Abbreviations. New Phytologist (2008) 178:

Size: px
Start display at page:

Download "Abbreviations. New Phytologist (2008) 178:"

Transcription

1 Research Differential regulation of grain sucrose accumulation Blackwell Oxford, NPH New X /j x March 0781??? 797??? Original The Phytologist Authors UK Articles Publishing (2008). Ltd Journal compilation New Phytologist (2008) and metabolism in Coffea arabica (Arabica) and Coffea canephora (Robusta) revealed through gene expression and enzyme activity analysis Isabelle Privat 1, Séverine Foucrier 1, Anneke Prins 3, Thibaut Epalle 1, Magali Eychenne 1, Laurianne Kandalaft 1, Victoria Caillet 1, Chenwei Lin 2, Steve Tanksley 2, Christine Foyer 3 and James McCarthy 1 1 Centre de Recherche Nestlé, 101 Av. Gustave Eiffel, Notre Dame d Oé, BP Tours, France; 2 Department of Plant Breeding, 248 Emerson, Cornell University, Ithaca, NY 14853, USA; 3 School of Agriculture, Food and Rural Development, Newcastle University, Newcastle upon Tyne NE1 7RU, UK Summary Author for correspondence: Isabelle Privat Tel: Fax: isabelle.privat@rdto.nestle.com Received: 21 November 2007 Accepted: 27 January 2008 Coffea arabica (Arabica) and Coffea canephora (Robusta) are the two main cultivated species used for coffee bean production. Arabica genotypes generally produce a higher coffee quality than Robusta genotypes. Understanding the genetic basis for sucrose accumulation during coffee grain maturation is an important goal because sucrose is an important coffee flavor precursor. Nine new Coffea genes encoding sucrose metabolism enzymes have been identified: sucrose phosphate synthase (CcSPS1, CcSPS2), sucrose phosphate phosphatase (CcSP1), cytoplasmic (CaInv3) and cell wall (CcInv4) invertases and four invertase inhibitors (CcInvI1, 2, 3, 4). Activities and mrna abundance of the sucrose metabolism enzymes were compared at different developmental stages in Arabica and Robusta grains, characterized by different sucrose contents in mature grain. It is concluded that Robusta accumulates less sucrose than Arabica for two reasons: Robusta has higher sucrose synthase and acid invertase activities early in grain development the expression of CcSS1 and CcInv2 appears to be crucial at this stage and Robusta has a lower SPS activity and low CcSPS1 expression at the final stages of grain development and hence has less capacity for sucrose re-synthesis. Regulation of vacuolar invertase CcInv2 activity by invertase inhibitors CcInvI2 and/ or CcInvI3 during Arabica grain development is considered. Abbreviations Ca, Coffea Arabica; Cc, Coffea canephora; CaInv3, Coffea arabica invertase 3; CcInv1, Coffea canephora invertase 1; CcInv2, Coffea canephora invertase 2; CcInvI1, Coffea canephora invertase inhibitor 1; CcInvI2, Coffea canephora invertase inhibitor 2; CcInvI3, Coffea canephora invertase inhibitor 3; CcInvI4, Coffea canephora invertase inhibitor 4; CcSS1, Coffea canephora sucrose synthase 1; CcSS2, Coffea canephora sucrose synthase 2; CcSP1, Coffea canephora sucrose phosphatase 1; CcSPS1, Coffea canephora sucrose phosphate synthase 1; CcSPS2, Coffea canephora sucrose phosphate synthase 2. Key words: coffee, cup quality, grain maturation, regulation, sucrose metabolism. New Phytologist (2008) 178: The Authors (2008). Journal compilation New Phytologist (2008) doi: /j x 781

2 782 Research Introduction Coffee is a very important crop with more than seven million tons of green beans produced every year. Moreover, after oil, coffee is ranked second on international trade exchange markets. The two main species are cultivated throughout the tropics; these are Coffea arabica and Coffea canephora, representing 70 and 30% of world coffee production, respectively. In terms of cup quality, C. arabica (Arabica) is more appreciated by consumers because it less bitter and has a better flavour compared with C. canephora (Robusta). Cup quality is a vast subject, the determinants of which are not well understood. Sucrose is one of the major sources of the free reducing sugars participating in the Maillard reaction that occurs during the roasting of the coffee grains. This reaction generates a significant number of products, including caramel, sweet and burnt-type aromas, and dark colors, which are typically associated with coffee flavor (Russwurm, 1969; Holscher & Steinhart, 1995). Although glucose and fructose are present in the mature grain, together they only represent approx. 0.03% of the dry weight of C. arabica grains. Sucrose is by far the most important free nonreducing sugar present in mature coffee grains (Rogers W. John et al., 1999). Furthermore, the lowest-quality Arabica grains have appreciably more sucrose ( %) than the highest-quality Robusta grains (4 5%; Russwurm, 1969; Chahan et al., 2002). While sucrose is significantly degraded during roasting, significant amounts ( % dry weight; DW) still remain in the roasted grain. Hence, the sucrose content of the roasted grain adds to the sweetness of the coffee and improves cup quality. Since sucrose plays a key role in determining coffee cup quality, it is important to develop a better understanding of the factors that control sucrose metabolism and accumulation in the different coffee varieties. In higher plants, sucrose is the principal form in which carbon is translocated between photosynthetic (source) and nonphotosynthetic (sink) cells (Ziegler, 1975). Sucrose metabolism has been extensively studied in tomato (Solanum lycopersicum), a close relative of coffee. They are both members of the asterid I class and share a large number of common genes, especially during fruit development. The key reactions regulating sucrose homeostasis in tomato fruit are as follows: (i) the continuous rapid degradation of sucrose in the cytosol by sucrose synthase (SuSy) and cytoplasmic invertase (neutral); (ii) sucrose synthesis by either SuSy or sucrose-phosphate synthase (SPS) together with sucrose phosphatase (SP); (3) sucrose hydrolysis in the vacuole and/or in the apoplast by acid vacuolar and/or cell wall-bound invertase; and (iv) the rapid synthesis and breakdown of starch in the amyloplast (Nguyen-Quoc & Foyer, 2001; Rausch & Greiner, 2004; Roitsch & Gonzalez, 2004). As in other sink organs, the pattern of sucrose unloading is not constant during tomato fruit development. In the early stages of fruit development, sucrose is unloaded directly into cells from the phloem by a symplastic pathway involving direct plasmodesmatal connections between cells, and hence sucrose is not degraded to its composite hexoses during unloading at this stage. The SuSy and acid invertase activities of the sink cells are highest at this stage and are directly correlated with sucrose unloading capacity from the phloem, contributing directly to the phenomenon called sink strength (Klann et al., 1993, 1996; Godt & Roitsch, 1997; Nguyen-Quoc & Foyer, 2001). However, the symplastic connections are severed as the fruit develops and aploplastic pathways then become the predominant means of sucrose unloading and uptake. Sucrose is rapidly hydrolyzed by the cell wall-bound acid invertases during apoplastic unloading. Therefater, the glucose and fructose products are imported into the cells by hexose transporters. Sucrose is subsequently synthesized de novo in the cytoplasm by SuSy or SPS (Miron & Schaffer, 1991; Dali et al., 1992). SPS catalyzes an essentially irreversible reaction in vivo as a result of its close association with the enzyme sucrose phosphate phosphatase (SP; Echeverria et al., 1997). Fruit SuSy activity declines in parallel with the loss of the symplastic connections and it eventually falls below detectable levels at the onset of ripening (Robinson et al., 1988; Wang et al., 1993). Thereafter, SPS and SP become the predominant enzymes of sucrose synthesis, particularly at the late stages of tomato fruit development. Research over the past two decades has confirmed the crucial roles of the sucrose-metabolizing enzymes in organ growth and development. For example, studies on mutants with reduced SuSy activity in maize (Chourey & Nelson, 1976; Chourey et al., 1998), pea (Craig, 1996), potato (Zrenner et al., 1995) and tomato (D Aoust et al., 1999) have demonstrated unequivocally that SuSy activity exerts a major control over tissue import capacity and it directly influences the partitioning of carbohydrates, particularly with regard to starch accumulation. The vacuolar and cell wall-bound invertases are also key proteins in the regulation of sucrose metabolism during fruit development. Red-fruited tomato species, such as the commercial Solanum lycopersicum and the wild species S. pimpinellifolium, do not store sucrose but rather accumulate hexoses (glucose and fructose). Evidence from crosses of redfruited species with sucrose-accumulating green-fruited species (Yelle et al., 1991) has shown the crucial role of acid invertase in preventing sucrose accumulation in red-fruited tomato species. Subsequently, genetic analysis located the locus conferring high amounts of soluble solids in S. pimpinellifolium fruit. This was coincident with the known position of vacuolar invertase TIV1 (Grandillo & Tanksley, 1996; Tanksley et al., 1996). Studies involving antisense TIV1 cdna expression in transgenic tomatoes confirmed that vacuolar invertase was responsible for high amounts of fruit-soluble solids (Klann et al., 1993, 1996). Thus, vacuolar invertase is considered to play a major role in both the regulation of tissue hexose concentrations and in the mobilization of sucrose stored from the vacuoles of mature fruit (Klann et al., 1993; Yau & New Phytologist (2008) 178: The Authors (2008). Journal compilation New Phytologist (2008)

