Revealing the Diversity and Varietal Relationships of Regional Cacao and Close Relatives in the Northwestern Colombian Amazon: Insights for Conservation and Agroforestry Resilience
Abstract
1. Introduction
2. Materials and Methods
2.1. Plant Material
2.2. DNA Extraction
2.3. SSR Markers
2.4. PCR Amplification and Fragment Analysis
2.5. Data Analysis
3. Results
3.1. Genetic Diversity and Allelic Patterns
3.2. Population Structure and Cluster Assignment
3.3. Multivariate Group Discrimination
3.4. Partitioning of Molecular Variation
3.5. Genetic–Geographic Correlation
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Zhang, D.; Motilal, L. Origin, Dispersal, and Current Global Distribution of Cacao Genetic Diversity. In Cacao Diseases: A History of Old Enemies and New Encounters; Bailey, B.A., Meinhardt, L.W., Eds.; Springer International Publishing: Cham, Switzerland, 2016; pp. 3–31. ISBN 978-3-319-24789-2. [Google Scholar]
- International Cocoa Organization—ICCO. Quarterly Bulletin of Cocoa Statistics (Vol. LI, No. 2). Revised Estimates of World Cocoa Production, Grindings and Stocks for the 2023/24 Cocoa Year; International Cocoa Organization: Abidjan, Côte d’Ivoire, 2025. [Google Scholar]
- Bartley, B.G. The Genetic Diversity of Cacao and Its Utilization; CABI Publishing: Cambridge, MA, USA, 2005; ISBN 9780851996196. [Google Scholar]
- Ortega, A. The Colombian Cacao Sector—2024 Update; USDA Foreign Agricultural Service: Bogotá, Colombia, 2024. [Google Scholar]
- Arenas-Wightman, W.; López, J.A.; Castaño, E.; Jimenez, M.; Mayta, S.; Pivesso, M.; Correa, L.F.; Turriago, S. Estudio de Línea Base Cacao de Origen Amazónico Brasil, Colombia y Perú; TFA-Alisos: Bogotá, Colombia, 2020. [Google Scholar]
- Melgarejo, L.M.; Hernández, M.S.; Barrera, J.A.; Carrillo, M. Oferta y Potencialidades de Un Banco de Germoplasma del Género Theobroma en el Enriquecimiento de los Sistemas Productivos de la Región Amazónica; Instituto Amazónico de Investigaciones Científicas–Sinchi: Bogotá, Colombia, 2006. [Google Scholar]
- Lagneaux, E.; Andreotti, F.; Neher, C.M. Cacao, Copoazu and Macambo: Exploring Theobroma Diversity in Smallholder Agroforestry Systems of the Peruvian Amazon. Agrofor. Syst. 2021, 95, 1359–1368. [Google Scholar] [CrossRef]
- Hernandez, M.S.; Barrera, J.A. Frutas Amazónicas Competitividad e Innovación; Instituto Amazónico de Investigaciones Científicas–Sinchi: Bogotá, Colombia, 2009. [Google Scholar]
- Osorio-Guarín, J.A.; Berdugo-Cely, J.A.; Coronado-Silva, R.A.; Baez, E.; Jaimes, Y.; Yockteng, R. Genome-Wide Association Study Reveals Novel Candidate Genes Associated with Productivity and Disease Resistance to Moniliophthora Spp. in Cacao (Theobroma cacao L.). G3 Genes|Genomes|Genet. 2020, 10, 1713–1725. [Google Scholar] [CrossRef] [PubMed]
- Abdulai, I.; Hoffmann, M.; Kahiluoto, H.; Dippold, M.A.; Ahmed, M.A.; Asare, R.; Asante, W.; Rötter, R.P. Functional Groups of Leaf Phenology Are Key to Build Climate-Resilience in Cocoa Agroforestry Systems. Agric. Ecosyst. Environ. 2025, 379, 109363. [Google Scholar] [CrossRef]
