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Genome-wide association studies and genomic selection assays made in a large sample of cacao (Theobroma cacao L.) germplasm reveal significant marker-trait associations and good predictive value for improving yield potential. PLoS One 2022; 17:e0260907. [PMID: 36201531 PMCID: PMC9536643 DOI: 10.1371/journal.pone.0260907] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 09/13/2022] [Indexed: 11/19/2022] Open
Abstract
A genome-wide association study (GWAS) was undertaken to unravel marker-trait associations (MTAs) between SNP markers and phenotypic traits. It involved a subset of 421 cacao accessions from the large and diverse collection conserved ex situ at the International Cocoa Genebank Trinidad. A Mixed Linear Model (MLM) in TASSEL was used for the GWAS and followed by confirmatory analyses using GAPIT FarmCPU. An average linkage disequilibrium (r2) of 0.10 at 5.2 Mb was found across several chromosomes. Seventeen significant (P ≤ 8.17 × 10-5 (-log10 (p) = 4.088)) MTAs of interest, including six that pertained to yield-related traits, were identified using TASSEL MLM. The latter accounted for 5 to 17% of the phenotypic variation expressed. The highly significant association (P ≤ 8.17 × 10-5) between seed length to width ratio and TcSNP 733 on chromosome 5 was verified with FarmCPU (P ≤ 1.12 × 10-8). Fourteen MTAs were common to both the TASSEL and FarmCPU models at P ≤ 0.003. The most significant yield-related MTAs involved seed number and seed length on chromosome 7 (P ≤ 1.15 × 10-14 and P ≤ 6.75 × 10-05, respectively) and seed number on chromosome 1 (P ≤ 2.38 × 10-05), based on the TASSEL MLM. It was noteworthy that seed length, seed length to width ratio and seed number were associated with markers at different loci, indicating their polygenic nature. Approximately 40 candidate genes that encode embryo and seed development, protein synthesis, carbohydrate transport and lipid biosynthesis and transport were identified in the flanking regions of the significantly associated SNPs and in linkage disequilibrium with them. A significant association of fruit surface anthocyanin intensity co-localised with MYB-related protein 308 on chromosome 4. Testing of a genomic selection approach revealed good predictive value (genomic estimated breeding values (GEBV)) for economic traits such as seed number (GEBV = 0.611), seed length (0.6199), seed width (0.5435), seed length to width ratio (0.5503), seed/cotyledon mass (0.6014) and ovule number (0.6325). The findings of this study could facilitate genomic selection and marker-assisted breeding of cacao thereby expediting improvement in the yield potential of cacao planting material.
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Pokou DN, Fister AS, Winters N, Tahi M, Klotioloma C, Sebastian A, Marden JH, Maximova SN, Guiltinan MJ. Resistant and susceptible cacao genotypes exhibit defense gene polymorphism and unique early responses to Phytophthora megakarya inoculation. PLANT MOLECULAR BIOLOGY 2019; 99:499-516. [PMID: 30739243 DOI: 10.1007/s11103-019-00832-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2018] [Accepted: 01/24/2019] [Indexed: 05/26/2023]
Abstract
Key genes potentially involved in cacao disease resistance were identified by transcriptomic analysis of important cacao cultivars. Defense gene polymorphisms were identified which could contribute to pathogen recognition capacity. Cacao suffers significant annual losses to the water mold Phytophthora spp. (Oomycetes). In West Africa, P. megakarya poses a major threat to farmer livelihood and the stability of cocoa production. As part of a long-term goal to define key disease resistance genes in cacao, here we use a transcriptomic analysis of the disease-resistant cacao clone SCA6 and the susceptible clone NA32 to characterize basal differences in gene expression, early responses to infection, and polymorphisms in defense genes. Gene expression measurements by RNA-seq along a time course revealed the strongest transcriptomic response 24 h after inoculation in the resistant genotype. We observed strong regulation of several pathogenesis-related genes, pattern recognition receptors, and resistance genes, which could be critical for the ability of SCA6 to combat infection. These classes of genes also showed differences in basal expression between the two genotypes prior to infection, suggesting that prophylactic expression of defense-associated genes could contribute to SCA6's broad-spectrum disease resistance. Finally, we analyzed polymorphism in a set of defense-associated receptors, identifying coding variants between SCA6 and NA32 which could contribute to unique capacities for pathogen recognition. This work is an important step toward characterizing genetic differences underlying a successful defense response in cacao.
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Affiliation(s)
- Désiré N Pokou
- Centre National de Recherche Agronomique, Laboratoire Central de Biotechnologie, 01 BP 1740, Abidjan 01, Côte d'Ivoire
| | - Andrew S Fister
- Department of Plant Sciences, Life Sciences Building, Pennsylvania State University, University Park, PA, 16802, USA
| | - Noah Winters
- Intercollege Graduate Degree Program in Ecology, Pennsylvania State University, University Park, PA, 16802, USA
- The Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Mathias Tahi
- Centre National de Recherche Agronomique, Laboratoire Central de Biotechnologie, 01 BP 1740, Abidjan 01, Côte d'Ivoire
| | - Coulibaly Klotioloma
- Centre National de Recherche Agronomique, Laboratoire Central de Biotechnologie, 01 BP 1740, Abidjan 01, Côte d'Ivoire
| | - Aswathy Sebastian
- The Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, 16802, USA
- Department of Biochemistry and Molecular Biology, Pennsylvania State University, University Park, PA, 16802, USA
| | - James H Marden
- The Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, 16802, USA
- Department of Biology, Pennsylvania State University, University Park, PA, 16802, USA
| | - Siela N Maximova
- Department of Plant Sciences, Life Sciences Building, Pennsylvania State University, University Park, PA, 16802, USA
- The Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Mark J Guiltinan
- Department of Plant Sciences, Life Sciences Building, Pennsylvania State University, University Park, PA, 16802, USA.
