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Ramirez-Ramirez AR, Mirzaei K, Menéndez-Grenot M, Clapé-Borges P, Espinosa-Lopéz G, Bidot-Martínez I, Bertin P. Using ddRADseq to assess the genetic diversity of in-farm and gene bank cacao resources in the Baracoa region, eastern Cuba, for use and conservation purposes. FRONTIERS IN PLANT SCIENCE 2024; 15:1367632. [PMID: 38504901 PMCID: PMC10948478 DOI: 10.3389/fpls.2024.1367632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Accepted: 02/12/2024] [Indexed: 03/21/2024]
Abstract
The Baracoa region, eastern Cuba, hosts around 80 % of the country cacao (Theobroma cacao L.) plantations. Cacao plants in farms are diverse in origin and propagation, with grafted and hybrid plants being the more common ones. Less frequent are plants from cuttings, TSH progeny, and traditional Cuban cacao. A national cacao gene bank is also present in Baracoa, with 282 accessions either prospected in Cuba or introduced from other countries. A breeding program associated with the gene bank started in the 1990s based on agro-morphological descriptors. The genetic diversity of cacao resources in Baracoa has been poorly described, except for traditional Cuban cacao, affecting the proper development of the breeding program and the cacao planting policies in the region. To assess the population structure and genetic diversity of cacao resources in Baracoa region, we genotyped plants from both cacao gene bank (CG) and cacao farms (CF) applying a new ddRADseq protocol for cacao. After data processing, two SNPs datasets containing 11,425 and 6,481 high-quality SNPs were generated with 238 CG and 135 CF plants, respectively. SNPs were unevenly distributed along the 10 cacao chromosomes and laid mainly in noncoding regions of the genome. Population structure analysis with these SNP datasets identified seven and four genetic groups in CG and CF samples, respectively. Clustering using UPGMA and principal component analysis mostly agree with population structure results. Amelonado was the predominant cacao ancestry, accounting for 49.22 % (CG) and 57.73 % (CF) of the total. Criollo, Contamana, Iquitos, and Nanay ancestries were detected in both CG and CF samples, while Nacional and Marañon backgrounds were only identified in CG. Genetic differentiation among CG (FST ranging from 0.071 to 0.407) was higher than among CF genetic groups (FST: 0.093-0.282). Genetic diversity parameters showed similar values for CG and CF samples. The CG and CF genetic groups with the lowest genetic diversity parameters had the highest proportion of Amelonado ancestry. These results should contribute to reinforcing the ongoing breeding program and updating the planting policies on cacao farms, with an impact on the social and economic life of the region.
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Affiliation(s)
- Angel Rafael Ramirez-Ramirez
- Faculty of Agroforestry, University of Guantánamo, Guantánamo, Cuba
- Earth and Life Institute, Université catholique de Louvain (UCLouvain), Louvain-la-neuve, Belgium
| | - Khaled Mirzaei
- Earth and Life Institute, Université catholique de Louvain (UCLouvain), Louvain-la-neuve, Belgium
| | - Miguel Menéndez-Grenot
- Unidad de Ciencia y Técnica de Base-Baracoa / Instituto de Investigaciones Agroforestales (UCTBBaracoa / INAF), Baracoa, Cuba
| | - Pablo Clapé-Borges
- Unidad de Ciencia y Técnica de Base-Baracoa / Instituto de Investigaciones Agroforestales (UCTBBaracoa / INAF), Baracoa, Cuba
| | | | | | - Pierre Bertin
- Earth and Life Institute, Université catholique de Louvain (UCLouvain), Louvain-la-neuve, Belgium
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Zapata-Alvarez A, Bedoya-Vergara C, Porras-Barrientos LD, Rojas-Mora JM, Rodríguez-Cabal HA, Gil-Garzon MA, Martinez-Alvarez OL, Ocampo-Arango CM, Ardila-Castañeda MP, Monsalve-F ZI. Molecular, biochemical, and sensorial characterization of cocoa ( Theobroma cacao L.) beans: A methodological pathway for the identification of new regional materials with outstanding profiles. Heliyon 2024; 10:e24544. [PMID: 38322871 PMCID: PMC10844050 DOI: 10.1016/j.heliyon.2024.e24544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 12/11/2023] [Accepted: 01/10/2024] [Indexed: 02/08/2024] Open
Abstract
Cocoa is an economically important product in Colombia. On-farm germplasm evaluations enable the selection of superior genotypes for propagation and distribution across the country. This study examined 12 cocoa samples from Antioquia along with five reference materials, employing 96 single nucleotide polymorphism (SNP) markers. Furthermore, these genetic findings were correlated with physical, chemical, and sensory attributes. Primary coordinate analysis revealed that the majority of samples were hybrids derived from five original germplasm pools, including Criollo, Amelonado, and three Upper Amazon Forastero cocoas. The integral profile of the 12 selected materials was classified into Modern Criollo (Rodriguez-Medina et al., 2019) [3], Forasteros (Rodriguez-Medina et al., 2019) [3], and Trinitarios (Borja Fajardo et al., 2022) [6]. Three key factors were identified to best account for the sample classification: type of variety, functional properties, and quality.
