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Santos MV, Rodrigues KCS, Veloso IIK, Badino AC, Cruz AJG. Real-Time Monitoring of Ethanol Fermentation Using Mid-Infrared Spectroscopy Analysis of the Gas Phase. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c00325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Mayara V. Santos
- Graduate Program of Chemical Engineering, Federal University of São Carlos, C.P. 676, São Carlos, 13565-905 São Paulo, Brazil
| | - Kaio C. S. Rodrigues
- Federal University of Western Bahia, Luís Eduardo Magalhães, 47850-000 Bahia, Brazil
| | - Ivan I. K. Veloso
- Graduate Program of Chemical Engineering, Federal University of São Carlos, C.P. 676, São Carlos, 13565-905 São Paulo, Brazil
| | - Alberto C. Badino
- Graduate Program of Chemical Engineering, Federal University of São Carlos, C.P. 676, São Carlos, 13565-905 São Paulo, Brazil
| | - Antonio J. G. Cruz
- Graduate Program of Chemical Engineering, Federal University of São Carlos, C.P. 676, São Carlos, 13565-905 São Paulo, Brazil
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Rahavi SMH, Ahmadi F, Vahid A, Moinoddini H, Ghayour M, Tagliapietra F. Technical note: design, development and validation of an automated gas monitoring equipment for measurement of the dynamics of microbial fermentation. MethodsX 2022; 9:101641. [PMID: 35251949 PMCID: PMC8892151 DOI: 10.1016/j.mex.2022.101641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Accepted: 02/18/2022] [Indexed: 11/17/2022] Open
Abstract
The present technical note describes design, development and validation of an automated equipment for measurement of kinetics of gas production during fermentation in glass bottles. The overall repeatability and precision of the developed system was evaluated and compared with the manual gas measurement technique in respect to characterization of the fermentation kinetics of ruminant livestock feeds. Two incubations were carried out, during which the GP of six different feeds was measured with the automated system or manual technique. During a 48-hour incubation period, pressure data were collected at 15-minute intervals using automated equipment, yielding 192 head-space pressure measurements for each bottle. In manual measurement, incubations were performed with the nominal 60-mL serum bottle, and headspace pressure was read using a digital pressure gauge and then released at 2, 4, 6, 8, 12, 16, 24, 36, and 48 hours of incubation. The automated equipment recorded greater GP (+11.5%, over the 48-h incubation) than the manual measurement, and the repeatability and coefficient of repeatability values indicated that the GP data obtained with manual equipment were less repeatable. The automated equipment measures the fermentative GP kinetics with greater precision and repeatability than manual technique.An automated batch GP equipment was designed, developed and validated, and a comparison was made with GP data obtained manually using a digital pressure gauge. The automated equipment provided more reliable and repeatable data compared with manual measurement. The automated equipment is available with lower cost and more functionality.
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Grabber JH, Davidson C, Tobimatsu Y, Kim H, Lu F, Zhu Y, Opietnik M, Santoro N, Foster CE, Yue F, Ress D, Pan X, Ralph J. Structural features of alternative lignin monomers associated with improved digestibility of artificially lignified maize cell walls. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2019; 287:110070. [PMID: 31481197 DOI: 10.1016/j.plantsci.2019.02.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2018] [Revised: 02/01/2019] [Accepted: 02/04/2019] [Indexed: 05/19/2023]
Abstract
Plant biologists are seeking new approaches for modifying lignin to improve the digestion and utilization of structural polysaccharides in crop cultivars for the production of biofuels, biochemicals, and livestock. To identify promising targets for lignin bioengineering, we artificially lignified maize (Zea mays L.) cell walls with normal monolignols plus 21 structurally diverse alternative monomers to assess their suitability for lignification and for improving fiber digestibility. Lignin formation and structure were assessed by mass balance, Klason lignin, acetyl bromide lignin, gel-state 2D-NMR and thioacidolysis procedures, and digestibility was evaluated with rumen microflora and from glucose production by fungal enzymes following mild acid or base pretreatments. Highly acidic or hydrophilic monomers proved unsuitable for lignin modification because they severely depressed cell wall lignification. By contrast, monomers designed to moderately alter hydrophobicity or introduce cleavable acetal, amide, or ester functionalities into the polymer often readily formed lignin, but most failed to improve digestibility, even after chemical pretreatment. Fortunately, several types of phenylpropanoid derivatives containing multiple ester-linked catechol or pyrogallol units were identified as desirable genetic engineering targets because they readily formed wall-bound polymers and improved digestibility, presumably by blocking cross-linking of lignin to structural polysaccharides and promoting lignin fragmentation during mild acidic and especially alkaline pretreatment.
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Affiliation(s)
| | - Christy Davidson
- Department of Biochemistry, and D.O.E. Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, University of Wisconsin, Madison, WI, USA
| | - Yuki Tobimatsu
- Department of Biochemistry, and D.O.E. Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, University of Wisconsin, Madison, WI, USA
| | - Hoon Kim
- Department of Biochemistry, and D.O.E. Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, University of Wisconsin, Madison, WI, USA
| | - Fachuang Lu
- Department of Biochemistry, and D.O.E. Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, University of Wisconsin, Madison, WI, USA
| | - Yimin Zhu
- Department of Biochemistry, and D.O.E. Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, University of Wisconsin, Madison, WI, USA
| | - Martina Opietnik
- Department of Biochemistry, and D.O.E. Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, University of Wisconsin, Madison, WI, USA
| | - Nicholas Santoro
- D.O.E. Great Lakes Bioenergy Research Center, Michigan State University, East Lansing, MI, USA
| | - Cliff E Foster
- D.O.E. Great Lakes Bioenergy Research Center, Michigan State University, East Lansing, MI, USA
| | - Fengxia Yue
- Department of Biochemistry, and D.O.E. Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, University of Wisconsin, Madison, WI, USA
| | - Dino Ress
- Department of Biochemistry, and D.O.E. Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, University of Wisconsin, Madison, WI, USA
| | - Xuejun Pan
- Department of Biological Systems Engineering, University of Wisconsin, Madison, WI, USA
| | - John Ralph
- Department of Biochemistry, and D.O.E. Great Lakes Bioenergy Research Center, Wisconsin Energy Institute, University of Wisconsin, Madison, WI, USA.
