The concentration of total organic acids was measured as alkalinity of the ash

Differences in total root length, surface and volume density, average root diameter, and root tips and fork densities were analyzed using a split-plot design with genotypes as main plots and depth as subplot. This is a conservative statistical analysis because it reduces the df for genotype from 3 to 1. Therefore, we also compared the two same pairs of genotypes using statistical contrasts in an ANOVA including all four genotypes. To account for the inability to randomize depths, we used a conservative estimate of the df for subplots and for the interaction between subplot and main plot. Conservative df were calculated by dividing their df by the number of subplots. This strategy is similar to that used for repeated measures in time and does not affect comparisons among main plots , which are the main objective of this study. Homogeneity of variance and normality of the residuals was confirmed for all the individual ANOVAs performed at each depth for all parameters. When necessary, data was transformed using power transformations to satisfy ANOVA assumptions.The experiments were performed in 13 L hydroponic tanks containing the nutrient solution. Twenty-four seedlings were placed in each tank in a six by four pattern. All genotypes were included in one tank and, if necessary, multiple tanks were used as replications. In the experiments to study the effect of different nitrogen sources and concentrations ,vertical growing systems seedlings were grown in normal growth solution for seven days and then transferred to four separate tanks with each of the four nitrogen sources for 10 days .

Roots were measured at 22 DAG. Each tank included 6 replications of each of the four genotypes organized in a completely randomized design. The results were analyzed in a 2 x 2 factorial ANOVA with distal and proximal 1RS regions as factors and wheat or rye chromosome segments as levels. For the analysis of distances between the first lateral roots and the RAM, the four genotypes were grown in a tank with normal nitrogen conditions in a completely randomized design . Lines carrying distal rye or wheat segments were compared using a t-test. Chascomús, Buenos Aires Argentina: The CaCl2 from the germination tank was replaced by nutrient solution on the 4th day. On the 5 th day, plants were transferred to 350 mL pots containing nutrient solution, with each pot being a replicate. Pots were rotated every two days to ensure that they occupied different positions within the growth chamber. For the root elongation time course, the length of the second longest seminal root was measured daily four hours after the start of the light period, starting 6 DAG. Within each experiment, data was analyzed as repeated measures . A combined ANOVA was performed using experiments as blocks.The NBT staining experiments were performed using 5 cm root sections excised from the second longest root of 1RS and 1RSRW plants 17 DAG. This root segment was placed for 90 min in a 0.1 mg mL-1 NBT solution dissolved in 200 mM potassium phosphate buffer, pH 7.6, in darkness. For the DCF-DA staining similar root segments were placed in the same buffer supplemented with 10 µM DCF-DA for 60 min, in darkness. Roots segments stained with NBT or DCF-DA were washed in the same buffer for 30 min and placed on a slide. Roots were observed using a Zeiss Discovery.V20 stereo microscope equipped with a coaxial fluorescence mechanism. Pictures were obtained with an Axiocam 512 color . The images were processed with the ImageJ software obtaining a longitudinal profile of color and fluorescence intensities.

These experiments were performed in Chascomús. Previous studies have shown an association between the introgression of the rye 1RS arm in wheat and improved resistance to water stress . In three of these studies, the 1RS.1BL lines showed increased root biomass compared to the non-1RS control lines in large pot or sand-tube experiments. However, these differences were not validated in the field. In this study we showed that differences in grain yield and biomass between plants carrying a complete 1RS translocation and NILs with an introgressed distal wheat chromosome segment are associated with differences in total root length density and average root diameter in the field. Field excavations of the four different 1RS NILs provided an opportunity to visualize the differences in their root systems and to quantify these differences using horizontal soil cores at consistent depths. This experiment confirmed the hypothesis that the 1RSxR lines have a higher root density throughout the soil profile, with roots that reach deeper in the soil than the 1RSxW lines . The more extensive root system of the 1RSxR lines relative to the 1RSxW lines may have contributed to their better tolerance to drought and water logging conditions in the experiments presented in this study , and to the higher carbon isotope discrimination and increased stomatal conductance values detected in a previous study . Through their deeper root system, the 1RSxR plants can access more stored soil moisture and nutrients, keep their stomata open longer, and generate additional photosynthetic products and biomass than the 1RSxW plants. However, we cannot rule out the possibility that the genes in the distal 1BS introgression may have a more direct effect on aerial biomass or on other anatomical and/or physiological root differences known to impact tolerance to water logging and drought . The differences in root depth observed between the Hahn 1RSxR and 1RSxW NILs in the field were paralleled by drastic changes in seminal root length in hydroponic cultures . These differences were robust across experiments and were detected with different nitrogen sources and concentrations .

We hypothesize that these early differences in seminal root length may have contributed to the observed differences in total root length density observed in the deepest soil core samples in the field . The early and consistent differences in root growth under controlled conditions provided the opportunity to study the process in detail. During the first week of development, root growth occurred at the same rate for both genotypes, suggesting that the differences were not primarily associated with embryonically determined differences in root elongation. Instead, differences in root growth consistently manifested during the second week across multiple experiments. The growth rate of the seminal roots of the 1RSxW plants gradually decreased during the second and third week, to come close to zero by the end of the third week, whereas growth continued in the 1RSxR plants . The consistent timing of these events suggests that these changes are developmentally regulated. The growth arrest of the seminal roots in the 1RSxW plants was accompanied by the proliferation of lateral roots in close proximity to the RAM, suggesting important changes in the RAM. The RAM consists of a quiescent center surrounded by stem cells that generate new daughter cells, which undergo additional divisions in the proximal region of the meristem and differentiatein the transition zone . At a cellular level, a balance between cell proliferation and cell elongation/differentiation determines root growth rate . The arrest of the growth of seminal roots in 1RSxW plants suggests a modification in cell proliferation and/or cell elongation/differentiation. Additional studies will be required to determine if this arrest involves changes in the QC and/or modifications in the root regions adjacent to the meristem. In any case,outdoor vertical plant stands the dramatic reduction in seminal root growth and increased lateral root proliferation close to the RAM argues for an early developmental program switch in the regulation of the RAM in the 1RSxW plants. The transition from cell proliferation to cell elongation and differentiation and the subsequent development of lateral roots depends on the distribution of ROS along the root axis, specifically on the opposing gradients of superoxide and hydrogen peroxide.

Superoxide is predominant in dividing cells in the meristematic zone, while hydrogen peroxide is predominant in elongated cells in the differentiation zone . The balance between these ROS modulates the transition between root proliferation and differentiation zones. Seventeen days after germination, the apical region of 1RS seminal roots showed opposing gradients of superoxide and hydrogen peroxide characteristic of elongating roots . A different ROS distribution was detected in the arrested 1RSxW roots, where superoxide was restricted to the distal ~700 m and increased levels of DCF-DA fluorescence were detected between 250-950 m in the cell proliferation zone . The contrasting patterns of ROS distribution reflect the major developmental changes that differentiate the seminal roots of the 1RS and 1RSxW genotypes. Studies in Arabidopsis have shown that changes in ROS distribution can be triggered by the altered expression of major genes that control the size of the meristematic zone. These genes include UPBEAT1 , a basic helix-loop-helix transcription factor that regulates the meristematic zone size by restricting H2O2 distribution in the elongation zone . In addition, ROOT MERISTEM GROWTH FACTOR 1and the transcription factor RGF1 INDUCIBLE TRANSCRIPTION FACTOR 1that mediates RGF1 signaling can modulate the distribution of ROS along the root developmental zones leading to enhanced stability of PLETHORA2 . Reduced expression of PLETHORA in the root apical region or changes in its distribution have been associated with impaired root growth. To test if these Arabidopsis results are applicable to wheat, we are initiating expression studies of these genes in the 1RSxR and 1RSxW lines. It remains unknown if the differential pattern of ROS distribution in the roots of the 1RSxW plants is the result of changes in the wheat homologs of these central developmental genes or a more direct effect on genes affecting the redox balance in different developmental root zones. The differences in superoxide and hydrogen peroxide distribution between the seminal roots of the 1RSRW and 1RS plants were measured after the arrest in root growth . Therefore, we currently do not know if the changes in ROS distribution are a cause or consequence of the changes observed in root growth and lateral root proliferation close to the RAM. Strawberry frigoplants cv. Elsanta were cultivated in hydroponics. The variation in N-form started when the plants switched over from the vegetative to the generative growth phase. During the vegetative phase, all plants were fed with NO3-N. After changing to the generative stage, plants were divided into three different nutrition treatments, containing two ammonium treatments and one nitrate treatment. The solution pH was stabilized to pH 3.5 and 5.5 by pH-stat. The nutrient solution was changed every 3 d.The concentrations of the main organic acids in the fruits were measured using high performance liquid chromatography . Seeds of E. camaldulensis were germinated on acid-washed and sterilized sand in a growth chamber . Seedlings were watered daily with a nutrient solution and grown for 3 to 4 months. After seedlings were cultured hydroponically for 5 days, roots of seedlings were treated with 0.35 mM CaCl2 solution containing 0 or 1 mM AlCl3 for 24 h. The 5 mm apical portions of roots were excised, freeze-thawed, and centrifuged on an ultrafilter to obtain soluble compounds from root-tip cells. Al-binding compounds which were soluble in the form of complex with Al were separated by gel-filtration chromatography. The cellular extract added with Al was subjected to a gel-filtration column to separate the complexes of Al-binding compounds with Al from free Al. The Al concentration of each fraction was determined with an inductively coupled plasma atomic emission spectrometer . In addition, Al-binding compounds which became insoluble in the form of complex with Al were separated by HPLC equipped with a reversed-phase column. The cellular extract added with or without Al was subjected to HPLC analysis. Chromatographic peaks whose area was decreased by the addition of Al were judged to be those of Al-binding compound. When Al was added to the cellular extract from roots cultivated without Al and the extract was subjected to the gel-filtration column, one peak was observed by monitoring the Al concentration in each fraction. Two peaks were found when the roots were treated with 1 mM Al. These results indicate that roots of E. camaldulensis contain Al-binding compounds which are soluble in the form of complex with Al, and the compounds increase with Al treatment. We also measured organic acids in each fraction, and found that the peak of citrate corresponded to that of the Al-complex. The increase of Al-binding compound can be explained partly by the increase of citrate.

Grass plants have very different cell walls compared to other species

Interestingly, plants can be divided into four categories based on the quantity of B required: 1) Lactifers, contain the highest amount of B ; 2) Cole crops have the second highest B concentrations; 3) Legumes and the lily family of monocots are in the third group and 4) Graminaceous plants contain the least amount of B . When graminaceous plants flower, their B requirements increase. Now we know that, except for the lactifers, the B content of plants is closely aligned with the amount of pectin in their cell walls . Cell wall scientists have discovered that the RGII fraction of cell wall pectin contains B, and that cell wall structures in plants differ among species.Cell walls of grasses are much lower in pectin, and therefore these plants contain less B . Since each carbon fixed in photosynthesis is released to the Calvin cycle in bundle sheath cells by Mn-activated NAD-malic enzyme in this sub-type of C4 plant, perhaps the Mn requirement of these plants would be higher than that of C3 or NADP-malic enzyme plants . We tested this hypothesis by using hydroponic solutions where Mn concentrations could be carefully controlled. A survey of plant nutrient solution recipes indicated that most nutrient solutions contain around 2µM Mn. In this experiment, we compared the growth and photosynthetic rates of two NAD-malic enzyme C4 plants, Pearl millet and amaranthus, with two NADP-malic enzyme C4 plants,vertical hydroponic corn and sorghum, and two C3 plants, squash and wheat. Corn, sorghum, squash and wheat produced maximum biomass with the normal 2 µM Mn concentration in the hydroponic medium.

On the other hand, NAD-malic enzyme C4 plants, Pearl millet and amaranthus, produced maximum biomass with ~50 µM Mn in the nutrient solution . Photosynthetic rate responses of each species to nutrient solution Mn concentration were similar to their biomass responses. These results clearly show that when all of the carbon going into photosynthesis goes through a single Mn-activated enzyme, plant growth response is dependent on high levels of available Mn. Legumes are some of the highest protein crops grown, and they utilize N from the atmosphere rather that relying on N fertilizer to produce this protein. There are two major types of leguminous plants when it comes to root nodules and forms of N transported from these nodules to leaves and developing pods . There are determinate nodules, which tend to be round, with life spans of about 35 days. These are nodules formed on roots of warm season legumes and contain bacteroids that fix atmospheric N and use the fixed N to synthesize the ureide molecule, allantoate, for transport in xylem to leaves and developing pods. Allantoate contains 4N’s and 4C’s, and is a very efficient molecule for transporting N. Cool season legumes have indeterminate nodules that are elongated and often form a Y-shape. Bacteroids in these nodules fix N and, in general, synthesize the amide, asparagine, for transport in xylem to leaves and pods. Asparagine contains 2N’s and 4N’s. The fixed-N is released in leaves and developing pods of ureide-transporting legumes by an enzyme called allantoate amidohydrolase, and one interesting feature of this enzyme is that it is activated by Mn .