- The Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, 16802, USA.
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Lanaud C, Fouet O, Legavre T, Lopes U, Sounigo O, Eyango MC, Mermaz B, Da Silva MR, Loor Solorzano RG, Argout X, Gyapay G, Ebaiarrey HE, Colonges K, Sanier C, Rivallan R, Mastin G, Cryer N, Boccara M, Verdeil JL, Efombagn Mousseni IB, Peres Gramacho K, Clément D. Deciphering the Theobroma cacao self-incompatibility system: from genomics to diagnostic markers for self-compatibility. JOURNAL OF EXPERIMENTAL BOTANY 2017; 68:4775-4790. [PMID: 29048566 PMCID: PMC5853246 DOI: 10.1093/jxb/erx293] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2017] [Accepted: 07/31/2017] [Indexed: 05/26/2023]
Abstract
Cocoa self-compatibility is an important yield factor and has been described as being controlled by a late gameto-sporophytic system expressed only at the level of the embryo sac. It results in gametic non-fusion and involves several loci. In this work, we identified two loci, located on chromosomes 1 and 4 (CH1 and CH4), involved in cocoa self-incompatibility by two different processes. Both loci are responsible for gametic selection, but only one (the CH4 locus) is involved in the main fruit drop. The CH1 locus acts prior to the gamete fusion step and independently of the CH4 locus. Using fine-mapping and genome-wide association studies, we focused analyses on restricted regions and identified candidate genes. Some of them showed a differential expression between incompatible and compatible reactions. Immunolocalization experiments provided evidence of CH1 candidate genes expressed in ovule and style tissues. Highly polymorphic simple sequence repeat (SSR) diagnostic markers were designed in the CH4 region that had been identified by fine-mapping. They are characterized by a strong linkage disequilibrium with incompatibility alleles, thus allowing the development of efficient diagnostic markers predicting self-compatibility and fruit setting according to the presence of specific alleles or genotypes. SSR alleles specific to self-compatible Amelonado and Criollo varieties were also identified, thus allowing screening for self-compatible plants in cocoa populations.
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Affiliation(s)
- Claire Lanaud
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
| | - Olivier Fouet
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
| | - Thierry Legavre
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
| | - Uilson Lopes
- Centro de Pesquisas do Cacau (CEPEC), CEPLAC, Rod. Ilhéus-Itabuna, Ilhéus, BA, Brazil
| | - Olivier Sounigo
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UR Bioagresseurs, Elig-Essono, Yaoundé, Cameroun
- Institut de Recherche Agricole pour le Developpement (IRAD), Yaoundé, Cameroun
| | - Marie Claire Eyango
- Institut de Recherche Agricole pour le Developpement (IRAD), Yaoundé, Cameroun
| | - Benoit Mermaz
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
| | - Marcos Ramos Da Silva
- Centro de Pesquisas do Cacau (CEPEC), CEPLAC, Rod. Ilhéus-Itabuna, Ilhéus, BA, Brazil
| | - Rey Gaston Loor Solorzano
- Instituto Nacional de Investigaciones Agropecuarias (INIAP), EET-Pichilingue. CP 24 Km 5 vía Quevedo El Empalme, Quevedo, Los Ríos, Ecuador
| | - Xavier Argout
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
| | - Gabor Gyapay
- Commissariat à l’Energie Antomique (CEA), Institut de Génomique (IG), Genoscope, Evry, France
| | | | - Kelly Colonges
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
| | - Christine Sanier
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
| | - Ronan Rivallan
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
| | - Géraldine Mastin
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
| | - Nicholas Cryer
- Mondelez UK R&D Limited, Bournville Place, Bournville Lane, Birmingham, UK
| | - Michel Boccara
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
| | - Jean-Luc Verdeil
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
| | | | - Karina Peres Gramacho
- Centro de Pesquisas do Cacau (CEPEC), CEPLAC, Rod. Ilhéus-Itabuna, Ilhéus, BA, Brazil
| | - Didier Clément
- Centre de Cooperation Internationale en Recherche Agronomique pour le Developpement (CIRAD), UMR AGAP, Avenue Agropolis TA, Montpellier Cedex, France
- Centro de Pesquisas do Cacau (CEPEC), CEPLAC, Rod. Ilhéus-Itabuna, Ilhéus, BA, Brazil
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Royaert S, Jansen J, da Silva DV, de Jesus Branco SM, Livingstone DS, Mustiga G, Marelli JP, Araújo IS, Corrêa RX, Motamayor JC. Identification of candidate genes involved in Witches' broom disease resistance in a segregating mapping population of Theobroma cacao L. in Brazil. BMC Genomics 2016; 17:107. [PMID: 26865216 PMCID: PMC4750280 DOI: 10.1186/s12864-016-2415-x] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2015] [Accepted: 01/26/2016] [Indexed: 01/17/2023] Open