3 Research 783 Fig. 1 Full maturation of coffee cherries. Representative coffee cherries of Coffea canephora var. robusta and Coffea arabica at four distinct ripening stages. SG, small green; LG, large green; Y, yellow and R, red. Bars, 1 cm. WAF (wk after flowering) is indicated for each stage and each species. Simon, 2003). The constitutive expression of cell wall-bound invertases in transgenic tomato (Dickinson et al., 1991) and tobacco (von Schaewen et al., 1990) plants led to decreased sucrose transport capacities between sink and source tissues and caused stunted growth as well as more general alterations in plant morphology. Similarly, the absence of cell wall invertase has been shown to cause dramatic effects on plant and seed development in several species. For example, transgenic carrots with reduced amounts of cell wall invertase (CWI; Tang et al., 1999) showed poor tap root formation, particularly during the early elongation phase. Similarly, mutations in the maize miniature-1 (mn1) locus, which encodes CWI-2, cause aberrant pedicel formation and a drastic reduction in endosperm size (Miller & Chourey, 1992; Cheng et al., 1996). Interestingly, global acid invertase activities are dramatically reduced in the mn1 mutant, suggesting coordinate control of both the vacuolar and cell wall-bound isoforms. Invertases are subject to a complex network of transcriptional and posttranscriptional controls that are regulated by developmental, environmental and carbohydrate signals (Sturm, 1999). In addition, plants produce small (< 20 kda) inhibitory proteins, called invertase inhibitors, that contribute to the posttranscriptional control of invertase activity. Sequences encoding invertase inhibitors have been characterized in tobacco NtINVINH1 (Greiner et al., 1998) and maize ZM-INVINH1 (Bate et al., 2004). The specificities of these invertase inhibitors was demonstrated in vitro by using recombinant proteins (Bate et al., 2004) and in vivo via studies on transgenic plants (Greiner et al., 1999). In order to improve coffee bean quality by increasing the final sucrose content of green coffee, it is necessary to have a better understanding of the factors that control sucrose metabolism and accumulation during coffee grain maturation. Over the last few years, as genomic studies in Coffea have progressed, partial and full-length sequences encoding proteins involved in sucrose metabolism have begun to appear in public databases and in the literature. For example, sequences encoding SuSy (SUS1, SUS2), vacuolar (CaVAC1, partial sequence) and cell wall invertase (CaCWI1, partial sequence) have been progressively characterized and mapped (Leroy et al., 2005). More recently, data from pulse-chase and feeding experiments have revealed that the grain perisperm and endosperm tissues have the capacity to synthesize and accumulate sucrose (Geromel et al., 2006). Moreover, these authors suggested that sucrose synthesis and accumulation resulted from high SuSy activities late in coffee grain development. The objective of the current work was to identify potential targets (genes and enzymatic activities) that could explain the differences in sucrose accumulation in the green coffee grain of the two major commercially exploited species, C. canephora (Robusta) and C. arabica (Arabica). The most appropriate model for sucrose metabolism during fruit development has been established in the tomato pericarp (Nguyen-Quoc & Foyer, 2001). Based on this scheme, our aim was to compare sugar contents and sucrose-metabolizing enzyme activities during development, together with the identification and analysis of the expression patterns of the genes encoding the different isoforms of the sucrose-metabolizing enzymes. The comparative analysis of sucrose metabolism was undertaken during the development of Arabica and Robusta grains that have high and low sucrose accumulation capacities, respectively, during coffee grain maturation. In this way we were able to identify genes and associated enzyme activities that can account for the differences in sucrose accumulation that are generally observed between Arabica and Robusta grains. Materials and Methods Plant material Leaves and fruit at different stages of development (small green fruit (SG), large green fruit (LG), yellow fruit (Y) and red fruit (R)) (Fig. 1) were harvested from coffee trees cultivated in Quito, Ecuador. Four genotypes were used for this study: Coffea arabica L. cv. Caturra (Arabica) CCCA12, CCCA02 and Coffea canephora var. robusta (Robusta) FRT05, FRT64. Owing to the fact that robusta cherries develop over a period of 9 11 months while arabica fruit develop over a period of 6 8 months (Wintgens, 2004), classification of the ripening stages was made on the relative parameters of size, weight and color change, rather than by weeks after flowering (Bargel & Neinhuis, 2005). Harvested samples were frozen immediately and then packaged in dry ice or frozen at 25 C for transportation, then stored at 80 C until use. These samples were used for analysis of sugars, gene expression and enzyme activities. Tissues (roots, young leaves, stem, flowers and fruit at different maturation stages) were also harvested from C. arabica L.cv. Caturra T 2308 grown under glasshouse conditions in Tours (France) and from Coffea canephora var. robusta BP 409 grown in the field at the Indonesian Coffee and Cacao Research Center (ICCRI), Indonesia. Fresh tissues were frozen immediately in liquid nitrogen and then stored at 80 C until use. These samples were used for RNA extraction and genomic DNA extraction for full-length cdna isolation. The Authors (2008). Journal compilation New Phytologist (2008) New Phytologist (2008) 178:

4 784 Research Extraction of total RNA and cdna preparation Total RNA was extracted from powdered samples as described previously (Rogers W. John et al., 1999). Samples were treated with DNase to remove DNA contamination, using the Qiagen RNase-Free DNase kit according to the manufacturer s instructions (Qiagen, Valencia, CA, USA). All RNA samples were analyzed by formaldehyde agarose gel electrophoresis and visual inspection of the ribosomal RNA bands upon ethidium bromide staining. Using oligo (dt 20 ) as a primer, cdna was prepared from samples (approx. 1 µg) of total RNA using the Superscript II Reverse Transcriptase kit (Invitrogen, Carlsbad, CA, USA). Quantitative real-time PCR Since inter- and intraspecific polymorphisms are observed in Coffea, the presence of polymorphisms was analyzed for each gene in each genotype before the design of primers/probe couples for the Q-PCR experiments. Primers were designed for each gene, based on available cdna sequences. These were used to amplify the corresponding 600 pb sequence from genomic DNA extracted from each genotype. After sequence analysis, polymorphisms were identified and primers/probe couples (Supplementary material, Table S1) were designed using primer express software (Applied Biosystems, Perkin- Elmer, Foster City, CA, USA) based on a nonpolymorphic coding region (data not shown). TaqMan-PCR was performed according to the manufacturer s instructions (Applied Biosystems, Perkin-Elmer, Foster City, CA, USA). Standard curves were generated for all primers and probe couples using serial dilutions of plasmid DNA containing the appropriate target gene sequences. Ct values were determined and plotted against the natural logarithm of DNA concentration. Regression analysis provided a linear function from which the PCR efficiency could be calculated using the term E = e 1/m 1, where E is the PCR efficiency, e is Euler s number and m is the slope of the regression function. Efficiencies were determined between 90 and 100%. Reactions involving these cdna samples contained 1 TaqMan buffer (Applied Biosystems, Perkin-Elmer, Foster City, CA, USA) and 5 mm MgCl 2, 200 µm each of datp, dctp, dgtp and dttp, 100-fold dilution of cdna corresponding to µg of original RNA, and units of AmpliTaq Gold polymerase. PCR was carried out using 800 nm of each gene-specific primer, forward and reverse, and 200 nm TaqMan probe. Reaction mixtures were incubated for 2 min at 50 C and 10 min at 95 C, followed by 40 amplification cycles of 15 s at 95 C/1 min at 60 C. Samples were quantified in the GeneAmp 7500 Sequence Detection System (Applied Biosystems). Transcript abundance was determined using rpl39 (large ribosomal subunit 39) as a basis of comparison. Values are the mean of three repetitions ± SE. PCR amplification of a partial coffee SPS sequence Degenerate oligonucleotides SPS-3 (5 ggncgngaytctgayac- Nggtgg3 ) and SPS-4 (5 tggacgacaytcnccaaangcyttnac3 ) were deduced from conserved sequences of SPS and used as primers for PCR amplification. PCR reactions were performed in a 50 µl reaction volume with 100 ng genomic DNA from C. canephora BP 409, 0.5 µm of each primer, 200 µm of dntps, 1X buffer and 1 U of LA Taq polymerase (TAKARA BIO INC., Otsu, Shiga, Japan). After a pre-denaturing step at 94 C for 5 min, the amplification consisted of 30 cycles of 1min at 94 C, 1 min at 12 different temperatures (from 45 C to 56 C) and 2 min at 72 C. The resulting PCR fragments were separated and purified by agarose gel electrophoresis. The PCR fragments from the major bands were purified, cloned and sequenced. Universal genome walker Genomic DNA was extracted from leaves harvested from C. canephora (Robusta) BP 409 trees (Crouzillat et al., 1996). Genomic DNA was digested with four different restriction enzymes (DraI, EcoRV, PvuI, StuI) and the resulting fragments were ligated blunt-end to the GenomeWalker Adaptor provided by the Universal GenomeWalker kit (BD Biosciences, San José, CA, USA). Both sets of reactions were carried out in accordance with the kit user manual. The four libraries were then employed as templates in a PCR reaction using genespecific primers (GSP) (Table S2). The reaction mixtures contained 1 µl of GenomeWalker library template, 10 nmol of each dntp, 50pmol of each primer and 1U of LA Taq polymerase in a final volume of 50 µl with the appropriate buffer. The following conditions were used for the first PCR: after denaturing at 95 C for 2 min, the first seven cycles were performed at 95 C for 30 s, followed by an annealing and elongation step at 72 C for 3 min. A further 35 cycles were carried out, with 95 C for 30 s, followed by the annealing/ elongation step at 67 C for 3 min. Products from the first amplification using the primer pair AP1/GSP-GW served as template for the second PCR using AP2 and GSP-GWN as primers. The second PCR used 2 µl of the first amplification reaction (undiluted and different dilutions up to 1 : 50), and was performed as described for the first reaction, with the exception that the second reaction used only 25 cycles of amplification. The resulting PCR fragments were separated and purified by agarose gel electrophoresis. PCR fragments from the major bands were purified, cloned and sequenced. 3 RACE FOR Ccinv1 cdna isolation Ribonucleic acid was extracted from various tissues (roots, young leaves, stem, flowers and fruit at different maturation stages) from C. arabica L. cv. Caturra T 2308 and from Coffea canephora var. robusta BP 409 as described previously (Simkin New Phytologist (2008) 178: The Authors (2008). Journal compilation New Phytologist (2008)

5 Research 785 et al., 2006). Then cdna was prepared from approx. 1 µg total RNA using dt (18) -Tail (5 cttccgatccctacgctttttttttttttttttt3 ) primer according to the protocol in the Superscript II Reverse Transcriptase kit (Invitrogen). The cdna samples generated were used in a PCR reaction with Inv1-3 a1 (5 gacgtgaatggttgctggtcagg3 ) and Tail-3 RACE (5 cttccgatccctacgc3 ) as primers for the first PCR and Inv1-3 a2 (5 tacagtgggtgctgagctttggt3 ) and Tail-3 RACE as primers for the second PCR. The PCR reactions were performed in 50 µl reactions as follows: 5 µl of cdna, 1 buffer, 800 nm of each gene-specific primer, 200 µm each dntp, 0.5 U of LA Taq polymerase. After denaturing at 94 C for 5 min, the amplification consisted of 35 cycles of 1 min at 94 C, 1 min at 55 C and 2 min at 72 C. An additional final step of elongation was performed at 72 C for 7 min. The resulting PCR fragments were separated and purified by agarose gel electrophoresis, and then cloned and sequenced. Full-length cdna amplification In order to amplify full-length Inv1, Inv3 and SPS cdna, the primer sets INV1-ATG (5 atggctagcttttacctctggctaatgtg3 ), INV1-STOP (5 tcaattctttcgattgatactggcattct3 ); INV3-ATG (5 atggagtgtgttagagaatatcaact3 ), INV3-STOP (5 tcagcaggtccacgaggaggatctct3 ) and cdnac1-am3 (5 atggcgggaaatgactggataaacagttac3 ), cdnac1-am4 (5 ctagcttttgagaacccctagcttttccaac3 ) were designed from INV1, INV3 and SPS sequences, respectively, that had been obtained from the genome primer walking or 3 RACE experiments. These three primer sets have been used to perform RT-PCR reactions using cdna samples prepared with RNA extracted from various tissues of C. arabica L. cv. Caturra T 2308 and C. canephora var. robusta BP 409, as described previously (Simkin et al., 2006). PCR reactions were performed in 50 µl reaction volumes with the following composition: 5 µl cdna; 1 buffer, 800 nm of each gene specific primer, 200 µm each dntp, 0.5 U of LA Taq polymerase. After denaturation at 94 C for 5 min, the amplification consisted of 35 cycles of 1 min at 94 C, 1 min at 55 C and 2 min at 72 C. An additional final step of elongation was done at 72 C for 7 min. Fragments were purified as previously done from agarose gels, and then cloned and sequenced. DNA sequencing and sequences analysis Recombinant plasmid DNA was prepared and then sequenced by GATC (Konstanz, Germany). Computer analysis was performed using DNA Star (Lasergene) software. Sequence homologies were verified against GenBank databases using BLAST programs (Altschul et al., 1990). Determination of soluble sugars Pericarp and hull tissues were separated at each maturation stage. Between 15 and 20 grains were homogenized in a cryogenic grinder with liquid nitrogen and the powder was then lyophilized for 48 h (Lyolab bii, Secfroid SA, Aclens- Lausanne, Switzerland). Sugar concentrations were determined according Rogers et al., 1999 and expressed in g 100 g 1 DW. Duplicate experiments were performed for each sample and mean values for each sugar are provided. Enzyme activity measurements Separate frozen coffee grain samples (20 25 grains per sample) were ground to a fine powder in liquid nitrogen and suspended in extraction buffer containing 100 mm Tricine (ph 7.5), 200 mm KCl, 5 mm DTT, 5 mm MgCl 2, 1.3 mm EDTA, 4% (w/v) Polyclar AT, and 1% (v/v) protease inhibitor cocktail (Sigma Aldrich Corp., St Louis, MO, USA). The soluble protein fractions were separated by centrifugation and desalted on Sephadex G-25 columns (PD-10, GE Healthcare Bio-Sciences Corp., Piscataway, NJ, USA) in buffer containing 100 mm Tricine (ph 7.5), 200 mm KCl, 5 mm MgCl 2, and 1.3 mm EDTA. SPS and SuSy activities were then measured according to Guy et al. (1992). SPS activities were measured under V max conditions in a buffer containing 50 mm MOPS- NaOH (ph 7.5), 15 mm MgCl 2, 1.3 mm EDTA, 10 mm uridine 5 -diphosphoglucose, 40 mm glucose-6-phosphate, and 10 mm fructose-6-phosphate. SuSy activities were measured in the direction of sucrose synthesis in the same buffer, except that 10 mm fructose replaced the fructose-6-phosphate. Control reactions were performed in the absence of uridine 5 -diphosphoglucose. Soluble invertase activities were measured in buffer containing 100 mm sodium citrate, 100 mm NaH 2 PO 4, and 100 mm sucrose at either ph 4.8 (acid invertase activity) or ph 7.0 (neutral invertase activity). Reaction mixtures were incubated for 2 h at 25 C. The reactions were then stopped by boiling for 5 min. Glucose and fructose were then determined according to Foyer & Ferrario (1994). Protein was determined according to Bradford (1976). For each experiment, between two and four independent samples were extracted and assayed per developmental stage and each assay was performed in duplicate. Statistical analysis Statistical analysis of enzyme activities was performed using a two-way ANOVA (Microsoft Excel). Statistical significance is denoted at the α =0.05 level as indicated in the text, the absence of any significant difference being indicated by n.s.d. Accession numbers Nucleotide sequences published in this article have been deposited at NCBI under accession numbers DQ (CcSS1), DQ (CcSS2), DQ (CcSP1), DQ (CcInv1), DQ (CcInv2), DQ (CaInv3), DQ (CcInv4), DQ (CcInvI1), The Authors (2008). Journal compilation New Phytologist (2008) New Phytologist (2008) 178:

6 786 Research Table 1 Glucose, fructose and sucrose quantification during coffee grain development of two Coffea arabica genotypes, CCCA12 and CCCA02, and two Coffea canephora genotypes, FRT05 and FRT64 Genotype Stage Glucose Fructose Sucrose % sucrose CCCA12 SG LG Y R CCCA02 SG LG Y R FRT05 SG LG Y R FRT64 SG LG Y R Coffee cherries at four different maturation stages characterized by size and color have been used for this study: SG, small green; LG, large green; Y, yellow; R, red. Sugar concentration is expressed in g per 100 g DW. Accumulation of sucrose is also indicated as the percentage of the final amount in the red stage. Values are the mean of two replicates. DQ (CcInvI2), DQ (CcInvI3), DQ (CcInvI4), DQ (CcSPS1 gene), DQ (CcSPS2, partial genomic sequence), DQ (CcSPS1 cdna). Results Sucrose is the main free sugar in the green coffee grain Glucose, fructose, and sucrose were determined during the development of two Robusta (Coffea canephora; FRT05 and FRT64) and two Arabica (Coffea Arabica; CCCA02 and CCCA12) genotypes. These genotypes were selected for the present study because they had been shown previously to have significantly different sucrose concentrations in the mature grain (C. Lambot, unpublished). Developmental patterns of grain glucose, fructose, and sucrose accumulation were similar during the development of both Arabica and Robusta grains (Table 1). At the earliest stage of maturity examined (stage SG), glucose was the main free sugar. Glucose concentrations were much higher in Arabica (CCCA12, 14.42%; CCCA02, 12.46%) than in Robusta (FRT05, 1.5%; FRT64, 2.82%) grains at this stage. Fructose concentrations were lower than glucose but they were also highest in Arabica grains. Glucose and fructose contents decreased during grain development in both species, falling to very low values at the mature red stage (R). The decrease in hexoses was accompanied by an increase in sucrose as the grain matured. Sucrose concentrations were significantly higher in mature Arabica grains (CCCA12, 9.82%; CCCA02, 10.96%) than in the Robusta grains (FRT05, 6.71%; FRT64, 6.60%). Interestingly, the extent of grain sucrose accumulation was not constant during the maturation process. Arabica grains at the LG stage had accumulated < 40% of the final sucrose concentration determined at the R stage. Sucrose accumulated rapidly in the Arabica grains between the LG and Y stages, such that 90% of the final sucrose content was present by the end of the Y stage. Sucrose is accumulated more gradually during Robusta grain maturation (Table 1). This suggests that cherry maturity is a much more important determinant or requirement for sucrose accumulation in Robusta than in Arabica. Sucrose-metabolizing enzyme activities during coffee grain maturation The activities of SuSy, soluble acid and neutral invertase and SPS were determined throughout maturation in Arabica (CCCA12) and Robusta (FRT05 and FRT64) grains. These experiments were designed to determine whether the differences in the extent of sucrose accumulation during grain maturation observed in the Arabica and Robusta genotypes (Table 1) were related to changes in enzyme activities. SuSy activity was constant during CCCA12 grain maturation (Fig. 2a) and no significant differences were observed at any stages of development that were studied. By contrast, significant variations (P < 0.001) in SuSy activity were observed during the maturation of grains from both Robusta genotypes. SuSy activities were similar (n.s.d.) in the both Robusta and Arabica (CCCA12) genotypes at the early development (SG) stage. However, SuSy activity increased strongly between the SG and LG stages in both robusta genotypes and then declined drastically between LG and Y stages. It increased again slightly at the final maturation (Y to R stages) step. Interestingly, SuSy activity has been shown to be highly correlated with sink strength (i.e. the capacity of sink tissues to import sucrose) in different species (Robinson et al., 1988; Miron & Schaffer, 1991; Micallef et al., 1995). We thus conclude that sink strength is higher in Robusta than Arabica during the early stages of grain development. Acid invertase activities were very low throughout the period of grain maturation in Arabica (Fig. 2c). By contrast, acid investase activity varied drastically between the two Robusta varieties examined (P < 0.001). The FRT05 grains had fivefold higher levels of acid invertase activity at the early stages of grain development than FRT64 (stage SG). However, acid invertase activity decreased significantly in both Robusta genotypes at the Y and R stages, reaching the very low values observed for Arabica at these stages (n.s.d.). A highly significant development stage genotype interaction (P < 0.001) was observed. Neutral invertase activity was fairly constant throughout coffee grain development for all three genotypes New Phytologist (2008) 178: The Authors (2008). Journal compilation New Phytologist (2008)

7 Research 787 Fig. 2 Enzymatic activities involved in sucrose metabolism during grain development in Coffea arabica and Coffea canephora. Sucrose synthase (SuSy) (a), sucrose-phosphate synthase (SPS) (b), soluble acid (c) and neutral invertase activity (d) have been determined in Coffea arabica CCCA12 and two C. canephora var. robusta genotypes, FRT05 and FRT64. Activity was analyzed in the grain at four maturation stages: SG, small green grain; LG, large green grain; YG, yellow grain; RG, red grain. In each case, values are the mean of at least four estimations ± SE. and there was no significant genotypic effect. However, neutral invertase activities were highest at the SG stage and decreased significantly at the LG stage (P < 0.001), then staying constant through the final stages of maturation. Global neutral invertase activities were low in the Robusta genotypes compared with soluble acid activities, the highest values detected for neutral isoform corresponding to the lowest values detected for the acid invertase isoform, suggesting a predominant role for the vacuolar enzyme (Fig. 2d). By contrast, neutral and acid invertases have similar activities early in the development of Arabica grains. Sucrose-phosphate synthase activities were similar in the Arabica and Robusta genotypes during grain maturation. While no genotypic effects were observed, SPS activity varied significantly (P < 0.001) with developmental stage (Fig. 2b). SPS activity increased between the SG and LG stages and decreased drastically between LG and Y stages (Fig. 2b), increasing once more at the end of grain maturation. Interestingly, SPS activity was higher in the Arabica genotype than in the two Robusta genotypes at the last stage of grain maturation. Isolation and characterization of sucrose metabolism-related genes Enzymes directly involved in the synthesis and degradation of sucrose have been studied in leaves and in developing fruits, tubers, and seeds from species such as tomato (S. lycopersicum), potato (S. tuberosum) and corn (Zea mays). DNA sequences encoding these key enzymes are available in GenBank. We therefore used homologous proteins, especially from organisms closely related to coffee (tomato and potato), to identify similar sequences in different coffee cdna libraries (Lin et al., 2005). Protein sequences from tomato and potato were used in a tblastn search. In silico unigenes, whose open reading frames showed the highest degree of identity with the query sequence, were selected for further study. In some cases, the selected unigenes contained at least one EST sequence that potentially represented a full-length cdna clone, and this clone was then selected for re-sequencing to confirm both its identity and the unigene sequence (Table 2). Percentage identities and closest annotated protein for each sequence in the databases are presented in Table 3, where each gene annotation is The Authors (2008). Journal compilation New Phytologist (2008) New Phytologist (2008) 178:

8 788 Research Table 2 Identification of cdna-encoding proteins involved in sucrose metabolism in the Nestlé/Cornell coffee expressed sequence tag (EST) databases Function EST Full-length Gene Sucrose synthase cccl27e7 No CcSS1 A Yes CcSS2 Sucrose-phosphate synthase Absent Sucrose phosphatase cccl19n15 Yes CcSP1 Vacuolar invertase cccl20f11 Yes CcInv2 Cytoplasmic invertase cccp28p22 No CcInv3 Cell wall invertase cccs46w27d20 No CcInv4 Invertase inhibitor cccp2d1 Yes CcInvI1 cccs30w14i24 Yes CcInvI2 A Yes CcInvI3 cccs30w24n8 Yes CcInvI4 preceded by Cc and Ca to indicate whether the sequence was identified from C. canephora (Robusta) or C. arabica (Arabica). Sucrose synthase, SPS and SP Two distinct cdna clones, cccl27e7 (CcSS1) and A (CcSS2), encoding sucrose synthase, were identified in the EST coffee databases (Tables 2, 3). The partial clone cccl27e7 encodes only the C-terminal region of the protein that shares 99% identity with a SuSy previously identified in C. canephora (SUS2) (Geromel et al., 2006). The full-length CcSS2 cdna (clone A5-1540) is 3048 pb long and encodes a protein of 92.6 kda. This protein has 99% identity with a SuSy identified in C. arabica (SUS1) (Leroy et al., 2005; Privat et al., 2007). The isolated full-length cdna encoding SP, CcSP1 (clone cccl19n15) is 1721 pb, and encodes a protein with a molecular mass of 46.7 kda that shares 81% of identity with S. lycopersicum SP (AAO33160) (Lunn, 2003). No cdna sequences were found that could potentially encode a SPS protein in the available coffee EST databases. Invertases: cytoplasmic, vacuolar and cell wall isoforms Three distinct ESTs (cccl20f11, cccp28p22 and cccs46w27d20) encoding different invertase isoforms, were isolated (Table 2). The full-length sequence encoded by cccl20f11 clone was annotated as CcInv2 (C. canephora invertase 2) because it has 93% identity to the vacuolar invertase Inv2 (CAE01318, partial sequence) (Leroy et al., 2005) that was previously identified in C. arabica. The partial invertase sequence corresponding to the clone cccp28p22 was annotated as CcInv3 (C. canephora invertase 3) because it shares 93% identity with L. corniculatus neutral invertase (CAG30577; Table 3). The partial invertase sequence corresponding to the clone cccs46w27d20 was annotated as CcInv4 (C. canephora invertase 4) because it shares 73% identity with a C. intybus cell wall invertase (CAA72009). A partial cdna sequence Inv1 (AJ575257) identified in C. arabica has been previously identified and it encodes a cell wall invertase. The partial Genes cdna ORF Protein Identity Accession number CcSS1* C. arabica CAJ S. tuberosum AY CcSS C. arabica CAJ S. tuberosum AY CcSPS N. tabacum AAF06792 CcSPS2* 89 N. tabacum ABA64521 CcSP S. lycopersicum AAO33160 CcInv C. arabica CAE V. vinifera AAT CcInv4 CcInv C. arabica CAE D. carota CAA77267 CcInv3* L. corniculatus CAG30577 CaInv M. esculenta DQ CcInv4* C. intybus CAA72009 CcInvI P. acerifolia CAD Z. mays CAC69335 CcInvI N. tabacum CAA73333 CcInvI D. melanogaster AAF45837 CcInvI A. deliciosa AB N. tabacum CAA Z. mays CAC69335 Table 3 Characteristics of cdna and the corresponding protein involved in sucrose metabolism in coffee cdna and ORF are indicated in bases, protein size in kda and the percentage of identity with the closest annotated homolog is mentioned.*, genes or cdna marked with an asterisk are not full-length. New Phytologist (2008) 178: The Authors (2008). Journal compilation New Phytologist (2008)