Therefore, according to the soil N status, a large proportion of the total N, mostly protein-N in the harvested legume, comes through this Mn-activated enzyme. As with the Mn-activated NADmalic enzyme plants, perhaps ureide-utilizing leguminous plants, like soybean, cowpea and lespedeza, will require higher Mn nutritional levels than asparagine-transporting legumes, like alfalfa and clover or all legumes grown on nitrate-N. To my knowledge, the Mn-requirements of ureide-transporting, amide-transporting and nitrate-fed leguminous plants have not be directly compared. In addition to a Mn-ureide metabolism connection, there is a Mn-bacteroid connection inside the root nodule. Bacteroids depend on their host legume for a source of energy to support the nitrogen fixation process. Although plants usually transport sucrose via the phloem from leaves to root nodules, root nodule cells metabolize the sucrose and provide bacteroids organic acids, like malate, as an energy source. Bacteroids in nodules of some species, like soybean, use the Mn-activated NAD-malic enzyme in the initial step of malate utilization . Therefore, a Mn-enzyme plays a central role in root nodule/legume N metabolism! The knowledge gained on structure and metabolism of a wide range of plant species over the past few years allows us to predict special nutrient needs. High protein plants require large quantities of K because components involved in protein synthesis must be bathed in high K concentrations in order to maintain the proper configurations. Plus, K+ is used to balance the negative charges of asparagine and glutamine in proteins produced. Plants with pectin-rich cell walls have high B contents, and thus plants with low pectin cell walls have low B contents. NAD-malic enzyme sub-type C4 plants have high Mn requirements for maximum growth and photosynthesis rates since every C fixed is released in bundle sheath cells by this Mn-activated enzyme. Based on their ureide metabolism with the Mn-activated enzyme, allantoate amidohydrolase, and with malate as the primary C source for bacteroids via NAD-malic enzyme, N-fixing soybeans may have a higher Mn requirement than nitrate-N grown plants.

In addition to these examples, there are other specific nutrient requirements that can be predicted based on our knowledge of plant structure and metabolism. Both Casparian strips and suberin lamellae, two extracellular hydrophobic barriers located in the wall of endodermal cells of the root, are thought to play important roles in restricting the free difusion of solutes and water . Casparian strips act as apoplastic barriers not only to block solutes moving into the xylem through the free space between cells, but also to prevent their back fow from the stele to the apoplast of the cortex. Suberin lamellae, due to their deposition between the endodermal plasma membrane and secondary cell wall, do not block aploplastic transport but rather limit transcellular transport of nutrients and possibly water at the endodermis. Cross talk between the Casparian strip and suberin lamellae exists, with suberin being deposited in response to disruption of Casparian strips.These extracellular barriers are therefore at a cross-road between control of mineral nutrient and water uptake. However, the mechanisms that allow plants to integrate both these barrier functions to enable the simultaneous uptake of sufcient water and mineral nutrients remain under explored. Te dirigent-like protein Enhanced Suberin1 functions in the correct formation of Casparian strips by allowing the lignin, deposited at the Casparian Strip Domain through the action of Peroxidase 64 and the Respiratory Burst Oxidase Homolog F, to form into a continuous ring. In the absence of this dirigent-like protein defective Casparian strips are formed along with enhanced and early deposition of suberin in the endodermis. A similar pattern of Casparian strip disruption and response is also observed when the Casparian Strip Domain is disrupted through the loss of Casparian Strip Domain Proteins. Tese changes lead to systematic alterations in the profle of mineral nutrients and trace elements accumulating in leaves, and this phenotype provided the frst tool for identification of genes involved in Casparian strip development. Detection of the difusible vasculature-derived peptides CASPARIAN STRIP INTEGRITY FACTORS 1 & 2 through interaction with the SCHENGEN3 receptor-like kinase is what drives this endodermal response to loss of Casparian strip integrity. Here, we report that detection of a loss of Casparian strip integrity at the root endodermis by the CIFs/SGN3 pathway leads to an integrated local and long-distance response. This response rebalances water and mineral nutrient uptake,what is vertical farming compensating for breakage of the Casparian strip apoplastic seal between the stele and the cortex. This rebalancing involves both a reduction in root hydraulic conductivity driven by deactivation of aquaporins, and limitation of ion leakage through deposition of suberin in endodermal cell walls. This local root-based response is also coupled to a reduction in water demand in the shoot driven by ABA-mediated stomatal closure.The dirigent-like protein Enhanced Suberin1 functions in the formation of Casparian strips by allowing the correct deposition of lignin at the Casparian strip domain. The enhanced deposition of suberin in the esb1-1 mutant with disrupted Casparian strips can clearly be observed using the lipophilic stain Fluorol Yellow 088 close to the root tip , and this can be quantifed by counting the number of endodermal cells afer the onset of cell expansion to the frst appearance of yellow fuorescence . This early deposition of suberin is also verifed by the clear correspondence of FY 088 staining with enhanced promoter activity of known suberin biosynthetic genes, including GPAT5 monitored through both GUS staining and GFP fuorescence , and also others through GUS staining . This is further reinforced by the enhanced expression of known suberin biosynthetic genes in esb1-1 relative to wild-type . To better understand the causal link between Casparian strip integrity and enhanced deposition of suberin, we performed a reciprocal grafing experiment that revealed that the esb1-1 mutation is only required in the root to drive enhanced deposition of suberin at the endodermis, placing the function of ESB1 and the driver for increased suberin in the same tissue . To determine the cause and effect relationship between damaged Casparian strips and enhanced suberin we carefully monitored the first appearance of both Casparian strips and enhanced suberin in esb1-1. Using lignin staining in the Casparian strip marker line pCASP1::CASP1::GFP, we are able to observe that damaged Casparian strips are visible 2.5 days after sowing .

This is at least 12hr before the first indication of enhanced suberin biosynthesis, which we monitor using promoter activity of suberin biosynthetic genes GPAT5, FAR4, FAR1 and FAR5 . This was also verified by the direct observation of suberin deposition with FY 088 . The observation that treatment with the CIF2 peptide, normally leaked from the stele through loss of Casparian strip integrity, can enhance suberin deposition in wild-type plants supports our interpretation that enhanced suberin deposition is a response to loss of integrity of the Casparian strip-based apoplastic diffusion barrier. Furthermore, loss-of-function of the receptor-like kinase SGN3, required for sensing of CIFs, blocks the enhanced deposition of suberin in esb1-1 and casp1-1casp3-1 based on a chemical analysis of suberin in esb1-1 , and also on FY 088 staining. We conclude that Casparian strip defects sensed by the CIFs/SGN3 surveillance system lead to enhanced deposition of suberin in the endodermis.Te observation that enhanced suberin is deposited as a response to loss of integrity of the endodermal-based diffusion barrier between stele and cortex, raises the question, what is the function of this increased suberin deposition? Previously, the extent of endodermal suberin has been shown to be part of the response to nutrient status. We therefore tested the selectivity to solutes σNaCl, in roots varying in the extent of suberin deposition and the functionality of Casparian strips. For this, we measured solute leakage into xylem sap of pressurized roots at increasing sodium chloride concentrations in the solution bathing the roots. Taken individually, σNaCl of roots of esb1-1, sgn3-3 and wild-type were not significantly diferent from one another , which is surprising given the disruption of the Casparian strip-based apoplastic diffusion barrier in both mutants. However, removal of suberin in esb1-1, by endodermal-specific ectopic expression of a cutinase, caused a signifcant decrease in σNaCl compared to wild-type plants , and a similar tendency when compared to esb1-1 . This supports the notion that enhanced suberin deposition at the endodermis helps prevent passive solute leakage caused by defects in the Casparian strips of the esb1-1 mutant. We also observed a significant decrease in σNaCl in the double mutant esb1-1sgn3-3 compared to both wild-type and sgn3-3 . It is known that SGN3 is required for the enhanced deposition of suberin that occurs at the endodermis in esb1-1. Our observation that removal of this enhanced suberin in esb1-1sgn3-3 decreases σNaCl further supports our conclusion that the role of this increased suberin deposition is to limit solute leakage where Casparian strip barriers are disrupted.It has also been suggested that endodermal suberin may impact water permeability, though how is still unclear. To further address the role of enhanced endodermal suberin, we investigated root hydraulic conductivity of esb1-1 and observed a significant reduction by 62% with respect to wild-type.Importantly, this difference in esb1-1 Lpr originates mainly from a reduction in an aquaporin-mediated water transport pathway.

No differences in bacterial numbers between soils with and without plants were observed

The BEST program also sponsored a phytoremediation workshop for BEST investigators and students that was attended by more than 60 participants. Additional workshops are planned for the coming year. In this report, the research is organized by subject area, and two-page briefs are presented for each of 28 BEST projects. The projects presented provide a good representation of the state-of-the-science research being done with students in the BEST program – the best of BEST.Over the next 75 years, the U.S. government will undertake what has been called the largest civil works project in world history to restore the environment damaged by previous activities at federal sites, e.g., Department of Defense military bases and Department of Energy nuclear facilities. Legislative action, resulting from concern over the accumulating hazards, has mandated pollution control measures and environmental restoration of hazardous waste at all sites. Estimates of total cleanup costs range from $230 billion to more than half a trillion dollars. Given the trend of diminishing budgets throughout the federal government,vertical home farming future generations could inherit both an environmental and budgetary disaster. The imprecision of the cost estimates results from the lack of knowledge of how “clean” the contaminated sites will need to be. Some of the environmental damage is permanent—cleanup technologies either do not exist or are incapable of remediating the contamination.

For DoD bases being closed by the Base Realignment and Closure Program, all toxic sites must be remediated before the site is returned to public use. The projected costs of site restoration using existing technologies are staggering: the estimated cleanup cost is at least $24.5 billion for the 7,313 identified U.S. sites . The pollutants at these sites include chlorinated hydrocarbons, metals, petroleum products, explosives, mixed waste and other organics. DOE also has substantial remediation costs—estimated to be from $90 billion to $200 billion . The domestic private sector presents yet another huge set of remediation problems, dwarfed only by the international problems in Eastern Europe and Russia . There is clearly a need for new cost-effective treatment technologies. Bio-remediation, the use of microorganisms to detoxify hazardous waste, promises to provide economical and ecologically sound clean-up strategies. An Office of Technology Assessment analysis concluded that the U.S. does not possess a sufficient pool of qualified environmental professionals, i.e., the trained scientific personnel required to support this rapidly developing multidisciplinary field. In response to these national environmental needs, the Bio-remediation Education, Science and Technology Program, funded by DoD, was established in 1996. In a few short years, BEST has pioneered a new and successful model for environmental science and education. This partnership has a highly integrated programmatic focus on the scientific and workforce needs of DoD. Since the inception of the BEST program, a significant number of major milestones and deliverables have been achieved. They are described below. The BEST program has made these dramatic accomplishments by using an approach that combines a training-education element with an integrated research project, described later in this introduction.

Successful restoration of DoD hazardous waste sites and the growth of the bio-remediation industry is dependent on a cadre of trained scientists, engineers and technicians. By the year 2005, thousands of trained professionals will be required to meet DoD and national environmental needs. The BEST partnership continues to build upon accomplishments and successful programs developed with DoD support. The training-educational element continues to provide career development opportunities for underrepresented groups with bio-remediation curricula, courses and fellowships. The training-educational experience is personalized to provide students with a meaningful bio-remediation curriculum, financial support, an extensive mentorship network, and research and field training. The shared resources of the BEST partnership institutions aid faculty in the development of curricula, courses and environmental research projects. The training-education programs span the continuum from community college outreach to faculty development, but focuses on undergraduate and graduate students. Innovative features of the BEST program are the use of distributed learning technologies and a Rotating Scholar Program, integrated with a coordinated academic and video seminar curriculum.The primary objective of the BEST program is to provide hands-on training in bio-remediation, phytoremediation and ecotox/risk assessment for underrepresented minorities. Students will obtain the necessary skills and knowledge to enable them to either enter the environmental science workforce with a bachelor’s degree or enter graduate school at the master’s or doctoral level. Another objective is to ensure a continued supply of skilled workers to address the diverse environmental restoration needs at DoD sites.

DoD sites throughout the United States contain highly contaminated soils, groundwater and sediments. These properties pose direct and indirect exposure hazards to humans and wildlife. Conventional remedial solutions for contaminated soils and sediments or groundwater are slow and expensive, increase inputs to hazardous waste disposal sites, and can increase human exposure to contaminants. Bio-remediation — the use of microo ganisms to destroy hazardous contaminants or to convert them to harmless forms — is an emerging treatment technology that can in many instances restore contaminated environments more quickly, at lower cost and at lower human risk than alternative remediation technologies. Bio-remediation can operate in either an in situ mode where contaminants are treated in place, or in an ex situ mode where contaminants are removed from a contaminated zone for treatment . In situ bio-remediation can be used when excavation is impractical — under buildings, highways, runways, etc. In situ bio-remediation can simultaneously treat soil and groundwater in one step, without the generation of hazardous waste products. In situ contaminant degradation can be achieved by either intrinsic or enhanced bio-remediation. Intrinsic bio-remediation exploits the innate capabilities of indigenous microbial communities to degrade pollutants. Enhanced bio-remediation seeks to accelerate in situ microbial activity by isolating and controlling the contaminated site so that the microbial environment can be purposely manipulated to correct nutritional or gas phase limitations. Ex situ treatment seeks to further control the remedial environment by placing the contaminants in an engineered treatment system. Phytoremediation, a process in which plants and associated microbial communities are used for contaminant biodegradation or bioimmobilization, is an important and rapidly developing mode of bio-remediation. To realize the full potential benefits of plant and microbial treatment systems at DoD sites, these bio-technologies must be developed and optimized for remediation of DoD priority contaminants by an expanded pool of qualified professionals. It was in response to these DoD environmental needs that the BEST partnership of institutions was established.