Abstract
Background Witches’ broom disease (WBD) caused by the fungus Moniliophthora perniciosa is responsible for considerable economic losses for cacao producers. One of the ways to combat WBD is to plant resistant cultivars. Resistance may be governed by a few genetic factors, mainly found in wild germplasm. Results We developed a dense genetic linkage map with a length of 852.8 cM that contains 3,526 SNPs and is based on the MP01 mapping population, which counts 459 trees from a cross between the resistant ‘TSH 1188’ and the tolerant ‘CCN 51’ at the Mars Center for Cocoa Science in Barro Preto, Bahia, Brazil. Seven quantitative trait loci (QTL) that are associated with WBD were identified on five different chromosomes using a multi-trait QTL analysis for outbreeders. Phasing of the haplotypes at the major QTL region on chromosome IX on a diversity panel of genotypes clearly indicates that the major resistance locus comes from a well-known source of WBD resistance, the clone ‘SCAVINA 6’. Various potential candidate genes identified within all QTL may be involved in different steps leading to disease resistance. Preliminary expression data indicate that at least three of these candidate genes may play a role during the first 12 h after infection, with clear differences between ‘CCN 51’ and ‘TSH 1188’. Conclusions We combined the information from a large mapping population with very distinct parents that segregate for WBD, a dense set of mapped markers, rigorous phenotyping capabilities and the availability of a sequenced genome to identify several genomic regions that are involved in WBD resistance. We also identified a novel source of resistance that most likely comes from the ‘CCN 51’ parent. Thanks to the large population size of the MP01 population, we were able to pick up QTL and markers with relatively small effects that can contribute to the creation and selection of more tolerant/resistant plant material. Electronic supplementary material The online version of this article (doi:10.1186/s12864-016-2415-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Stefan Royaert
- Mars Center for Cocoa Science, CP 55, Itajuípe, BA, CEP 45.630-000, Brazil.
| | - Johannes Jansen
- Biometris, Wageningen University and Research Centre, P.O. Box 100, 6700 AC, Wageningen, The Netherlands.
| | - Daniela Viana da Silva
- Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, Km 16, Bairro Salobrinho, Ilhéus, BA, CEP 45.662-900, Brazil.
| | - Samuel Martins de Jesus Branco
- Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, Km 16, Bairro Salobrinho, Ilhéus, BA, CEP 45.662-900, Brazil.
| | | | - Guiliana Mustiga
- Mars, Incorporated, 13601 Old Cutler Road, Miami, FL, 33158, USA.
| | | | - Ioná Santos Araújo
- Departamento de Ciências Vegetais, Universidade Federal Rural do Semi-Arido, BR 110 - Km 47, Bairro Pres. Costa e Silva, Mossoró, RN, CEP 59.625-900, Brazil.
| | - Ronan Xavier Corrêa
- Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, Km 16, Bairro Salobrinho, Ilhéus, BA, CEP 45.662-900, Brazil.
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Allegre M, Argout X, Boccara M, Fouet O, Roguet Y, Bérard A, Thévenin JM, Chauveau A, Rivallan R, Clement D, Courtois B, Gramacho K, Boland-Augé A, Tahi M, Umaharan P, Brunel D, Lanaud C. Discovery and mapping of a new expressed sequence tag-single nucleotide polymorphism and simple sequence repeat panel for large-scale genetic studies and breeding of Theobroma cacao L. DNA Res 2011; 19:23-35. [PMID: 22210604 PMCID: PMC3276266 DOI: 10.1093/dnares/dsr039] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Theobroma cacao is an economically important tree of several tropical countries. Its genetic improvement is essential to provide protection against major diseases and improve chocolate quality. We discovered and mapped new expressed sequence tag-single nucleotide polymorphism (EST-SNP) and simple sequence repeat (SSR) markers and constructed a high-density genetic map. By screening 149 650 ESTs, 5246 SNPs were detected in silico, of which 1536 corresponded to genes with a putative function, while 851 had a clear polymorphic pattern across a collection of genetic resources. In addition, 409 new SSR markers were detected on the Criollo genome. Lastly, 681 new EST-SNPs and 163 new SSRs were added to the pre-existing 418 co-dominant markers to construct a large consensus genetic map. This high-density map and the set of new genetic markers identified in this study are a milestone in cocoa genomics and for marker-assisted breeding. The data are available at http://tropgenedb.cirad.fr.
