Cameron; Arthur J. Stipanovic; Lawrence B. Smart

We have measured significant genetically determined variation in biomass composition among breeding populations of shrub willow, a biomass feedstock crop. This project was aimed to ask whether patterns of cell wall gene expression can be correlated with genetic variation in biomass composition at harvest, in order to develop assays of early differences in gene expression as indicators of harvestable biomass chemical composition and potentially reduce the time of selection for new willow genotypes. Previous studies have demonstrated that manipulation of expression of cell wall biosynthetic genes results in altered biomass chemical composition. We analyzed genes encoding enzymes involved in lignin biosynthesis and carbohydrate active enzymes selected based on their functional characterization and conservation in Populus trichocarpa and Arabidopsis thaliana. Fragments of 20 genes were cloned from young stem cDNA of Salix sachalinensis and Salix miyabeana. Expression profiling in willow stem apical tissue and developing stem tissue was performed for each isolated gene using probe-based quantitative real-time PCR. Two willow parental genotypes and six progeny within a hybrid family were selected for analysis, and significant differences in expression among the individuals and between tissue types were observed for most of the genes. Significant correlations between patterns of gene expression and variation in the biomass chemical composition of those genotypes provide insight into the genetic regulation of lignocellulosic deposition in this important bioenergy crop and could be utilized as a tool for early selection of new genotypes.


Bioenergy Research | 2013

Yield and Woody Biomass Traits of Novel Shrub Willow Hybrids at Two Contrasting Sites

Michelle J. Serapiglia; Kimberly D. Cameron; Arthur J. Stipanovic; Lawrence P. Abrahamson; Timothy A. Volk; Lawrence B. Smart

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Akwasi A. Boateng

Agricultural Research Service

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Arthur J. Stipanovic

State University of New York College of Environmental Science and Forestry

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Charles A. Mullen

Agricultural Research Service

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Kimberly D. Cameron

State University of New York College of Environmental Science and Forestry

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Timothy A. Volk

State University of New York System

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Bruce S. Dien

National Center for Agricultural Utilization Research

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Michael D. Casler

Agricultural Research Service

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Danny J. Schnell

University of Massachusetts Amherst

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