- Boza, E.J.; Motamayor, J.C.; Amores, F.M.; Cedeño-Amador, S.; Tondo, C.L.; Livingstone, D.S.; Schnell, R.J.; Gutiérrez, O.A. Genetic Characterization of the Cacao Cultivar CCN 51: Its Impact and Significance on Global Cacao Improvement and Production. J. Am. Soc. Hortic. Sci. 2014, 139, 219–229. [Google Scholar] [CrossRef]
- Delgadillo-Duran, P.; Berdugo-Cely, J.A.; Mejía-Salazar, J.; Pérez-Zúñiga, J.I.; Yockteng, R. Exploring the Diversity and Ancestry of Fine-Aroma Cacao from Tumaco, Colombia. Diversity 2024, 16, 754. [Google Scholar] [CrossRef]
- González-Orozco, C.E.; Osorio-Guarín, J.A.; Yockteng, R. Phylogenetic Diversity of Cacao (Theobroma cacao L.) Genotypes in Colombia. Plant Genet. Resour. 2022, 20, 203–214. [Google Scholar] [CrossRef]
- Sterling, A.; Ferney, D.; Rodríguez, C.; Hernando, C.; León, R.; Nel, P.; Torres, R.; Marieth, Y.; Tobón, S.; Natali, M.; et al. Variabilidad Morfoagronómica de 50 Materiales Promisorios de Tres Especies de Theobroma (Malvaceae) En Condiciones de La Amazonia Colombiana. Rev. Colomb. Amaz. 2013, 6, 123–145. [Google Scholar]
- Sterling, A.; Daza-Hermida, M.A.; Rodrigue-León, C.H.; Salas-Tobón, Y.M.; Nieto-Guzmán, M.N.; Rodríguez-Caicedo, D.F. Reacción a Moniliophthora roreri en Theobroma spp. en Caquetá, Colombia. Summa Phytopathol. 2015, 41, 183–190. [Google Scholar] [CrossRef]
- Sánchez, I.; Zárate, L.A.; Gallego, G.; Tohme, J. Análisis de la Diversidad Genética de Accesiones de Theobroma cacao L. del Banco de Conservación a Cargo de Corpoica. Cienc. Tecnol. Agropecu. 2008, 8, 26–31. [Google Scholar] [CrossRef]
- Morillo, C.Y.; Morillo, C.A.C.; Muñoz, F.J.E.; Ballesteros, P.W.; González, A. Molecular Characterization of 93 Genotypes of Cocoa (Theobroma cacao L.) with Random Amplified Microsatellites RAMs. Agron. Colomb. 2014, 32, 315–325. [Google Scholar] [CrossRef]
- Everaert, H.; De Wever, J.; Tang, T.K.H.; Vu, T.L.A.; Maebe, K.; Rottiers, H.; Lefever, S.; Smagghe, G.; Dewettinck, K.; Messens, K. Genetic Classification of Vietnamese Cacao Cultivars Assessed by SNP and SSR Markers. Tree Genet. Genomes 2020, 16, 43. [Google Scholar] [CrossRef]
- Eyango, N.M.C.; Sounigo, O.; Fouet, O.; Tekeu, H.; Djocgoué, F.P.; Efombagn, M.I.B.; Lanaud, C. Genetic Diversity and Verification of Plant Material Compliance of Cocoa (Theobroma cacao L.) in the Barombi-Kang Regional Variety Trial. PLoS ONE 2025, 20, e0322169. [Google Scholar] [CrossRef] [PubMed]
- Bustamante, D.E.; Motilal, L.A.; Calderon, M.S.; 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, 10, 895056. [Google Scholar] [CrossRef]
- Osorio-Guarín, J.A.; Berdugo-Cely, J.; Coronado, R.A.; Zapata, Y.P.; 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. Front. Plant Sci. 2017, 8, 1994. [Google Scholar] [CrossRef]
- Bhattacharjee, R.; Luseni, M.M.; Ametefe, K.; Agre, P.A.; Kumar, P.L.; Grenville-Briggs, L.J. Genetic Diversity and Population Structure of Cacao (Theobroma cacao L.) Germplasm from Sierra Leone and Togo Based on KASP–SNP Genotyping. Agronomy 2024, 14, 2458. [Google Scholar] [CrossRef]
- Osorio-Guarín, J.A.; Berdugo-Cely, J.A.; Garzón-Martínez, G.A.; Toloza-Moreno, D.L.; Delgadillo-Duran, P.; Báez-Daza, E.Y.; Meinhardt, L.W.; Park, S.; Zhang, D.; Yockteng, R. Assessing Genetic Redundancy and Diversity in Colombian Cacao Germplasm Banks Using SNP Fingerprinting. Front. Plant. Sci. 2025, 16, 1632888. [Google Scholar] [CrossRef]