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Yáñez-Ruiz D, Bannink A, Dijkstra J, Kebreab E, Morgavi D, O’Kiely P, Reynolds C, Schwarm A, Shingfield K, Yu Z, Hristov A. Design, implementation and interpretation of in vitro batch culture experiments to assess enteric methane mitigation in ruminants—a review. Anim Feed Sci Technol 2016. [DOI: 10.1016/j.anifeedsci.2016.03.016] [Citation(s) in RCA: 77] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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Contreras-Govea FE, Muck RE, Weimer PJ, Hymes-Fecht UC. In vitro ruminal fermentation of treated alfalfa silage using ruminal inocula from high and low feed-efficient lactating cows. J Appl Microbiol 2016; 121:333-40. [PMID: 27241014 DOI: 10.1111/jam.13103] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2015] [Revised: 02/09/2016] [Accepted: 02/16/2016] [Indexed: 11/27/2022]
Abstract
AIMS To assess the effect of two additives on alfalfa silage and on in vitro ruminal fermentation when using ruminal inocula from high feed-efficient (HE) and low feed-efficient (LE) lactating cows. METHODS AND RESULTS First- and second-cut alfalfa was harvested at 40% bloom stage, treated with control (no additive), Lactobacillus plantarum (LP) or formic acid (Formic), ensiled in 1·0 l minisilos, and fermented for 60 days. Fermented alfalfa was incubated in vitro for 24 h using ruminal inoculum from HE and LE lactating cows. The pH was lower in alfalfa silage treated with LP and Formic, and produced lower ammonia-N than did the control. In vitro true dry matter digestibility (IVTDMD) was higher with ruminal inoculum from HE than LE cows, but there was no consistent effect of treated alfalfa on microbial biomass yield and in vitro volatile fatty acids. CONCLUSIONS The IVTDMD was numerically greater with ruminal inoculum from higher feed-efficient cows although statistical significance was only demonstrated with the first-cut alfalfa. However, treated alfalfa silage did not show the effect expected on in vitro microbial biomass yield. SIGNIFICANCE AND IMPACT OF THE STUDY The feed efficiency of cows used as a source of ruminal inocula may affect IVTDMD and be a source of variation across in vitro runs. Differences in ruminal fermentation between cows of different feed efficiency could help to explain differences in milk yield and other parameters of dairy cattle performance.
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Affiliation(s)
- F E Contreras-Govea
- Department of Dairy Science, University of Wisconsin-Madison, Madison, WI, USA
| | - R E Muck
- USDA-Dairy Forage Research Center, Madison, WI, USA
| | - P J Weimer
- USDA-Dairy Forage Research Center, Madison, WI, USA
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Ahmadi F, Zamiri MJ, Khorvash M, Ziaee E, Polikarpov I. Pre-treatment of sugarcane bagasse with a combination of sodium hydroxide and lime for improving the ruminal degradability: optimization of process parameters using response surface methodology. JOURNAL OF APPLIED ANIMAL RESEARCH 2015. [DOI: 10.1080/09712119.2015.1031783] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Pauli JN, Mendoza JE, Steffan SA, Carey CC, Weimer PJ, Peery MZ. A syndrome of mutualism reinforces the lifestyle of a sloth. Proc Biol Sci 2014; 281:20133006. [PMID: 24452028 DOI: 10.1098/rspb.2013.3006] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Arboreal herbivory is rare among mammals. The few species with this lifestyle possess unique adaptions to overcome size-related constraints on nutritional energetics. Sloths are folivores that spend most of their time resting or eating in the forest canopy. A three-toed sloth will, however, descend its tree weekly to defecate, which is risky, energetically costly and, until now, inexplicable. We hypothesized that this behaviour sustains an ecosystem in the fur of sloths, which confers cryptic nutritional benefits to sloths. We found that the more specialized three-toed sloths harboured more phoretic moths, greater concentrations of inorganic nitrogen and higher algal biomass than the generalist two-toed sloths. Moth density was positively related to inorganic nitrogen concentration and algal biomass in the fur. We discovered that sloths consumed algae from their fur, which was highly digestible and lipid-rich. By descending a tree to defecate, sloths transport moths to their oviposition sites in sloth dung, which facilitates moth colonization of sloth fur. Moths are portals for nutrients, increasing nitrogen levels in sloth fur, which fuels algal growth. Sloths consume these algae-gardens, presumably to augment their limited diet. These linked mutualisms between moths, sloths and algae appear to aid the sloth in overcoming a highly constrained lifestyle.