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Affiliation(s)
- Andrea Zapata-Alvarez
- University of Antioquia, Faculty of Exact and Natural Sciences, Institute of Biology, Agrobiotechnology Research Group, Calle 67 N°. 53 - 108, A.A 1226, Medellín, Colombia
| | - Carolina Bedoya-Vergara
- La Sallista University Corporation, Caldas, Antioquia, Colombia, Food Engineering Research Group, GRIAL, Carrera 51 N°.118 sur 57, Caldas, Antioquia, Colombia
| | - Luis D. Porras-Barrientos
- University of Antioquia, Faculty of Pharmaceutical and Food Sciences, Sensory Science Research Group, Calle 67 N°. 53 - 108, A.A 1226, Medellín, Colombia
| | - Jessica M. Rojas-Mora
- Metropolitan Technological Institute, Faculty of Exact and Applied Sciences, Medellín, Colombia
| | - Héctor A. Rodríguez-Cabal
- University of Antioquia, Faculty of Exact and Natural Sciences, Institute of Biology, Agrobiotechnology Research Group, Calle 67 N°. 53 - 108, A.A 1226, Medellín, Colombia
| | - Maritza A. Gil-Garzon
- La Sallista University Corporation, Caldas, Antioquia, Colombia, Food Engineering Research Group, GRIAL, Carrera 51 N°.118 sur 57, Caldas, Antioquia, Colombia
- Metropolitan Technological Institute, Faculty of Exact and Applied Sciences, Medellín, Colombia
| | - Olga L. Martinez-Alvarez
- University of Antioquia, Faculty of Pharmaceutical and Food Sciences, Sensory Science Research Group, Calle 67 N°. 53 - 108, A.A 1226, Medellín, Colombia
| | - Carlos M. Ocampo-Arango
- University of Antioquia, Faculty of Pharmaceutical and Food Sciences, Sensory Science Research Group, Calle 67 N°. 53 - 108, A.A 1226, Medellín, Colombia
| | - Maurem P. Ardila-Castañeda
- University of Antioquia, Faculty of Pharmaceutical and Food Sciences, Sensory Science Research Group, Calle 67 N°. 53 - 108, A.A 1226, Medellín, Colombia
| | - Zulma I. Monsalve-F
- University of Antioquia, Faculty of Exact and Natural Sciences, Institute of Biology, Agrobiotechnology Research Group, Calle 67 N°. 53 - 108, A.A 1226, Medellín, Colombia
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González-Orozco CE, Porcel M, Yockteng R, Caro-Quintero A, Rodriguez-Medina C, Santander M, Zuluaga M, Soto M, Rodriguez Cortina J, Vaillant FE, Escobar Parra S. Integrating new variables into a framework to support cacao denomination of origin: a case study in Southwest Colombia. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2024; 104:1367-1381. [PMID: 37776152 DOI: 10.1002/jsfa.13016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 09/25/2023] [Accepted: 09/27/2023] [Indexed: 10/01/2023]
Abstract
BACKGROUND Cocoa quality plays a pivotal role in establishing denominations of origin, with genotypes, geography, climate and soil conditions being key variables. However, these factors have not been comprehensively explored in defining cacao denominations of origin. The present study addresses this gap by laying the foundation for cacao denomination of origin, focusing on the Buenaventura region on Colombia's Pacific coast. Our goal is to provide a holistic understanding of the elements underpinning cacao denomination of origin, emphasizing Buenaventura's unique cocoa quality and geographical significance. RESULTS Through the Buenaventura case, we propose a robust framework applicable to other cacao-producing regions, elevating the recognition and value of cacao denomination of origin. Our framework encompasses geography, agronomy, genetics, microbial diversity, pests and diseases and cocoa quality. In a pioneering move, we propose a cacao denomination of origin in Colombia, specifically examining Bajo Calima, Sabaletas and Cisneros within Buenaventura region. Buenaventura stands out for its cocoa quality, characterized by fruity flavors attributed to the rich biodiversity of the lowland rainforest. CONCLUSION Our analysis indicates specific geographical indicators for each of the study zones, with Buenaventura identified as a region with natural characteristics to produce fine flavour cocoa products. Each zone exhibited a high differentiation and diversity of cacao cultivars. Buenaventura has the potential to be designated as a future denomination of origin for cacao from the Pacific region of Colombia, characterized by its unique fruity-aroma chocolates. Our framework is adaptable to other cacao-producing regions, facilitating the establishment of denominations of origin within the cocoa industry and agriculture. © 2023 The Authors. Journal of The Science of Food and Agriculture published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry.