- Motamayor, J.C.; Lachenaud, P.; da Silva e Mota, J.W.; Loor, R.; Kuhn, D.N.; Brown, J.S.; Schnell, R.J. Geographic and Genetic Population Differentiation of the Amazonian Chocolate Tree (Theobroma cacao L). PLoS ONE 2008, 3, e3311. [Google Scholar] [CrossRef]
- Martínez, W.J. La Variabilidad Genética Del Cacao (Theobroma cacao L.) Nacional Boliviano. Rev. Carrera Ing. Agronómica-UMSA 2016, 2, 78–84. [Google Scholar]
- López, M.; Gori, M.; Bini, L.; Ordoñez, E.; Durán, E.; Gutierrez, O.; Masoni, A.; Giordani, E.; Biricolti, S.; Palchetti, E. Genetic Purity of Cacao Criollo from Honduras Is Revealed by SSR Molecular Markers. Agronomy 2021, 11, 225. [Google Scholar] [CrossRef]
- Haymes, K.M.; Ibrahim; Mischke, S.; Scott, D.L.; Saunders, J.A. Rapid Isolation of DNA from Chocolate and Date Palm Tree Crops. J. Agric. Food Chem. 2004, 52, 5456–5462. [Google Scholar] [CrossRef]
- Lanaud, C.; Risterucci, A.M.; Pieretti, I.; Falque, M.; Bouet, A.; Lagoda, P.J.L. Isolation and Characterization of Microsatellites in Theobroma cacao L. Mol. Ecol. 1999, 8, 2141–2143. [Google Scholar] [CrossRef] [PubMed]
- Zhang, D.; Boccara, M.; Motilal, L.; Mischke, S.; Johnson, E.S.; Butler, D.R.; Bailey, B.; Meinhardt, L. Molecular Characterization of an Earliest Cacao (Theobroma cacao L.) Collection from Upper Amazon Using Microsatellite DNA Markers. Tree Genet. Genomes 2009, 5, 595–607. [Google Scholar] [CrossRef]
- Lemes, M.R.; Martiniano, T.M.; Reis, V.M.; Faria, C.P.; Gribel, R. Cross-Amplification and Characterization of Microsatellite Loci for Three Species of Theobroma (Sterculiaceae) from the Brazilian Amazon. Genet. Resour. Crop Evol. 2007, 54, 1653–1657. [Google Scholar] [CrossRef]
- Jegadeeswari, V.; Padmadevi, K.; Vijayalatha, K.R.; Suresh, J. Assessment of Polyclonal Derivatives for Morphological Traits and Hybridity Analysis Using SSR Markers in Cocoa (Theobroma cacao L.). Plant Sci. Today 2025, 12. [Google Scholar] [CrossRef]
- Alves, R.M.; Sebbenn, A.M.; Artero, A.S.; Figueira, A. Microsatellite Loci Transferability from Theobroma cacao to Theobroma Grandiflorum. Mol. Ecol. Notes 2006, 6, 1219–1221. [Google Scholar] [CrossRef]
- Kamvar, Z.N.; Tabima, J.F.; Grünwald, N.J. Poppr: An R Package for Genetic Analysis of Populations with Clonal, Partially Clonal, and/or Sexual Reproduction. PeerJ 2014, 2, e281. [Google Scholar] [CrossRef]
- Jombart, T. Adegenet: A R Package for the Multivariate Analysis of Genetic Markers. Bioinformatics 2008, 24, 1403–1405. [Google Scholar] [CrossRef]
- R Core Team. R: A Language and Environment for Statistical Computing; R Core Team: Vienna, Austria, 2024. [Google Scholar]
- Evanno, G.; Regnaut, S.; Goudet, J. Detecting the Number of Clusters of Individuals Using the Software Structure: A Simulation Study. Mol. Ecol. 2005, 14, 2611–2620. [Google Scholar] [CrossRef]
- Pritchard, J.; Wen, X.; Falush, D. Documentation for Structure Software: Version 2.3. Structure. 2010. Available online: https://web.stanford.edu/group/pritchardlab/structure_software/release_versions/v2.3.4/html/structure.html (accessed on 11 October 2025).