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Affiliation(s)
- Mathilde Allegre
- CIRAD, UMR 1334 AGAP, TA 108/03-34398, Montpellier Cedex 5, France
| | - Xavier Argout
- CIRAD, UMR 1334 AGAP, TA 108/03-34398, Montpellier Cedex 5, France
- To whom correspondence should be addressed. Fax. +33 4-67-61-56-05.
| | - Michel Boccara
- CIRAD, UMR 1334 AGAP, TA 108/03-34398, Montpellier Cedex 5, France
- University of the West Indies, Cocoa Research Unit (CRU), St Augustine, Trinidad and Tobago
| | - Olivier Fouet
- CIRAD, UMR 1334 AGAP, TA 108/03-34398, Montpellier Cedex 5, France
| | - Yolande Roguet
- CIRAD, UMR 1334 AGAP, TA 108/03-34398, Montpellier Cedex 5, France
| | - Aurélie Bérard
- INRA, UR 1279 Etude du Polymorphisme des Génomes Végétaux, CEA Institut de Génomique, Centre National de Génotypage, 2, rue Gaston Crémieux, CP5724, 91057 Evry, France
| | - Jean Marc Thévenin
- CIRAD, Biological Systems Department, UPR Bioagresseurs, 97387 Kourou Cedex, French Guiana
| | - Aurélie Chauveau
- INRA, UR 1279 Etude du Polymorphisme des Génomes Végétaux, CEA Institut de Génomique, Centre National de Génotypage, 2, rue Gaston Crémieux, CP5724, 91057 Evry, France
| | - Ronan Rivallan
- CIRAD, UMR 1334 AGAP, TA 108/03-34398, Montpellier Cedex 5, France
| | - Didier Clement
- CIRAD, UMR 1334 AGAP, TA 108/03-34398, Montpellier Cedex 5, France
- Comissão Executiva de Planejamento da Lavoura Cacaueira (CEPLAC), Km 22 Rod. Ilheus Itabuna, Cx. postal 07, Itabuna 45600-00, Bahia, Brazil
| | | | - Karina Gramacho
- Comissão Executiva de Planejamento da Lavoura Cacaueira (CEPLAC), Km 22 Rod. Ilheus Itabuna, Cx. postal 07, Itabuna 45600-00, Bahia, Brazil
| | - Anne Boland-Augé
- INRA, UR 1279 Etude du Polymorphisme des Génomes Végétaux, CEA Institut de Génomique, Centre National de Génotypage, 2, rue Gaston Crémieux, CP5724, 91057 Evry, France
| | - Mathias Tahi
- Centre National de la Recherche Agronomique (CNRA), B.P. 808, Divo, Côte d'Ivoire
| | - Pathmanathan Umaharan
- University of the West Indies, Cocoa Research Unit (CRU), St Augustine, Trinidad and Tobago
| | - Dominique Brunel
- INRA, UR 1279 Etude du Polymorphisme des Génomes Végétaux, CEA Institut de Génomique, Centre National de Génotypage, 2, rue Gaston Crémieux, CP5724, 91057 Evry, France
| | - Claire Lanaud
- CIRAD, UMR 1334 AGAP, TA 108/03-34398, Montpellier Cedex 5, France
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Miller AJ, Gross BL. From forest to field: perennial fruit crop domestication. AMERICAN JOURNAL OF BOTANY 2011; 98:1389-414. [PMID: 21865506 DOI: 10.3732/ajb.1000522] [Citation(s) in RCA: 137] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
PREMISE OF THE STUDY Archaeological and genetic analyses of seed-propagated annual crops have greatly advanced our understanding of plant domestication and evolution. Comparatively little is known about perennial plant domestication, a relevant topic for understanding how genes and genomes evolve in long-lived species, and how perennials respond to selection pressures operating on a relatively short time scale. Here, we focus on long-lived perennial crops (mainly trees and other woody plants) grown for their fruits. KEY RESULTS We reviewed (1) the basic biology of long-lived perennials, setting the stage for perennial domestication by considering how these species evolve in nature; (2) the suite of morphological features associated with perennial fruit crops undergoing domestication; (3) the origins and evolution of domesticated perennials grown for their fruits; and (4) the genetic basis of domestication in perennial fruit crops. CONCLUSIONS Long-lived perennials have lengthy juvenile phases, extensive outcrossing, widespread hybridization, and limited population structure. Under domestication, these features, combined with clonal propagation, multiple origins, and ongoing crop-wild gene flow, contribute to mild domestication bottlenecks in perennial fruit crops. Morphological changes under domestication have many parallels to annual crops, but with key differences for mating system evolution and mode of reproduction. Quantitative trait loci associated with domestication traits in perennials are mainly of minor effect and may not be stable across years. Future studies that take advantage of genomic approaches and consider demographic history will elucidate the genetics of agriculturally and ecologically important traits in perennial fruit crops and their wild relatives.
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Affiliation(s)
- Allison J Miller
- Department of Biology, Saint Louis University, 3507 Laclede Avenue, Saint Louis, Missouri 63103 USA.