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Affiliation(s)
- Carlos E González-Orozco
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación La Libertad, km 14 via Puerto Lopez, VILLAVICENCIO, Meta, Colombia
| | - Mario Porcel
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación La Libertad, km 14 via Puerto Lopez, VILLAVICENCIO, Meta, Colombia
- Instituto de Investigación y Formación Agraria, Pesquera, Alimentaria y de la Producción Ecológica (IFAPA), Málaga, Spain
| | - Roxana Yockteng
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación Tibaitatá, vía a Mosquera, Bogotá, Colombia
- Departamento de Biología, Facultad de Ciencias, Universidad Nacional de Colombia sede Bogotá, Ciudad Universitaria, Bogotá, Colombia
| | - Alejandro Caro-Quintero
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación Tibaitatá, vía a Mosquera, Bogotá, Colombia
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación La Selva, via Rionegro - Las Palmas, Sector Llano Grande, Rionegro, Colombia
| | - Caren Rodriguez-Medina
- Muséum National d'Histoire Naturelle, UMR-CNRS 7205, Paris, France
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación Palmira, Valle del Cauca, Colombia
| | - Margareth Santander
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación Tibaitatá, vía a Mosquera, Bogotá, Colombia
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación Palmira, Valle del Cauca, Colombia
| | - Martha Zuluaga
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación Tibaitatá, vía a Mosquera, Bogotá, Colombia
| | - Mauricio Soto
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación Tibaitatá, vía a Mosquera, Bogotá, Colombia
| | - Jader Rodriguez Cortina
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación Tibaitatá, vía a Mosquera, Bogotá, Colombia
| | | | - Sebastian Escobar Parra
- Muséum National d'Histoire Naturelle, UMR-CNRS 7205, Paris, France
- Corporación Colombiana de Investigación Agropecuaria - Agrosavia, Centro de Investigación Palmira, Valle del Cauca, Colombia
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Bustamante DE, Motilal LA, Calderon MS, Mahabir A, Oliva M. Genetic diversity and population structure of fine aroma cacao (Theobroma cacao L.) from north Peru revealed by single nucleotide polymorphism (SNP) markers. Front Ecol Evol 2022. [DOI: 10.3389/fevo.2022.895056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Cacao (Theobroma cacao L.) is the basis of the lucrative confectionery industry with “fine or flavour” cocoa attracting higher prices due to desired sensory and quality profiles. The Amazonas Region (north Peru) has a designation of origin, Fine Aroma Cacao, based on sensory quality, productivity and morphological descriptors but its genetic structure and ancestry is underexplored. We genotyped 143 Fine Aroma Cacao trees from northern Peru (Bagua, Condorcanqui, Jaén, Mariscal Cáceres, and Utcubamba; mainly Amazonas Region), using 192 single nucleotide polymorphic markers. Identity, group, principal coordinate, phylogenetic and ancestry analyses were conducted. There were nine pairs of matched trees giving 134 unique samples. The only match within 1,838 reference cacao profiles was to a putative CCN 51 by a Condorcanqui sample. The “Peru Uniques” group was closest to Nacional and Amelonado-Nacional genetic clusters based on FST analysis. The provinces of Bagua and Utcubamba were genetically identical (Dest = 0.001; P = 0.285) but differed from Condorcanqui (Dest = 0.016–0.026; P = 0.001–0.006). Sixty-five (49%) and 39 (29%) of the Peru Uniques were mixed from three and four genetic clusters, respectively. There was a common and strong Nacional background with 104 individuals having at least 30% Nacional ancestry. The fine aroma of cacao from Northern Peru is likely due to the prevalent Nacional background with some contribution from Criollo. A core set of 53 trees was identified. These findings are used to support the continuance of the fine or flavour industry in Peru.
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Wang Z, Da W, Negi CS, Ghimire PL, Wangdi K, Yadav PK, Pubu Z, Lama L, Yarpel K, Maunsell SC, Liu Y, Kunte K, Bawa KS, Yang D, Pierce NE. Profiling, monitoring and conserving caterpillar fungus in the Himalayan region using anchored hybrid enrichment markers. Proc Biol Sci 2022; 289:20212650. [PMID: 35473372 PMCID: PMC9043734 DOI: 10.1098/rspb.2021.2650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
The collection of caterpillar fungus accounts for 50–70% of the household income of thousands of Himalayan communities and has an estimated market value of $5–11 billion across Asia. However, Himalayan collectors are at multiple economic disadvantages compared with collectors on the Tibetan Plateau because their product is not legally recognized. Using a customized hybrid-enrichment probe set and market-grade caterpillar fungus (with samples up to 30 years old) from 94 production zones across Asia, we uncovered clear geography-based signatures of historical dispersal and significant isolation-by-distance among caterpillar fungus hosts. This high-throughput approach can readily distinguish samples from major production zones with definitive geographical resolution, especially for samples from the Himalayan region that form monophyletic clades in our analysis. Based on these results, we propose a two-step procedure to help local communities authenticate their produce and improve this multi-national trade-route without creating opportunities for illegal exports and other forms of economic exploitation. We argue that policymakers and conservation practitioners must encourage the fair trade of caterpillar fungus in addition to sustainable harvesting to support a trans-boundary conservation effort that is much needed for this natural commodity in the Himalayan region.