- Earl, D.A.; vonHoldt, B.M. STRUCTURE HARVESTER: A Website and Program for Visualizing STRUCTURE Output and Implementing the Evanno Method. Conserv. Genet. Resour. 2012, 4, 359–361. [Google Scholar] [CrossRef]
- Bruvo, R.; Michiels, N.K.; D’Souza, T.G.; Schulenburg, H. A Simple Method for the Calculation of Microsatellite Genotype Distances Irrespective of Ploidy Level. Mol. Ecol. 2004, 13, 2101–2106. [Google Scholar] [CrossRef]
- Weir, B.S.; Cockerham, C.C. Estimating F-Statistics for the Analysis of Population Structure. Evolution 1984, 38, 1358–1370. [Google Scholar] [CrossRef]
- Goudet, J.; Jombart, T. Hierfstat: Estimation and Tests of Hierarchical F-Statistics v.0.5-11. CRAN: Contributed Packages. 2022. Available online: https://cran.r-project.org/web/packages/hierfstat/index.html (accessed on 10 October 2025).
- Agapow, P.-M.; Burt, A. Indices of Multilocus Linkage Disequilibrium. Mol. Ecol. Notes 2001, 1, 101–102. [Google Scholar] [CrossRef]
- Peakall, R.; Smouse, P.E. GenALEx 6.5: Genetic Analysis in Excel. Population Genetic Software for Teaching and Research-an Update. Bioinformatics 2012, 28, 2537–2539. [Google Scholar] [CrossRef] [PubMed]
- Colli-Silva, M.; Richardson, J.E.; Pirani, J.R.; Figueira, A. Wild or Introduced? Investigating the Genetic Landscape of Cacao Populations in South America. Ecol. Evol. 2025, 15, e71746. [Google Scholar] [CrossRef] [PubMed]
- Nieves-Orduña, H.E.; Müller, M.; Krutovsky, K.V.; Gailing, O. Geographic Patterns of Genetic Variation among Cacao (Theobroma cacao L.) Populations Based on Chloroplast Markers. Diversity 2021, 13, 249. [Google Scholar] [CrossRef]
- Sereno, M.L.; Albuquerque, P.S.B.; Vencovsky, R.; Figueira, A. Genetic Diversity and Natural Population Structure of Cacao (Theobroma cacao L.) from the Brazilian Amazon Evaluated by Microsatellite Markers. Conserv. Genet. 2006, 7, 13–24. [Google Scholar] [CrossRef]
- Thomas, E.; van Zonneveld, M.; Loo, J.; Hodgkin, T.; Galluzzi, G.; van Etten, J. Present Spatial Diversity Patterns of Theobroma cacao L. in the Neotropics Reflect Genetic Differentiation in Pleistocene Refugia Followed by Human-Influenced Dispersal. PLoS ONE 2012, 7, e47676. [Google Scholar] [CrossRef]
- Todd, E.T.; Arigoni, F.; Holzwarth, J.A.; Bellanger, L.; Descombes, P.; Beche, E.; Lass, T.; Guiltinan, M.J.; Maximova, S.N.; Leandro, M.; et al. Developing a Core Collection for the Conservation of Theobroma cacao’s Genetic Diversity. BMC Genom. 2025, 26, 896. [Google Scholar] [CrossRef]
- Cornejo, O.E.; Yee, M.-C.; Dominguez, V.; Andrews, M.; Sockell, A.; Strandberg, E.; Livingstone, D.; Stack, C.; Romero, A.; Umaharan, P.; et al. Population Genomic Analyses of the Chocolate Tree, Theobroma cacao L., Provide Insights into Its Domestication Process. Commun. Biol. 2018, 1, 167. [Google Scholar] [CrossRef]