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Saski CA, Feltus FA, Staton ME, Blackmon BP, Ficklin SP, Kuhn DN, Schnell RJ, Shapiro H, Motamayor JC. A genetically anchored physical framework for Theobroma cacao cv. Matina 1-6. BMC Genomics 2011; 12:413. [PMID: 21846342 PMCID: PMC3173454 DOI: 10.1186/1471-2164-12-413] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2011] [Accepted: 08/16/2011] [Indexed: 12/16/2022] Open
Abstract
Background The fermented dried seeds of Theobroma cacao (cacao tree) are the main ingredient in chocolate. World cocoa production was estimated to be 3 million tons in 2010 with an annual estimated average growth rate of 2.2%. The cacao bean production industry is currently under threat from a rise in fungal diseases including black pod, frosty pod, and witches' broom. In order to address these issues, genome-sequencing efforts have been initiated recently to facilitate identification of genetic markers and genes that could be utilized to accelerate the release of robust T. cacao cultivars. However, problems inherent with assembly and resolution of distal regions of complex eukaryotic genomes, such as gaps, chimeric joins, and unresolvable repeat-induced compressions, have been unavoidably encountered with the sequencing strategies selected. Results Here, we describe the construction of a BAC-based integrated genetic-physical map of the T. cacao cultivar Matina 1-6 which is designed to augment and enhance these sequencing efforts. Three BAC libraries, each comprised of 10× coverage, were constructed and fingerprinted. 230 genetic markers from a high-resolution genetic recombination map and 96 Arabidopsis-derived conserved ortholog set (COS) II markers were anchored using pooled overgo hybridization. A dense tile path consisting of 29,383 BACs was selected and end-sequenced. The physical map consists of 154 contigs and 4,268 singletons. Forty-nine contigs are genetically anchored and ordered to chromosomes for a total span of 307.2 Mbp. The unanchored contigs (105) span 67.4 Mbp and therefore the estimated genome size of T. cacao is 374.6 Mbp. A comparative analysis with A. thaliana, V. vinifera, and P. trichocarpa suggests that comparisons of the genome assemblies of these distantly related species could provide insights into genome structure, evolutionary history, conservation of functional sites, and improvements in physical map assembly. A comparison between the two T. cacao cultivars Matina 1-6 and Criollo indicates a high degree of collinearity in their genomes, yet rearrangements were also observed. Conclusions The results presented in this study are a stand-alone resource for functional exploitation and enhancement of Theobroma cacao but are also expected to complement and augment ongoing genome-sequencing efforts. This resource will serve as a template for refinement of the T. cacao genome through gap-filling, targeted re-sequencing, and resolution of repetitive DNA arrays.
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Affiliation(s)
- Christopher A Saski
- Subtropical Horticulture Research Station, USDA-ARS, 13601 Old Culter Road, Miami, FL 33158, USA
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8
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Feltus FA, Saski CA, Mockaitis K, Haiminen N, Parida L, Smith Z, Ford J, Staton ME, Ficklin SP, Blackmon BP, Cheng CH, Schnell RJ, Kuhn DN, Motamayor JC. Sequencing of a QTL-rich region of the Theobroma cacao genome using pooled BACs and the identification of trait specific candidate genes. BMC Genomics 2011; 12:379. [PMID: 21794110 PMCID: PMC3154204 DOI: 10.1186/1471-2164-12-379] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2011] [Accepted: 07/27/2011] [Indexed: 11/25/2022] Open
Abstract
Background BAC-based physical maps provide for sequencing across an entire genome or a selected sub-genomic region of biological interest. Such a region can be approached with next-generation whole-genome sequencing and assembly as if it were an independent small genome. Using the minimum tiling path as a guide, specific BAC clones representing the prioritized genomic interval are selected, pooled, and used to prepare a sequencing library. Results This pooled BAC approach was taken to sequence and assemble a QTL-rich region, of ~3 Mbp and represented by twenty-seven BACs, on linkage group 5 of the Theobroma cacao cv. Matina 1-6 genome. Using various mixtures of read coverages from paired-end and linear 454 libraries, multiple assemblies of varied quality were generated. Quality was assessed by comparing the assembly of 454 reads with a subset of ten BACs individually sequenced and assembled using Sanger reads. A mixture of reads optimal for assembly was identified. We found, furthermore, that a quality assembly suitable for serving as a reference genome template could be obtained even with a reduced depth of sequencing coverage. Annotation of the resulting assembly revealed several genes potentially responsible for three T. cacao traits: black pod disease resistance, bean shape index, and pod weight. Conclusions Our results, as with other pooled BAC sequencing reports, suggest that pooling portions of a minimum tiling path derived from a BAC-based physical map is an effective method to target sub-genomic regions for sequencing. While we focused on a single QTL region, other QTL regions of importance could be similarly sequenced allowing for biological discovery to take place before a high quality whole-genome assembly is completed.
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Affiliation(s)
- Frank A Feltus
- Clemson University Genomics Institute, Clemson University, 51 New Cherry Street, Clemson, SC 29634, USA.