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Affiliation(s)
- Jonathan N Pauli
- Department of Forest and Wildlife Ecology, University of Wisconsin-Madison, , Madison, WI 53706, USA, USDA-ARS, Department of Entomology, University of Wisconsin-Madison, , Madison, WI 53706, USA, Center for Limnology, University of Wisconsin-Madison, , Madison, WI 53706, USA, USDA-ARS, Department of Bacteriology, University of Wisconsin-Madison, , Madison, WI 53706, USA, Department of Biological Sciences, Virginia Tech, , Blacksburg, VA 24061, USA
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Patra AK, Yu Z. Effects of gas composition in headspace and bicarbonate concentrations in media on gas and methane production, degradability, and rumen fermentation using in vitro gas production techniques. J Dairy Sci 2013; 96:4592-600. [PMID: 23684023 DOI: 10.3168/jds.2013-6606] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2013] [Accepted: 04/09/2013] [Indexed: 11/19/2022]
Abstract
Headspace gas composition and bicarbonate concentrations in media can affect methane production and other characteristics of rumen fermentation in in vitro gas production systems, but these 2 important factors have not been evaluated systematically. In this study, these 2 factors were investigated with respect to gas and methane production, in vitro digestibility of feed substrate, and volatile fatty acid (VFA) profile using in vitro gas production techniques. Three headspace gas compositions (N2+ CO2+ H2 in the ratio of 90:5:5, CO2, and N2) with 2 substrate types (alfalfa hay only, and alfalfa hay and a concentrate mixture in a 50:50 ratio) in a 3×2 factorial design (experiment 1) and 3 headspace compositions (N2, N2 + CO2 in a 50:50 ratio, and CO2) with 3 bicarbonate concentrations (80, 100, and 120 mM) in a 3×3 factorial design (experiment 2) were evaluated. In experiment 1, total gas production (TGP) and net gas production (NGP) was the lowest for CO2, followed by N2, and then the gas mixture. Methane concentration in headspace gas after fermentation was greater for CO2 than for N2 and the gas mixture, whereas total methane production (TMP) and net methane production (NMP) were the greatest for CO2, followed by the gas mixture, and then N2. Headspace composition did not affect in vitro digestibility or the VFA profile, except molar percentages of propionate, which were greater for CO2 and N2 than for the gas mixture. Methane concentration in headspace gas, TGP, and NGP were affected by the interaction of headspace gas composition and substrate type. In experiment 2, increasing concentrations of CO2 in the headspace decreased TGP and NGP quadratically, but increased the concentrations of methane, NMP, and in vitro fiber digestibility linearly, and TMP quadratically. Fiber digestibility, TGP, and NGP increased linearly with increasing bicarbonate concentrations in the medium. Concentrations of methane and NMP were unaffected by bicarbonate concentration, but TMP tended to increase due to increasing bicarbonate concentration. Although total VFA concentration and molar percentage of butyrate were unchanged, the molar percentage of acetate, and acetate-to-propionate ratio decreased, whereas the molar percentage of propionate increased quadratically with increasing bicarbonate concentration. This study demonstrated for the first time that headspace composition, especially CO2 content, and bicarbonate concentration in media could significantly influence gas and methane production, and rumen fermentation in gas production techniques.
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Affiliation(s)
- Amlan Kumar Patra
- Department of Animal Sciences, The Ohio State University, Columbus, OH 43210, USA
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Bliss DZ, Weimer PJ, Jung HJG, Savik K. In vitro degradation and fermentation of three dietary fiber sources by human colonic bacteria. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2013; 61:4614-4621. [PMID: 23556460 PMCID: PMC3668776 DOI: 10.1021/jf3054017] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Although clinical benefits of dietary fiber supplementation seem to depend partially on the extent of fiber degradation and fermentation by colonic bacteria, little is known about the effect of supplemental fiber type on bacterial metabolism. In an experiment using a nonadapted human bacterial population from three normal subjects, the extent of in vitro fermentation was greater for gum arabic (GA) than for psyllium (PSY), which was greater than that for carboxymethylcellulose (CMC). In a separate experiment, in vitro incubation with feces from 52 subjects with fecal incontinence, before and after random assignment to and consumption of one of three fiber (GA, PSY, or CMC) supplements or a placebo for 20-21 days, indicated that prior consumption of a specific fiber source did not increase its degradation by fecal bacteria. Results suggest that the colonic microbial community enriched on a particular fiber substrate can rapidly adapt to the presentation of a new fiber substrate. Clinical implications of the findings are that intake of a fiber source by humans is not expected to result in bacterial adaptation that would require continually larger and eventually intolerable amounts of fiber to achieve therapeutic benefits.
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Affiliation(s)
- Donna Z Bliss
- University of Minnesota School of Nursing, Minneapolis, Minnesota 55455, USA.
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van der Weijde T, Alvim Kamei CL, Torres AF, Vermerris W, Dolstra O, Visser RGF, Trindade LM. The potential of C4 grasses for cellulosic biofuel production. FRONTIERS IN PLANT SCIENCE 2013; 4:107. [PMID: 23653628 PMCID: PMC3642498 DOI: 10.3389/fpls.2013.00107] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2013] [Accepted: 04/08/2013] [Indexed: 05/04/2023]
Abstract
With the advent of biorefinery technologies enabling plant biomass to be processed into biofuel, many researchers set out to study and improve candidate biomass crops. Many of these candidates are C4 grasses, characterized by a high productivity and resource use efficiency. In this review the potential of five C4 grasses as lignocellulosic feedstock for biofuel production is discussed. These include three important field crops-maize, sugarcane and sorghum-and two undomesticated perennial energy grasses-miscanthus and switchgrass. Although all these grasses are high yielding, they produce different products. While miscanthus and switchgrass are exploited exclusively for lignocellulosic biomass, maize, sorghum, and sugarcane are dual-purpose crops. It is unlikely that all the prerequisites for the sustainable and economic production of biomass for a global cellulosic biofuel industry will be fulfilled by a single crop. High and stable yields of lignocellulose are required in diverse environments worldwide, to sustain a year-round production of biofuel. A high resource use efficiency is indispensable to allow cultivation with minimal inputs of nutrients and water and the exploitation of marginal soils for biomass production. Finally, the lignocellulose composition of the feedstock should be optimized to allow its efficient conversion into biofuel and other by-products. Breeding for these objectives should encompass diverse crops, to meet the demands of local biorefineries and provide adaptability to different environments. Collectively, these C4 grasses are likely to play a central role in the supply of lignocellulose for the cellulosic ethanol industry. Moreover, as these species are evolutionary closely related, advances in each of these crops will expedite improvements in the other crops. This review aims to provide an overview of their potential, prospects and research needs as lignocellulose feedstocks for the commercial production of biofuel.