- Bossa-Castro, A.M.; Colli-Silva, M.; Pirani, J.R.; Whitlock, B.A.; Morales Mancera, L.T.; Contreras-Ortiz, N.; Cepeda-Hernández, M.L.; Di Palma, F.; Vives, M.; Richardson, J.E. A Phylogenetic Framework to Study Desirable Traits in the Wild Relatives of Theobroma cacao (Malvaceae). J. Syst. Evol. 2024, 62, 963–978. [Google Scholar] [CrossRef]
- Alves, R.M.; de Abreu, V.A.C.; Oliveira, R.P.; Almeida, J.V.d.A.; de Oliveira, M.d.M.; Silva, S.R.; Paschoal, A.R.; de Almeida, S.S.; de Souza, P.A.F.; Ferro, J.A.; et al. Genomic Decoding of Theobroma Grandiflorum (Cupuassu) at Chromosomal Scale: Evolutionary Insights for Horticultural Innovation. Gigascience 2024, 13, giae027. [Google Scholar] [CrossRef] [PubMed]
- de Abreu, V.A.C.; Moysés Alves, R.; Silva, S.R.; Ferro, J.A.; Domingues, D.S.; Miranda, V.F.O.; Varani, A.M. Comparative Analyses of Theobroma cacao and T. grandiflorum Mitogenomes Reveal Conserved Gene Content Embedded within Complex and Plastic Structures. Gene 2023, 849, 146904. [Google Scholar] [CrossRef] [PubMed]
- Nieves-Orduña, H.E.; Müller, M.; Krutovsky, K.V.; Gailing, O. Genotyping of Cacao (Theobroma cacao L.) Germplasm Resources with SNP Markers Linked to Agronomic Traits Reveals Signs of Selection. Tree Genet. Genomes 2024, 20, 13. [Google Scholar] [CrossRef]
- Nieves-Orduña, H.E.; Krutovsky, K.V.; Gailing, O. Geographic Distribution, Conservation, and Genomic Resources of Cacao Theobroma cacao L. Crop Sci. 2023, 63, 1750–1778. [Google Scholar] [CrossRef]
- Araújo, G.J.; Martello, F.; Sabino, W.O.; Oliveira Andrade, T.; Costa, L.; Teixeira, J.S.G.; Giannini, T.C.; Carvalheiro, L.G. Tropical Forests and Cocoa Production: Synergies and Threats in the Chocolate Market. Environ. Conserv. 2025, 52, 20–30. [Google Scholar] [CrossRef]
- de Oliveira Santos, T.L.; Araújo Tavares da Silva, F.L.; Araújo Dionízio da Silva, D.; Efraim, P. Exploring the Research Evolution of Cacao Diseases over the Past Two Decades: A Review. Plant Pathol. 2025, 74, 1470–1494. [Google Scholar] [CrossRef]
- Marelli, J.-P.; Guest, D.I.; Bailey, B.A.; Evans, H.C.; Brown, J.K.; Junaid, M.; Barreto, R.W.; Lisboa, D.O.; Puig, A.S. Chocolate Under Threat from Old and New Cacao Diseases. Phytopathology 2019, 109, 1331–1343. [Google Scholar] [CrossRef]
- Rao, G.P.; Bertaccinii, A.; Fiore, N.; Liefting, L.W. Phytoplasmas: Plant Bacteria—I—Characterisation and Epidemiology of Phytoplasma-Associated Diseases; Springer Nature: Singapore, 2018. [Google Scholar]
- Ríos-Moyano, D.K.; Rodríguez-Cruz, F.A.; Hormaza-Martínez, P.A.; Ramírez-Godoy, A. Characterization of Pollinators Associated with Cocoa Cultivation and Their Relationship with Natural Effective Pollination. Diversity 2025, 17, 189. [Google Scholar] [CrossRef]