9 Research 789 sequences of CcInv4 and Inv1 did not overlap so this information could not be used to determine whether these cdnas represent one gene or two different genes. However, further work showed these sequences represent different invertase genes (see later). Thus CcInv2, CcInv3 and CcInv4 cdna encode vacuolar, neutral and cell wall invertase, respectively, in C. canephora. Invertase inhibitors Four full-length clones (cccp2d1, cccs30w14i24, cccs30w24n8 and A5-1462) which encode putative C. canephora invertase inhibitors were identified. These clones were annotated as CcInvI1, 2, 3 and 4, respectively (Tables 2, 3). The different CcInvI protein sequences have relatively weak homologies with the maize (ZM-INVINH1) or tobacco (NtINVINH1) sequences (Table 3). However, they contain the four conserved Cys residues that are essential for function (Hothorn et al., 2003, 2004; Scognamiglio et al., 2003; Rausch & Greiner, 2004; Fig. S1). Full-length cdna amplification SPS Since SPS is a central enzyme in sucrose metabolism and no SPS genes were found in any of the coffee databases, we decided to use classical molecular biology techniques to isolate a cdna encoding this enzyme. Using degenerated primers corresponding to two highly conserved SPS domains, two distinct PCR fragments (2000 and 1500 bp, respectively) were amplified from the BP 409 genome (C. canephora). After sequencing of both genomic sequences, an alignment of the encoded protein sequences with the S. lycopersicum protein sequence (AAC24872) indicated that we had isolated partial sequences from two different coffee SPS genes, which we have annotated as CcSPS1 and CcSPS2. The fragments corresponding to CcSPS1 and CcSPS2 partial genomic sequences were 1935 and 1550 bp long, respectively (Fig. S2). The protein sequences encoded by the partial CcSPS1 and CcSPS2 genomic sequences exhibited 70% identity. The CcSPS1 partial protein sequence shares 88% of identity with N. tabacum SPS form A while the CcSPS2 partial protein sequence shares 89% of identity with the N. tabacum SPS form B (Chen et al., 2005). Preliminary expression analysis showed that CcSPS1 was more highly expressed than CcSPS2 in various tissues, including coffee grain. Therefore, we primarily focused on the isolation of the complete sequence for the CcSPS1 gene. Using several rounds of primer directed genome walking using the Genome Walker technique, a full-length genomic sequence for the CcSPS1 gene was generated. The CcSPS1 gene is 7581 bp long, and is characterized by 13 exons and 12 introns. Using specific primers deduced from the CcSPS1 genomic sequence, a full-length cdna encoding CcSPS1 was then amplified by RT-PCR. This cdna is 3150 bp long and encodes as protein of 1049 aa with a predicted molecular weight of kda. The protein sequence encoded by the full-length CcSPS1 cdna shares 84% of identity with the full-length sequence N. tabacum SPS form A (Table 3). CaInv3 As noted earlier, the protein sequence encoded by the cccp28p22 (CcInv3) clone, which has 93% identity with the neutral cytoplasmic invertase from L. corniculatus (CAG30577) is not full-length. Using the Genome Walker technique, a genomic sequence from C. canephora corresponding to the missing 5 region of the CcInv3 coding sequence was isolated and characterized. Subsequently, using specific primers deduced from the new genomic sequence data and the existing cdna data, a full-length cdna was amplified by RT-PCR. Several RNA samples from C. arabica T2308 and C. canephora BP 409 were used, but amplification corresponding to the full-length cdna sequence was only obtained using RNA extracted from T2308. The protein sequence encoded by this new cdna, CaInv3 (C. arabica invertase 3) (Table 3), shares 90% identity with a neutral invertase (DQ138370) from M. esculenta. CcInv1 The full-length cdna encoding the Inv1 protein in C. canephora was characterized using 3 RACE and Genome Walker techniques. The full-length cdna for CcInv1 was found to be 1731 b long and the deduced protein was 576 aa long with a predicted molecular weight of 64.6 kda. CcInv1 shares 98 and 66% of identity with Inv1 and CcInv4, respectively. There are at least two different genes encoding cell wall invertase in the C. canephora genome. Comparative expression of sucrose metabolism-related genes A comparative expression analysis of the sucrose metabolismrelated genes identified earlier was performed using the same samples as those used for biochemical analysis. Transcriptspecific assays based on fluorescent real-time RT-PCR (TaqMan, Applied Biosystems) were developed for each gene, and the relative transcript abundances in each RNA sample were quantified in relation to the expression of a constitutive transcribed gene (rpl39) in the same sample. Figures 3 6 depict the results of the quantitative RT-PCR analyses obtained. Furthermore, in order to determine whether some of these genes show grain-specific expression, we conducted a parallel analysis on transcript accumulation in mature FRT05 leaves (Fig. 4). Sucrose synthase and invertase mrnas accumulate during the early stages of coffee grain maturation Sucrose synthase (CcSS2) transcripts accumulate early during the development of both Robusta and Arabica grains. CcSS2 transcripts decrease at later maturation stages in both Robusta and Arabica grains, but the decrease was greatest in the two Robusta genotypes (Fig. 3a). The second SuSy gene (CcSS1) is poorly expressed compared with CcSS2 at all the stages analyzed in The Authors (2008). Journal compilation New Phytologist (2008) New Phytologist (2008) 178:

10 790 Research Fig. 3 Expression of sucrose-cleaving enzyme genes during grain development in Coffea canephora and Coffea arabica determined by quantitative RT-PCR. Transcript abundances of sucrose synthase CcSS1, CcSS2 (a) and invertases CcInv1 4 (b) were analyzed in grains of Coffea arabica CCCA 02 and CCCA12 and C. canephora var. robusta FRT64 and FRT05 at four maturation stages: SG, small green grain; LG, large green grain; YG, yellow grain; RG, red grain. The expression levels are determined relative to the expression of transcripts of the constitutively expressed rpl39 gene in the same samples. In each case, values are the mean of three estimations ± SE. Robusta and Arabica grains, suggesting a predominant role for CcSS2 during coffee grain development. The CcSS1 and CcSS2 mrnas were more abundant in fully expanded leaves than in grains (Fig. 4). However, CcSS2 mrna is still predominant over CcSS1 in fully expanded leaves. The two cell wall invertase isoforms CcInv1 and CcInv4 show different patterns of expression during coffee grain maturation (Fig. 3b). CcInv1 transcripts are barely detectable relative to CcInv4 transcripts during coffee grain maturation, while CcInv4 and CcInv1 are expressed to the same degree in leaves (Fig. 4). CcInv4 mrna accumulates only at the early SG and LG stages in all genotypes, with slightly higher transcript abundance in Arabica than in Robusta grains. The vacuolar invertase transcript CcInv2 is expressed at a higher New Phytologist (2008) 178: The Authors (2008). Journal compilation New Phytologist (2008)

11 Research 791 Fig. 4 Expression of genes involved in sucrose metabolism in Coffea canephora FRT05 leaves. Transcript abundances of sucrose synthase (CcSS1 2), invertase (CcInv1 4), sucrosephosphate synthase (CcSPS1 2), sucrose phosphatase (CcSP1) and invertase inhibitor (CcInvI1 4) were analyzed in leaves relative to the expression of transcripts of the constitutively expressed rpl39 gene. In each case, values are the mean of three estimations ± SE. level than the two cell wall invertases. Furthermore, CcInv2 expression was restricted to the early SG and LG stages in all genotypes. However, CcInv2 mrna was not accumulated at the same abundance in all genotypes, being sixfold higher in CCCA12 than in CCCA02 and threefold higher in FRT05 than in FRT64. The neutral cytoplasmic invertase CcInv3 was expressed at all stages examined, with relatively constant amounts throughout grain development. Nevertheless, CcInv3 expression was generally lower than that of CcInv2 but higher than CcInv4 (Fig. 3). Overall, these results indicate that the vacuolar invertase CcInv2 and the neutral invertase CcInv3 are the predominant transcripts at the earliest stage of grain development. Interestingly, a different pattern of expression was observed for the leaf invertases (Fig. 4). All four genes appear to be expressed at equivalent levels in leaves compared with the variable expression pattern observed during grain development. Moreover, all four invertase mrnas accumulate to much higher amounts in leaves than in the grain. One notable exception is the vacuolar invertase CcInv2 mrna, which is slightly higher at the SG stage of grain development than the amount present in leaves. Sucrose phosphate synthase and SP transcripts accumulate during the later stages of coffee grain maturation. The expression patterns of CcSPS1 and CcSPS2 transcripts are markedly different from those of genes encoding the sucrose cleaving enzymes (SuSy and invertase) in the developing grain (Fig. 5). Only low abundances of CcSPS1 transcripts were detected at the earliest stages of grain development in all genotypes. Increases in CcSPS1 transcripts were observed between the LG and Y stages, being highest in the Arabica genotypes compared with the Robusta genotypes. The CcSPS1 mrna abundances were high and constant during the final stages of Arabica grain maturation. By contrast, CcSPS2 mrna accumulated to a lesser extent than CcSPS1 mrna in Arabica genotypes at the final stages of grain maturation. However, CcSPS1 and CcSPS2 transcripts were present at about the same abundance in both Robusta genotypes. CcSP1 transcripts Fig. 5 Expression of sucrose synthesis enzyme genes during grain maturation in Coffea canephora and Coffea arabica determined by quantitative RT-PCR. Transcript abundances of sucrose-phosphate synthase (CcSPS1 2) and sucrose phosphatase CcSP1 were analyzed in grains of Coffea arabica CCCA02 and CCCA12 and C. canephora var. robusta FRT64 and FRT05 at four maturation stages: SG, small green grain; LG, large green grain; YG, yellow grain; RG, red grain. The expression levels are determined relative to the expression of transcripts of the constitutively expressed rpl39 gene in the same samples. In each case, values are the mean of three estimations ± SE. The Authors (2008). Journal compilation New Phytologist (2008) New Phytologist (2008) 178:

12 792 Research Fig. 6 Expression of invertase inhibitor genes during grain maturation in Coffea canephora and Coffea arabica determined by quantitative RT-PCR. Transcripts abundances of CcInvI1, CcInvI2, CcInvI3 and CcInvI4 were analyzed in grains of Coffea arabica CCCA 02 and CCCA 12 and C. canephora var. robusta FRT64 and FRT05 at four maturation stages: SG, small green grain; LG, large green grain; YG, yellow grain; RG, red grain. The expression levels are determined relative to the expression of transcripts of the constitutively expressed rpl39 gene in the same samples. In each case, values are the mean of three estimations ± SE. encoding SPS were present at very low levels (equivalent to the lower values for CcSPS1 and CcSPS2 transcripts; Fig. 5). However, there was a clear trend towards lower CcSP1 transcript abundance as grain development progressed in all genotypes tested (Fig. 5). Similar to the SuSy and the invertase genes, the CcSPS1, CcSPS2 and CcSP1 genes were more highly expressed in leaves (Fig. 4) than in grain (Fig. 5). Potential impact of invertase inhibitors on vacuolar invertase activity It is interesting to note that differences observed for acid invertase activity between CCCA12 and FRT05 (Fig. 2c) do not correlate with CcInv2 mrna transcript abundance (Fig. 3). At the earliest stage of grain maturation, acid invertase activity was drastically (10 times) higher in FRT05 than in CCCA12, while CcInv2 mrna accumulation was similar in both genotypes. By contrast, differences in acid invertase activity observed between FRT05 and FRT64 (Fig. 2) were directly correlated with the relative abundance of CcInv2 transcripts at the early developmental stages. Recent publications have shown that invertase activity is inhibited by interaction with small proteins called invertase inhibitors (Greiner et al., 1998, 2000). As noted earlier, four full-length cdnas potentially encoding invertase inhibitors (Table 2) were found in the coffee databases. Data on the relative expression patterns of these genes are presented in Fig. 6. The invertase inhibitor transcripts are generally more abundant than the different invertase genes. The expression patterns of CcInvI2, 3 and 4 were similar, with expression largely restricted to the earliest stages (SG and LG stages) of grain maturation. Of the transcripts encoding invertase inhibitors, CcInvI2 were the most abundant in both Arabica genotypes, followed by CcInvI4, CcInvI3 and finally CcInvI1. Conversely, CcInvI4 transcripts are the most abundant in Robusta genotypes, followed by CcInvI1, CcInvI3 and finally CcInvI2. Higher abundances of CcInvI2 and CcInvI3 transcripts were detected in Arabica genotypes compared with the Robusta genotypes, CcInvI2 showing the highest expression level. It is interesting to note that there is a strong correlation between high transcript abundance for the invertase inhibitor genes CcInvI2 and CcInvI3 and the absence of acid invertase activity in the New Phytologist (2008) 178: The Authors (2008). Journal compilation New Phytologist (2008)

Yeast nuclei isolation kit. For fast and easy purification of nuclei from yeast cells.

Yeast nuclei isolation kit. For fast and easy purification of nuclei from yeast cells. ab206997 Yeast nuclei isolation kit Instructions for use: For fast and easy purification of nuclei from yeast cells. This product is for research use only and is not intended for diagnostic use. Version

More information

Sugar Metabolism during Coffee Fruit Development

Sugar Metabolism during Coffee Fruit Development Index Table of contents Sugar Metabolism during Coffee Fruit Development C. GEROMEL 1, L.P. FERREIRA 2, A.A. CAVALARI 1, L.F.P. PEREIRA 2,3, L.G.E. VIEIRA 2, T. LEROY 4, P. MAZZAFERA 1, P. MARRACCINI 2,4

More information

10. THE ROLE OF PLANT GROWTH REGULATORS IN THE DEVELOPMENT, GROWTH AND MATURATION OF THE FRUIT

10. THE ROLE OF PLANT GROWTH REGULATORS IN THE DEVELOPMENT, GROWTH AND MATURATION OF THE FRUIT The Division of Subtropical Agriculture. The Volcani Institute of Agricultural Research 1960-1969. Section B. Avocado. Pg 77-83. 10. THE ROLE OF PLANT GROWTH REGULATORS IN THE DEVELOPMENT, GROWTH AND MATURATION

More information

Supplemental Data. Jeong et al. (2012). Plant Cell /tpc

Supplemental Data. Jeong et al. (2012). Plant Cell /tpc Suppmemental Figure 1. Alignment of amino acid sequences of Glycine max JAG1 and its homeolog JAG2, At-JAG and NUBBIN from Arabidopsis thaliana, LYRATE from Solanum lycopersicum, and Zm- JAG from Zea mays.

More information

FRUIT GROWTH IN THE ORIENTAL PERSIMMON

FRUIT GROWTH IN THE ORIENTAL PERSIMMON California Avocado Society 1960 Yearbook 44: 130-133 FRUIT GROWTH IN THE ORIENTAL PERSIMMON C. A. Schroeder Associated Professor of Subtropical Horticulture, University of California at Los Angeles. The

More information

Worm Collection. Prior to next step, determine volume of worm pellet.

Worm Collection. Prior to next step, determine volume of worm pellet. Reinke Lab ChIP Protocol (last updated by MK 05/24/13) Worm Collection 1. Collect worms in a 50ml tube. Spin and wait until worms are collected at the bottom. Transfer sample to a 15ml tube and wash with

More information

BEEF Effect of processing conditions on nutrient disappearance of cold-pressed and hexane-extracted camelina and carinata meals in vitro 1

BEEF Effect of processing conditions on nutrient disappearance of cold-pressed and hexane-extracted camelina and carinata meals in vitro 1 BEEF 2015-05 Effect of processing conditions on nutrient disappearance of cold-pressed and hexane-extracted camelina and carinata meals in vitro 1 A. Sackey 2, E. E. Grings 2, D. W. Brake 2 and K. Muthukumarappan

More information

STRUCTURES OF PURINES. Uric acid

STRUCTURES OF PURINES. Uric acid INTRODUCTION PURINES Methylxanthines and methyluric acids are secondary plant metabolites derived from purine nucleotides. The most well known methylxanthines are caffeine (1,3,7- trimethylxanthine) and

More information

FR FB YF Peel Pulp Peel Pulp

FR FB YF Peel Pulp Peel Pulp M1 AL YFB FG FR FB YF Peel Pulp Peel Pulp M2 300 100 60 40 30 20 25 nt 21 nt 17 nt 10 Supplementary Fig. S1 srna analysis at different stages of prickly pear cactus fruit development. srna analysis in

More information

SUGAR AND ACID METABOLISM IN CITRUS FRUIT. Karen E. Koch 1

SUGAR AND ACID METABOLISM IN CITRUS FRUIT. Karen E. Koch 1 SUGAR AND ACID METABOLISM IN CITRUS FRUIT Karen E. Koch 1 Two important horticultural questions in this area are: 1. What affects sugar levels in citrus fruit? 2. What affects acid levels in citrus fruit?

More information

Chapter V SUMMARY AND CONCLUSION

Chapter V SUMMARY AND CONCLUSION Chapter V SUMMARY AND CONCLUSION Coffea is economically the most important genus of the family Rubiaceae, producing the coffee of commerce. Coffee of commerce is obtained mainly from Coffea arabica and

More information

ICC September 2018 Original: English. Emerging coffee markets: South and East Asia

ICC September 2018 Original: English. Emerging coffee markets: South and East Asia ICC 122-6 7 September 2018 Original: English E International Coffee Council 122 st Session 17 21 September 2018 London, UK Emerging coffee markets: South and East Asia Background 1. In accordance with

More information

Identification and Classification of Pink Menoreh Durian (Durio Zibetinus Murr.) Based on Morphology and Molecular Markers

Identification and Classification of Pink Menoreh Durian (Durio Zibetinus Murr.) Based on Morphology and Molecular Markers RESEARCH Identification and Classification of Pink Durian (Durio Zibetinus Murr.) Based on Morphology and Molecular Markers Nandariyah a,b * adepartment of Agronomy, Faculty of Agriculture, Sebelas Maret

More information

THE GROWTH OF THE CHERRY OF ROBUSTA COFFEE

THE GROWTH OF THE CHERRY OF ROBUSTA COFFEE THE GROWTH OF THE CHERRY OF ROBUSTA COFFEE L WEIGHT CHANGES CORRELATED WITH WATER AVAILABILITY DURING DEVELOPMENT BY J. DANCER Department of Agriculture, Kawanda Research Station, Kampala, Uganda {Received

More information

In Vitro NER Assay. Auble Lab. Reagents:

In Vitro NER Assay. Auble Lab. Reagents: In Vitro NER Assay Reagents: Water YPD Yeast extraction Buffer (200 ml): 0.2 M Tris-acetate (ph 7.5) (40 ml), 0.39 M (NH 4 ) 2 S0 4 (78 ml), 10 mm MgSO 4 (2 ml), 20% Glycerol (40 ml), 1mM EDTA (ph8.0)

More information

RESOLUTION OIV-OENO 576A-2017

RESOLUTION OIV-OENO 576A-2017 RESOLUTION OIV-OENO 576A-2017 MONOGRAPH OF SACCHAROMYCES YEASTS THE GENERAL ASSEMBLY, In view of article 2, paragraph 2 iv of the Agreement of 3 April 2001 establishing the International Organisation of

More information

Quality of western Canadian flaxseed 2013

Quality of western Canadian flaxseed 2013 ISSN 1700-2087 Quality of western Canadian flaxseed 2013 Ann S. Puvirajah Oilseeds Contact: Ann S. Puvirajah Oilseeds Tel : 204 983-3354 Email: mailto:ann.puvirajah@grainscanada.gc.ca Fax : 204-983-0724

More information

Evaluating a New Rapid Technique to Assess Spring Wheat Flour Performance

Evaluating a New Rapid Technique to Assess Spring Wheat Flour Performance 2014 RESEARCH REPORT Evaluating a New Rapid Technique to Assess Spring Wheat Flour Performance Franciso Diez-Gonzalez, Dept. of Food and Nutrition, U of M, St. Paul Research Questions Variability in flour

More information

Quality of western Canadian flaxseed 2014

Quality of western Canadian flaxseed 2014 ISSN 1700-2087 Quality of western Canadian flaxseed 2014 Ann S. Puvirajah Oilseeds Contact: Ann S. Puvirajah Oilseeds Tel : 204 983-3354 Email: ann.puvirajah@grainscanada.gc.ca Fax : 204-983-0724 Grain

More information

Quality of western Canadian flaxseed 2012

Quality of western Canadian flaxseed 2012 ISSN 1700-2087 Quality of western Canadian flaxseed 2012 Ann S. Puvirajah Oilseeds Contact: Ann S. Puvirajah Oilseeds Tel : 204 983-3354 Email: ann.puvirajah@grainscanada.gc.ca Fax : 204-983-0724 Grain

More information

CHAPTER 1 INTRODUCTION

CHAPTER 1 INTRODUCTION CHAPTER 1 INTRODUCTION 1.1. Background Bread is one of the most widely-consumed food products in the world and breadmaking technology is probably one of the oldest technologies known. This technology has

More information

HARVESTING MAXIMUM VALUE FROM SMALL GRAIN CEREAL FORAGES. George Fohner 1 ABSTRACT

HARVESTING MAXIMUM VALUE FROM SMALL GRAIN CEREAL FORAGES. George Fohner 1 ABSTRACT HARVESTING MAXIMUM VALUE FROM SMALL GRAIN CEREAL FORAGES George Fohner 1 ABSTRACT As small grains grow and develop, they change from a vegetative forage like other immature grasses to a grain forage like

More information

SH2 superbinder modified monolithic capillary column for. the sensitive analysis of protein tyrosine phosphorylation

SH2 superbinder modified monolithic capillary column for. the sensitive analysis of protein tyrosine phosphorylation SH2 superbinder modified monolithic capillary column for the sensitive analysis of protein tyrosine phosphorylation Yating Yao 1,2,4, Yangyang Bian 1,3,4, Mingming Dong 1,5,*, Yan Wang 1,2, Jiawen Lv 1,2,

More information

Project Justification: Objectives: Accomplishments:

Project Justification: Objectives: Accomplishments: Spruce decline in Michigan: Disease Incidence, causal organism and epidemiology MDRD Hort Fund (791N6) Final report Team leader ndrew M Jarosz Team members: Dennis Fulbright, ert Cregg, and Jill O Donnell

More information

Production, Optimization and Characterization of Wine from Pineapple (Ananas comosus Linn.)