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Affiliation(s)
- Tim van der Weijde
- Wageningen UR Plant Breeding, Wageningen University and Research CentreWageningen, Netherlands
| | - Claire L. Alvim Kamei
- Wageningen UR Plant Breeding, Wageningen University and Research CentreWageningen, Netherlands
| | - Andres F. Torres
- Wageningen UR Plant Breeding, Wageningen University and Research CentreWageningen, Netherlands
| | - Wilfred Vermerris
- Wageningen UR Plant Breeding, Wageningen University and Research CentreWageningen, Netherlands
- Department of Microbiology and Cell Science and Genetics Institute, University of FloridaGainesville, FL, USA
| | - Oene Dolstra
- Wageningen UR Plant Breeding, Wageningen University and Research CentreWageningen, Netherlands
| | - Richard G. F. Visser
- Wageningen UR Plant Breeding, Wageningen University and Research CentreWageningen, Netherlands
| | - Luisa M. Trindade
- Wageningen UR Plant Breeding, Wageningen University and Research CentreWageningen, Netherlands
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Whitehead TR, Spence C, Cotta MA. Inhibition of hydrogen sulfide, methane, and total gas production and sulfate-reducing bacteria in in vitro swine manure by tannins, with focus on condensed quebracho tannins. Appl Microbiol Biotechnol 2012; 97:8403-9. [PMID: 23149758 DOI: 10.1007/s00253-012-4562-6] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2012] [Revised: 10/28/2012] [Accepted: 10/31/2012] [Indexed: 11/27/2022]
Abstract
Management practices from large-scale swine production facilities have resulted in the increased collection and storage of manure for off-season fertilization use. Odor and emissions produced during storage have increased the tension among rural neighbors and among urban and rural residents. Production of these compounds from stored manure is the result of microbial activity of the anaerobic bacteria populations during storage. In the current study, the inhibitory effects of condensed quebracho tannins on in vitro swine manure for reduction of microbial activity and reduced production of gaseous emissions, including the toxic odorant hydrogen sulfide produced by sulfate-reducing bacteria (SRB), was examined. Swine manure was collected from a local swine facility, diluted in anaerobic buffer, and mixed with 1 % w/v fresh feces. This slurry was combined with quebracho tannins, and total gas and hydrogen sulfide production was monitored over time. Aliquots were removed periodically for isolation of DNA to measure the SRB populations using quantitative PCR. Addition of tannins reduced overall gas, hydrogen sulfide, and methane production by greater than 90 % after 7 days of treatment and continued to at least 28 days. SRB population was also significantly decreased by tannin addition. qRT-PCR of 16S rDNA bacteria genes showed that the total bacterial population was also decreased in these incubations. These results indicate that the tannins elicited a collective effect on the bacterial population and also suggest a reduction in the population of methanogenic microorganisms as demonstrated by reduced methane production in these experiments. Such a generalized effect could be extrapolated to a reduction in other odor-associated emissions during manure storage.
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Affiliation(s)
- Terence R Whitehead
- Bioenergy Research Unit, National Center for Agricultural Research, Agricultural Research Service, USDA, 1815 N. University Street, Peoria, IL 61604, USA.
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Grabber JH, Ress D, Ralph J. Identifying new lignin bioengineering targets: impact of epicatechin, quercetin glycoside, and gallate derivatives on the lignification and fermentation of maize cell walls. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2012; 60:5152-60. [PMID: 22475000 DOI: 10.1021/jf203986a] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Apoplastic targeting of secondary metabolites compatible with monolignol polymerization may provide new avenues for designing lignins that are less inhibitory toward fiber fermentation. To identify suitable monolignol substitutes, primary maize cell walls were artificially lignified with normal monolignols plus various epicatechin, quercetin glycoside, and gallate derivatives added as 0 or 45% by weight of the precursor mixture. The flavonoids and gallates had variable effects on peroxidase activity, but all dropped lignification pH. Epigallocatechin gallate, epicatechin gallate, epicatechin vanillate, epigallocatechin, galloylhyperin, and pentagalloylglucose formed wall-bound lignin at moderate to high concentrations, and their incorporation increased 48 h in vitro ruminal fiber fermentability by 20-33% relative to lignified controls. By contrast, ethyl gallate and corilagin severely depressed lignification and increased 48 h fermentability by about 50%. The results suggest several flavonoid and gallate derivatives are promising lignin bioengineering targets for improving the inherent fermentability of nonpretreated cell walls.
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Affiliation(s)
- John H Grabber
- U.S. Dairy Forage Research Center, Agricultural Research Service, U.S. Department of Agriculture , 1925 Linden Drive West, Madison, Wisconsin 53706, USA.