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Affiliation(s)
- Zhengyang Wang
- Department of Organismic and Evolutionary Biology and Museum of Comparative Zoology, Harvard University, 26 Oxford Street, Cambridge, MA 02138, USA
| | - Wa Da
- Tibetan Plateau Institute of Biology, Tibet Autonomous Region, Lhasa 850001, People's Republic of China
| | - Chandra Singh Negi
- Department of Zoology, M B Government Postgraduate College, Haldwani (Nainital) 263139, Uttarakhand, India
| | - Puspa Lal Ghimire
- Asia Network for Sustainable Agriculture and Bioresources (ANSAB), Baneshwor, Kathmandu, Nepal
| | - Karma Wangdi
- Ugyen Wangchuck Institute for Conservation and Environmental Research, Lamai Goempa, Bumthang, Jakar 32001, Bhutan
| | - Pramod K Yadav
- Department of Parks, Recreation, and Tourism Management, Clemson University, Clemson, SC 29634-0735, USA
| | - Zhuoma Pubu
- Tibetan Plateau Institute of Biology, Tibet Autonomous Region, Lhasa 850001, People's Republic of China
| | - Laiku Lama
- Himalayan Herbs Traders, Baluwatar-4 Bagta Marga 161, Kathmandu, Nepal
| | | | - Sarah C Maunsell
- Department of Organismic and Evolutionary Biology and Museum of Comparative Zoology, Harvard University, 26 Oxford Street, Cambridge, MA 02138, USA
| | - Yong Liu
- Institute of Plant Protection, Sichuan Academy of Agricultural Sciences, Chengdu 610066, People's Republic of China
| | - Krushnamegh Kunte
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bengaluru 560065, India
| | - Kamaljit S Bawa
- University of Massachusetts, Boston, MA 02125, USA.,Ashoka Trust for Research in Ecology and the Environment, Bangalore 560024, India
| | - Darong Yang
- Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Mengla, Yunnan 666303, People's Republic of China
| | - Naomi E Pierce
- Department of Organismic and Evolutionary Biology and Museum of Comparative Zoology, Harvard University, 26 Oxford Street, Cambridge, MA 02138, USA
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Development of real-time PCR methods for cocoa authentication in processed cocoa-derived products. Food Control 2022. [DOI: 10.1016/j.foodcont.2021.108414] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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7
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Fanelli V, Mascio I, Miazzi MM, Savoia MA, De Giovanni C, Montemurro C. Molecular Approaches to Agri-Food Traceability and Authentication: An Updated Review. Foods 2021; 10:1644. [PMID: 34359514 PMCID: PMC8306823 DOI: 10.3390/foods10071644] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Revised: 07/12/2021] [Accepted: 07/15/2021] [Indexed: 12/14/2022] Open
Abstract
In the last decades, the demand for molecular tools for authenticating and tracing agri-food products has significantly increased. Food safety and quality have gained an increased interest for consumers, producers, and retailers, therefore, the availability of analytical methods for the determination of food authenticity and the detection of major adulterations takes on a fundamental role. Among the different molecular approaches, some techniques such as the molecular markers-based methods are well established, while some innovative approaches such as isothermal amplification-based methods and DNA metabarcoding have only recently found application in the agri-food sector. In this review, we provide an overview of the most widely used molecular techniques for fresh and processed agri-food authentication and traceability, showing their recent advances and applications and discussing their main advantages and limitations. The application of these techniques to agri-food traceability and authentication can contribute a great deal to the reassurance of consumers in terms of transparency and food safety and may allow producers and retailers to adequately promote their products.
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Affiliation(s)
- Valentina Fanelli
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Via Amendola 165/A, 70126 Bari, Italy; (I.M.); (M.M.M.); (M.A.S.); (C.D.G.); (C.M.)
| | - Isabella Mascio
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Via Amendola 165/A, 70126 Bari, Italy; (I.M.); (M.M.M.); (M.A.S.); (C.D.G.); (C.M.)
| | - Monica Marilena Miazzi
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Via Amendola 165/A, 70126 Bari, Italy; (I.M.); (M.M.M.); (M.A.S.); (C.D.G.); (C.M.)
| | - Michele Antonio Savoia
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Via Amendola 165/A, 70126 Bari, Italy; (I.M.); (M.M.M.); (M.A.S.); (C.D.G.); (C.M.)
| | - Claudio De Giovanni
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Via Amendola 165/A, 70126 Bari, Italy; (I.M.); (M.M.M.); (M.A.S.); (C.D.G.); (C.M.)
| | - Cinzia Montemurro
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Via Amendola 165/A, 70126 Bari, Italy; (I.M.); (M.M.M.); (M.A.S.); (C.D.G.); (C.M.)
- Spin off Sinagri s.r.l., University of Bari Aldo Moro, Via Amendola 165/A, 70126 Bari, Italy
- Institute for Sustainable Plant Protection–Support Unit Bari, National Research Council of Italy (CNR), Via Amendola 122/D, 70126 Bari, Italy
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Common variants of NRG1 and ITGB4 confer risk of Hirschsprung disease in Han Chinese population. J Pediatr Surg 2020; 55:2758-2765. [PMID: 32418639 DOI: 10.1016/j.jpedsurg.2020.04.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/04/2020] [Revised: 04/12/2020] [Accepted: 04/13/2020] [Indexed: 12/16/2022]
Abstract
BACKGROUND Hirschsprung disease (HSCR) is a neurodevelopmental disorder with a strong genetic component. Common variants of NRG1 contributed to HSCR risk in Asians, and rare variants of ERBB2 and ITGB4 were found to be associated with HSCR. ERBB2 and ITGB4 are partners of Nrg1/ErbB pathway, which is important in HSCR pathogenesis. We aimed to investigate whether common variants in NRG1, ERBB2 and ITGB4 were associated with HSCR in Chinese Han population. METHODS We genotype 17 single nucleotide polymorphisms (SNPs) of NRG1, ERBB2 and ITGB4 in 420 HSCR patients and 1665 controls, and performed association analysis. RESULTS We validated associations of two NRG1 SNPs rs7835688 (PAllelic = 2.2 × 10-20, OR = 2.21, 95%CI = 1.86-2.62) and rs16879552 (PAllelic = 5.6 × 10-9, OR = 1.57, 95%CI = 1.35-1.83) with risk to HSCR. SNP rs3744000 located 5' upstream of ITGB4 showed association with HSCR (PAllelic = 2.4 × 10-3, OR = 1.27, 95%CI = 1.09-1.49). Four SNPs of ERBB2 exhibited no association. CONCLUSIONS Our results suggested that common variation of ITGB4 and NRG1 conferred risk to HSCR in Chinese Han population, which further highlighted Nrg-1/ErbB pathway involving in the pathogenesis of HSCR.