Production, Optimization and Characterization of Wine from Pineapple (Ananas comosus Linn.) Production, Optimization and Characterization of Wine from Pineapple (Ananas comosus Linn.) S.RAJKUMAR IMMANUEL ASSOCIATE PROFESSOR DEPARTMENT OF BOTANY THE AMERICAN COLLEGE MADURAI 625002(TN) INDIA WINE

More information

THE EFFECT OF DIFFERENT APPLICATIONS ON FRUIT YIELD CHARACTERISTICS OF STRAWBERRIES CULTIVATED UNDER VAN ECOLOGICAL CONDITION ABSTRACT

THE EFFECT OF DIFFERENT APPLICATIONS ON FRUIT YIELD CHARACTERISTICS OF STRAWBERRIES CULTIVATED UNDER VAN ECOLOGICAL CONDITION ABSTRACT Gecer et al., The Journal of Animal & Plant Sciences, 23(5): 2013, Page: J. 1431-1435 Anim. Plant Sci. 23(5):2013 ISSN: 1018-7081 THE EFFECT OF DIFFERENT APPLICATIONS ON FRUIT YIELD CHARACTERISTICS OF

More information

F&N 453 Project Written Report. TITLE: Effect of wheat germ substituted for 10%, 20%, and 30% of all purpose flour by

F&N 453 Project Written Report. TITLE: Effect of wheat germ substituted for 10%, 20%, and 30% of all purpose flour by F&N 453 Project Written Report Katharine Howe TITLE: Effect of wheat substituted for 10%, 20%, and 30% of all purpose flour by volume in a basic yellow cake. ABSTRACT Wheat is a component of wheat whole

More information

Supplemental Data. Ginglinger et al. Plant Cell. (2013) /tpc

Supplemental Data. Ginglinger et al. Plant Cell. (2013) /tpc -3. 1:1 3. At4g1673 At4g1674 At2g2421 At1g6168 At3g2581 At3g533 At1g137 At3g4425 At2g4558 At3g157 At4g3948 At4g3949 At5g4462 At3g5313 At3g2583 or At3g2582 At5g4259 At4g1331 At4g1329 At3g1468 At4g3741 At5g5886

More information

Biochemical and genomic analysis of sucrose metabolism during coffee (Coffea arabica) fruit development

Biochemical and genomic analysis of sucrose metabolism during coffee (Coffea arabica) fruit development Journal of Experimental Botany Advance Access published August 22, 2006 Journal of Experimental Botany, Page 1 of 16 doi:10.1093/jxb/erl084 RESEARCH PAPER Biochemical and genomic analysis of sucrose metabolism

More information

SHORT TERM SCIENTIFIC MISSIONS (STSMs)

SHORT TERM SCIENTIFIC MISSIONS (STSMs) SHORT TERM SCIENTIFIC MISSIONS (STSMs) Reference: Short Term Scientific Mission, COST Action FA1003 Beneficiary: Bocharova Valeriia, National Scientific Center Institute of viticulture and winemaking named

More information

An Economic And Simple Purification Procedure For The Large-Scale Production Of Ovotransferrin From Egg White

An Economic And Simple Purification Procedure For The Large-Scale Production Of Ovotransferrin From Egg White An Economic And Simple Purification Procedure For The Large-Scale Production Of Ovotransferrin From Egg White D. U. Ahn, E. J. Lee and A. Pometto Department of Animal Science, Iowa State University, Ames,

More information

Where in the Genome is the Flax b1 Locus?

Where in the Genome is the Flax b1 Locus? Where in the Genome is the Flax b1 Locus? Kayla Lindenback 1 and Helen Booker 2 1,2 Plant Sciences Department, University of Saskatchewan, Saskatoon, SK S7N 5A8 2 Crop Development Center, University of

More information

OF THE VARIOUS DECIDUOUS and

OF THE VARIOUS DECIDUOUS and (9) PLAXICO, JAMES S. 1955. PROBLEMS OF FACTOR-PRODUCT AGGRE- GATION IN COBB-DOUGLAS VALUE PRODUCTIVITY ANALYSIS. JOUR. FARM ECON. 37: 644-675, ILLUS. (10) SCHICKELE, RAINER. 1941. EFFECT OF TENURE SYSTEMS

More information

Regression Models for Saffron Yields in Iran

Regression Models for Saffron Yields in Iran Regression Models for Saffron ields in Iran Sanaeinejad, S.H., Hosseini, S.N 1 Faculty of Agriculture, Ferdowsi University of Mashhad, Iran sanaei_h@yahoo.co.uk, nasir_nbm@yahoo.com, Abstract: Saffron

More information

18 PHOTOSYNTHESIS AND CARBOHYDRATE PARTITIONING IN CRANBERRY

18 PHOTOSYNTHESIS AND CARBOHYDRATE PARTITIONING IN CRANBERRY 18 PHOTOSYNTHESIS AND CARBOHYDRATE PARTITIONING IN CRANBERRY Teryl R. Roper, Marianna Hagidimitriou and John Klueh Department of Horticulture University of Wisconsin-Madison Yield per area in cranberry

More information

STATE OF THE VITIVINICULTURE WORLD MARKET

STATE OF THE VITIVINICULTURE WORLD MARKET STATE OF THE VITIVINICULTURE WORLD MARKET April 2015 1 Table of contents 1. 2014 VITIVINICULTURAL PRODUCTION POTENTIAL 3 2. WINE PRODUCTION 5 3. WINE CONSUMPTION 7 4. INTERNATIONAL TRADE 9 Abbreviations:

More information

Somchai Rice 1, Jacek A. Koziel 1, Anne Fennell 2 1

Somchai Rice 1, Jacek A. Koziel 1, Anne Fennell 2 1 Determination of aroma compounds in red wines made from early and late harvest Frontenac and Marquette grapes using aroma dilution analysis and simultaneous multidimensional gas chromatography mass spectrometry

More information

Use of RAPD and SCAR markers for identification of strawberry genotypes carrying red stele (Phytophtora fragariae) resistance gene Rpf1

Use of RAPD and SCAR markers for identification of strawberry genotypes carrying red stele (Phytophtora fragariae) resistance gene Rpf1 Agronomy Research 4(Special issue), 335 339, 2006 Use of RAPD and SCAR markers for identification of strawberry genotypes carrying red stele (Phytophtora fragariae) resistance gene Rpf1 R. Rugienius*,

More information

Separation of Ovotransferrin and Ovomucoid from Chicken Egg White

Separation of Ovotransferrin and Ovomucoid from Chicken Egg White Animal Industry Report AS 662 ASL R3105 2016 Separation of and from Chicken Egg White Sandun Abeyrathne Iowa State University Hyunyong Lee Iowa State University, hdragon@iastate.edu Dong U. Ahn Iowa State

More information

Combining Ability Analysis for Yield and Morphological Traits in Crosses Among Elite Coffee (Coffea arabica L.) Lines

Combining Ability Analysis for Yield and Morphological Traits in Crosses Among Elite Coffee (Coffea arabica L.) Lines Combining Ability Analysis for Yield and Morphological Traits in Crosses Among Elite Coffee (Coffea arabica L.) Lines Ashenafi Ayano*, Sentayehu Alamirew, and Abush Tesfaye *Corresponding author E-mail:

More information

Unique Carbohydrate Profiles In Different Brands of Tequila

Unique Carbohydrate Profiles In Different Brands of Tequila Unique Carbohydrate Profiles In Different Brands of Tequila Mark Jacyno Romulus Gaita Melissa Wilcox Grace Davison Discovery Sciences 05 Waukegan Rd. Deerfield IL 6005 U.S.A. Phone: -800-55-84 Website:

More information

Predicting Wine Quality

Predicting Wine Quality March 8, 2016 Ilker Karakasoglu Predicting Wine Quality Problem description: You have been retained as a statistical consultant for a wine co-operative, and have been asked to analyze these data. Each

More information

MATURITY AND RIPENING PROCESS MATURITY

MATURITY AND RIPENING PROCESS MATURITY MATURITY AND RIPENING PROCESS MATURITY It is the stage of fully development of tissue of fruit and vegetables only after which it will ripen normally. During the process of maturation the fruit receives

More information

Detection of cow milk paneer in mixed/buffalo milk paneer through conventional species specific Polymerase Chain Reaction

Detection of cow milk paneer in mixed/buffalo milk paneer through conventional species specific Polymerase Chain Reaction Indian J. Anim. Res., 51 (5) 2017 : 962-966 Print ISSN:0367-6722 / Online ISSN:0976-0555 AGRICULTURAL RESEARCH COMMUNICATION CENTRE www.arccjournals.com/www.ijaronline.in Detection of cow milk paneer in

More information

A new approach to understand and control bitter pit in apple

A new approach to understand and control bitter pit in apple FINAL PROJECT REPORT WTFRC Project Number: AP-07-707 Project Title: PI: Organization: A new approach to understand and control bitter pit in apple Elizabeth Mitcham University of California Telephone/email:

More information

COMPARISON OF CORE AND PEEL SAMPLING METHODS FOR DRY MATTER MEASUREMENT IN HASS AVOCADO FRUIT

COMPARISON OF CORE AND PEEL SAMPLING METHODS FOR DRY MATTER MEASUREMENT IN HASS AVOCADO FRUIT New Zealand Avocado Growers' Association Annual Research Report 2004. 4:36 46. COMPARISON OF CORE AND PEEL SAMPLING METHODS FOR DRY MATTER MEASUREMENT IN HASS AVOCADO FRUIT J. MANDEMAKER H. A. PAK T. A.

More information

ANALYSIS OF THE EVOLUTION AND DISTRIBUTION OF MAIZE CULTIVATED AREA AND PRODUCTION IN ROMANIA

ANALYSIS OF THE EVOLUTION AND DISTRIBUTION OF MAIZE CULTIVATED AREA AND PRODUCTION IN ROMANIA ANALYSIS OF THE EVOLUTION AND DISTRIBUTION OF MAIZE CULTIVATED AREA AND PRODUCTION IN ROMANIA Agatha POPESCU University of Agricultural Sciences and Veterinary Medicine, Bucharest, 59 Marasti, District

More information

QUARTELY MAIZE MARKET ANALYSIS & OUTLOOK BULLETIN 1 OF 2015

QUARTELY MAIZE MARKET ANALYSIS & OUTLOOK BULLETIN 1 OF 2015 QUARTELY MAIZE MARKET ANALYSIS & OUTLOOK BULLETIN 1 OF 2015 INTRODUCTION The following discussion is a review of the maize market environment. The analysis is updated on a quarterly 1 basis and the interval

More information

Gasoline Empirical Analysis: Competition Bureau March 2005

Gasoline Empirical Analysis: Competition Bureau March 2005 Gasoline Empirical Analysis: Update of Four Elements of the January 2001 Conference Board study: "The Final Fifteen Feet of Hose: The Canadian Gasoline Industry in the Year 2000" Competition Bureau March

More information

Emerging Local Food Systems in the Caribbean and Southern USA July 6, 2014

Emerging Local Food Systems in the Caribbean and Southern USA July 6, 2014 Consumers attitudes toward consumption of two different types of juice beverages based on country of origin (local vs. imported) Presented at Emerging Local Food Systems in the Caribbean and Southern USA

More information

CARTHAMUS TINCTORIUS L., THE QUALITY OF SAFFLOWER SEEDS CULTIVATED IN ALBANIA.