In order to determine whether plants can stimulate the degradation of PAHs in soil, plant species found in literature on phytoremediation of metal-contaminated sites were selected to measure the removal of PAHs in artificially contaminated soil over a period of 62 days. The plant species used for this experiment were alfalfa , barley , tall fescue and orchard grass . The PAHs were phenanthrene and anthracene, in a mixture of 600 ppm each. As shown in Figures 1 and 2,vertical growers phenanthrene and anthracene were removed from the soils with plants after 62 days. More than 98% of the phenanthrene was removed during that period while the anthracene removal was found to be between 70 and 90%. The results suggest that the rate of disappearance of phenanthrene in soil was greater than anthracene under the same conditions. From the results, it is also indicated that the disappearance of PAHs in soil depends on the bio-availability of the compounds. Because phenanthrene is approximately 10 times more soluble in water than anthracene, it was expected to be more readily available to microbial degradation than anthracene. Plant-assisted degradation of PAHs is thought to be more effective on PAHs with a higher number of rings and higher molecular weights, such as benzopyrene. Anthracene removal in the soil planted with alfalfa was greater than in the soil without plants, while all the other plants have minimal to no effect on anthracene removal compared to the control soil. Phenanthrene was removed to a greater extent in the soil with alfalfa and tall fescue compared to the control without plants . However, both barley and orchard grass showed no effects of the removal of phenanthrene during that period when compared to the soil without plants. Overall, plants had minimum effect on phenanthrene degradation while anthracene degradation was more dependent on plant species. In order to determine the effect of PAH degradation by plants on bacterial numbers in soil, bacteria were counted in soil during the course of the experiment.The result suggests that the degradation of PAHs by plants is not affected by differences in bacterial biomass in the soil. Sterile controls will be used in the future in order to assess the role of bacteria in the degradation process.Wheat is a crop of major importance and together with other staple cereals supply the bulk of calories and nutrients in the diets of a large proportion of the world population . Cereals are inherently low in protein and mineral micro-nutrients such as Fe and Zn . A major focus of wheat breeders has been grain protein concentration as it affects bread- and pasta-making quality, but micro-nutrient improvement has received less attention. Approximately half of the world’s population suffers from Fe and/or Zn deficiencies and millions of children suffer from protein-energy malnutrition . As such, the improvement of nutritional quality of wheat could benefit the nutritional status of millions of people. A common agronomic practice to increase grain protein concentration is the use of N fertilization. However, this practice is expensive and excess fertilizer run-off is a potential environmental contaminant . A substantial percentage of the N in wheat grain is supplied by amino acids remobilized from vegetative tissue .

Much of this N content is derived from proteins that are disassembled and recycled during the leaf senescence stage of development . Likewise, Fe and Zn have been shown to be remobilized from vegetative tissues in several plants , although the specific sources are unknown. Zinc fertilization has been a successful strategy to improve wheat grain Zn concentration , and improvement in the partitioning or remobilization of Zn to grain could make fertilization efforts more efficient. Wheat grain with higher Zn concentration has been demonstrated to produce more vigorous crops . Thus, breeding or transgenic approaches that result in plants with increased partitioning of minerals to grain could be useful for both nutritional bio-fortification and reduced fertilizer application. Chromosome 6B from wild emmer wheat was identified as a potential source of genetic variation for grain protein , Zn, and Fe concentration . A quantitative trait locus for grain protein concentration was mapped on chromosome arm 6BS and later mapped as a single Mendelian locus, Gpc-B1 . In near-isogenic lines of this locus, increased grain protein was associated with the increased remobilization of amino acids from the flag leaf , higher grain Fe and Zn concentrations , and accelerated leaf yellowing, indicating accelerated senescence . A NAC transcription factor, NAM-B1, was identified as the causal gene for Gpc-B1 by positional cloning . Other members of the NAC family are known to regulate developmental processes , including leaf senescence . In transgenic wheat NAM RNA interference lines in which NAM-B1 and its homeologous genes had decreased expression, leaf yellowing was delayed, and grain protein, Fe, and Zn concentrations were greatly decreased . These results, together with higher N, Fe, and Zn concentrations in RNAi line flag leaves at maturity, suggested a role for NAM-B1 homeologues in the remobilization of N compounds, Fe, and Zn. However, without taking organ mass, nutrient concentrations at prior time points, and total nutrient accumulation of other organs into account, this model could not be confirmed. In addition, the body of literature does not contain sufficient data regarding sources of grain minerals to support the idea that remobilization alone could account for the differences observed. Because a whole-plant partitioning profile has not been undertaken in plants differing in NAM-B1 expression, it is currently unclear whether this gene directly affects remobilization , alters partitioning of nutrients within the plant, alters total plant uptake of these nutrients, or influences a combination of these processes. The current study uses multiple time point sampling of an expanded profile of mineral concentrations and contents of all shoot organs in NAM knockdown and control lines. This sampling allows the quantification of N and mineral remobilization as contributors to final grain protein and mineral content, and provides a better understanding of the physiological effects of the NAM genes.

The latter notion is supported by our SEC data for the RG-II released by EPG treatment of the AIR

Arabidopsis is known to synthesize four GDP-linked sugars: GDP-L-fucose, GDP-L-galactose, GDP-D-glucose and GDP-D-mannose. GDP-mannose for the glycosylation of glycosylinositolphosphorylceramides is transported into the Golgi by GONST1 , whereas GDP-fucose is transported by GONST4, which has been renamed GDPfucose transporter1 . No Golgi-localized GDP-L-galactose transporters have been identified to date. GDP-L-galactose is synthesized from GDP-mannose in the cytosol by GDP-mannose epimerase . Most GDP-L-galactose is then converted, via L-galactose, into L-ascorbate , which is important for maintaining redox balance in the cell, particularly under abiotic or biotic stress . However, some GDP-Lgalactose is required for cell wall polysaccharide synthesis since L-galactose is present in side chain A of RG-II, in the side-chains of xyloglucan from a limited number of plant species  and in corn bran glucuronoarabinoxylan . Here we provide evidence that GONST3 probably encodes a Golgi-localized GDP-L-galactose transporter, which we rename Golgi GDP-L-galactose transporter1 . We used RNA interference to suppress GGLT1 expression in Arabidopsis, since complete loss of GGLT1 is lethal. Plants with decreased GGLT1 expression have growth defects, which are rescued by increasing the amount of borate in their growth medium. Chemical analysis of the cell walls of GGLT1 knock-down plants revealed a substantial reduction in the L-galactose decoration of RG-II,vertical gardening in greenhouse which is correlated with a decrease in the proportion of RG-II dimer in the wall and a decrease in the stability of the cross link. Our results underscore the importance of RG-II to plant survival, and highlight an unexpectedly critical role for L-galactose in borate cross linking of this unusual pectic polysaccharide.

Publicly available gene expression data reveal that GGLT1 is a ubiquitously expressed gene, with a level of expression that is slightly lower than GONST1 and GFT1 . In an earlier study, the subcellular localization of GGLT1 was not determined because tagged GGLT1 could not be expressed in vivo . To overcome this issue, the full-length GGLT1 coding sequence tagged with a fluorescent protein was introduced into onion epidermal cells by biolistic transformation. Confocal imaging revealed that the fluorescently tagged GGLT1 gave a punctate signal that co-localized with a Golgi marker .No Arabidopsis lines carrying a T-DNA insertion in the GGLT1 open reading frame have been reported. A singleT-DNA line , with an insertion 841 bp upstream of the start of transcription was obtained, but we were unable to identify any plants homozygous for the TDNA insertion despite screening at least 30 different seedlings. Therefore, we took a targeted gene-knockdown approach and generated RNAi transgenic lines with a hairpin RNA construct, which specifically targeted GGLT1. Forty independent hpGGLT1 transformants were screened, and four were selected for characterization . These lines all had rosettes which were smaller than the empty vector control . Quantitative real-time PCR showed that in the rosette leaves of the hpRNAi lines 1–3 the levels of GGLT1 silencing were similar . These data, together with the lack of T-DNA lines, suggest that stronger suppression of GGLT1 or null mutants will produce plants that are not viable. The expression of GFT1, the closest homolog of GGLT1, was not affected in lines 3 and 4 but was decreased by up to 50% in lines 1 and 2 . The monosaccharide compositions of the walls, including fucose, were not significantly altered in any of the hpRNAi lines , indicating that their phenotypes do not result from altered fucosylation of cell wall glycans and are thus a consequence of GGLT1 silencing.

Moreover, the shortened petiole phenotype that is characteristic of silenced GFT1 plants as well as mur1 plants, which also have cell walls with reduced fucose , was not observed in our hpGGLT1 knock-down lines .L-Galactose replaces L-fucose in the xyloglucan formed by mur1 and GFT1-silenced plants where GDP-fucose synthesis or transport is perturbed . Since GGLT1 and GFT1 are closely related NSTs, we first determined if xyloglucan fucosylation is altered in hpGGLT1 . No differences were discernible in the matrix-assisted laser desorption–ionization time-of-flight mass spectra of the oligosaccharides generated by enzymatic fragmentation of the xyloglucan from hpGGLT1 and EV control lines . The presence of fucosylated side chains, together with no substantial increase in the abundance of galactosylated side-chains in the hpGGLT1 lines, supports our assertion that GDP-fucose transport is unaffected in the silenced plants. GGLT1 is in the same NST subclade as GONST1, which provides GDP-mannose specifically for GIPC glycosylation, as opposed to polysaccharide biosynthesis . Although glycosylation of GIPCs is still poorly understood, it is possible that other GDP-sugars, in addition to GDP-mannose are required. Therefore, we used thin layer chromatography and LC-MS to determine the GIPC glycan composition of hpGGLT1. No major differences were discernible between hpGGLT1 and EV GIPCs. The overall sphingolipidomic composition was also unchanged . Together, the combined results of these studies show that GGLT1 does not encode a Golgi-localized protein involved in the transport of GDP-L-fucose or GDP-D-mannose. Thus, we next investigated if the L-galactose content of the wall was altered in the GGLT1 suppressed lines.No significant differences were detected in the wall monosaccharide compositions of leaves from soil-grown EV and hpGGLT1 lines . This is not surprising since in primary cell walls D-galactose is far more abundant than L-galactose . Moreover, D-galactose and L-galactose are not separated when the monosaccharide composition of the cell wall is determined by high-performance anion exchange chromatography with pulsed amperometric detection . Rhamnogalacturonan-II is the only known L-galactose containing polysaccharide present in wild-type Arabidopsis cell walls, so we next determined whether the structure of RG-II differed in hpGGLT1 and EV plants. Material enriched in pectic polysaccharides, including RG-II, was obtained by extracting hpGGLT1 and EV leaf alcohol-insoluble residue with ammonium oxalate, a calcium chelator. This material was then treated with endopolygalacturonase and the products separated by size-exclusion chromatography . This separates RG-II from RG-I and oligogalacturonides, and also separates the RG-II monomer and dimer. In EV control plants the dimer accounts for 77% of the total RG-II isolated from the wall. Somewhat unexpectedly, the dimer accounts for only 49% of the hpGGLT1 RG-II, and makes up only 6% of the RG-II in mur1-1 .

This led us to suspect that the ability of hpGGLT1 RG-II to form dimers or the stability of those dimers had been altered.Under these conditions, in the absence of a chelating agent, the dimer accounted for 97% of the RG-II in the EV control plants , 87% of the RG-II in the hpGGLT1 lines and 70% of the mur1-1 . These results, together with data showing that calcium chelators partially convert the RG-II dimer to the monomer , strongly suggest that both the extent of formation and the stability of the borate cross-link in RG-II are affected in the hpGGLT1 lines. The differences in dimer abundance in the EPG and oxalate fractions were most pronounced with mur1-1 plants. This mutant produces RG-II that lacks L-galactose because its A side-chain is truncated , which led us to suspect that the L-galactose content of side-chain A of the RG-II from the hpGGLT1 lines may also be reduced. To determine if RG-II structure is indeed altered in the hpGGLT1 lines we isolated the total RG-II from the silenced and EV plants. Glycosyl residue composition analyses showed that D/L-galactose was reduced by about 35% in the most strongly affected hpGGLT1 lines . We then treated the RG-II with warm trifluoroacetic acid  to release side chains A and B. The MALDI-TOF MS analysis showed that a substantial portion of side-chain A from hpGGLT1 RG-II existed as a heptasaccharide whereas virtually all the A chain from the EV control was present as an octasaccharide . The A side-chains produced by hpGGLT1 and EV plants differ in mass by 162 Da, corresponding to a hexose residue, which we consider likely to be L-galactose. The side-chain B of RG-II contains a D-galactose residue . However, no differences were discernible in the structures of this side-chain from RG-II of hpGGLT1 and EV plants . Our structural data provide compelling evidence that the abundance of terminal L-galactose present on the A side-chain of RG-II is specifically affected in hpGGLT1 plants. To confirm the identity of the missing hexose in sidechain A,greenhouse vertical farming the RG-II monomers generated from the hpGGLT1 and EV plants were treated with a recently identified a-Lgalactosidase 95 from Bacteroides thetaiotaomicron that specifically removes the terminal L-galactose from side-chain A of RGII . Galactose was the only monosaccharide detected by HPAEC-PAD following hydrolysis of EV control RG-II with the a-L-galactosidase . Less galactose was released from the RG-II of the hpGGLT1- silenced lines relative to the control . The MALDI-TOF MS analysis of side-chain A, released by mild TFA hydrolysis following a-L-galactosidase treatment of RG-II monomer, revealed that the predominant oligosaccharides in the EV control plants correspond to side-chain A lacking L-galactose . The L-galactose was almost completely removed as only low-intensity signals corresponding to L-galactosylated A side-chains were discernible . The mass spectra of side-chain A from both hpGGLT1 silenced lines are similar to that of the EV control , demonstrating that the mass difference of 162 Da between the EV control and hpGGLT1 lines in Figure 3 is due to the specific loss of L-galactose. It has been proposed that pectin domains may be linked covalently to each other or to other cell wall components . To investigate whether the altered RG-II structure in the hpGGLT1 silenced lines had affected other pectic domains, the oxalate cell wall fraction was used to perform immune dotblots with a panel of antibodies raided against different pectin epitopes .