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Cruz-Tirado J, Fernández Pierna JA, Rogez H, Barbin DF, Baeten V. Authentication of cocoa (Theobroma cacao) bean hybrids by NIR-hyperspectral imaging and chemometrics. Food Control 2020. [DOI: 10.1016/j.foodcont.2020.107445] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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10
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Stagnati L, Soffritti G, Martino M, Bortolini C, Lanubile A, Busconi M, Marocco A. Cocoa beans and liquor fingerprinting: A real case involving SSR profiling of CCN51 and “Nacional” varieties. Food Control 2020. [DOI: 10.1016/j.foodcont.2020.107392] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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11
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Association of common variation in ADD3 and GPC1 with biliary atresia susceptibility. Aging (Albany NY) 2020; 12:7163-7182. [PMID: 32315284 PMCID: PMC7202506 DOI: 10.18632/aging.103067] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Accepted: 03/29/2020] [Indexed: 02/06/2023]
Abstract
Biliary atresia (BA) is an idiopathic neonatal cholestatic disease. Recent genome-wide association study (GWAS) revealed that common variation of ADD3, GPC1, ARF6, and EFEMP1 gene was associated with BA susceptibility. We aimed to evaluate the association of these genes with BA in Chinese population. Twenty single nucleotide polymorphisms (SNPs) in these four genes were genotyped in 340 BA patients and 1,665 controls. Three SNPs in ADD3 were significantly associated with BA, and rs17095355 was the top SNP (PAllele = 3.23×10-6). Meta-analysis of published data and current data indicated that rs17095355 was associated with BA susceptibility in Asians and Caucasians. Three associated SNPs were expression quantitative trait loci (eQTL) for ADD3. Two GPC1 SNPs in high linkage disequilibrium (LD) showed nominal association with BA susceptibility (PAllele = 0.03 for rs6707262 and PAllele = 0.04 for rs6750380), and were eQTL of GPC1. Haplotype harboring these two SNPs almost reached the study-wide significance (P = 0.0035). No association for ARF6 and EFEMP1 was found with BA risk in the current population. Our study validated associations of ADD3 and GPC1 SNPs with BA risk in Chinese population and provided evidence of epistatic contributions of genetic factors to BA susceptibility.
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Mahabir A, Motilal LA, Gopaulchan D, Ramkissoon S, Sankar A, Umaharan P. Development of a core SNP panel for cacao ( Theobroma cacao L.) identity analysis. Genome 2019; 63:103-114. [PMID: 31682479 DOI: 10.1139/gen-2019-0071] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Single nucleotide polymorphisms (SNPs) are preferred markers for DNA fingerprinting and diversity studies in cacao (Theobroma cacao L.). Yet, a consensus SNP panel with a minimum number of SNPs for optimal identity analysis is unavailable for cacao. An initial set of 146 SNP panels of varying sizes were assembled based on heterozygosity, linkage disequilibrium (LD), linkage group (LG) distribution, major allele frequency, minor allele frequency (MiAF), polymorphism information content (PIC), and random distribution. These panels were assessed to determine their ability to distinguish among a training set of 155 accessions. The panels with the best separation ability were supplemented with additional SNPs to create 16 designer panels, which separated all 155 accessions. The 16 designer SNP panels were then assessed on a dataset of 1220 accessions coming from 10 ancestral groups. Increasing the number of SNPs generally yielded improved resolution of genetic identities with concomitant reduction of synonymous groups. The number and choice of SNPs were critical factors with LD, MiAF, and PIC being important selection attributes but an even LG distribution was unnecessary. A robust set of 96 SNPs is recommended as a minimal core SNP panel for cacao DNA fingerprinting to the international cacao community.
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Affiliation(s)
- Amrita Mahabir
- Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago.,Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago
| | - Lambert A Motilal
- Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago.,Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago
| | - David Gopaulchan
- Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago.,Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago
| | - Saila Ramkissoon
- Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago.,Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago
| | - Antoinette Sankar
- Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago.,Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago
| | - Pathmanathan Umaharan
- Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago.,Cocoa Research Centre, Sir Frank Stockdale Bldg., The University of the West Indies, St. Augustine, 330912, Trinidad, Trinidad and Tobago
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13
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De Wever J, Everaert H, Coppieters F, Rottiers H, Dewettinck K, Lefever S, Messens K. The development of a novel SNP genotyping assay to differentiate cacao clones. Sci Rep 2019; 9:9512. [PMID: 31267023 PMCID: PMC6606624 DOI: 10.1038/s41598-019-45884-8] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2018] [Accepted: 06/14/2019] [Indexed: 12/01/2022] Open
Abstract
In this study, a double-mismatch allele-specific (DMAS) qPCR SNP genotyping method has been designed, tested and validated specifically for cacao, using 65 well annotated international cacao reference accessions retrieved from the Center for Forestry Research and Technology Transfer (CEFORTT) and the International Cocoa Quarantine Centre (ICQC). In total, 42 DMAS-qPCR SNP genotyping assays have been validated, with a 98.05% overall efficiency in calling the correct genotype. In addition, the test allowed for the identification of 15.38% off-types and two duplicates, highlighting the problem of mislabeling in cacao collections and the need for conclusive genotyping assays. The developed method showed on average a high genetic diversity (He = 0.416) and information index (I = 0.601), making it applicable to assess intra-population variation. Furthermore, only the 13 most informative markers were needed to achieve maximum differentiation. This simple, effective method provides robust and accurate genotypic data which allows for more efficient resource management (e.g. tackling mislabeling, conserving valuable genetic material, parentage analysis, genetic diversity studies), thus contributing to an increased knowledge on the genetic background of cacao worldwide. Notably, the described method can easily be integrated in other laboratories for a wide range of objectives and organisms.