- Lander, T.A.; Atta-Boateng, A.; Toledo-Hernández, M.; Wood, A.; Malhi, Y.; Solé, M.; Tscharntke, T.; Wanger, T.C. Global Chocolate Supply Is Limited by Low Pollination and High Temperatures. Commun. Earth Environ. 2025, 6, 97. [Google Scholar] [CrossRef]
- Sterling, A.; Suárez-Córdoba, Y.D.; Orlandi, F.d.B.; Rodríguez-León, C.H. Soil–Atmosphere GHG Fluxes in Cacao Agroecosystems on São Tomé Island, Central Africa: Toward Climate-Smart Practices. Land 2025, 14, 1918. [Google Scholar] [CrossRef]





| SSR Locus | Primer Sequence (5′→3′) | Allele Size (bp) | Annealing Temperature (°C) | Fluorochrome |
|---|---|---|---|---|
| mTcCIR10 | F: ACAGATGGCCTACACACT | 208–235 | 46 | 6-FAM |
| R: GTTTCTTCAAGCAAGCCTCATACTC | ||||
| mTcCIR11 | F: TTTGGTGATTATTAGCAG | 194–360 | 46 | PET |
| R: GTTTCTTGATTCGATTTGATGTGAG | ||||
| mTcCIR12 | F: TCTGACCCCAAACCTGTA | 160–282 | 46 | NED |
| R: GTTTCTTATTCCAGTTAAAGCACAT | ||||
| mTcCIR13 | F: CAGTCTAACAAAGGTGAG | 240–258 | 46 | PET |
| R: GTTTCTTTGCCCCACTTGACAACTA | ||||
| mTcCIR17 | F: AAGGATGAAGGATGTAAGAGAG | 199–310 | 51 | VIC |
| R: GTTTCTTCCCATACGAGCTGTGAGT | ||||
| mTcCIR18 | F: GATAGCTAAGGGGATTGAGGA | 197–375 | 51 | NED |
| R: GTTTCTTGGTAATTCAATCATTTGAGGATA | ||||
| mTcCIR19 | F: CACAACCCGTGCTGATTA | 344–377 | 46 | 6-FAM |
| R: GTTTCTTGTTGTTGAGGTTGTTAGGAG | ||||
| mTcCIR21 | F: GTCGTTGTTGATGTCGGT | 140–169 | 46 | PET |
| R: GTTTCTTGGTGAGTGTGTGTGTTTGTCT | ||||
| mTcCIR22 | F: ATTCTCGCAAAAACTTAG | 240–310 | 46 | NED |
| R: GTTTCTTGATGGAAGGAGTGTAAATAG | ||||
| mTcCIR25 | F: CTTCGTAGTGAATGTAGGAG | 128–170 | 46 | 6-FAM |
| R: GTTTCTTTTAGGTAGGTAGGGTTATCT | ||||
| mTcCIR26 | F: GCATTCATCAATACATTC | 240–315 | 46 | VIC |
| R: GTTTCTTGCACTCAAAGTTCATACTAC | ||||
| mTcCIR3 | F: CATCCCAGTATCTCATCCATTCAGT | 174–249 | 46 | VIC |
| R: GTTTCTTCTGCTCATTTCTTTCATATCA | ||||
| mTcCIR6 | F: TTCCCTCTAAACTACCCTAAAT | 189–255 | 46 | 6-FAM |
| R: GTTTCTTTAAAGCAAAGCAATCTAACATA | ||||
| mTcCIR61 | F: GCAGTCTGAAACAAGATAA | 199 | 46 | VIC |
| R: GTTTCTTTGACTATAATATAAGGCGAA | ||||
| mTcCIR9 | F: ACCATGCTTCCTCCTTCA | 254–295 | 51 | PET |
| R: GTTTCTTACATTTATACCCCAACCA |
| Locus | Na | Hexp | Ho | E | PIC |
|---|---|---|---|---|---|
| mTcCIR10 | 7 | 0.72 | 0.27 | 0.72 | 0.63 |
| mTcCIR11 | 13 | 0.81 | 0.54 | 0.63 | 0.79 |
| mTcCIR12 | 7 | 0.79 | 0.45 | 0.83 | 0.58 |
| mTcCIR13 | 6 | 0.59 | 0.25 | 0.62 | 0.54 |
| mTcCIR17 | 10 | 0.76 | 0.27 | 0.64 | 0.72 |
| mTcCIR18 | 9 | 0.76 | 0.21 | 0.62 | 0.73 |
| mTcCIR19 | 11 | 0.89 | 0.20 | 0.87 | 0.86 |
| mTcCIR21 | 6 | 0.80 | 0.55 | 0.89 | 0.71 |
| mTcCIR22 | 6 | 0.53 | 0.27 | 0.57 | 0.42 |
| mTcCIR25 | 9 | 0.68 | 0.18 | 0.62 | 0.46 |
| mTcCIR26 | 7 | 0.66 | 0.29 | 0.59 | 0.62 |
| mTcCIR3 | 6 | 0.73 | 0.16 | 0.76 | 0.69 |
| mTcCIR6 | 8 | 0.76 | 0.39 | 0.74 | 0.72 |
| mTcCIR61 | 13 | 0.90 | 0.25 | 0.84 | 0.88 |
| mTcCIR9 | 10 | 0.74 | 0.39 | 0.65 | 0.71 |
| mean | 8.53 | 0.74 | 0.31 | 0.71 | 0.67 |