CARTHAMUS TINCTORIUS L., THE QUALITY OF SAFFLOWER SEEDS CULTIVATED IN ALBANIA. CARTHAMUS TINCTORIUS L., THE QUALITY OF SAFFLOWER SEEDS CULTIVATED IN ALBANIA. Valdete VORPSI, Fatos HARIZAJ, Nikoll BARDHI, Vjollca VLADI, Erta DODONA Faculty of Agriculture and Environment, Agriculture

More information

Cloning and Expression Analysis of Ascorbate Peroxidase Gene During Fruit Development and Ripening in Fragaria ananassa cv.

Cloning and Expression Analysis of Ascorbate Peroxidase Gene During Fruit Development and Ripening in Fragaria ananassa cv. World Journal of Agricultural Sciences 5 (6): 675-679, 2009 ISSN 1817-3047 IDOSI Publications, 2009 Cloning and Expression Analysis of Ascorbate Peroxidase Gene During Fruit Development and Ripening in

More information

Quality of Canadian oilseed-type soybeans 2017

Quality of Canadian oilseed-type soybeans 2017 ISSN 2560-7545 Quality of Canadian oilseed-type soybeans 2017 Bert Siemens Oilseeds Section Contact: Véronique J. Barthet Program Manager, Oilseeds Section Grain Research Laboratory Tel : 204 984-5174

More information

Rapid Analysis of Soft Drinks Using the ACQUITY UPLC H-Class System with the Waters Beverage Analysis Kit

Rapid Analysis of Soft Drinks Using the ACQUITY UPLC H-Class System with the Waters Beverage Analysis Kit Rapid Analysis of Soft Drinks Using the ACQUITY UPLC H-Class System with the Waters Beverage Analysis Kit Mark E. Benvenuti, Raymond Giska, and Jennifer A. Burgess Waters Corporation, Milford, MA U.S.

More information

THE EFFECT OF ETHYLENE UPON RIPENING AND RESPIRATORY RATE OF AVOCADO FRUIT

THE EFFECT OF ETHYLENE UPON RIPENING AND RESPIRATORY RATE OF AVOCADO FRUIT California Avocado Society 1966 Yearbook 50: 128-133 THE EFFECT OF ETHYLENE UPON RIPENING AND RESPIRATORY RATE OF AVOCADO FRUIT Irving L. Eaks University of California, Riverside Avocado fruits will not

More information

RESOLUTION OIV-OENO MONOGRAPH ON GLUTATHIONE

RESOLUTION OIV-OENO MONOGRAPH ON GLUTATHIONE RESOLUTION OIV-OENO 571-2017 MONOGRAPH ON GLUTATHIONE THE GENERAL ASSEMBLY, IN VIEW OF Article 2, paragraph 2 iv of the Agreement of 3 April 2001 establishing the International Organisation of Vine and

More information

Enzymatic Hydrolysis of Ovomucin and the Functional and Structural Characteristics of Peptides in the Hydrolysates

Enzymatic Hydrolysis of Ovomucin and the Functional and Structural Characteristics of Peptides in the Hydrolysates Animal Industry Report AS 663 ASL R3128 2017 Enzymatic Hydrolysis of Ovomucin and the Functional and Structural Characteristics of Peptides in the Hydrolysates Sandun Abeyrathne Iowa State University Hyun

More information

QUALITY, PRICING AND THE PERFORMANCE OF THE WHEAT INDUSTRY IN SOUTH AFRICA

QUALITY, PRICING AND THE PERFORMANCE OF THE WHEAT INDUSTRY IN SOUTH AFRICA QUALITY, PRICING AND THE PERFORMANCE OF THE WHEAT INDUSTRY IN SOUTH AFRICA 21 September 2015 Dr Johnny van der Merwe Lecturer / Agricultural economics (Prof HD van Schalkwyk and Dr PC Cloete) So what motivated

More information

Forestry, Leduc, AB, T9E 7C5, Canada. Agriculture/Forestry Centre, Edmonton, AB T6G 2P5, Canada. *

Forestry, Leduc, AB, T9E 7C5, Canada. Agriculture/Forestry Centre, Edmonton, AB T6G 2P5, Canada. * Effect of High Pressure Processing on Quality, Sensory Acceptability and Microbial Stability of Marinated Beef Steaks and Pork Chops during Refrigerated Storage Haihong Wang 1 *, Jimmy Yao 1 Mindy Gerlat

More information

AJAE Appendix: Testing Household-Specific Explanations for the Inverse Productivity Relationship

AJAE Appendix: Testing Household-Specific Explanations for the Inverse Productivity Relationship AJAE Appendix: Testing Household-Specific Explanations for the Inverse Productivity Relationship Juliano Assunção Department of Economics PUC-Rio Luis H. B. Braido Graduate School of Economics Getulio

More information

! " # # $% 004/2009. SpeedExtractor E-916

!  # # $% 004/2009. SpeedExtractor E-916 ! "# # $% 004/2009 SpeedExtractor E-916! " # # $% The Genépi plant (Artemisia umbelliformis) grows in alpine areas. It is also cultivated and used to produce a herb liquor. Costunolide is a sesquiterpene

More information

CORRELATIONS BETWEEN CUTICLE WAX AND OIL IN AVOCADOS

CORRELATIONS BETWEEN CUTICLE WAX AND OIL IN AVOCADOS California Avocado Society 1966 Yearbook 50: 121-127 CORRELATIONS BETWEEN CUTICLE WAX AND OIL IN AVOCADOS Louis C. Erickson and Gerald G. Porter Cuticle wax, or bloom, is the waxy material which may be

More information

Wine-Tasting by Numbers: Using Binary Logistic Regression to Reveal the Preferences of Experts

Wine-Tasting by Numbers: Using Binary Logistic Regression to Reveal the Preferences of Experts Wine-Tasting by Numbers: Using Binary Logistic Regression to Reveal the Preferences of Experts When you need to understand situations that seem to defy data analysis, you may be able to use techniques

More information

Sequential Separation of Lysozyme, Ovomucin, Ovotransferrin and Ovalbumin from Egg White

Sequential Separation of Lysozyme, Ovomucin, Ovotransferrin and Ovalbumin from Egg White AS 662 ASL R3104 2016 Sequential Separation of Lysozyme, Ovomucin, Ovotransferrin and Ovalbumin from Egg White Sandun Abeyrathne Iowa State University Hyunyong Lee Iowa State University, hdragon@iastate.edu

More information

Correlation of the free amino nitrogen and nitrogen by O-phthaldialdehyde methods in the assay of beer

Correlation of the free amino nitrogen and nitrogen by O-phthaldialdehyde methods in the assay of beer APPLICATION NOTE 71798 Correlation of the free amino nitrogen and nitrogen by O-phthaldialdehyde methods in the assay of beer Authors Otama, Liisa, 1 Tikanoja, Sari, 1 Kane, Hilary, 2 Hartikainen, Sari,

More information

WINE GRAPE TRIAL REPORT

WINE GRAPE TRIAL REPORT WINE GRAPE TRIAL REPORT Stellenbosch, Western Cape Louisvale 2008/09 season Introduction A trial was conducted in the Stellenbosch area on an older wine grape vineyard to determine whether AnnGro alone,

More information

Reasons for the study

Reasons for the study Systematic study Wittall J.B. et al. (2010): Finding a (pine) needle in a haystack: chloroplast genome sequence divergence in rare and widespread pines. Molecular Ecology 19, 100-114. Reasons for the study

More information

(36) PROHEXADIONE-CALCIUM AFFECTS SHOOT GROWTH AND YIELD OF LEMON, ORANGE AND AVOCADO DIFFERENTLY

(36) PROHEXADIONE-CALCIUM AFFECTS SHOOT GROWTH AND YIELD OF LEMON, ORANGE AND AVOCADO DIFFERENTLY (36) PROHEXADIONE-CALCIUM AFFECTS SHOOT GROWTH AND YIELD OF LEMON, ORANGE AND AVOCADO DIFFERENTLY Lauren C. Garner, Yusheng Zheng, Toan Khuong and Carol J. Lovatt 1 ABSTRACT Lemon (Citrus limon L.) and

More information

1. Continuing the development and validation of mobile sensors. 3. Identifying and establishing variable rate management field trials

1. Continuing the development and validation of mobile sensors. 3. Identifying and establishing variable rate management field trials Project Overview The overall goal of this project is to deliver the tools, techniques, and information for spatial data driven variable rate management in commercial vineyards. Identified 2016 Needs: 1.

More information

Growing divergence between Arabica and Robusta exports

Growing divergence between Arabica and Robusta exports Growing divergence between Arabica and Robusta exports In April 218, the ICO composite indicator decreased by.4% to an average of 112.56, with the daily price ranging between 11.49 and 114.73. Prices for

More information

UNIVERSITY OF CALIFORNIA AVOCADO CULTIVARS LAMB HASS AND GEM MATURITY AND FRUIT QUALITY RESULTS FROM NEW ZEALAND EVALUATION TRIALS

UNIVERSITY OF CALIFORNIA AVOCADO CULTIVARS LAMB HASS AND GEM MATURITY AND FRUIT QUALITY RESULTS FROM NEW ZEALAND EVALUATION TRIALS : 15-26 UNIVERSITY OF CALIFORNIA AVOCADO CULTIVARS LAMB HASS AND GEM MATURITY AND FRUIT QUALITY RESULTS FROM NEW ZEALAND EVALUATION TRIALS J. Dixon, C. Cotterell, B. Hofstee and T.A. Elmsly Avocado Industry

More information

COOPER COMPARISONS Next Phase of Study: Results with Wine

COOPER COMPARISONS Next Phase of Study: Results with Wine COOPER COMPARISONS Next Phase of Study: Results with Wine A follow-up study has just been completed, with the generous cooperation of Cakebread Cellars, Lafond Winery, and Edna Valley Vineyards. Many of

More information

Using Growing Degree Hours Accumulated Thirty Days after Bloom to Help Growers Predict Difficult Fruit Sizing Years

Using Growing Degree Hours Accumulated Thirty Days after Bloom to Help Growers Predict Difficult Fruit Sizing Years Using Growing Degree Hours Accumulated Thirty Days after Bloom to Help Growers Predict Difficult Fruit Sizing Years G. Lopez 1 and T. DeJong 2 1 Àrea de Tecnologia del Reg, IRTA, Lleida, Spain 2 Department

More information

In Silico Characterization and Transcription Analysis of Two Alpha-Expansins Isoforms in Coffea arabica L.