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Affiliation(s)
- Jocelyn De Wever
- Research unit Molecular Biology, Department of Biotechnology, Faculty of Bioscience Engineering, Ghent University, Ghent, 9000, Belgium. .,Center for Medical Genetics Ghent (CMGG), Ghent University Hospital, Ghent, 9000, Belgium.
| | - Helena Everaert
- Research unit Molecular Biology, Department of Biotechnology, Faculty of Bioscience Engineering, Ghent University, Ghent, 9000, Belgium.,Laboratory of Food Technology and Engineering (FTE), Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Ghent, 9000, Belgium
| | - Frauke Coppieters
- Center for Medical Genetics Ghent (CMGG), Ghent University Hospital, Ghent, 9000, Belgium
| | - Hayley Rottiers
- Research unit Molecular Biology, Department of Biotechnology, Faculty of Bioscience Engineering, Ghent University, Ghent, 9000, Belgium.,Laboratory of Food Technology and Engineering (FTE), Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Ghent, 9000, Belgium
| | - Koen Dewettinck
- Laboratory of Food Technology and Engineering (FTE), Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Ghent, 9000, Belgium
| | - Steve Lefever
- Center for Medical Genetics Ghent (CMGG), Ghent University Hospital, Ghent, 9000, Belgium.,Cancer Research Institute Ghent (CRIG), Ghent University, Ghent, 9000, Belgium.,Bioinformatics Institute Ghent (BIG), Ghent University, Ghent, 9000, Belgium
| | - Kathy Messens
- Research unit Molecular Biology, Department of Biotechnology, Faculty of Bioscience Engineering, Ghent University, Ghent, 9000, Belgium
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14
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Wickramasuriya AM, Dunwell JM. Cacao biotechnology: current status and future prospects. PLANT BIOTECHNOLOGY JOURNAL 2018; 16:4-17. [PMID: 28985014 PMCID: PMC5785363 DOI: 10.1111/pbi.12848] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2017] [Revised: 09/25/2017] [Accepted: 09/28/2017] [Indexed: 05/03/2023]
Abstract
Theobroma cacao-The Food of the Gods, provides the raw material for the multibillion dollar chocolate industry and is also the main source of income for about 6 million smallholders around the world. Additionally, cocoa beans have a number of other nonfood uses in the pharmaceutical and cosmetic industries. Specifically, the potential health benefits of cocoa have received increasing attention as it is rich in polyphenols, particularly flavonoids. At present, the demand for cocoa and cocoa-based products in Asia is growing particularly rapidly and chocolate manufacturers are increasing investment in this region. However, in many Asian countries, cocoa production is hampered due to many reasons including technological, political and socio-economic issues. This review provides an overview of the present status of global cocoa production and recent advances in biotechnological applications for cacao improvement, with special emphasis on genetics/genomics, in vitro embryogenesis and genetic transformation. In addition, in order to obtain an insight into the latest innovations in the commercial sector, a survey was conducted on granted patents relating to T. cacao biotechnology.
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Affiliation(s)
| | - Jim M. Dunwell
- School of Agriculture, Policy and DevelopmentUniversity of ReadingReadingUK
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15
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Osorio-Guarín JA, Berdugo-Cely J, Coronado RA, Zapata YP, Quintero C, Gallego-Sánchez G, Yockteng R. Colombia a Source of Cacao Genetic Diversity As Revealed by the Population Structure Analysis of Germplasm Bank of Theobroma cacao L. FRONTIERS IN PLANT SCIENCE 2017; 8:1994. [PMID: 29209353 PMCID: PMC5702303 DOI: 10.3389/fpls.2017.01994] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2017] [Accepted: 11/06/2017] [Indexed: 05/17/2023]
Abstract
Beans of the species Theobroma cacao L., also known as cacao, are the raw material to produce chocolate. Colombian cacao has been classified as a fine flavor cacao that represents the 5% of cacao world's production. Colombian genetic resources from this species are conserved in ex situ and in-field germplasm banks, since T. cacao has recalcitrant seeds to desication and long-term storage. Currently, the collection of T. cacao of the Colombian Corporation of Agricultural Research (CORPOICA) has approximately 700 germplasm accessions. We conducted a molecular analysis of Corpoica's cacao collection and a morphological characterization of some accessions with the goal to study its genetic diversity and population structure and, to select interesting accessions for the cacao's breeding program. Phenotypic evaluation was performed based on 18 morphological traits and 4 biochemical traits. PCA analysis of morphological traits explained 60.6% of the total variation in seven components and 100% of the total variation of biochemical traits in four components, grouping the collection in 4 clusters for both variables. We explored 565 accessions from Corpoica's germplasm and 252 accessions from reference populations using 96 single nucleotide polymorphism (SNP) molecular markers. Molecular patterns of cacao Corpoica's collection were obtained amplifying specific alleles in a Fluidigm platform that used integrated circuits of fluids. Corpoica's collection showed highest genetic diversity [Expected Heterozygosity (HE = 0.314), Observed Heterozygosity (HO = 0.353)] that is reduced when reference populations were included in the dataset (HE = 0.294, HO = 0.261). The collection was divided into four clusters based on population structure analysis. Cacao accessions from distinct groups showed some taxonomic concordance and reflected their geographic origins. For instance, accessions classified as Criollo were clearly differentiated in one group and we identified two new Colombian genetic groups. Using a number of allelic variations based on 87 SNP markers and 22 different morphological/biochemical traits, a core collection with a total of 232 accessions was selected as a primary genetic resource for cacao breeders.