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Tobimatsu Y, Elumalai S, Grabber JH, Davidson CL, Pan X, Ralph J. Hydroxycinnamate conjugates as potential monolignol replacements: in vitro lignification and cell wall studies with rosmarinic acid. CHEMSUSCHEM 2012; 5:676-86. [PMID: 22359379 DOI: 10.1002/cssc.201100573] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/12/2011] [Indexed: 05/19/2023]
Abstract
The plasticity of lignin biosynthesis should permit the inclusion of new compatible phenolic monomers, such as rosmarinic acid (RA) and analogous catechol derivatives, into cell-wall lignins that are consequently less recalcitrant to biomass processing. In vitro lignin polymerization experiments revealed that RA readily underwent peroxidase-catalyzed copolymerization with monolignols and lignin oligomers to form polymers with new benzodioxane inter-unit linkages. Incorporation of RA permitted extensive depolymerization of synthetic lignins by mild alkaline hydrolysis, presumably by cleavage of ester intra-unit linkages within RA. Copolymerization of RA with monolignols into maize cell walls by in situ peroxidases significantly enhanced alkaline lignin extractability and promoted subsequent cell wall saccharification by fungal enzymes. Incorporating RA also improved cell wall saccharification by fungal enzymes and by rumen microflora even without alkaline pretreatments, possibly by modulating lignin hydrophobicity and/or limiting cell wall cross-linking. Consequently, we anticipate that bioengineering approaches for partial monolignol substitution with RA and analogous plant hydroxycinnamates would permit more efficient utilization of plant fiber for biofuels or livestock production.
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Affiliation(s)
- Yuki Tobimatsu
- Department of Biochemistry, University of Wisconsin-Madison, Enzyme Institute, Madison, Wisconsin 53726, USA.
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Vermerris W. Survey of genomics approaches to improve bioenergy traits in maize, sorghum and sugarcane. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2011; 53:105-19. [PMID: 21205186 DOI: 10.1111/j.1744-7909.2010.01020.x] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Bioenergy crops currently provide the only source of alternative energy with the potential to reduce the use of fossil transportation fuels in a way that is compatible with existing engine technology, including in developing countries. Even though bioenergy research is currently receiving considerable attention, many of the concepts are not new, but rather build on intense research efforts from 30 years ago. A major difference with that era is the availability of genomics tools that have the potential to accelerate crop improvement significantly. This review is focused on maize, sorghum and sugarcane as representatives of bioenergy grasses that produce sugar and/or lignocellulosic biomass. Examples of how genetic mapping, forward and reverse genetics, high-throughput expression profiling and comparative genomics can be used to unravel and improve bioenergy traits will be presented.
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Affiliation(s)
- Wilfred Vermerris
- University of Florida Genetics Institute and Agronomy Department, Cancer/Genetics Research Complex, PO Box 103610, Gainesville, FL 32610, USA.
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Microbial inoculant effects on silage and in vitro ruminal fermentation, and microbial biomass estimation for alfalfa, bmr corn, and corn silages. Anim Feed Sci Technol 2011. [DOI: 10.1016/j.anifeedsci.2010.09.015] [Citation(s) in RCA: 94] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Grabber JH, Schatz PF, Kim H, Lu F, Ralph J. Identifying new lignin bioengineering targets: 1. Monolignol-substitute impacts on lignin formation and cell wall fermentability. BMC PLANT BIOLOGY 2010; 10:114. [PMID: 20565789 PMCID: PMC3017770 DOI: 10.1186/1471-2229-10-114] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2009] [Accepted: 06/17/2010] [Indexed: 05/02/2023]
Abstract
BACKGROUND Recent discoveries highlighting the metabolic malleability of plant lignification indicate that lignin can be engineered to dramatically alter its composition and properties. Current plant biotechnology efforts are primarily aimed at manipulating the biosynthesis of normal monolignols, but in the future apoplastic targeting of phenolics from other metabolic pathways may provide new approaches for designing lignins that are less inhibitory toward the enzymatic hydrolysis of structural polysaccharides, both with and without biomass pretreatment. To identify promising new avenues for lignin bioengineering, we artificially lignified cell walls from maize cell suspensions with various combinations of normal monolignols (coniferyl and sinapyl alcohols) plus a variety of phenolic monolignol substitutes. Cell walls were then incubated in vitro with anaerobic rumen microflora to assess the potential impact of lignin modifications on the enzymatic degradability of fibrous crops used for ruminant livestock or biofuel production. RESULTS In the absence of anatomical constraints to digestion, lignification with normal monolignols hindered both the rate and extent of cell wall hydrolysis by rumen microflora. Inclusion of methyl caffeate, caffeoylquinic acid, or feruloylquinic acid with monolignols considerably depressed lignin formation and strikingly improved the degradability of cell walls. In contrast, dihydroconiferyl alcohol, guaiacyl glycerol, epicatechin, epigallocatechin, and epigallocatechin gallate readily formed copolymer-lignins with normal monolignols; cell wall degradability was moderately enhanced by greater hydroxylation or 1,2,3-triol functionality. Mono- or diferuloyl esters with various aliphatic or polyol groups readily copolymerized with monolignols, but in some cases they accelerated inactivation of wall-bound peroxidase and reduced lignification; cell wall degradability was influenced by lignin content and the degree of ester group hydroxylation. CONCLUSION Overall, monolignol substitutes improved the inherent degradability of non-pretreated cell walls by restricting lignification or possibly by reducing lignin hydrophobicity or cross-linking to structural polysaccharides. Furthermore some monolignol substitutes, chiefly readily cleaved bi-phenolic conjugates like epigallocatechin gallate or diferuloyl polyol esters, are expected to greatly boost the enzymatic degradability of cell walls following chemical pretreatment. In ongoing work, we are characterizing the enzymatic saccharification of intact and chemically pretreated cell walls lignified by these and other monolignol substitutes to identify promising genetic engineering targets for improving plant fiber utilization.