However, no difference was observed between the EV control and the silenced lines. In combination with the monosaccharide composition data and the xyloglucan data we conclude that the reduction in GGLT1 expression does not affect non-RG-II polymers. These data provide strong evidence that silencing of GGLT1 leads to a reduction in the abundance of L-galactose on side-chain A of RG-II, and provides additional evidence that the absence of this sugar leads to a decrease in the ability of the RG-II monomer to self-assemble into a borate cross-linked dimer. Moreover, this L-galactosedepleted dimer is less stable in the presence of calcium chelators than its wild-type counterpart, a result consistent with the notion that interactions of borate and calcium with RG-II are important for plant growth .Several growth phenotypes, including the dwarf phenotype of mur1, that have been attributed to defects in RG-II structure and cross-linking have been reported to be rescued by supplementing the growth medium with additional borate . To further explore the observed growth phenotypes of the hpGGLT1 lines , plants were grown hydroponically to control the availability of all macro- and micro-nutrients, including borate. In low-borate media the hpGGLT1 lines are severely stressed, and their rosette diameter is about 70% smaller than that of EV control plants . However, this phenotype is not observed when the silenced plants are grown in high-borate media . The amount of borate in the growth medium did not affect GGLT1 expression, thereby excluding a potential effect of borate deficiency or supplementation on transgene expression and silencing strength . Therefore, we conclude that partial loss of the RG-II L-galactose decoration in hpGGLT1 reduces the rate of RG-II borate-dependent dimerization, directly affecting plant development.Since hpGGLT1 plants grown in the presence of 1 mM boric acid or no added boric acid had different phenotypes,we were curious to know if altering the structure and dimerization of RG-II in hpGGLT1 led to changes in other cell wall components. Therefore we determined the monosaccharide composition of destarched leaf AIR from plants grown under different borate concentrations . No significant visible differences were discernible in hpGGLT1 and EV plants grown with 1 mM borate . However, we saw increases in the abundance of several neutral monosaccharides, in particular glucose , in the walls of plants grown with no added borate. No differences in aniline blue staining of the walls of EV and hpGGLT1 lines were observed, suggesting that the increase in non-cellulosic glucose in plants which appear severely stressed is not due to callose deposition . Finally, we performed Saeman hydrolysis of the TFA-resistant AIR to determine the amount of glucose derived from crystalline cellulose. A substantial increase in cellulose-derived glucose was detected in the hpGGLT1 lines grown with no added borate but not in plants grown under high-borate conditions .

Piping is a consequence of differential head and differential pore pressure

Ideally, the internal levee should maintain a factor of safety of above 1.4, and as such, the maximum back flooding of the system will be will be MSL + 6 ft. Table 3 shows that for different river water levels increasing the back flood water levels results in a increase in the the factor of safety of the levees. While there are minor variations to this trend, the levee becomes more stable with increased back flooding. This result supports the theory that the hydraulic exit gradient resulting in piping and slope instability can be reduced by the Water Management System. The optimum back flooding levels from simulations of various elevated river conditions are highlighted in Table 3. Significantly higher factors of safety for the existing sections of the Sherman Island levees can be achieved with these levels of back flooding resulting in greater levee stability and lower risk of failure from river flooding. The driving forces for levee and piping resulting in slope failure stems from high exit gradients.As pressure builds up on one side of the levee, stacking flower pot tower water is forced towards the backside of the levee and thus increases the hydraulic gradient. This increases the already high hydraulic gradient of the peat layer even further.

The addition of the temporary flood storage zone allow for siphoning water to balance water levees on each side on each side of the level. Therefore the exit gradient and pore pressures are decreased leading to a significant increase of the stability of the levees. Figure 7 compares the exit gradient for an 8+MSL flood level and back flooding of 2+MSL which indicates a reduction of the exit gradient by approximately half.Site work estimates consider the construction costs of internal cutoff levee and necessary road improvements for site access. The cutoff levee requires approximately 440,000 cubic yards of fill at $15 per cubic yard, therefore the total cost of the levee is approximately $6.6 million . For project access, revitalization of a portion of the former Victory Highway is the most likely option. The approximate length of road to be improved is 0.54 miles with an estimated cost of $1.8 million per mile constructed . This value reflects construction equivalent to a one-foot asphalt concrete layer and gives a total of approximately $972,000. An alternative route involving revitalization of a larger portion of Victor Highway stretching roughly 2.17 miles would cost $3.9 million, which is four times the cost of the first option. The total materials cost for the aquaponics system is approximately $23 million. This includes 600 aquaponics subsystems at $30,000 to $50,000 each, with an average of approximately $38,500. The prices of hydroponics and aquaculture components, including: tanks, pumps, anchors, and rafts per subsystem.

The prices are based on data from UVI Aquaponics, CropKing Hydroponics, Dock Float Supply, Dock Builders Supply and Seaflex Anchors. Labor and construction costs are not included as further design and bidding by licensed aquaponics contractors are needed. The cost of wetland development is extremely variable depending on the scale of the project and quality of labor and materials used. According to Dr. Alexander Horne, estimates for wetland construction range from $2,000 to $75,000 dollars per acre . For the purposes of this project, Dr. Horne recommends a value of $25,000 per acre of wetland constructed. Therefore for 700 acres of wetland restoration there is an initial cost of approximately $17-18 million. Operations & Maintenance The economic analysis of sturgeon production by Logan estimates costs of operations and maintenance per aquaculture system at approximately $3,500 to $4,000. This includes cost of labor, feed, electricity, and medicine. Assuming a 25 percent increase in these costs to account for agricultural labor, this results in operating and maintenance costs between $4,000 and $5,000 per subsystem. Consequently for the 600 systems proposed there is an annual cost of approximately $2.8 million. For the proposed system on Sherman Island, there are three chief sources of revenue. The first is the sale of agricultural yields from the hydroponics component. The second is the sale of fish yields from the aquaculture component. The third source is the economic value placed on various wetland services.

Income generated by agriculture is dependent upon the type of crop produced as well as the frequency of harvesting cycles. For the purposes of this model, it is assumed that average yield is approximately 11,000 pounds of crop per year per system. Price indices for crops typically used in aquaponic operations indicate that cilantro has the highest economic benefit of $88,000 per year, with onion having the lowest value of $1,100 per year. On average, each year of production will generate roughly $25,000 to $30,000 in revenue per subsystem, resulting in nearly $17 million of income over a two-year time period. The aquaculture component of this business model uses price indices developed for similar systems rearing sturgeon. Numbers generated from previous examples include considerations for 5, 10, and 15 brood stocks. There is a harvest time of 18 months for each system, and production will likely be staggered to produce maximum output and more continuous income for the project. Considering a time period of two years, fish production gives estimated revenue of roughly $17 million assuming a sale value of $4.5 per pound of sturgeon. Wetland value is based on a sum of averages of the following services: gas regulation, disturbance regulation, water regulation, water supply, waste treatment, habitat, food production, raw materials, recreation, and cultural ecosystem services . Revenue for these services is presented in Table 4.The wetland component of the system will provide carbon sequestration. Carbon sequestration is the capture of atmospheric CO2 by plants such as bulrushes and cattails through photosynthesis. The Bulrush wetland can grow approximately 500 g C/ m2 per year, half of which is preserved. The CO2 is absorbed by the plants and then incorporated into the soil biomass as the plants decay over time. A wetland can sequester as much as 25 metric tons of CO2 per acre per year. This helps to reduce carbon emissions while reversing subsidence . The system actively stops and reverses subsidence. By flooding the area with water the peat layer preserved because it is wet. As the plant biomass from the wetland decomposes it increase the peat layer and therefore reverses subsidence. Wetland vegetation and non-sellable crop yields from the hydroponics system can be used to restore peat. Similar subsidence reversal projects have been proposed and approve on and around Sherman Island. One such project includes Twitchell Island Ponds where an increase of 1.6 inches/year in addition to preventing subsidence of approximately 1 inch/year has been demonstrated. During flooding even there will be sediment will be transported into the system and then settle out before the water in release back into river. Therefore sediment can slowly build up with flooding events and also reverse subsidence .

In addition the wetland restores natural habitats for birds and aquatic species. The fish a reptile species that would take advantage of this wetland ecosystem include carp, crappie, striped bass, white catfish, and pond turtles. Along with hundreds of different bird species including the mallard duck, red-tailed hawk, eagle, Canadian goose, cinnamon teal, ring-necked pheasant, ruddy duck, wood duck and many more. The wetlands will serve to restore the delta wetland habitats as well as to sustain future bio-diversity of wetland species . Water contamination and waste is reduced by the aquaponics system because nutrients and water are recycled back into the system through water recirculation. This separation of the system from the surrounding environment reduces water waste due to runoff and agricultural pollution when compared to terrestrial agriculture. Terrestrial agriculture requires a large amount of water,ebb and flow the majority of which is not absorbed by plants but leaves the land via groundwater runoff. Agricultural runoff promotes algal blooms and eutrophication, which lower the oxygen concentration dissolved in the water and leads to death of aquatic species. The potential environmental concerns of the wetland include the production of methane from biomass decomposition. While wetlands sequester carbon and hence reduce carbon dioxide, they release other GHGs, primarily methane and nitrous oxide . The concern is that Methane has a Global warming potential 21 times that of CO2, and N2O has a GWP 310 times that of CO2. Most of the GWP of CH4 occurs in the first twelve to fifteen years after its release, whereas the GWP of CO2 lasts decadnto the water within the system and the transport of such toxins into the surrounding environment. The soil at Sherman Island has been exposed to pesticides, fertilizers, and dredged soils for the bay which were contaminated with heavy metals. Therefore because the proposed design is to partially flood the soil the toxins could leach from the soil. In order to mitigate this possible issue a test flood plot an monitor the toxin release levels. Leach test or Barrel tests can be used to mimic the conditions and will give results that can be used to assess further needs of mitigation. Additionally, the heavy metals such as the metals off of ships including copper, zinc, and nickel can be immobilized in wet peat soils.

Organic compounds will bind to peat and once the wetlands have been established the plants will also remove toxins from the water. Finally because the flood storage zone will contain a large volume of water the toxins will be diluted. There may be short term effects from pesticides so to prevent birds from being exposed to these toxins the use of bird scaring devices can be implemented until toxins diffuse. It is important to monitor the toxins before, during and after the installation of the wetland in order to understand the mitigation strategies that must be considered and implemented. Many of the environmental concerns can be monitored at demonstration sites including Mayberry Farms Subsidence Reversal and Carbon Sequestration Project and the Twitchell Island Ponds which both contain many of the same environmental considerations that will be faced in the flood storage zone. Fatty acid composition was determined in leaves of purslane plants exposed to saline treatments for 30 days. A sample of 50 g of fresh tissue leaves was dehydrated in a incubator at 60 ºC for 48 h. The dehydrated tissue was macerated and stored in 15 ml vials at room temperature, protected from light. An aliquot of 1 g of each sample was used to determine fatty acid composition, according with the procedures described by Liu, et al. . After hexane extraction, the samples were vortex-mixed, centrifuged, and the upper phase was collected prior to GC analysis. Samples were injected via an auto sampler onto a fused-silica capillary column in a HP 6890 gas chromatograph system fitted with a flame ionization detector and eluted with helium at 44.0 ± 1 ml/min, with a split ratio of 1:17. The injector and detector were heated to 250 ºC. The column was temperature programmed from 130 ºC to 180 ºC at 25 ºC/min, and then to 230 ºC at 2.5 ºC/min. Fatty acid methyl esters were identified by comparing GC retention times with those of a mixture of standard fatty acids methyl esters Mix C14-C22, . Fatty acids were quantified using peak areas integration against internal standard. In GL and GR cultivars, submitted to 30 days of saline treatment, the main fatty acids detected were C16:0, C18:3 and C18:2. Such high amounts of palmitic acid, has it was found in the P. oleracea leaves of control plants is unusual, previous studies reported an proportion of 17% of this fatty acid in the total FAMEs detected . Palmitic acid, the most abundant fatty acid in the human diet, causes oxidative DNA damage, DNA strand breakage, necrosis and apoptosis in human cells in vitro, but when consumed with others fatty acids, like PUFAs, is unlikely to have any significant impact on human health. The amount of unsaturated fatty acids was also a little bit lower than expected, although the proportions between UFAs and SFAs were maintained ; it has been reported in other studies that the linolenic acid content in P. oleracea leaves was circa 50% of total fatty acids and linoleic acid content 3- 4 times lower.

Wheat straw and sweet potato stalk were cut into about half to one inch pieces using a blender

However, only photosynthesis rates during leaf senescence of plant pre-cultured at low N supply reflected leaf senescence score during reproductive growth and N efficiency in the field experiments. Therefore, cultivar differences in leaf senescence during reproductive growth can only partly be reproduced in a short-term nutrient-solution experiment. Several differences between vegetative and reproductive growth might influence the induction and development of leaf senescence: first, although leaf senescence might be induced by N shortage both in hydroponics and under field conditions, the timing of N shortage is dependent upon different factors. In the field, the exploration of N sources in deeper soil layers might play the most important role for N uptake during reproductive growth . Thus in the field, root growth and morphology are the most important plant traits, which play only a minor role for N uptake in hydroponics. Secondly, source-sink relationships differ distinctly between vegetative and reproductive growth, both for carbohydrates and as a consequence also for N. The changes in assimilate flows might influence the development of leaf senescence, or at least the parameters used to characterize leaf senescence. However,potted blueberries the fact that photosynthesis rate during late stages of leaf senescence was significantly correlated to leaf senescence in the field experiments and to grain yield at limiting N supply suggests that cultivar differences in specific steps of leaf senescence related to the breakdown of the photosynthetic apparatus contribute to N efficiency in the field.