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Affiliation(s)
- Jaime A. Osorio-Guarín
- Centro de Investigación Tibaitatá, Corporación Colombiana de Investigación Agropecuaria – Corpoica, Cundinamarca, Colombia
| | - Jhon Berdugo-Cely
- Centro de Investigación Tibaitatá, Corporación Colombiana de Investigación Agropecuaria – Corpoica, Cundinamarca, Colombia
| | - Roberto Antonio Coronado
- Centro de Investigación Tibaitatá, Corporación Colombiana de Investigación Agropecuaria – Corpoica, Cundinamarca, Colombia
| | | | | | | | - Roxana Yockteng
- Centro de Investigación Tibaitatá, Corporación Colombiana de Investigación Agropecuaria – Corpoica, Cundinamarca, Colombia
- Institut de Systématique, Evolution, Biodiversité-UMR-CNRS 7205, National Museum of Natural History, Paris, France
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16
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Fang W, Meinhardt LW, Tan H, Zhou L, Mischke S, Wang X, Zhang D. Identification of the varietal origin of processed loose-leaf tea based on analysis of a single leaf by SNP nanofluidic array. ACTA ACUST UNITED AC 2016. [DOI: 10.1016/j.cj.2016.02.001] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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17
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18
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Härmä H, Peltomaa R, Pihlasalo S. Lanthanide Label Array Method for Identification and Adulteration of Honey and Cacao. Anal Chem 2015; 87:6451-4. [DOI: 10.1021/acs.analchem.5b01101] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Harri Härmä
- Cell Biology and Anatomy,
Institute of Biomedicine, University of Turku, Turku 20520, Finland
| | - Riikka Peltomaa
- Cell Biology and Anatomy,
Institute of Biomedicine, University of Turku, Turku 20520, Finland
| | - Sari Pihlasalo
- Cell Biology and Anatomy,
Institute of Biomedicine, University of Turku, Turku 20520, Finland
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19
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Livingstone D, Royaert S, Stack C, Mockaitis K, May G, Farmer A, Saski C, Schnell R, Kuhn D, Motamayor JC. Making a chocolate chip: development and evaluation of a 6K SNP array for Theobroma cacao. DNA Res 2015; 22:279-91. [PMID: 26070980 PMCID: PMC4535616 DOI: 10.1093/dnares/dsv009] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2014] [Accepted: 05/01/2015] [Indexed: 11/13/2022] Open
Abstract
Theobroma cacao, the key ingredient in chocolate production, is one of the world's most important tree fruit crops, with ∼4,000,000 metric tons produced across 50 countries. To move towards gene discovery and marker-assisted breeding in cacao, a single-nucleotide polymorphism (SNP) identification project was undertaken using RNAseq data from 16 diverse cacao cultivars. RNA sequences were aligned to the assembled transcriptome of the cultivar Matina 1-6, and 330,000 SNPs within coding regions were identified. From these SNPs, a subset of 6,000 high-quality SNPs were selected for inclusion on an Illumina Infinium SNP array: the Cacao6kSNP array. Using Cacao6KSNP array data from over 1,000 cacao samples, we demonstrate that our custom array produces a saturated genetic map and can be used to distinguish among even closely related genotypes. Our study enhances and expands the genetic resources available to the cacao research community, and provides the genome-scale set of tools that are critical for advancing breeding with molecular markers in an agricultural species with high genetic diversity.
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Affiliation(s)
| | | | | | | | - Greg May
- National Center for Genome Resources, Santa Fe, NM 87505, USA
| | - Andrew Farmer
- National Center for Genome Resources, Santa Fe, NM 87505, USA
| | - Christopher Saski
- Clemson University Genomics and Computational Biology Laboratory, Institute for Translational Genomics, Clemson, SC 29634, USA
| | | | - David Kuhn
- United States Department of Agriculture-Agriculture Research Service, Subtropical, Horticulture Research Station, Miami, FL 33158, USA
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20
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Wang B, Tan HW, Fang W, Meinhardt LW, Mischke S, Matsumoto T, Zhang D. Developing single nucleotide polymorphism (SNP) markers from transcriptome sequences for identification of longan (Dimocarpus longan) germplasm. HORTICULTURE RESEARCH 2015; 2:14065. [PMID: 26504559 PMCID: PMC4595986 DOI: 10.1038/hortres.2014.65] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2014] [Revised: 11/25/2014] [Accepted: 11/26/2014] [Indexed: 05/03/2023]
Abstract
Longan (Dimocarpus longan Lour.) is an important tropical fruit tree crop. Accurate varietal identification is essential for germplasm management and breeding. Using longan transcriptome sequences from public databases, we developed single nucleotide polymorphism (SNP) markers; validated 60 SNPs in 50 longan germplasm accessions, including cultivated varieties and wild germplasm; and designated 25 SNP markers that unambiguously identified all tested longan varieties with high statistical rigor (P<0.0001). Multiple trees from the same clone were verified and off-type trees were identified. Diversity analysis revealed genetic relationships among analyzed accessions. Cultivated varieties differed significantly from wild populations (F st=0.300; P<0.001), demonstrating untapped genetic diversity for germplasm conservation and utilization. Within cultivated varieties, apparent differences between varieties from China and those from Thailand and Hawaii indicated geographic patterns of genetic differentiation. These SNP markers provide a powerful tool to manage longan genetic resources and breeding, with accurate and efficient genotype identification.