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Affiliation(s)
- John H Grabber
- U.S. Dairy Forage Research Center, USDA-Agricultural Research Service, Madison, Wisconsin 53706, USA
| | - Paul F Schatz
- U.S. Dairy Forage Research Center, USDA-Agricultural Research Service, Madison, Wisconsin 53706, USA
| | - Hoon Kim
- Department of Biochemistry and DOE Great Lakes Bioenergy Research Center, University of Wisconsin, Madison, Wisconsin, USA
| | - Fachuang Lu
- Department of Biochemistry and DOE Great Lakes Bioenergy Research Center, University of Wisconsin, Madison, Wisconsin, USA
| | - John Ralph
- Department of Biochemistry and DOE Great Lakes Bioenergy Research Center, University of Wisconsin, Madison, Wisconsin, USA
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Adler PR, Sanderson MA, Weimer PJ, Vogel KP. Plant species composition and biofuel yields of conservation grasslands. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2009; 19:2202-2209. [PMID: 20014588 DOI: 10.1890/07-2094.1] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Marginal croplands, such as those in the Conservation Reserve Program (CRP), have been suggested as a source of biomass for biofuel production. However, little is known about the composition of plant species on these conservation grasslands or their potential for ethanol production. Our objective was to assess the potential of CRP and other conservation grasslands for biofuel production, describing the relationships of plant species richness and tall native C4 prairie grass abundance with plant chemical composition and the resulting potential ethanol yield. We determined plant species composition and diversity at multiple scales with the modified Whittaker plot technique, aboveground biomass, plant chemical composition, and potential ethanol yield at 34 sites across the major ecological regions of the northeastern USA. Conservation grasslands with higher numbers of plant species had lower biomass yields and a lower ethanol yield per unit biomass compared with sites with fewer species. Thus, biofuel yield per unit land area decreased by 77% as plant species richness increased from 3 to 12.8 species per m2. We found that, as tall native C4 prairie grass abundance increased from 1.7% to 81.6%, the number of plant species decreased and aboveground biomass per unit land area and ethanol yield per unit biomass increased resulting in a 500% increased biofuel yield per unit land area. Plant species richness and composition are key determinants of biomass and ethanol yields from conservation grasslands and have implications for low-input high-diversity systems. Designing systems to include a large proportion of species with undesirable fermentation characteristics could reduce ethanol yields.
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Affiliation(s)
- Paul R Adler
- United States Department of Agriculture, Agricultural Research Service (USDA-ARS), Pasture Systems and Watershed Management Research Unit, University Park, Pennsylvania 16802, USA.
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19
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Duguid KB, Montross MD, Radtke CW, Crofcheck CL, Wendt LM, Shearer SA. Effect of anatomical fractionation on the enzymatic hydrolysis of acid and alkaline pretreated corn stover. BIORESOURCE TECHNOLOGY 2009; 100:5189-95. [PMID: 19560347 DOI: 10.1016/j.biortech.2009.03.082] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2006] [Revised: 03/26/2009] [Accepted: 03/26/2009] [Indexed: 05/05/2023]
Abstract
Due to concerns with biomass collection systems and soil sustainability there are opportunities to investigate the optimal plant fractions to collect for conversion. An ideal feedstock would require a low severity pretreatment to release a maximum amount of sugar during enzymatic hydrolysis. Corn stover fractions were separated manually and analyzed for glucan, xylan, acid soluble lignin, acid insoluble lignin, and ash composition. The stover fractions were also pretreated with either 0%, 0.4%, or 0.8% NaOH for 2 h at room temperature, washed, autoclaved and saccharified. In addition, dilute sulfuric acid pretreated samples underwent simultaneous saccharification and fermentation (SSF) to ethanol. In general, the two pretreatments produced similar trends with cobs, husks, and leaves responding best to the pretreatments, the tops of stalks responding slightly less, and the bottom of the stalks responding the least. For example, corn husks pretreated with 0.8% NaOH released over 90% (standard error of 3.8%) of the available glucan, while only 45% (standard error of 1.1%) of the glucan was produced from identically treated stalk bottoms. Estimates of the theoretical ethanol yield using acid pretreatment followed by SSF were 65% (standard error of 15.9%) for husks and 29% (standard error of 1.8%) for stalk bottoms. This suggests that integration of biomass collection systems to remove sustainable feedstocks could be integrated with the processes within a biorefinery to minimize overall ethanol production costs.
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Affiliation(s)
- K B Duguid
- University of Kentucky, Department of Biosystems and Agricultural Engineering, 128 CE Barnhart Building, University of Kentucky, Lexington, KY 40546-0276, United States
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20
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Lorenz AJ, Anex RP, Isci A, Coors JG, de Leon N, Weimer PJ. Forage quality and composition measurements as predictors of ethanol yield from maize (Zea mays L.) stover. BIOTECHNOLOGY FOR BIOFUELS 2009; 2:5. [PMID: 19272154 PMCID: PMC2660312 DOI: 10.1186/1754-6834-2-5] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2008] [Accepted: 03/09/2009] [Indexed: 05/08/2023]
Abstract
BACKGROUND Improvement of biofeedstock quality for cellulosic ethanol production will be facilitated by inexpensive and rapid methods of evaluation, such as those already employed in the field of ruminant nutrition. Our objective was to evaluate whether forage quality and compositional measurements could be used to estimate ethanol yield of maize stover as measured by a simplified pretreatment and simultaneous saccharification and fermentation assay. Twelve maize varieties selected to be diverse for stover digestibility and composition were evaluated. RESULTS Variation in ethanol yield was driven by glucan convertibility rather than by glucan content. Convertibility was highly correlated with ruminal digestibility and lignin content. There was no relationship between structural carbohydrate content (glucan and neutral detergent fiber) and ethanol yield. However, when these variables were included in multiple regression equations including convertibility or neutral detergent fiber digestibility, their partial regression coefficients were significant and positive. A regression model including both neutral detergent fiber and its ruminal digestibility explained 95% of the variation in ethanol yield. CONCLUSION Forage quality and composition measurements may be used to predict cellulosic ethanol yield to guide biofeedstock improvement through agronomic research and plant breeding.