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Wood JE, Allaway D, Boult E, Scott IM. Operationally Realistic Validation for Prediction of Cocoa Sensory Qualities by High-Throughput Mass Spectrometry. Anal Chem 2010; 82:6048-55. [DOI: 10.1021/ac1006393] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Jacqueline E. Wood
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, SY23 3DA, U.K. and Mars Chocolate UK Ltd, Slough, SL1 4JX, U.K
| | - David Allaway
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, SY23 3DA, U.K. and Mars Chocolate UK Ltd, Slough, SL1 4JX, U.K
| | - Emma Boult
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, SY23 3DA, U.K. and Mars Chocolate UK Ltd, Slough, SL1 4JX, U.K
| | - Ian M. Scott
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, SY23 3DA, U.K. and Mars Chocolate UK Ltd, Slough, SL1 4JX, U.K
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10
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Privat I, Foucrier S, Prins A, Epalle T, Eychenne M, Kandalaft L, Caillet V, Lin C, Tanksley S, Foyer C, Mccarthy J. Differential regulation of grain sucrose accumulation and metabolism in Coffea arabica (Arabica) and Coffea canephora (Robusta) revealed through gene expression and enzyme activity analysis. THE NEW PHYTOLOGIST 2008; 178:781-797. [PMID: 18384509 DOI: 10.1111/j.1469-8137.2008.02425.x] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
* 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.
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Affiliation(s)
- Isabelle Privat
- Centre de Recherche Nestlé, 101 Av. Gustave Eiffel, Notre Dame d'Oé, BP 49716-37097 Tours, France
| | - Séverine Foucrier
- Centre de Recherche Nestlé, 101 Av. Gustave Eiffel, Notre Dame d'Oé, BP 49716-37097 Tours, France
| | - Anneke Prins
- School of Agriculture, Food and Rural Development, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Thibaut Epalle
- Centre de Recherche Nestlé, 101 Av. Gustave Eiffel, Notre Dame d'Oé, BP 49716-37097 Tours, France
| | - Magali Eychenne
- Centre de Recherche Nestlé, 101 Av. Gustave Eiffel, Notre Dame d'Oé, BP 49716-37097 Tours, France
| | - Laurianne Kandalaft
- Centre de Recherche Nestlé, 101 Av. Gustave Eiffel, Notre Dame d'Oé, BP 49716-37097 Tours, France
| | - Victoria Caillet
- Centre de Recherche Nestlé, 101 Av. Gustave Eiffel, Notre Dame d'Oé, BP 49716-37097 Tours, France
| | - Chenwei Lin
- Department of Plant Breeding, 248 Emerson, Cornell University, Ithaca, NY 14853, USA
| | - Steve Tanksley
- Department of Plant Breeding, 248 Emerson, Cornell University, Ithaca, NY 14853, USA
| | - Christine Foyer
- School of Agriculture, Food and Rural Development, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - James Mccarthy
- Centre de Recherche Nestlé, 101 Av. Gustave Eiffel, Notre Dame d'Oé, BP 49716-37097 Tours, France
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11
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Lopes R, Lopes MTG, Carneiro MS, Matta FDP, Camargo LEA, Vieira MLC. Linkage and mapping of resistance genes to Xanthomonas axonopodis pv. passiflorae in yellow passion fruit. Genome 2006; 49:17-29. [PMID: 16462898 DOI: 10.1139/g05-081] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The cultivated passion fruit (Passiflora edulis f. flavicarpa) is a cross-pollinated species native to South America. In the current study, a segregating F1 population derived from a single cross between the clones IAPAR-06 and IAPAR-123 was used to construct AFLP-based linkage maps and to map resistance genes to bacterial spot caused by Xanthomonas axonopodis pv. passiflorae. Linkage analysis was performed by the 2-way pseudo-testcross mapping method using markers that segregated in a 1:1 ratio. The IAPAR-06 linkage map was constructed using 115 markers, 112 of which were allocated to 9 linkage groups (LG) covering 790.2 cM. The map of IAPAR-123 was constructed using 140 markers, 138 of which were allocated to 9 LG covering 488.9 cM. In both maps, clusters of markers were detected, indicating that the AFLP markers were not distributed at random. Bacterial resistance was assessed by measuring the diseased leaf area after wound-inoculating the leaves of F1 plants. Quantitative resistance loci (QRLs) mapping was carried out by composite interval mapping and 1 QRL was detected, which explained 15.8% of the total phenotypic variation. The possibility of considering these data for marker-assisted selection in passion fruit breeding programs is discussed.
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12
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Simkin AJ, Qian T, Caillet V, Michoux F, Ben Amor M, Lin C, Tanksley S, McCarthy J. Oleosin gene family of Coffea canephora: quantitative expression analysis of five oleosin genes in developing and germinating coffee grain. JOURNAL OF PLANT PHYSIOLOGY 2006; 163:691-708. [PMID: 16442665 DOI: 10.1016/j.jplph.2005.11.008] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2005] [Accepted: 11/02/2005] [Indexed: 05/06/2023]
Abstract
Coffee grains have an oil content between 10% and 16%, with these values associated with Coffea canephora (robusta) and C. arabica (arabica), respectively. As the majority of the oil stored in oil seeds is contained in specific structures called oil bodies, we were interested in determining whether there are any differences in the expression of the main oil body proteins, the oleosins, between the robusta and arabica varieties. Here, we present the isolation, characterization and quantitative expression analysis of six cDNAs representing five genes of the coffee oleosin family (CcOLE-1 to CcOLE-5) and one gene of the steroleosin family (CcSTO-1). Each coffee oleosin cDNA encodes for the signature structure for oleosins, a long hydrophobic central sequence containing a proline KNOT motif. Sequence analysis also indicates that the C-terminal domain of CcOLE-1, CcOLE-3 and CcOLE-5 contain an 18-residue sequence typical of H-form oleosins. Quantitative RT-PCR showed that the transcripts of all five oleosins were predominantly expressed during grain maturation in robusta and arabica grain, with CcOLE-1 and CcOLE-2 being more highly expressed. While the relative expression levels of the five oleosins were similar for robusta and arabica, significant differences in the absolute levels of expression were found between the two species. Quantitative analysis of oleosin transcripts in germinating arabica grain generally showed that the levels of these transcripts were lower in the grain after drying, and then further decreased during germination, except for a small spike of expression for CcOLE-2 early in germination. In contrast, the levels of CcSTO-1 transcripts remained relatively constant during germination, in agreement with suggestions that this protein is actively involved in the process of oil body turnover. Finally, we discuss the implications of the coffee oleosin expression data presented relative to the predicted roles for the different coffee oleosins during development and germination.