Life support systems are what make human travel a possibility. In long range space travels, such as the travel to Mars, life support cannot depend upon storage alone, it requires a fully regenerative system as well, i.e. waste must be reclaimed for reuse. Steam reformation, supercritical water oxidation, electrochemical oxidation, and incineration are a few of the solid waste reclamation technologies that are being developed and tested for use in space travel. Currently though, it seems that incineration might be the best choice among the previously mentioned, in providing a fully regenerative system. Through rapid conversion, incineration of the inedible parts of wastes and crops produces carbon dioxide, water, and minerals. Incineration is already the most thoroughly developed technology for use in a terrestrial environment. However, with the use of incineration in a closed environment, there is the eventual buildup of pollutants that are emitted in the process. The resulting NOx and SO2 pollutants need to be removed and recovered for reuse by a flue gas cleanup system. Important things to consider when developing a flue gas clean up technology for use in long range space travels are safety, energy requirements, sustainability, and doable under a micro-gravity condition. Due to the sensitivity and restrictions of space missions, a flue gas clean up system lacking in any of these considerations can be hazardous and could potentially compromise the missions. Technologies requiring things such as expendables or the use of catalysts are unsuitable for space missions due to the loss of valuable resources and the possibility of catalyst poisoning thus limiting the life-span of a catalyst. Also, due to the micro-gravity, it is difficult to use wet processes that handle liquids, such as spray absorbers.

Consequently, even though there are numerous flue gas clean up technologies developed , taking into consideration the limitation each provides, the number of reliable and applicable systems seem to be dwindling. Commercial activated carbon, made mostly from materials such as coconut shells and coal, has been studied for the adsorption and/or reduction of NOx and SO2 . In this paper, we study the use of the activated carbon prepared from hydroponic grown wheat straw and sweet potato stem for the control of air pollutants that are a result of incineration during space travel. Both wheat straw and sweet potato stalk are inedible biomass that can be continuously produced in the space vehicle. It was found that there is actually a minuscule amount of SO2 in the flue gas from the incineration of hydroponic biomass, and that most of the sulfur from the biomass ends up as sulfate in flyash. Since SO2 should have already reacted with the alkali metal, the technique entails the carbonization of the wheat straw and sweet potato stalk, resulting in an activated carbon for the adsorption of NOx and then a reduction of the adsorbed NOx by carbon to form N2. Since most NOx in flue gas from combustion is in the form of NO, and NO2 is readily adsorbed on the activated carbon, this paper concentrates on the removal of NO. Parametric studies on the production of activated carbon and the adsorption of NO by the carbon have been conducted. The optimal conditions and effectiveness of this procedure to regulate NO emissions have been determined.After the biomass was shredded, it was packed tightly into a stainless cylinder for pyrolysis and activation. Nitrogen and Carbon dioxide were used as the pyrolysis and activation gases, respectively. The gas flow rate for pyrolysis was 0.5-1.0L nitrogen per minute and activation was 0.25L carbon dioxide per minute.

The amount of biomass used was approximately 50.0-60.0g for each batch. Pyrolysis and activation temperature and times were varied during carbonization in order to determine optimal activation conditions. The activation temperature was 50°C higher than the pyrolysis temperature. The notation of the activated carbon “WS-2-600-1-650” and “SP-2-600-1-650” indicate that the activated carbon was prepared from wheat straw and sweet potato stalk, respectively with a 2 hrs pyrolysis time at 600°C followed by 1 hr of activation at 650°C. Once activation was complete, CO2 was supplied to the sample until it could be sealed in a container. Biomass on a space mission would likely come from a hydroponic system. The total mineral content of hydroponic biomass can be much higher than field-grown biomass if nutrients are supplied luxuriously to the hydroponic solution. A typical hydroponic plant solution has a nutrient ratio of N:K:Ca:P:S:Mg =16:6:4:2:1:1 and contains micro-nutrients of B, Mn, Zn, Cu, Co, Mo, and Fe. The concentration of potassium in the solution is about 6 mM. Thus, hydroponic activated carbon adsorption efficiencies may differ significantly from field-grown biomass. Field grown biomass generally has less than 10% mineral content, while hydroponic biomass can have as much as 30% mineral content. Because of this, many of the experiments were performed using char, which had been soaked in deionized water to remove the soluble minerals. After soaking, the char was drained and dried at 200o C for one hour before use. Specific surface areas of samples were determined by gas adsorption. An automated adsorption apparatus was employed for these measurements. Nitrogen adsorption/desorption was measured isothermally at -196o C. Before any such analysis, the sample was degassed at 250o C in a vacuum at about 10-3 torr. The nitrogen isotherms were analyzed by the BET equation, to determine the surface areas of the chars. BJH adsorption cumulative surface areas of pores of the samples also were determined.Most of NOx in flue gas from combustion is in the form of NO. Also, NO2 is readily adsorbed on the activated carbon. Consequently, efforts were directed to determine conditions for maximal removal efficiency of NO. Adsorption efficiency of NO on the activated carbon was studied to evaluate the effects of temperature, oxygen composition,square plastic pot moisture and flow rate on the production of effective activated carbon. The adsorption experiments were performed by using a simulate flue gas with variable concentrations of N2, carbon dioxide, oxygen, NO and H2O. NO and NO2 concentrations were analyzed by a chemilum inescent NOx analyzer . The amount of NOx absorbed by the activated carbon was determined from the difference in NOx concentration of the inlet and outlet gases. It was assumed that missing NOx was adsorbed by the activated carbon.Preparation of activated carbon was conducted by heating hydroponic grown wheat straw and sweet potato stalk under anaerobic conditions. Nitrogen and carbon dioxide were used as the pyrolysis and activating gases, respectively. Time and temperature were varied during pyrolysis and activation to determine optimal carbonization conditions. In order to determine optimal carbonization temperatures, samples of wheat straw and sweet potato stalk were heated at 100o C intervals between 300 to 800o C for two hours during pyrolysis and between 350°C to 850o C for one hour during activation. Afterwards, percent burn off was measured. Higher carbonization temperatures caused larger portions of the samples to burn off, as shown in Fig.2.

The burn off was 68% at 600°C and 86% at 800°C for wheat straw, while 66% at 600°C and 92%at 800°C for sweet potato stalk. Both samples appear to follow the same burn off trend, the percent burn off increases only slightly with the increase of temperature between 400°C to 600o C. However, pyrolysis and activation temperatures above 700o C were observed to cause significant amounts of wheat straw and sweet potato stalk to burn to ash. It is thus not recommended that reactions be run at temperatures exceeding 600o C. The decrease in surface area beyond 600°C is caused by sample burning off. Using temperatures much lower than 600o C would compromise the maximum amount of effective adsorption surface area attainable . It is not only important to run reactions at temperatures low enough to prevent burn off and ash formation but also high enough to generate effective surface areas, which would be at 600o C for wheat straw. Fig.4 shows the BJH adsorption cumulative pore area of wheat straw activated carbon generated at different pyrolysis and activation times. It is evident from the plot that samples derived from longer pyrolysis and carbonization times exhibited a higher micropore count compared to shorter times. As with temperature generation optimum, however, too long pyrolysis and activation reaction times cause an adverse increase in burn off percentage. Though wheat straw carbonized with a pyrolysis time of six hours and activation time of 2 hours still demonstrated a higher cumulative pore area than the shorter times, it also produces larger amounts of burn off. Since reaction temperatures were kept below 600o C, ash formation that would have diluted effective surface area was prevented. Even though ash does not form, pyrolysis and activation times must still be chosen to create a balance between pore formation and burn off, one that would generate a high micro-pore count but at the same time, minimize material loss. The optimal pyrolysis and activation times for wheat straw are 2 hours and 1 hour respectively.Optimal pyrolysis and activation temperatures and times for carbon preparation were determined based on the amount of NOx that can be adsorbed by the activated carbon. The adsorption capacities of wheat straw activated carbons generated by different pyrolysis and activation temperatures are shown in Fig.5. A gas mixture containing 250ppm of NO, 5% O2, 10% CO2, with N2 as the balance was passed, at a flow rate of 250ml/min, through a turbular reactor containing 2g of activation carbon at 25o C. It is evident from the plots that the WS-2-600-1-650 activated carbon had the best adsorption efficiency. Samples carbonized above 600o C have higher ash concentrations than those carbonized below, while those carbonized below have lower percent micro-pore counts and surface area—both explaining why wheat straw generated at 600o C had the best adsorption efficiency. The NO adsorption efficiencies of wheat straw samples carbonized by differing pyrolysis and activation times are shown in Figure 6. It is evident from the plots that activated carbons carbonized by prolonged pyrolysis and activation times have better adsorption efficiencies than those carbonized by shorter times due to higher pore count and BET surface area. The micro-pore count and the surface area of activated carbon increases with an increase of the preparation time, which explains why the samples with the longest pyrolysis and activation times have the best adsorption efficiencies. However, prolong activation results in more burn off and the production of ash. A balance must be reached when setting reaction parameters, one that will generate the largest surface area without a significant burn off. We have found that the optimal pyrolysis and activation times for wheat straw are two and one hour, respectively. The hydroponic biomass possesses high mineral content. The effect of the minerals on the activated carbon on NO adsorption efficiency was studied. The activated carbon was first soaked in water to dissolve the soluble minerals and then dried to remove the moisture from the carbon particles. The adsorption experiments using the mineral-free activated carbon were performed and the results indicate that the NO adsorption efficiency was substantially improved .

The lability of the sulfation modification has proven problematic for other MS/MS methods

This centrality-driven division between frontal and temporal semantic processing regions can be seen in the BOLD signal, with left IFG and left anterior MTG initially responding generally to the switch from non-word to word stimulus, before demonstrating clear correlation with central and peripheral HRF prediction peaks, respectively . While both temporal and frontal regions are implicated in semantic cognition, it has been suggested that left posterior MTG acts as a general interface between lexical and conceptual knowledge, anterior MTG is involved in specific semantic associations, while left IFG is more context specific, activating for conceptual knowledge that is cued by the preceding text . Consequently, for central textual ideas, which are more semantically-dependent on previous ideas, the IFG is increasingly involved in making appropriate semantic connections to the established context. On the other hand, processing peripheral ideas, or ideas which have looser semantic connections to the preceding text, would rely more heavily on regions that support general semantic knowledge to contextualize the present text. This suggests that within the fron to-temporal semantic control network, there is a functional divide between frontal and temporal contributions related to perception of textual centrality. Decreased activation over time for both central and peripheral ideas was similar to the patterns of temporal activations associated with passages—as language regions increased over time, activation of the visuospatial attention system decreased. This pattern is also apparent in the BOLD signal,chicken fodder system and appears to be anti-correlated with both central and peripheral phrases .

However, the extent and strength of the right IPS cluster in central ideas was significantly greater than peripheral. This difference can be explained by right IPS involvement in situation model construction—because central ideas contribute more to the situation model, they would consequently be more sensitive to the decreasing need of construction regions .Our temporal analyses assumed a linear relationship between time and neural activation of text processing; however, nonlinear temporal relationships may exist, and future studies should explore such non-linear changes. A second limitation is that our models assume that neural activation builds not only as the reader progresses through the paragraphs, but also during the baseline condition between the two paragraphs. Future work should compare whether removing this baseline assessment changes the patterns of temporal activation change. One methodological consideration is that our participants were skilled adult readers, and our passages were written at a fourth grade reading level. Future studies should manipulate the reading level of the passages and examine how this manipulation influences the neural correlates of expository comprehension, particularly regions associated with EF. Future studies should also consider the important interaction between text and reader by considering the background knowledge that the readers hold about each passage topic. Background knowledge plays an important role in building a coherent representation of the text and allows the reader to form a more meaningful representation that goes beyond the text-based ideas . A reader’s existing knowledge base is especially important to consider with respect to expository texts because they often use topic-relevant vocabulary that builds upon the reader’s assumed knowledge base.

Finally, future work should examine the neural correlates of building a coherent text representation among groups of readers known to be less sensitive to structural centrality, such as individuals with reading disability, individuals with ADHD, and foreign language learners. Comparing the patterns of activation associated with skilled and less skilled comprehension could help identify the comprehension processes that are disrupted and the underlying source of their comprehension difficulties. This insight could perhaps be employed to inform and improve reading comprehension instruction and interventions.Plasma membrane–localized receptors are critical components of the innate immune responses of animals and plants . Many of these receptors recognize and respond to the presence of conserved microbial molecules and are often referred to as pattern recognition receptors . In animals, this recognition is carried out, in part, by Toll-like receptors . Humans have 10 characterized TLRs that recognize conserved microbial molecules such as lipopolysaccharide or flagellin. In plants, cell surface receptor kinases and receptor-like proteins recognize microbial molecules in the apoplast . Well-characterized leucine-rich repeat –RKs include Arabidopsis FLS2 that detects flagellin, or its peptide epitope flg22, and the elongation factor Tu receptor that detects the bacterial elongation factor Tu, or its peptide epitope elf18 . Lacking an adaptive immune system, plants have an extended array of innate immune receptors encoded in their genome. Rice, for example, has more than 300 RKs predicted to serve as innate immune receptors based on the presence of a “non-RD” kinase domain, which lack the arginine-aspartate motif characteristic of most kinases . Of the few non-RD RKs characterized to date, all have a role in innate immunity or symbiosis . The rice XA21 RK, one of the first innate immune receptors isolated, mediates recognition of the Gram-negative bacterium Xanthomonas oryzae pv. oryzae , the causal agent of an agronomically important disease of rice .