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Affiliation(s)
- Aaron J Lorenz
- Department of Agronomy, University of Wisconsin, Linden Drive, Madison, WI 53706, USA
| | - Rob P Anex
- Department of Agricultural and Biosystems Engineering, Iowa State University, Ames, IA 50011, USA
| | - Asli Isci
- Department of Agricultural and Biosystems Engineering, Iowa State University, Ames, IA 50011, USA
| | - James G Coors
- Department of Agronomy, University of Wisconsin, Linden Drive, Madison, WI 53706, USA
| | - Natalia de Leon
- Department of Agronomy, University of Wisconsin, Linden Drive, Madison, WI 53706, USA
| | - Paul J Weimer
- USDA-ARS, US Dairy Forage Research Center, Linden Drive West, Madison, WI 53706, USA
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21
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Haney LJ, Coors JG, Lorenz AJ, Raman DR, Anex RP, Scott MP. Development of a fluorescence-based method for monitoring glucose catabolism and its potential use in a biomass hydrolysis assay. BIOTECHNOLOGY FOR BIOFUELS 2008; 1:17. [PMID: 19019221 PMCID: PMC2602992 DOI: 10.1186/1754-6834-1-17] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/11/2007] [Accepted: 11/19/2008] [Indexed: 05/27/2023]
Abstract
BACKGROUND The availability and low cost of lignocellulosic biomass has caused tremendous interest in the bioconversion of this feedstock into liquid fuels. One measure of the economic viability of the bioconversion process is the ease with which a particular feedstock is hydrolyzed and fermented. Because monitoring the analytes in hydrolysis and fermentation experiments is time consuming, the objective of this study was to develop a rapid fluorescence-based method to monitor sugar production during biomass hydrolysis, and to demonstrate its application in monitoring corn stover hydrolysis. RESULTS Hydrolytic enzymes were used in conjunction with Escherichia coli strain CA8404 (a hexose and pentose-consuming strain), modified to produce green fluorescent protein (GFP). The combination of hydrolytic enzymes and a sugar-consuming organism minimizes feedback inhibition of the hydrolytic enzymes. We observed that culture growth rate as measured by change in culture turbidity is proportional to GFP fluorescence and total growth and growth rate depends upon how much sugar is present at inoculation. Furthermore, it was possible to monitor the course of enzymatic hydrolysis in near real-time, though there are instrumentation challenges in doing this. CONCLUSION We found that instantaneous fluorescence is proportional to the bacterial growth rate. As growth rate is limited by the availability of sugar, the integral of fluorescence is proportional to the amount of sugar consumed by the microbe. We demonstrate that corn stover varieties can be differentiated based on sugar yields in enzymatic hydrolysis reactions using post-hydrolysis fluorescence measurements. Also, it may be possible to monitor fluorescence in real-time during hydrolysis to compare different hydrolysis protocols.
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Affiliation(s)
| | - James G Coors
- Department of Agronomy, University of Wisconsin-Madison, Madison, WI, USA
| | - Aaron J Lorenz
- Department of Agronomy, University of Wisconsin-Madison, Madison, WI, USA
| | - D Raj Raman
- Department of Agricultural and Biosystems Engineering, Iowa State University, Ames, IA, USA
| | - Robert P Anex
- Department of Agricultural and Biosystems Engineering, Iowa State University, Ames, IA, USA
| | - M Paul Scott
- Corn Insects and Crop Genetics Research Unit, ARS, USDA, USA
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22
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Orts WJ, Holtman KM, Seiber JN. Agricultural chemistry and bioenergy. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2008; 56:3892-3899. [PMID: 18473470 DOI: 10.1021/jf8006695] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
Renewed interest in converting biomass to biofuels such as ethanol, other forms of bioenergy, and bioenergy byproducts or coproducts of commercial value opens opportunities for chemists, including agricultural chemists and related disciplines. Applications include feedstock characterization and quantification of structural changes resulting from genetic modification and of the intermediates formed during enzymatic and chemical processing; development of improved processes for utilizing chemical coproducts such as lactic acid and glycerol; development of alternative biofuels such as methanol, butanol, and hydrogen; and ways to reduce greenhouse gas emission and/or use carbon dioxide beneficially. Chemists will also be heavily involved in detailing the phytochemical composition of alternative energy crops and genetically improved crops. A resurgence of demand for agricultural chemistry and related disciplines argues for increasing output through targeted programs and on-the-job training.