In Silico Characterization and Transcription Analysis of Two Alpha-Expansins Isoforms in Coffea arabica L. Index Table of contents In Silico Characterization and Transcription Analysis of Two Alpha-Expansins Isoforms in Coffea arabica L. I.G.F. BUDZINSKI 1, L.F.P. PEREIRA 2, T. SERA 1, L.G.E. VIEIRA 1 1 Plant

More information

Allergens in wine a specific detection of Casein, Egg and Lysozyme

Allergens in wine a specific detection of Casein, Egg and Lysozyme a specific detection of Casein, Egg and Lysozyme Validation Report Different egg and milk products are added to wines as clarification agents, for fine tuning of wine flavour (i.e. selective tannin adsorption)

More information

Petite Mutations and their Impact of Beer Flavours. Maria Josey and Alex Speers ICBD, Heriot Watt University IBD Asia Pacific Meeting March 2016

Petite Mutations and their Impact of Beer Flavours. Maria Josey and Alex Speers ICBD, Heriot Watt University IBD Asia Pacific Meeting March 2016 Petite Mutations and their Impact of Beer Flavours Maria Josey and Alex Speers ICBD, Heriot Watt University IBD Asia Pacific Meeting March 2016 Table of Contents What Are They? No or reduced mitochondrial

More information

Labs, Persistent Systems Limited, Pingala-Aryabhata, Erandwane, Pune ,

Labs, Persistent Systems Limited, Pingala-Aryabhata, Erandwane, Pune , Transcriptional transitions in Alphonso mango (Mangifera indica L.) during fruit development and ripening explain distinct aroma and shelf life characteristics Ashish B. Deshpandea, Krishanpal Anamika

More information

Activity 10. Coffee Break. Introduction. Equipment Required. Collecting the Data

Activity 10. Coffee Break. Introduction. Equipment Required. Collecting the Data . Activity 10 Coffee Break Economists often use math to analyze growth trends for a company. Based on past performance, a mathematical equation or formula can sometimes be developed to help make predictions

More information

Comparative analysis of polygalacturonase in the fruit of strawberry cultivars

Comparative analysis of polygalacturonase in the fruit of strawberry cultivars Comparative analysis of polygalacturonase in the fruit of strawberry cultivars H.C. Zhou, G. Li, X. Zhao and L.J. Li Zhengzhou Fruit Research Institute, Chinese Academy of Agricultural Sciences, Zhengzhou,

More information

ECONOMICS OF COCONUT PRODUCTS AN ANALYTICAL STUDY. Coconut is an important tree crop with diverse end-uses, grown in many states of India.

ECONOMICS OF COCONUT PRODUCTS AN ANALYTICAL STUDY. Coconut is an important tree crop with diverse end-uses, grown in many states of India. ECONOMICS OF COCONUT PRODUCTS AN ANALYTICAL STUDY Introduction Coconut is an important tree crop with diverse end-uses, grown in many states of India. Coconut palm is the benevolent provider of the basic

More information

Genome-wide identification and characterization of mirnas responsive to Verticillium longisporum infection in Brassica napus by deep sequencing

Genome-wide identification and characterization of mirnas responsive to Verticillium longisporum infection in Brassica napus by deep sequencing Genome-wide identification and characterization of mirnas responsive to Verticillium longisporum infection in Brassica napus by deep sequencing Longjiang Fan, Dan Shen, Daguang Cai (Zhejiang University/Kiel

More information

Determination of Melamine Residue in Milk Powder and Egg Using Agilent SampliQ Polymer SCX Solid Phase Extraction and the Agilent 1200 Series HPLC/UV

Determination of Melamine Residue in Milk Powder and Egg Using Agilent SampliQ Polymer SCX Solid Phase Extraction and the Agilent 1200 Series HPLC/UV Determination of Melamine Residue in Milk Powder and Egg Using Agilent SampliQ Polymer SCX Solid Phase Extraction and the Agilent 1200 Series HPLC/UV Application Note Food Safety Authors Chen-Hao Zhai

More information

THE NATURAL SUSCEPTIBILITY AND ARTIFICIALLY INDUCED FRUIT CRACKING OF SOUR CHERRY CULTIVARS

THE NATURAL SUSCEPTIBILITY AND ARTIFICIALLY INDUCED FRUIT CRACKING OF SOUR CHERRY CULTIVARS THE NATURAL SUSCEPTIBILITY AND ARTIFICIALLY INDUCED FRUIT CRACKING OF SOUR CHERRY CULTIVARS S. Budan Research Institute for Fruit Growing, Pitesti, Romania sergiu_budan@yahoo.com GENERALITIES It is agreed

More information

Foodservice EUROPE. 10 countries analyzed: AUSTRIA BELGIUM FRANCE GERMANY ITALY NETHERLANDS PORTUGAL SPAIN SWITZERLAND UK

Foodservice EUROPE. 10 countries analyzed: AUSTRIA BELGIUM FRANCE GERMANY ITALY NETHERLANDS PORTUGAL SPAIN SWITZERLAND UK Foodservice EUROPE MARKET INSIGHTS & CHALLENGES 2015 2016 2017 2020 Innovative European Foodservice Experts 18, avenue Marcel Anthonioz BP 28 01220 Divonne-les-Bains - France 10 countries analyzed: AUSTRIA

More information

Rapid PCR-Based Method Which Can Determine Both Phenotype and Genotype of Lactococcus lactis Subspecies

Rapid PCR-Based Method Which Can Determine Both Phenotype and Genotype of Lactococcus lactis Subspecies APPLIED AND ENVIRONMENTAL MICROBIOLOGY, May 2002, p. 2209 2213 Vol. 68, No. 5 0099-2240/02/$04.00 0 DOI: 10.1128/AEM.68.5.2209 2213.2002 Copyright 2002, American Society for Microbiology. All Rights Reserved.

More information

Vinmetrica s SC-50 MLF Analyzer: a Comparison of Methods for Measuring Malic Acid in Wines.

Vinmetrica s SC-50 MLF Analyzer: a Comparison of Methods for Measuring Malic Acid in Wines. Vinmetrica s SC-50 MLF Analyzer: a Comparison of Methods for Measuring Malic Acid in Wines. J. Richard Sportsman and Rachel Swanson At Vinmetrica, our goal is to provide products for the accurate yet inexpensive

More information

Oregon Wine Advisory Board Research Progress Report

Oregon Wine Advisory Board Research Progress Report Grape Research Reports, 1996-97: Fermentation Processing Effects on Anthocyanin and... Page 1 of 10 Oregon Wine Advisory Board Research Progress Report 1996-1997 Fermentation Processing Effects on Anthocyanin

More information

Tomatoes, Lycopene and Human Health. APTRC Inc

Tomatoes, Lycopene and Human Health. APTRC Inc Tomatoes, Lycopene and Human Health APTRC Inc Topics Australian Industry Statistics Report on Overseas Tomato & Health Projects Communication of health messages relating to horticultural products Nutritionist

More information

EFFECT OF TOMATO GENETIC VARIATION ON LYE PEELING EFFICACY TOMATO SOLUTIONS JIM AND ADAM DICK SUMMARY

EFFECT OF TOMATO GENETIC VARIATION ON LYE PEELING EFFICACY TOMATO SOLUTIONS JIM AND ADAM DICK SUMMARY EFFECT OF TOMATO GENETIC VARIATION ON LYE PEELING EFFICACY TOMATO SOLUTIONS JIM AND ADAM DICK 2013 SUMMARY Several breeding lines and hybrids were peeled in an 18% lye solution using an exposure time of

More information

INDIAN COUNCIL OF AGRICULTURAL RESEARCH DIRECTORATE OF RAPESEED-MUSTARD RESEARCH, BHARATPUR, INDIA

INDIAN COUNCIL OF AGRICULTURAL RESEARCH DIRECTORATE OF RAPESEED-MUSTARD RESEARCH, BHARATPUR, INDIA INDIAN COUNCIL OF AGRICULTURAL RESEARCH DIRECTORATE OF RAPESEED-MUSTARD RESEARCH, BHARATPUR, INDIA Pathogenic variability of Sclerotinia sclerotiorum isolates on Brassica differentials Pankaj Sharma ICAR-Directorate

More information

Molecular identification of bacteria on grapes and in must from Small Carpathian wine-producing region (Slovakia)

Molecular identification of bacteria on grapes and in must from Small Carpathian wine-producing region (Slovakia) Molecular identification of bacteria on grapes and in must from Small Carpathian wine-producing region (Slovakia) T. Kuchta1, D. Pangallo2, Z. Godálová1, A. Puškárová2, M. Bučková2, K. Ženišová1, L. Kraková2

More information

Non-Structural Carbohydrates in Forage Cultivars Troy Downing Oregon State University

Non-Structural Carbohydrates in Forage Cultivars Troy Downing Oregon State University Non-Structural Carbohydrates in Forage Cultivars Troy Downing Oregon State University Contact at: OSU Extension Service, Tillamook County, 2204 4 th St., Tillamook, OR 97141, 503-842-3433, Email, troy.downing@oregonstate.edu

More information

Title: Genetic Variation of Crabapples ( Malus spp.) found on Governors Island and NYC Area

Title: Genetic Variation of Crabapples ( Malus spp.) found on Governors Island and NYC Area Title: Genetic Variation of Crabapples ( Malus spp.) found on Governors Island and NYC Area Team Members: Jianri Chen, Zinan Ma, Iulius Sergiu Moldovan and Xuanzhi Zhao Sponsoring Teacher: Alfred Lwin

More information

NEW ZEALAND AVOCADO FRUIT QUALITY: THE IMPACT OF STORAGE TEMPERATURE AND MATURITY

NEW ZEALAND AVOCADO FRUIT QUALITY: THE IMPACT OF STORAGE TEMPERATURE AND MATURITY Proceedings V World Avocado Congress (Actas V Congreso Mundial del Aguacate) 23. pp. 647-62. NEW ZEALAND AVOCADO FRUIT QUALITY: THE IMPACT OF STORAGE TEMPERATURE AND MATURITY J. Dixon 1, H.A. Pak, D.B.

More information

INFLUENCE OF THIN JUICE ph MANAGEMENT ON THICK JUICE COLOR IN A FACTORY UTILIZING WEAK CATION THIN JUICE SOFTENING

INFLUENCE OF THIN JUICE ph MANAGEMENT ON THICK JUICE COLOR IN A FACTORY UTILIZING WEAK CATION THIN JUICE SOFTENING INFLUENCE OF THIN JUICE MANAGEMENT ON THICK JUICE COLOR IN A FACTORY UTILIZING WEAK CATION THIN JUICE SOFTENING Introduction: Christopher D. Rhoten The Amalgamated Sugar Co., LLC 5 South 5 West, Paul,

More information

What Went Wrong with Export Avocado Physiology during the 1996 Season?

What Went Wrong with Export Avocado Physiology during the 1996 Season? South African Avocado Growers Association Yearbook 1997. 20:88-92 What Went Wrong with Export Avocado Physiology during the 1996 Season? F J Kruger V E Claassens Institute for Tropical and Subtropical

More information

ORGANOLEPTIC EVALUATION OF RECIPES BASED ON DIFFERENT VARIETIES OF MAIZE

ORGANOLEPTIC EVALUATION OF RECIPES BASED ON DIFFERENT VARIETIES OF MAIZE Ind. J. Extn. Educ. & R.D. 22 : 141-145, 2014 ORGANOLEPTIC EVALUATION OF RECIPES BASED ON DIFFERENT VARIETIES OF MAIZE Deepika* and Shashi Jain** ABSTRACT Among the food grains, maize is utilized in more

More information

Break down K cups. Faculty collection

Break down K cups. Faculty collection DATA: Data Table 1 Daily Activity Log A summary of student activities completed each school day for the composting program over a period of 26 days. items were activities that were not repeated. The number

More information

Determination Of Saponin And Various Chemical Compounds In Camellia Sinensis And Genus Ilex.

Determination Of Saponin And Various Chemical Compounds In Camellia Sinensis And Genus Ilex. Determination Of Saponin And Various Chemical Compounds In Camellia Sinensis And Genus Ilex. Sensus Technical Note (SEN-TN-0027) 05/22/2009 ABSTRACT Youngmok Kim, Ph.D. and Daniel J. Wampler, Ph.D. Saponin

More information

Exploring Attenuation. Greg Doss Wyeast Laboratories Inc. NHC 2012

Exploring Attenuation. Greg Doss Wyeast Laboratories Inc. NHC 2012 Exploring Attenuation Greg Doss Wyeast Laboratories Inc. NHC 2012 Overview General Testing Model Brewing Control Panel Beginning Brewing Control Experienced Brewing Control Good Beer Balancing Act Volatile

More information