Previous efforts to identify the microbial molecule that activates the XA21-mediated immune response led to the identification of a number of Xoo genes that are required for activation of XA21 . These genes encode a tyrosine sulfotransferase, RaxST, and three components of a predicted type 1 secretion system : a membrane fusion protein, RaxA; an adenosine triphosphate –binding cassette transporter, RaxB; and an outer membrane protein, RaxC. raxST, raxA, and raxB are located in a single operon . On the basis of these findings, we hypothesized that the activator of XA21-mediated immunity is a tyrosine-sulfated, type 1–secreted protein . However, the identity of this molecule has remained elusive . Here, we report the identification of the tyrosinesulfated protein RaxX as the activator of XA21-mediated immunity.In addition to raxST, we have previously identified two other rax genes involved in microbial sulfation. These genes, raxP and raxQ, encode an ATP sulfurylase and an adenosine 5′-phosphosulfate kinase, and work in concert to produce the universal sulfuryl group donor 3′-phosphoadenosine 5′-phosphosulfate . The requirement of these three genes for activation of XA21-mediated immunity by Xoo suggests that tyrosine sulfation plays a key functional role in this process. To further investigate this possibility, we transformed a raxST mutant strain , which forms long lesions on XA21-TP309, with a plasmid expressing raxST under control of its native promoter . PXO99DraxSTSp regained the ability to activate XA21-mediated immunity . RaxST carries a predicted PAPS binding motif conserved in mammalian sulfotransferases including the human tyrosine sulfotransferases TPST1 and TPST2 . In TPST2, mutation of the conserved arginine in the PAPS binding motif impairs enzymatic activity . We generated a similar mutation in raxST and tested if the expression of this mutant variant on a plasmid could complement the PXO99DraxSTSp infection phenotype on XA21-expressing rice plants. The strain PXO99DraxSTSp failed to activate XA21-mediated immunity , indicating that the sulfotransferase activity of RaxST is critical for its function. On the basis of the genetic association of raxX with the raxSTAB operon, the importance of tyrosine sulfation for activation of the XA21- mediated immune response, and the presence of a single tyrosine residue in PXO99 RaxX that is conserved among all available RaxX sequences , we hypothesized that RaxX Y41 is sulfated by RaxST and that this sulfation is required for RaxX function. To test this hypothesis, we transformed PXO99DraxX with a plasmid carrying a derivative of RaxX with tyrosine 41 mutated to phenylalanine [PXO99DraxX]. PXO99DraxX failed to activate XA21-mediated immunity in XA21-TP309 . We also demonstrated that sulfated RaxX peptides,fodder systems for cattle but not peptides carrying an Y41 to F substitution, are immunogenic on XA21-expressing rice plants . These results support the hypothesis that sulfation of RaxX Y41 is required for its activation of XA21-mediated immunity. To determine whether RaxX Y41 is sulfated by RaxST in vitro, we incubated a chemically synthesized peptide covering the C-terminal region of RaxX with purified His-RaxST in the presence of PAPS. Trypsin-digested peptides were analyzed by liquid chromatography–tandem mass spectrometry in both negative and positive nanoelectrospray modes with ultraviolet photodissociation to generate informative a, b, c, x, y, and z product ions from cleavage of the peptide backbone.

This method has previously been shown to facilitate the characterization of sulfated tyrosine residues within peptides by MS/MS.In negative ion mode, the sulfate group is retained on all product ions, thus allowing the sulfate modification to be unequivocally localized to Y41 of RaxX. MS/MS data showed fragment ions that account for 93% sequence coverage of peptide HVGGGDsYPPPGANPK . The high-resolution verification of the peptide mass in the negative mode MS1 is displayed in fig. S7. The extracted ion chromatograms of the peptides of interest and positive mode UVPD mass spectrum are shown in figs. S8 and S9, respectively. We next tested if RaxX is sulfated in vivo. Using selected reaction monitoring-MS , we observed sulfation on tryptic peptides covering Y41 derived from RaxX-His purified from PXO99 . The sulfated version of the tryptic peptide covering Y41 of RaxX-His purified from PXO99DraxST was not detectable with multiple SRM transitions above the background noise level . In contrast, we did detect the corresponding non-sulfated peptide covering Y41 at high levels and with high confidence for RaxX-His isolated from both PXO99 and PXO99DraxST . In combination, these results demonstrate that RaxST sulfates RaxX on Y41 in vivo and that sulfation of RaxX is required for its immunogenic activity on XA21-expressing rice plants.Infection assays using bacterial mutants clearly demonstrate that RaxX is required for activation of XA21-mediated immunity. We next sought to determine whether sulfated RaxX can trigger XA21-mediated defense responses in the absence of Xoo. For this purpose, we produced full length sulfated recombinant RaxX using an expanded genetic code approach . We heterologously expressed RaxX in E. coli together with an engineered aminoacyltRNA synthetase specific for sulfotyrosine, a cognate engineered amber suppressor tRNA, and the nonstandard amino acid sulfotyrosine . Nonsulfated RaxX was also expressed in E. coli without sulfotyrosine. We confirmed purity and tyrosine sulfation status of RaxX60 by gel-based assays and SRM-MS analysis . We tested if the resulting highly purified, full-length, sulfated RaxX60-sY and nonsulfated RaxX60-Y proteins could trigger defense gene expression in leaves of rice plants over expressing XA21 . As shown in fig. S13, sulfated RaxX60-sY, but not the nonsulfated form RaxX60-Y, triggered strong up-regulation of defense marker genes in detached leaves of Ubi::XA21. Leaves from Kitaake rice plants, which lack the XA21 immune receptor, are insensitive to RaxX60-Y and RaxX60-sY. These results demonstrate that sulfated RaxX60-sY is sufficient to activate XA21-mediated defense gene expression in rice. To identify a “minimal” epitope of RaxX that is sufficient to trigger these responses, we took biochemical and rational design approaches. We first tested whether chemically synthesized RaxX39 is sufficient to trigger XA21-dependent defense gene expression . We found that sulfated RaxX39-sY triggers defense gene expression in an XA21-dependent manner, whereas non-sulfated RaxX39 does not . To further narrow down the active region, we subjected RaxX39 to digestion with four site-specific proteases . The predicted digestion patterns were confirmed by gel-based assays and by SRM-MS analysis for ArgC, AspN, and trypsin digests . We tested the resulting RaxX fragments for their ability to activate XA21-dependent signaling . Only RaxX39-sY digestion products resulting from GluC and ArgC treatments retained activity on Ubi::XA21 plants. The ability of the ArgC fragment to activate XA21-mediated immunity was confirmed with chemically synthesized RaxX24-sY peptides . Next, we tested N- and C-terminaltruncated versions of RaxX24-sY peptides. Chemically synthesized RaxX21-sY retained the ability to induce XA21-dependent signaling, whereas RaxX18-sY was compromised in this activity . These results indicate that a chemically synthesized tyrosine-sulfated 21–amino acid derivative of RaxX, named RaxX21-sY, is sufficient to activate XA21- mediated defense responses. In addition to activation of defense marker gene expression, the activation of PRR-triggered immunity in plants often involves the production of ethylene and reactive oxygen species . These responses are known to contribute to the final disease outcome in many plant pathogen interactions . We therefore tested if RaxX21-sY can trigger these hallmarks of plant innate immune signaling in XA21- expressing rice leaves . As shown in Fig. 3 , only sulfated RaxX21-sY, but not RaxX21-Y, was able to activate defense marker gene expression and the production of ROS and ethylene in an XA21-dependent manner. These responses were most pronounced in rice plants overexpressing XA21 .

Plant activators are chemicals that have no direct antimicrobial activity but induce disease resistance

Plants with compromised SA synthesis or signaling have greatly diminished defenses against pathogens, as is the case with SA-defificient transgenic plants expressing a bacterial salicylate hydroxylase or ICS mutants like sid2 , and mutants in downstream targets of SA such as npr1 . SAR induction by biotic agents coincides with increases in SA levels and a systemic transcriptional reprograming that primes the plant to respond rapidly to minimize the spread or severity of further infections . This transcriptional reprograming includes the expression of pathogenesis-related genes and deployment of peroxidases and other defense factors. In addition to induction by biotic agents, SAR responses are induced by exogenous application of SA to the foliage or roots.A number of synthetic compounds have been developed that induce SAR by increasing SA accumulation and/or by acting on downstream targets of SA . For example, the plant activator, probenazole, effective against bacterial, fungal, and oomycete diseases, stimulates SAR by increasing SA levels . 1,2,3-Benzothiadiazole-7-thiocarboxylic acid-S-methyl-ester ,blueberry grow pot sold under the trade name, Actigard, stimulates SAR in many plant species without inducing SA accumulation . Tiadinil [TDL; N–4-methyl-1,2,3-thiadiazole-5-carboxamide] is a plant activator that was registered in Japan in 2003 under the trade name, V-GET. TDL was developed for disease management in rice where it is applied to nursery-grown seedlings for transplanting to production fields .

TDL is very effective for control of rice blast disease caused by Magnaporthe oryzae and appears to induce resistance in a manner similar to BTH by acting on downstream targets of SA . The TDL metabolite,4-methyl-1,2,3-thiadiazole-5-carboxylic acid, is responsible for the SAR activation . Abiotic stress alters the susceptibility of plants to many pathogens . The effect of brief episodes of root stress such as salinity and water deficit at levels that commonly occur in agriculture is well documented in plant–oomycete interactions, wherein stress events predispose plants to levels of inoculum they would normally resist . The phytohormone abscisic acid accumulates rapidly in roots and shoots as an adaptive response to these abiotic stresses, but also contributes to the increased disease proneness of the plants . Antagonism between SA and ABA is well documented in relation to plant defense responses to pathogens . Previously, ABA was found to have an antagonistic effect on SAR which was induced by 1,2-benzisothiazol-3-one1,1-dioxide and BTH in Arabidopsis and tobacco . However, it is not known if plant activators that target SA signaling impact the ABA-mediated susceptibility to root pathogens that occurs following predisposing root stress in tomato. Because of the potential for unwanted trade offs and signaling conflicts in plants exposed to different stresses, as can occur in the field, we investigated how predisposing root stress impacts chemically induced resistance in tomato. The objective of this study was to determine the effect of pre-treatment of tomato seedlings with TDL and BTH on salt-induced predisposition to the foliar bacterial pathogen Pseudomonas syringae pv. tomato and to the soilborne oomycete pathogen Phytophthora capsici. TDL is of particular interest in the context of soilborne pathogens such as Phytophthora capsici because it is often applied to plants as a root dip. We also determined the impact of SA, TDL and BTH on ABA accumulation during a predisposing episode of salt stress. The results show that TDL applied to roots strongly protects the leaves from disease caused by Pst in both non-stressed and salt-stressed plants.

In contrast, neither TDL nor BTH protects roots from Phytophthora capsici. The protection induced by plant activators against Pst does not result from reduced ABA accumulation and, although overall disease is less in both non-stressed and salt-stressed plants by chemically induced SAR, plant activators do not reverse the salt-induced increment in disease Severity.Tomato plants of cultivars “New Yorker” or “Rheinlands Ruhm” and mutants within these backgrounds were used in experiments. “New Yorker” seeds were obtained from a commercial source . The homozygous ABA-deficient mutant sitiens was compared with its isogenic, wild-type background, “Rheinlands Ruhm” , and seeds for these were obtained from the C.M. Rick Tomato Genetics Resource Center at the University of California, Davis. NahG transgenic plants were generated in the “New Yorker” background, similar to the method used by Gaffney et al. . The nahG construct containing the transgene salicylate hydroxylase under control of the CaMV 35S promoter in the binary vector pCIB200 was a gift of Syngenta Crop Protection, Inc. Tomato plants were grown in a hydroponic format. Prior to use, tomato seeds were surface sterilized with the following protocol: 50% HCl and rinsed with sterile deionized H2O, 10% trisodium phosphate and rinsed in sterile deionized H2O, 70% ethanol , and rinsed with sterile deionized H2O, and 50% commercial bleach followed by sterile deionized H2O rinse . Following surface-sterilization, seeds were placed on sterile germination paper in beakers containing sterile deionized H2O, transferred after 1 week to trimmed 5 ml polypropylene pipette tips, secured with foam test tube plugs, and placed into aerated hydroponic containers filled with 4 L of aerated, 0.5× Hoagland’s solution. Seedlings were grown for an additional 2 weeks in a growth chamber until at least two true leaves had developed on each plant.