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Affiliation(s)
- Andrew J Simkin
- Centre de Recherche Nestlé, 101 Av. Gustave Eiffel, Notre Dame d'Oé, BP 49716-37097 Tours, France
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13
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HINNIGER CÉCILE, CAILLET VICTORIA, MICHOUX FRANCK, BEN AMOR MOHAMED, TANKSLEY STEVE, LIN CHENWEI, MCCARTHY JAMES. Isolation and characterization of cDNA encoding three dehydrins expressed during Coffea canephora (Robusta) grain development. ANNALS OF BOTANY 2006; 97:755-65. [PMID: 16504969 PMCID: PMC2803416 DOI: 10.1093/aob/mcl032] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
BACKGROUND AND AIMS Dehydrins, or group 2 late embryogenic abundant proteins (LEA), are hydrophilic Gly-rich proteins that are induced in vegetative tissues in response to dehydration, elevated salt, and low temperature, in addition to being expressed during the late stages of seed maturation. With the aim of characterizing and studying genes involved in osmotic stress tolerance in coffee, several full-length cDNA-encoding dehydrins (CcDH1, CcDH2 and CcDH3) and an LEA protein (CcLEA1) from Coffea canephora (robusta) were isolated and characterized. METHODS The protein sequences deduced from the full-length cDNA were analysed to classify each dehydrin/LEA gene product and RT-PCR was used to determine the expression pattern of all four genes during pericarp and grain development, and in several other tissues of C. arabica and C. canephora. Primer-assisted genome walking was used to isolate the promoter region of the grain specific dehydrin gene (CcDH2). KEY RESULTS The CcDH1 and CcDH2 genes encode Y(3)SK(2) dehydrins and the CcDH3 gene encodes an SK(3) dehydrin. CcDH1 and CcDH2 are expressed during the final stages of arabica and robusta grain development, but only the CcDH1 transcripts are clearly detected in other tissues such as pericarp, leaves and flowers. CcDH3 transcripts are also found in developing arabica and robusta grain, in addition to being detected in pericarp, stem, leaves and flowers. CcLEA1 transcripts were only detected during a brief period of grain development. Finally, over 1 kb of genomic sequence potentially encoding the entire grain-specific promoter region of the CcDH2 gene was isolated and characterized. CONCLUSIONS cDNA sequences for three dehydrins and one LEA protein have been obtained and the expression of the associated genes has been determined in various tissues of arabica and robusta coffees. Because induction of dehydrin gene expression is associated with osmotic stress in other plants, the dehydrin sequences presented here will facilitate future studies on the induction and control of the osmotic stress response in coffee. The unique expression pattern observed for CcLEA1, and the expression of a related gene in other plants, suggests that this gene may play an important role in the development of grain endosperm tissue. Genomic DNA containing the grain-specific CcDH2 promoter region has been cloned. Sequence analysis indicates that this promoter contains several putative regulatory sites implicated in the control of both seed- and osmotic stress-specific gene expression. Thus, the CcDH2 promoter is likely to be a useful tool for basic studies on the control of gene expression during both grain maturation and osmotic stress in coffee.