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Affiliation(s)
- Boyi Wang
- Yunnan Forestry Technological College, Kunming 650224, Yunnan, China
- Sustainable Perennial Crops Laboratory, USDA-ARS, Beltsville Agricultural Research Center, Beltsville, MD 20705, USA
| | - Hua-Wei Tan
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, Jiangsu, China
| | - Wanping Fang
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, Jiangsu, China
| | - Lyndel W Meinhardt
- Sustainable Perennial Crops Laboratory, USDA-ARS, Beltsville Agricultural Research Center, Beltsville, MD 20705, USA
| | - Sue Mischke
- Sustainable Perennial Crops Laboratory, USDA-ARS, Beltsville Agricultural Research Center, Beltsville, MD 20705, USA
| | - Tracie Matsumoto
- Tropical Plant Genetic Resources and Disease Research, USDA-ARS, Hilo, HI 96720, USA
| | - Dapeng Zhang
- Sustainable Perennial Crops Laboratory, USDA-ARS, Beltsville Agricultural Research Center, Beltsville, MD 20705, USA
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21
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Bloch MS, Paunescu D, Stoessel PR, Mora CA, Stark WJ, Grass RN. Labeling milk along its production chain with DNA encapsulated in silica. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2014; 62:10615-10620. [PMID: 25295707 DOI: 10.1021/jf503413f] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
The capability of tracing a food product along its production chain is important to ensure food safety and product authenticity. For this purpose and as an application example, recently developed Silica Particles with Encapsulated DNA (SPED) were added to milk at concentrations ranging from 0.1 to 100 ppb (μg per kg milk). Thereby the milk, as well as the milk-derived products yoghurt and cheese, could be uniquely labeled with a DNA tag. Procedures for the extraction of the DNA tags from the food matrixes were elaborated and allowed identification and quantification of previously marked products by quantitative polymerase chain reaction (qPCR) with detection limits below 1 ppb of added particles. The applicability of synthetic as well as naturally occurring DNA sequences was shown. The usage of approved food additives as DNA carrier (silica = E551) and the low cost of the technology (<0.1 USD per ton of milk labeled with 10 ppb of SPED) display the technical applicability of this food labeling technology.
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Affiliation(s)
- Madeleine S Bloch
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zurich , Vladimir-Prelog-Weg 1, 8093 Zurich, Switzerland
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22
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23
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Fang WP, Meinhardt LW, Tan HW, Zhou L, Mischke S, Zhang D. Varietal identification of tea (Camellia sinensis) using nanofluidic array of single nucleotide polymorphism (SNP) markers. HORTICULTURE RESEARCH 2014; 1:14035. [PMID: 26504544 PMCID: PMC4596320 DOI: 10.1038/hortres.2014.35] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2014] [Revised: 05/20/2014] [Accepted: 05/30/2014] [Indexed: 05/04/2023]
Abstract
Apart from water, tea is the world's most widely consumed beverage. Tea is produced in more than 50 countries with an annual production of approximately 4.7 million tons. The market segment for specialty tea has been expanding rapidly owing to increased demand, resulting in higher revenues and profits for tea growers and the industry. Accurate varietal identification is critically important to ensure traceability and authentication of premium tea products, which in turn contribute to on-farm conservation of tea genetic diversity. Using a set of single nucleotide polymorphism (SNP) markers developed from the expressed sequence tag (EST) database of Camilla senensis, we genotyped deoxyribonucleic acid (DNA) samples extracted from a diverse group of tea varieties, including both fresh and processed commercial loose-leaf teas. The validation led to the designation of 60 SNPs that unambiguously identified all 40 tested tea varieties with high statistical rigor (p<0.0001). Varietal authenticity and genetic relationships among the analyzed cultivars were further characterized by ordination and Bayesian clustering analysis. These SNP markers, in combination with a high-throughput genotyping protocol, effectively established and verified specific DNA fingerprints for all tested tea varieties. This method provides a powerful tool for variety authentication and quality control for the tea industry. It is also highly useful for the management of tea genetic resources and breeding, where accurate and efficient genotype identification is essential.
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Affiliation(s)
- Wan-Ping Fang
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China
- Sustainable Perennial Crops Laboratory, USDA-ARS, Beltsville Agricultural Research Center, Beltsville, MD 20705, USA
| | - Lyndel W Meinhardt
- Sustainable Perennial Crops Laboratory, USDA-ARS, Beltsville Agricultural Research Center, Beltsville, MD 20705, USA
| | - Hua-Wei Tan
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China
| | - Lin Zhou
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China
| | - Sue Mischke
- Sustainable Perennial Crops Laboratory, USDA-ARS, Beltsville Agricultural Research Center, Beltsville, MD 20705, USA
| | - Dapeng Zhang
- Sustainable Perennial Crops Laboratory, USDA-ARS, Beltsville Agricultural Research Center, Beltsville, MD 20705, USA
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