To determine the effect of SA on ABA accumulation during salt stress, ABA levels were measured in WT plants pre-treated with SA, TDL, or BTH. Following salt stress treatment for 18 h, roots and shoots were collected and immediately frozen in liquid N2.The tissues were lyophilized and placed at −20◦C until extraction. The lyophilized tissue was ground in liquid N2 to a fine powder with a mortar and pestle, 50–100 mg samples were collected, and each sample transferred to a microfuge tube. Cold 80% methanol containing butylated hydroxytoluene at 10 μg ml−1 was added to each tube, which was then vortexed. The extracts were placed on ice and agitated occasionally for 30 min. The tubes were centrifuged for 5 min at 10,000 × g, and the supernatants collected. The pellet was extracted with 0.5 ml of 80% methanol and centrifuged to collect the supernatant. This step was repeated, all three supernatants were combined, and the methanol concentration of the extract adjusted to 70%. The extracts were applied to pre-wetted Sep-pak C18 columns and eluted with 5 ml of 70% methanol. The eluate containing ABA was concentrated to near dryness at 37◦C under vacuum and the volume adjusted to 300 μl with deionized water. The samples were analyzed by competitive immuno assay with an ABA immuno assay kit according to the manufacturer’s directions. Results are expressed as nanomoles of -ABA per gram dry weight of tissue. To determine the effect of the nahG transgene on ABA levels, roots and shoots from WT and NahG plants were processed using the same procedure as above.To determine the effect of the nahG transgene on SA accumulation following infection, SA was quantified in WT “New Yorker” and NahG backgrounds in non-inoculated plants and plants 3 dpi with Pst. Extraction of SA was carried out as previously described . Deuterated SA was used as an internal standard. Methyl ester derivatives were analyzed by GC-MS in electronic ionization mode. Mass spectral analysis was done in selective ion monitoring mode. Fragment ions were SA-ME 152 and SA-D4-ME 156. Quantification calibration curves were generated with known quantities of pure SA.To determine if plant activators induce resistance to Pst under different stress regimes in our experimental format,hydroponic bucket roots of hydroponically grown seedlings of cv. “New Yorker” were treated with TDL and then either not salt-stressed or exposed to 0.2 M NaCl for 18 h prior to inoculation. In preliminary experiments, several concentrations of TDL were evaluated for phytotoxicity and for efficacy against bacterial speck disease with 10 ppm TDL selected as this concentration provided an optimal response. Concentrations higher than 10 ppm of TDL caused a slight bronzing of the roots and depressed growth of the seedlings, suggesting a mild phytotoxicity of the chemical in our experimental format at these higher levels. Inoculated salt-stressed seedlings had more severe disease symptoms and a significantly higher titer of pathogen than non-stressed, inoculated plants. Pretreatment with TDL at 10 ppm significantly reduced Pst colonization and symptom severity in “New Yorker” plants in both non-stressed and salt-treated seedlings . However, TDL did not prevent the proportional increase in Pst colonization observed in salt-stressed plants relative to the non-stressed controls.Since TDL harnesses SA-mediated defenses, we treated SAdeficient NahG plants to see if TDL induces resistance under the different stress regimes in this highly susceptible background. As expected, NahG plants were more susceptible to Pst and accumulated significantly less SA following Pst infection than the WT background “New Yorker.” However, TDL provided strong protection in the NahG plants and mitigated the predisposing effect of salt-stress on bacterial speck disease.In a previous study we showed that ABA-deficient tomato mutants displayed a much reduced predisposition phenotype to salt stress . To determine if the protective effect of TDL is altered within an ABA-deficient tomato mutant, seedlings of WT and an ABA-deficient mutant within this background, sitiens, were treated in the same format and stress regimes as above. TDL significantly reduced Pst symptoms and colonization in both non-stressed and salt-treated plants of “Rheinlands Ruhm.” However, 3.6- and 5.4-fold increases in pathogen titer as a result of salt-stress were observed in both the control and TDL-treated plants, respectively, indicating that TDL did not prevent the proportional increase in Pst colonization in salt-stressed plants, similar to the results with “New Yorker” and NahG plants.

In contrast, the sitiens mutant was not predisposed to Pst by salt stress and had significantly reduced symptoms and colonization by the pathogen than the background “Rheinlands Ruhm” . Nonetheless, TDL pretreatment of sitiens provided further protection against Pst .To determine if plant activators protect tomato roots and crowns against the oomycete pathogen, Phytophthora capsici, and predisposing root stress, tomato seedlings were treated with TDL or BTH , not stressed or salt-stressed as above, and then inoculated. There was no protection provided by the plant activators against disease caused by Phytophthora capsici in either the control or salt-treated plants, as reflected in symptom severity and pathogen colonization .Because elevated levels of ABA in tomato can enhance susceptibility to Pst and Phytophthora capsici, the effect of SA, TDL, and BTH on ABA levels was determined in roots and shoots. ABA concentrations in either shoots or roots at the time selected for inoculation in our treatment sequence were not altered by SA . However, a trend of increasing ABA accumulation was observed in TDL- and BTH treated “New Yorker” plants relative to the corresponding control plants . Although the increase in ABA accumulation in the plants treated with these plant activators is not statistically significant at P ≤ 0.05, it can be said that SA, TDL, and BTH do not reduce ABA content relative to untreated plants . In addition, salt stress did not further increase the levels of ABA in plants that had been pretreated with TDL or BTH, which were similar to the salt stressed controls.In a previous study, we demonstrated the predisposing effect of salt stress and a role for ABA as a determinative factor in predisposition in the tomato–Phytophthora capsici interaction . The present study is the first report of salt-induced predisposition to the bacterial speck pathogen, Pst, in tomato. Furthermore, the results with the ABA-deficient sitiens mutant are consistent with the salt-induced susceptibility to Pst being mediated by ABA . These results conform to studies in Arabidopsis where ABA has been reported to promote susceptibility to Pst .Because SA has been shown to protect tomato against salt stress, possibly by an ABA-dependent mechanism , plant activators that operate via the SA pathway were evaluated for effect on salt-induced predisposition. Protection of tomato against bacterial speck disease by BTH is well documented , and TDL has previously been shown to reduce the severity of bacterial and fungal infections without inducing SA accumulation . Here, TDL was shown to protect against Pst in both non-stressed and salt-stressed tomato plants. TDL pretreatment strongly reduced disease and colonization by Pst in both “New Yorker” and SA-deficient NahG plants. TDL, or more likely its biologically active metabolite, SV-03, presumably allows the NahG plants to mount an SAR response to Pst infection in the absence of SA accumulation . TDL provided protection in both non-stressed and salt-stressed plants, but did not reverse the predisposing effect of salt stress.

This disturbs the Ca2þ flux in the plant cell, thereby resulting in ROS formation

We discuss nine in vivo studies that have used proteomics to explore the alterations in plants at the protein level, in response to metal-based NPs, including nAg, nCeO2, nAl, nAl2O3, nFe, nZnO and CdS QDs . Impact of bare or surface-functionalized nAg on plant proteomes have been studied in several plants, including arugula, wheat, rice, soybeans, and tobacco. In rice plants exposed to 30 and 60 mg/l nAg for 20 days in hydroponic growth media, 2DE-nanoLC/FTICR MS identified twenty-eight differentially-accumulated proteins, which were primarily involved in oxidative stress response, Ca2þ regulation and signaling, transcription, and protein synthesis/degradation, cell wall damage, and apoptosis . nAg exposure incremented levels of defense-related proteins including SOD, glutathione-S-transferase , L-ascorbate peroxidase, which has been shown to result from Agþ leaching. Similar defense response expressed by elevated levels of SOD and GST was reported in arugula and wheat plants, respectively, exposed to 10 mg/l polyvinyl pyrrolidone -coated nAg for 5 days . Comparative proteomic response in the roots of arugula plants exposed to nAg and AgNO3 suggested that both treatments disrupt redox regulation, biosynthesis of sulfur containing amino acids,nft hydroponic system and cellular homeostasis.However, nAg also alter endoplasmic reticulum and vacuole-associated proteins in arugula and wheat roots, not demonstrated in the Agþ treatments. Vannini et al. also reported an increased production of malate dehydrogenase in roots, which reportedly increased root exudation of organic acids such as citrate, oxalate, malate, succinate and acetate .

Zhao et al. demonstrated in a metabolomic study that uptake and translocation of nCu in cucumber plant triggers a feedback control mechanism in tandem to modulate the root exudation of amino acids and organic acids for defense response and restricting ion release, to maintain cellular homeostasis . In tobacco plants, a 7-day exposure to citrate-coated nAg in tobacco plants altered the proteins related to defense response and oxidative stress, at a similar level as AgNO3 treatments; however, although both nAg and AgNO3 affected mostly photosynthesis related proteins, in the leaves the effect was significantly higher in nAg exposed plants, highlighting a nano-specific response . In another study, proteomic analysis in soybean plants after 3-days of root exposure to three different metal nanoparticles showed significantly negative response to 5 ppm nAg treatments compared to 500 ppm nAl2O3 and 500 ppm nZnO . The drastic decrease in the proteins related to energy metabolism and a compromised defense system in the nAg exposed plants thus resulted in decreased growth of soybean plants, compared to the control, nAl2O3 and nZnO exposures. Proteomic analysis of soybean roots exposed to 200 mg/l of differentially coated-CdS-QDs in vermiculite showed over-accumulation and under-accumulation of 99 and 44 root proteins, respectively, irrespective of coating type . The response was also compared to bulk-equivalent and Cd2þ ion treatments. The affected proteins unique to QD exposures were involved in glycolysis, TCA cycle, urate oxidation, and ATP synthesis-coupled-proton transport. Stress signaling pathways were also upregulated, especially b-oxidation of fatty acids, biosynthesis of jasmonic acid and sphingosine, and lignin biosynthesis. Some proteins involved in defense response, ion binding, channel activity, and membrane organization were negatively affected. Ca2þ-transporting ATPase activity was also down regulated in all CdS-QD-treated roots. reported in nAg treatments as well.

Some altered proteins that were common to CdS bulk particles and Cd2þ ion exposure were those associated with pentose phosphate pathway, glucuronate pathway, Calvin and TCA cycle, glycolysis/gluconeogenesis, amino acid biosynthesis, catecholamine biosynthesis, GABA shunt, phenylpropanoid pathway, GSH metabolism, isoflavonoid synthesis, carbon fixation, glyoxylate/dicarboxylate metabolism, jasmonic acid biosynthesis, and terpenoid biosynthesis, and sucrose and starch catabolism.Although exploration of the plant proteome can deliver a wealth of information, the studies concerning ENMs have been primarily focused on toxicity. Tiwari et al. employed gel-based proteomics and transcriptomics to elucidate the mechanism of bio-transformation of KAuCl4 to nAu in 5-day old A. thaliana plants . A total of 10 and 15 spots from 2DE of root and shoot samples, respectively, were digested into peptides by trypsin, and analyzed using MADI-TOF-MS. nAu affected carbohydrate metabolism, electron transport chain and oxidative stress in plant tissues. The production of GSTs in A. thaliana shoots in response to increasing Au accumulation, suggested they play an important role in controlling oxidative stress during the reduction of Au ions to nAuNPs. A 14-day exposure to 250–1000 mg/l nCeO2 via foliar spray and root absorption resulted in significant effect on carbon fixation and energy production in pinto bean plants . This involved enhanced production of thylakoid proteins participating in photosynthesis, decreased production of RuBisCo and altered enzyme activities in the electron transport chain in mitochondria nCeO2 have shown to be very actively involved in the oxidative chemistry in plant cells, either acting as an antioxidant enzyme mimic or a stress elicitor .

In pinto beans, two key enzymes responsive to oxidative stress, ascorbate peroxidase and glutathione peroxidase were down-accumulated. Altered response of ascorbate peroxidase enzymes has also been reported at biochemical level in kidney beans and tomato , as well as at transcriptomics level in A. thaliana . Interestingly, transcription factors , which play a central role in protein biosynthesis and turnover were shown to be down regulated in the leaves as well as first generation seeds of bean plants exposed to 125–500 mg/kg nCeO2 . Lipoxygenase, a protein responsible for fatty acid biosynthesis, iron binding, and oxido-reductase activity was also down-accumulated in bean leaves and seeds . The differentially regulated proteins in the seeds obtained from nCeO2 treated parent plants were mostly down-accumulated compared to those harvested from untreated controls, and a dose-dependent increase in the number of candidates were noted. The candidate proteins were involved primarily in storage , carbohydrate metabolism , protein folding, and resistance mechanism .Recent advances in tools for genomics and transcriptomics in conjunction with metabolomics and proteomics have the potential to accelerate agricultural development . An area that can benefit substantially from these approaches is the plant-microbe interaction. Microbial communities play an important role in plant growth and productivity by directly controlling soil processes like stabilizing soil structure, nutrient bio-availability, degradation of organic pollutants, CO2 fixation and C degradation. They are however highly sensitive and susceptible to toxicity from stressors. Next generation sequencing technologies such as pyrosequencing and Illumina-based sequencing has resolved complexities in the microbial community with higher accuracy than conventional methods . Metagenomics allows to collectively characterize genome sequences of known and unknown members of the entire microbial community in an environmental sample, without having to isolate each into pure cultures. ENMs present in the agricultural soil from intentional use of nano-enabled agrochemicals or unintentional incorporation in the biosolids or irrigation water have the potential to impact the soil microbial community thereby affecting the agricultural productivity . Metagenomic analysis of the soil microbial community provide potential means to design sustainable ENMs with potential to bolster plant protection against pests and enhance productivity and nutritional quality . However, although the metagenomic analysis provide important information on the functional capacity of the soil microbial community, it does not reflect the metabolic activities of individual species or the community. Genomic interpretation can be complemented with gene expression analysis at the RNA level, also known as transcriptomics, which can provide critical information on sustainable ENM design for agricultural applications and impact on plants and soil microbial community. Advances in gene expression analysis using RNA-seq analysis have evolved the understanding of alteration in gene expression in complex samples, which can be further validated by RT-PCR analysis of targeted genes. The transcriptomic studies in plants exposed to ENMs have been very well reviewed in two reviews, where the authors discussed the integration of transcriptomics, micro-RNA and proteomics data in plants for discovering nano-specific biomarkers and effects . For transcriptomic studies, the knowledge of the whole genome sequence and their functional annotation is critical and hence is better addressed in smaller genomes. A. thaliana has the smallest genome that is completely annotated unlike the crop species like rice or soybeans ,hydroponic nft system and hence all global transcriptome studies focusing on ENM-plant interactions have been carried out in A. thaliana to avoid complexity .