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Affiliation(s)
- William J Orts
- Western Regional Research Center, Agricultural Research Service, U.S. Department of Agriculture, Albany, CA 94710, USA
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23
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Chundawat SPS, Balan V, Dale BE. High-throughput microplate technique for enzymatic hydrolysis of lignocellulosic biomass. Biotechnol Bioeng 2008; 99:1281-94. [PMID: 18306256 DOI: 10.1002/bit.21805] [Citation(s) in RCA: 67] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Several factors will influence the viability of a biochemical platform for manufacturing lignocellulosic based fuels and chemicals, for example, genetically engineering energy crops, reducing pre-treatment severity, and minimizing enzyme loading. Past research on biomass conversion has focused largely on acid based pre-treatment technologies that fractionate lignin and hemicellulose from cellulose. However, for alkaline based (e.g., AFEX) and other lower severity pre-treatments it becomes critical to co-hydrolyze cellulose and hemicellulose using an optimized enzyme cocktail. Lignocellulosics are appropriate substrates to assess hydrolytic activity of enzyme mixtures compared to conventional unrealistic substrates (e.g., filter paper, chromogenic, and fluorigenic compounds) for studying synergistic hydrolysis. However, there are few, if any, high-throughput lignocellulosic digestibility analytical platforms for optimizing biomass conversion. The 96-well Biomass Conversion Research Lab (BCRL) microplate method is a high-throughput assay to study digestibility of lignocellulosic biomass as a function of biomass composition, pre-treatment severity, and enzyme composition. The most suitable method for delivering milled biomass to the microplate was through multi-pipetting slurry suspensions. A rapid bio-enzymatic, spectrophotometric assay was used to determine fermentable sugars. The entire procedure was automated using a robotic pipetting workstation. Several parameters that affect hydrolysis in the microplate were studied and optimized (i.e., particle size reduction, slurry solids concentration, glucan loading, mass transfer issues, and time period for hydrolysis). The microplate method was optimized for crystalline cellulose (Avicel) and ammonia fiber expansion (AFEX) pre-treated corn stover.
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Affiliation(s)
- Shishir P S Chundawat
- Biomass Conversion Research Lab, Department of Chemical Engineering and Materials Science, Michigan State University, East Lansing, Michigan 48824, USA.
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Sarath G, Mitchell RB, Sattler SE, Funnell D, Pedersen JF, Graybosch RA, Vogel KP. Opportunities and roadblocks in utilizing forages and small grains for liquid fuels. J Ind Microbiol Biotechnol 2008; 35:343-354. [PMID: 18205019 DOI: 10.1007/s10295-007-0296-3] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2007] [Accepted: 12/03/2007] [Indexed: 12/11/2022]
Affiliation(s)
- Gautam Sarath
- Grain, Forage and Bioenergy Research Unit, USDA-ARS, 314 Biochemistry Hall, University of Nebraska, East Campus, Lincoln, NE, 68583-0737, USA.
| | - Robert B Mitchell
- Grain, Forage and Bioenergy Research Unit, USDA-ARS, 314 Biochemistry Hall, University of Nebraska, East Campus, Lincoln, NE, 68583-0737, USA
| | - Scott E Sattler
- Grain, Forage and Bioenergy Research Unit, USDA-ARS, 314 Biochemistry Hall, University of Nebraska, East Campus, Lincoln, NE, 68583-0737, USA
| | - Deanna Funnell
- Grain, Forage and Bioenergy Research Unit, USDA-ARS, 314 Biochemistry Hall, University of Nebraska, East Campus, Lincoln, NE, 68583-0737, USA
| | - Jeffery F Pedersen
- Grain, Forage and Bioenergy Research Unit, USDA-ARS, 314 Biochemistry Hall, University of Nebraska, East Campus, Lincoln, NE, 68583-0737, USA
| | - Robert A Graybosch
- Grain, Forage and Bioenergy Research Unit, USDA-ARS, 314 Biochemistry Hall, University of Nebraska, East Campus, Lincoln, NE, 68583-0737, USA
| | - Kenneth P Vogel
- Grain, Forage and Bioenergy Research Unit, USDA-ARS, 314 Biochemistry Hall, University of Nebraska, East Campus, Lincoln, NE, 68583-0737, USA
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Muck R, Filya I, Contreras-Govea F. Inoculant Effects on Alfalfa Silage: In Vitro Gas and Volatile Fatty Acid Production. J Dairy Sci 2007; 90:5115-25. [DOI: 10.3168/jds.2006-878] [Citation(s) in RCA: 56] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Weimer PJ, Springer TL. Fermentability of eastern gamagrass, big bluestem and sand bluestem grown across a wide variety of environments. BIORESOURCE TECHNOLOGY 2007; 98:1615-21. [PMID: 16962323 DOI: 10.1016/j.biortech.2006.06.003] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2006] [Revised: 06/07/2006] [Accepted: 06/09/2006] [Indexed: 05/11/2023]
Abstract
Plant biomass has attracted interest as a feedstock for biofuels production, but much of this work has been focused on relatively few plant species. In this study, three relatively-unstudied species of warm-season perennial grasses, grown at multiple locations in the eastern and central US and harvested over a three year period, were examined for fermentability via in vitro ruminal gas production and dry matter digestibility assays, and near-infrared reflectance calibrations were developed for these fermentation parameters. Big bluestem (Andropogon gerardii Vitman) displayed greater fermentability than did sand bluestem (Andropogon hallii Hack) or eastern gamagrass [Tripsacum dactyloides (L.) L.], but displayed lower biomass yields. The bluestems also displayed lower N contents and less variation in fermentability over different growth environments (geographic locations and harvest years), suggesting a more consistent biomass quality than for eastern gamagrass. Thus, in addition to their use as forage for ruminant animals, bluestems may be of particular interest as feedstocks for bioconversion to ethanol and other products via direct microbial fermentation (consolidated bioprocessing) schemes, and thus merit additional efforts to enhance biomass yield potential.
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Affiliation(s)
- P J Weimer
- United States Department of Agriculture, Agricultural Research Service (USDA-ARS), US Dairy Forage Research Center, 1925 Linden Drive West, Madison, WI 53706, USA.
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