| Subpopulation | 1 | 2 | 3 | 4 |
|---|---|---|---|---|
| 1 | NA | |||
| 2 | 0.61 * | NA | ||
| 3 | 0.38 * | 0.64 * | NA | |
| 4 | 0.57 * | 0.68 * | 0.59 * | NA |
| Pop | n | Na | Npa | MLG | eMLG | SE | H | G | λ | E5 | Hexp | Ho | Fis | d | pd) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 32 | 53 | 33 | 32 | 10 | 0 | 3.47 | 32 | 0.97 | 1 | 0.45 | 0.36 | 0.18 | 0.00 | 0.08 |
| 2 | 7 | 26 | 23 | 7 | 7 | 0 | 1.95 | 7 | 0.86 | 1 | 0.25 | 0.25 | 0.03 | 0.56 | 0.02 |
| 3 | 5 | 38 | 16 | 5 | 5 | 0 | 1.61 | 5 | 0.80 | 1 | 0.44 | 0.41 | 0.05 | 0.06 | 0.08 |
| 4 | 12 | 39 | 35 | 12 | 10 | 0 | 2.48 | 12 | 0.92 | 1 | 0.36 | 0.17 | 0.44 | 0.00 | 0.12 |
| Source of Variation | Df | Sum Sq | Mean Sq | σ | % Variation | Φ Statistic | p-Value |
|---|---|---|---|---|---|---|---|
| Between populations | 3 | 584.71 | 194.90 | 8.31 | 56.68% | 0.57 | 0.001 |
| Between samples within populations | 52 | 386.76 | 7.44 | 1.08 | 7.39% | 0.17 | 0.001 |
| Within samples | 56 | 295.18 | 5.27 | 5.27 | 35.93% | 0.64 | 0.001 |
| Total | 111 | 1266.64 | 11.41 | 14.67 | 100% | — | — |
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Sterling, A.; Polo-Munar, F.H.; Velasco-Anacona, G.P.; Caicedo-Rodríguez, D.F.; Valderrama-Cuspian, S.; do Rosário Costa, S.; Suárez-Salazar, J.C.; Rodríguez-León, C.H. Revealing the Diversity and Varietal Relationships of Regional Cacao and Close Relatives in the Northwestern Colombian Amazon: Insights for Conservation and Agroforestry Resilience. Diversity 2026, 18, 20. https://doi.org/10.3390/d18010020
Sterling A, Polo-Munar FH, Velasco-Anacona GP, Caicedo-Rodríguez DF, Valderrama-Cuspian S, do Rosário Costa S, Suárez-Salazar JC, Rodríguez-León CH. Revealing the Diversity and Varietal Relationships of Regional Cacao and Close Relatives in the Northwestern Colombian Amazon: Insights for Conservation and Agroforestry Resilience. Diversity. 2026; 18(1):20. https://doi.org/10.3390/d18010020
Chicago/Turabian StyleSterling, Armando, Félix H. Polo-Munar, Ginna P. Velasco-Anacona, Diego F. Caicedo-Rodríguez, Sebastián Valderrama-Cuspian, Sidney do Rosário Costa, Juan C. Suárez-Salazar, and Carlos H. Rodríguez-León. 2026. "Revealing the Diversity and Varietal Relationships of Regional Cacao and Close Relatives in the Northwestern Colombian Amazon: Insights for Conservation and Agroforestry Resilience" Diversity 18, no. 1: 20. https://doi.org/10.3390/d18010020
APA StyleSterling, A., Polo-Munar, F. H., Velasco-Anacona, G. P., Caicedo-Rodríguez, D. F., Valderrama-Cuspian, S., do Rosário Costa, S., Suárez-Salazar, J. C., & Rodríguez-León, C. H. (2026). Revealing the Diversity and Varietal Relationships of Regional Cacao and Close Relatives in the Northwestern Colombian Amazon: Insights for Conservation and Agroforestry Resilience. Diversity, 18(1), 20. https://doi.org/10.3390/d18010020