However, complementary proteomics and metabolomics can be used to functionally annotate the genes of interest in non-model species. In theirreview, Ruotolo et al. concluded that the plants induce defense mechanisms against ENM exposure which are resolved at the transcriptome and proteome level and are primarily related to modification of root architecture, phytohormone signaling and antioxidant system activation .Integration of multiomics in plants provides a comprehensive knowledge on the regulatory mechanism at multiple subcellular organization levels in response to an external stimulus. Although the number of plant studies employing individual omic techniques to identify key biomolecules in response to ENMs is increasing, only a few studies have integrated different omics . It is critical to integrate the response at all levels, including metabolome, proteome and transcriptome to identify the molecular underpinnings that regulate the metabolic pathways in response to ENMs, which eventually is expressed in the phenotype. However, there are multiple challenges that have slowed down the use of integrative approaches, especially in crop species. The first challenge is the unavailability of transcriptomic databases and incomplete or un-annotated proteomic databases for non-model species. The second bottleneck is the difficulty in scaling very large datasets from different levels within the phenome. Being closest to the phenotype, the metabolome is easily influenced by immediate environmental conditions, which may or may not correlate with genomic and transcriptomic profile. Hence, the emergent properties at the higherlevel organization of the plant are not fully determined by the properties of the lower levels . Thirdly, metabolomic analysis is often oversimplified due to the common assumption that the sampling is performed in metabolic steady-state, characterized by constant levels of metabolites and that different metabolic pathways operate in isolation. At the whole plant level of integration, there are too many complex and dynamic processes occurring simultaneously which regulate feedback mechanisms in the cellular metabolism. In order to integrate the data from different omics in a test specimen, it is necessary to use the same sample for aliquoting into fractions for individual omic analysis. Assuming that the data acquired from each omic is of high quality and validated, they can be integrated by different approach, including postanalysis data integration; integrated data analysis; and systems modeling methods . In postanalysis data integration, the omic datasets are analyzed in isolation and the key features are networked in an overall model pathway. In integrated data analysis,specialized tools are used to merge different omics data sets prior to data analysis and interpretation. Systems modeling approaches incorporate modeling tools utilizing preexisting comprehensive omic databases . Only a handful of studies have utilized integrative approach in ENM-plant interaction studies and have relied primarily on postanalysis data integration . Integration of the plant metabolome with the proteome and transcriptome can answer several questions regarding ENM-associated mechanisms, including routes of entry, translocation, defense response and toxicity . Individual omic studies across different plant species and postanalysis integration studies over the past seven years have highlighted a few metabolic pathways of interest, depending on the mode of exposure. In root exposure studies, ENMs have shown to induce oxidative stress in the root tissues due to the immediate availability of metal ions from ENM dissolution, which is appreciated by the release of acidic exudates . As a defense response to ENMs, multiple metabolic pathways have been reported to be differentially regulated, including glutathione metabolism, GABA shunt, phenylpropanoid pathway, shikimate pathway, and flavonoid pathway. Different phenolic compounds and amino acids are evidently altered in these pathways in order to defend the plants from reactive oxygen species . Another common sign of stress in the plant roots is an increase in lignin content and alteration of membrane lipids, which protect the roots from additional stress . In several studies, nCu and CdS-QDs exposure altered levels of Ca-binding proteins, such as calmodulin or Ca2þ-ATPase . It is hypothesized that ENMs often bind to Ca2þ receptors or use the Ca-channels or Ca2þ-ATP pumps to enter the plants.The glutathione pathway and the GABA shunt play a major role in ROS defense in plants affected by exposure to ENMs. In addition to defense responses in different plant tissues, ENMs have been shown to influence carbon fixation, amino acid metabolism, and photosynthesis in the aerial tissues. In a recent study, metabolomics of leaf mesophyll protoplast showed that nFe and Mn3O4 enhanced the photosynthetic quantum yield . However nMoS2 and nAg had negative effects .

The linear approximation strategy is not without limitations

In a stylized story of green revolutions, improvements in agricultural technology are achieved through the introduction of improved land management techniques or improved inputs, including germplasm and fertilizer, all of which boost yields and labor productivity . If food is relatively non-tradable beyond local markets, then increased staple food production leads to reduced food prices, increased real wages and hence lower poverty. As staple yields jump and basic food needs are met, crop production begins to diversify, including to nonfood cash crops for export, and so the virtuous cycle of commercial farming begins. With greater savings and access to finance, farms begin to substitute capital for labor, and freed up workers begin to look for wage employment, typically in nearby cities. To the extent that other sectors enjoy higher labor productivity, this is welfare enhancing. It is also possible that this structural change triggers even further increases in non-agricultural labor productivity. One potential mechanism is that after subsistence is surpassed, savings rates increase, and the subsequent capital accumulation increases worker productivity . In parallel, governments are able to collect revenues to finance growth enhancing infrastructure, such as roads and ports, which increases the worker productivity of manufacturing and services. Another mechanism may be that increased incomes improve health outcomes,flood and drain tray which increase worker productivity, while also decreasing child mortality, reducing total fertility rates, increasing investment per child, and decreasing demographic pressures.

Or, it may simply be that the non-agricultural sector enjoys increasing returns to scale due to fixed costs or learning-by-doing, which would imply that a green revolution and the resulting labor shift would accelerate productivity growth in these non-agricultural sectors. Although our paper will not be able to pinpoint which of these mechanisms is at work, our contribution is to provide a causal framework to evaluate whether higher staple yields trigger labor shifts away from agriculture as well as faster growth in non-agricultural labor productivity. For the purposes of illustration and to motivate our empirical work more specifically, we describe agriculture-driven structural change with a simple model following the long theoretical tradition starting with works including Rostow ; Johnston and Mellor and formulated mathematically by Laitner ; Hansen and Prescott ; Gollin et al. , and others. We start with a country that has no trade in staple food products, and where the entire population works in either the agriculture or non-agriculture sector . The model is dynamic, but we dispense with the time subscript for simplicity of exposition. The stylized facts support the theoretical link between staple crop yields link and economic growth. Figure 1 shows indexed regional trends in food production per capita across the developing world from 1961-2001.The graph highlights the major growth in East Asia and the Pacific over the period, with per capita values nearly doubling, and considerable growth in Latin America and South Asia since the mid-1970s. Africa is the one region to have experienced a decline in per capita food production over the period, including a major decrease since the early 1970s and relative stagnation since 1980. These trends are mirrored in Figure 2, which presents cereal yields per hectare from 1961-2001. Again, all developing regions except Africa experienced major sustained growth rates in land productivity over the period, despite varying starting points, and all except Africa more than doubled yields by 2001.

East and Southeast Asia boosted yields from less than 1.5 tons per hectare in 1961 to more than 4 t/ha in 2001; Latin America’s yields grew from 1.3 t/ha to greater than 3 t/ha; and South Asia’s from 1 t/ha to nearly 2.5 t/ha. Africa had the lowest starting point at 0.8 t/ha, and still after 40 years had barely crossed the threshold of 1 t/ha, which was South Asia’s starting level in 1961. A simple Boserup hypothesis would argue that, relative to other regions, Africa’s yield stagnation is a product of its land abundance, and yields will increase as land becomes scarce. There are three main reasons why this hypothesis does not hold, as described in McArthur . First, the history of 20th century yield take-offs in the developing world was predominantly characterized by proactive public policies supporting a package of yield-boosting inputs, rather than by factor scarcity . These policies are thought to explain much of the regional variations in fertilizer use since 1960, as shown in Figure 3. Second, labor/land ratios vary tremendously across Africa but they are just as high or higher in many African countries than they were in pre-green revolution Asian countries. Third, land productivity is driven by the crucial latent variable of soil nutrients, which are being depleted at dramatic rates throughout Africa. High rates of soil nutrient loss strongly suggest that land pressures are not being surmounted by extensification.Figure 4 compares the growth of cereal yields to growth in GDP per capita over the 1965 to 2001 period, indicating a strong positive correlation between the two variables. A novel relationship is presented in Figures 5 and 6, which compare initial cereal yield levels to subsequent GDP growth across developing countries, excluding fuel exporters and socialist economies.Figure 5 covers the full 1965 to 2001 period and Figure 6 covers only the latter portion from 1985 to 2001. The horizontal line marks zero average growth and the vertical line marks 2 t/ha of cereal yields. In addition to the overall positive relationship between initial yield and economic growth, it is noteworthy that no country in the sample experienced negative average growth after reaching a yield threshold of 2 t/ha.3 Figure 7 presents a scatter plot similar to Figure 4 but shows growth in non-agricultural value added per non-agricultural worker on the vertical axis instead of GDP per capita, covering the period 1970-2001.

The graph shows a clearly positive relationship between the two variables, even amidst a considerable degree of variation, and suggests that higher rates of progress in agricultural productivity are structurally correlated with higher growth rates in non-agricultural sectors.This paper’s empirical strategy proceeds in two parts. The first focuses on establishing a country-level physical production function for cereal yields , in order to motivate the emphasis on agronomic inputs in a study of structural change. The second part focuses on identifying the impact of increased yields on economic outcomes and structural change, measured by GDP per capita, labor shares and non-agricultural value added per worker.It was chosen over log-linear and log-log approaches since neither of the latter were found to provide a better fit with the data, and indeed most countries with significant input use have pursued relatively linear fertilizer-yield trajectories, as shown in Figure 8. This linear relationship is somewhat at odds with the field-level agronomic data that show decreasing returns, but is likely an inherently limited product of the country-level unit of aggregation. This paper aims to present a first approximation of a country-level agricultural production function, which to our knowledge has not been previously done in the economics literature. Future research would be well placed to provide more refined estimates anchored in more specific crop types and input combinations, the latter captured for example through a range of possible interaction terms. With these points in mind, this paper’s regression results provide information only on marginal additive effects of various inputs. One might hesitate to interpret associations between agronomic inputs and yields in a causal framework; indeed, omitted variables such as farmers’ agronomic know-how might be correlated with both yields and inputs and thus bias coefficients in the estimation. In order to assuage these concerns and improve identification in the case of fertilizer use, we construct a novel time-varying instrument. Our approach follows a similar spirit to the instrument presented in Werker et al. . A valid instrument needs to be correlated with countries’ fertilizer use and satisfy the exclusion restriction . We use fluctuations in the global fertilizer price to generate temporal variation exogenous to conditions in any one developing country. In order to generate the cross-sectional variation in the instrument we exploit the fact that the production of nitrogen fertilizer is intensive in natural gas usage and therefore produced in only a select group of facilities around the world, most of which are in developed countries. We contend that the distance fertilizer travels from these facilities to the agricultural heartlands of each developing country is valid cross-sectional variation that can be interacted with the global fertilizer price to generate a valid instrument for fertilizer use in developing countries. Specifically, we hypothesize that countries closer to fertilizer plants are more sensitive to the commodity’s price variation relative to the transport costs that farmers incur. The instrument satisfies reverse causality concerns ,nft hydroponic and the omitted variable bias concern is assuaged since a problematic omitted variable would need be to correlated with the global fertilizer price and have the same distance decay function from agricultural heartlands to global fertilizer production facilities. A specific concern that a reader might have is that fertilizer price fluctuations might be correlated to fossil fuel prices, which might affect economic outcomes through many channels. However, the correlations between crude oil prices and phosphate, DAP, urea and potash prices are only between 0.11 and 0.38 over the period . Moreover, the correlation is only problematic if the specific distance decay function we use from agricultural centroids to nitrogen facilities matches the pattern of cross-country differences in fossil fuel prices, and there is no reason to believe that this will be the case. We use a Geographic Information System to calculate the agriculturally weighted centroid of each country, using data on percentage of each 5 arc-minute grid cell’s area planted to staple crops from Monfreda et al. . Next, we geolocate 63 of the production facilities of the top fertilizer producers in the world .

Although these are present-day facilities , we remind the reader that most facilities are located in developed countries not in our sample, and many locate in proximity to natural gas deposits, so the issue is unlikely to have a big effect on our results. We then calculated the minimum cost adjusted distance from each country’s agriculturally weighted centroid to the nearest fertilizer production site. In order to adjust for relative transport cost between land and water, we use Limão and Venables’ result that shipping a standard 40-foot container from Baltimore to different destinations around the world in 1990 costs $190 for an extra 1,000 km by sea and $1,380 for an extra 1,000 km by land. This indicates roughly a 1:7 cost ratio, which we use to optimize travel over sea and navigable rivers versus travel over land. The centroids, fertilizer production sites and optimal cost-distance function are mapped in Figure 9. The distance component of the instrumental variable is itself strongly correlated with fertilizer use across countries, as shown in Figure 10, which plots the log of fertilizer use per hectare at the 1985 sample midpoint against the indexed distance measure. The correlation between the two variables in the graph is -0.63. Towards the top left of the scatter plot, a country like Vietnam has an distance index value of 3,954 and a fertilizer value of 84 kg/ha, while Rwanda , towards the bottom right, has a distance value of 13,083 and a fertilizer value of 1.7 kg/ha. It is trivial for higher agricultural productivity to be linked to higher economic growth in the same period, since agricultural output is included directly in national accounts. For example, if one holds fixed all prices and production levels in other sectors, a green revolution-style five-year doubling of output in a low-income country with 30 percent of GDP in food production would translate mechanically to a 5.4 percent annual real GDP growth rate.For a country with only 15 percent of GDP in food production, the same yield doubling would translate to 2.8 percent annual growth. Of course a major supply expansion would be expected to decrease the price of food, and the nominal measured growth rate would be much smaller—so 5 or 6 percent could be considered an upper bound on the direct contribution of increasing yields to economic growth.