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Affiliation(s)
- CÉCILE HINNIGER
- Nestlé Research Center, Tours, 101, Avenue Gustave Eiffel, BP 49716, 37097 Tours Cedex 2, France and Department of Plant Breeding and Genetics, Department of Plant Biology, Cornell University, Ithaca, NY 14853, USA
| | - VICTORIA CAILLET
- Nestlé Research Center, Tours, 101, Avenue Gustave Eiffel, BP 49716, 37097 Tours Cedex 2, France and Department of Plant Breeding and Genetics, Department of Plant Biology, Cornell University, Ithaca, NY 14853, USA
| | - FRANCK MICHOUX
- Nestlé Research Center, Tours, 101, Avenue Gustave Eiffel, BP 49716, 37097 Tours Cedex 2, France and Department of Plant Breeding and Genetics, Department of Plant Biology, Cornell University, Ithaca, NY 14853, USA
| | - MOHAMED BEN AMOR
- Nestlé Research Center, Tours, 101, Avenue Gustave Eiffel, BP 49716, 37097 Tours Cedex 2, France and Department of Plant Breeding and Genetics, Department of Plant Biology, Cornell University, Ithaca, NY 14853, USA
| | - STEVE TANKSLEY
- Nestlé Research Center, Tours, 101, Avenue Gustave Eiffel, BP 49716, 37097 Tours Cedex 2, France and Department of Plant Breeding and Genetics, Department of Plant Biology, Cornell University, Ithaca, NY 14853, USA
| | - CHENWEI LIN
- Nestlé Research Center, Tours, 101, Avenue Gustave Eiffel, BP 49716, 37097 Tours Cedex 2, France and Department of Plant Breeding and Genetics, Department of Plant Biology, Cornell University, Ithaca, NY 14853, USA
| | - JAMES MCCARTHY
- Nestlé Research Center, Tours, 101, Avenue Gustave Eiffel, BP 49716, 37097 Tours Cedex 2, France and Department of Plant Breeding and Genetics, Department of Plant Biology, Cornell University, Ithaca, NY 14853, USA
- For correspondence. E-mail
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14
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Pugh T, Fouet O, Risterucci AM, Brottier P, Abouladze M, Deletrez C, Courtois B, Clement D, Larmande P, N'Goran JAK, Lanaud C. A new cacao linkage map based on codominant markers: development and integration of 201 new microsatellite markers. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2004; 108:1151-61. [PMID: 14760486 DOI: 10.1007/s00122-003-1533-4] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2003] [Accepted: 11/10/2003] [Indexed: 05/08/2023]
Abstract
A linkage map of cacao based on codominant markers has been constructed by integrating 201 new simple sequence repeats (SSR) developed in this study with a number of isoenzymes, restriction fragment length polymorphisms (RFLP), microsatellite markers and resistance and defence gene analogs (Rgenes-RFLP) previously mapped in cacao. A genomic library enriched for (GA)(n) and (CA)(n) was constructed, and 201 new microsatellite loci were mapped on 135 individuals from the same mapping population used to establish the first reference maps. This progeny resulted from a cross between two heterozygous cacao clones: an Upper-Amazon Forastero (UPA 402) and a Trinitario (UF 676). The new map contains 465 markers (268 SSRs, 176 RFLPs, five isoenzymes and 16 Rgenes-RFLP) arranged in ten linkage groups corresponding to the haploid chromosome number of cacao. Its length is 782.8 cM, with an average interval distance between markers of 1.7 cM. The new microsatellite markers were distributed throughout all linkage groups of the map, but their distribution was not random. The length of the map established with only SSRs was 769.6 cM, representing 94.8% of the total map. The current level of genome coverage is approximately one microsatellite every 3 cM. This new reference map provides a set of useful markers that is transferable across different mapping populations and will allow the identification and comparison of the most important regions involved in the variation of the traits of interest and the development of marker-assisted selection strategies.
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Affiliation(s)
- T Pugh
- UMR 1096, CIRAD-BIOTROP, TA 40/03, 34398, Montpellier Cedex 5, France.
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15
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Oliveira RPD, Aguilar-Vildoso CI, Cristofani M, Machado MA. Skewed RAPD markers in linkage maps of Citrus. Genet Mol Biol 2004. [DOI: 10.1590/s1415-47572004000300021] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
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16
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Pridmore RD, Crouzillat D, Walker C, Foley S, Zink R, Zwahlen MC, Brüssow H, Pétiard V, Mollet B. Genomics, molecular genetics and the food industry. J Biotechnol 2000; 78:251-8. [PMID: 10751686 DOI: 10.1016/s0168-1656(00)00202-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
The production of foods for an increasingly informed and selective consumer requires the coordinated activities of the various branches of the food chain in order to provide convenient, wholesome, tasty, safe and affordable foods. Also, the size and complexity of the food sector ensures that no single player can control a single process from seed production, through farming and processing to a final product marketed in a retail outlet. Furthermore, the scientific advances in genome research and their exploitation via biotechnology is leading to a technology driven revolution that will have advantages for the consumer and food industry alike. The segment of food processing aids, namely industrial enzymes which have been enhanced by the use of biotechnology, has proven invaluable in the production of enzymes with greater purity and flexibility while ensuring a sustainable and cheap supply. Such enzymes produced in safe GRAS microorganisms are available today and are being used in the production of foods. A second rapidly evolving segment that is already having an impact on our foods may be found in the new genetically modified crops. While the most notorious examples today were developed by the seed companies for the agro-industry directed at the farming sector for cost saving production of the main agronomical products like soya and maize, its benefits are also being seen in the reduced use of herbicides and pesticides which will have long term benefits for the environment. Technology-driven advances for the food processing industry and the consumer are being developed and may be divided into two separate sectors that will be presented in greater detail: 1. The application of genome research and biotechnology to the breeding and development of improved plants. This may be as an aid for the cataloging of industrially important plant varieties, the rapid identification of key quality traits for enhanced classical breeding programs, or the genetic modification of important plants for improved processing properties or health characteristics. 2. The development of advanced microorganisms for food fermentations with improved flavor production, health or technological characteristics. Both yeasts and bacteria have been developed that fulfill these requirements, but are as yet not used in the production of foods.
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Affiliation(s)
- R D Pridmore
- Nestec Ltd., Nestlé Research Center, Vers-chez-les-Blanc, 1000, Lausanne, Switzerland.
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