Morphometric characterization using a multivariate approach: The case of cattle breeds raised on traditional cattle farms in northern Côte d’Ivoire
Main Article Content
Abstract
One of the major constraints to cattle breeding development in Côte d’Ivoire is the limited knowledge of the genetic composition of the national herd. To address this gap, a study was carried out on livestock farms in the northern (Poro, Bagoué, and Tchologo) and northeastern (Bounkani) regions to identify and characterize the breeds and genetic types of Ivorian cattle. Farmers’ identifications were recorded, and 275 animals comprising 24 N’Dama, 15 Baoulé, 86 Zebu, 138 Méré, and 12 exotic crossbreeds were described using 27 morphological descriptors (13 qualitative and 14 quantitative). Descriptive analysis showed that qualitative traits were unreliable for breed differentiation. However, multivariate analysis of quantitative traits revealed significant morphological differences (p < 0.05) among genetic types. Exotic crossbreeds and Zebu exhibited significantly greater body measurements (p < 0.05) than Baoulé and N’Dama cattle. Four descriptors, height at withers, horn length, muzzle circumference, and head length, accounted for most of these variations. The significance of Mahalanobis distances (p < 0.05) confirmed that the breeds form distinct populations. Nonetheless, the moderate reclassification rates indicate overlaps and potential misidentification based on morphology alone. These findings highlight the limitations of phenotypic characterization and underscore the need for molecular analyses to clarify the genetic structure and relationships among Ivorian cattle breeds and genetic types.
Article Details

This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors retain copyright of the articles published in Genetic Resources and grant the journal right of first publication with open access. All articles published in Genetic Resource are licensed under Creative Commons Attribution 4.0 International License (CC BY 4.0) that allows others to download, share and adapt the work for commercial and non-commercial purposes as long as proper attribution to the original article is given. Genetic Resources permits and encourages authors to post items submitted to the journal (including the publisher's final layout) on personal websites or institutional repositories after acceptance and/or publication, while providing bibliographic details that credit their publication in Genetic Resources.
Ahmed, R. O., Putra, W. P. B., Arifin, J., & Bello, S. F. (2021). Morphometrics characterization in White Fulani, Muturu and Pasundan cows. Livestock and Animal Research, 19(3), 319. https://doi.org/10.20961/lar.v19i3.51661
Ahozonlin, M.C., Dossa, L.H., Dahouda M. & Gbangboche A.B. (2019). Morphological divergence in the West African shorthorn Lagune cattle populations from Benin. Tropical Animal Health and Production; 52(2): 803 – 814. https://doi.org/10.1007/s11250-019-02071-1
Alebachew, H. (2017). On-Farm Phenotypic Characterization, Husbandry and Breeding Practices of Indigenous Cattle Breed in Selected Areas of Benishangul-Gumuz, Western Ethiopia.
Álvarez I, Traoré A, Fernández I, Cuervo M, Lecomte T, Soudré A, Kaboré A, Tamboura H H and Goyache F. (2014). Assessing introgression of Sahelian zebu genes into native Bos taurus breeds in Burkina Faso. Molecular Biology Reports 41(6): 3745‑3754. https://doi.org/10.1007/s11033-014-3239-x
Banjaw, B., Didanna, H. L., & Mustefa, A. (2025). Phenotypic characterization of cattle breeds in Southern Ethiopia : Implications for breed differentiation and conservation. Genetic Resources, 6(11), 71‑81. https://doi.org/10.46265/genresj.SCLC1551
Belay, D. L., & Zeleke, B. (2021). On-Farm Phenotypic Characterization of Indigenous Cattle in its Production Environment in Sidama, Ethiopia.
Boma, S., Nuto, Y., Dayo, G.-K., Bonfoh, B., & N’Feide, T. (2018). Caractérisation morpho-biométrique des populations bovines locales sans bosse du Togo. International Journal of Biological and Chemical Sciences, 12(1), 431. https://doi.org/10.4314/ijbcs.v12i1.34
Carneiro, H., Louvandini, H., Paiva, S. R., Macedo, F., Mernies, B., & McManus, C. (2010). Morphological characterization of sheep breeds in Brazil, Uruguay and Colombia. Small Ruminant Research, 94(1‑3), 58‑65. https://doi.org/10.1016/j.smallrumres.2010.07.001
Cesaro J-D and Apolloni A. (2020). Élevage et urbanité, dans les villes développées ou en développement, quelles oppositions et quelles complémentarités ? Territoire en mouvement Revue de Géographie et aménagement 44‑45: 1‑19. https://doi.org/10.4000/tem.6131
FAO. (2005). AQUASTAT Profil de Pays – Côte D’Ivoire. Organisation des Nations Unies pour l’alimentation et l’agriculture. https://openknowledge.fao.org/handle/20.500.14283/i9921fr
FAO. (2012). Phenotypic characterization of animal genetic resources. Food and Agriculture Organization of the United Nations. https://openknowledge.fao.org/handle/20.500.14283/i2686e
Gebru, T., Yigrem, S., & Banerjee, S. (2017). Some morphometrical, production and reproduction traits of Begait cattle reared in Tigray region of Ethiopia. Wayamba Journal of Animal Science, 1571‑1585.
Gelaye, G., Baye, M., Masho, W., Begna, R., & Admasu, Z. (2022). Morphometric traits and structural indices of indigenous cattle reared in Bench Sheko zone, southwestern Ethiopia. Heliyon, 8(8), e10188. https://doi.org/10.1016/j.heliyon.2022.e10188
Houessou S O, Dossa L H, Diogo R V C, Ahozonlin M C, Dahouda M and Schlecht E. (2019). Confronting pastoralists’ knowledge of cattle breeds raised in the extensive production systems of Benin with multivariate analyses of morphological traits. PLOS ONE 14(9): 1‑19. https://doi.org/10.1371/journal.pone.0222756
INS. (2022). Récensement générale de la population et de l’habitat 2021 : Résultats glogaux (p. 37). Ministère du Plan et du Développement. https://plan.gouv.ci/uploads/publications/RGPH2021-RESULTATS-GLOBAUX-VF.pdf
Kanh, K. H. M. (2020). Caractérisation des systèmes d’élevage et des populations de bovins N’Dama des régions de Kolda et de Ziguinchor (Sénégal). PhD Thesis. Université Félix Houphouët-Boigny, Abidjan, Côte d'Ivoire.
Kassambara, A., & Mundt, F. (2020). factoextra : Extract and Visualize the Results of Multivariate Data Analyses (Version 1.0.7). http://www.sthda.com/english/rpkgs/factoextra
Kouamé A C, Kouadja G S, Kouadio K E, Toure P, Bamba, K L and Kreman K. (2024). Caractéristiques socio-démographiques et techniques des systèmes d’élevage de ruminants et analyse des contraintes de production en Côte d’Ivoire. Revue Marocaine des Sciences Agronomiques et Vétérinaires 12(3): 149‑157. https://doi.org/10.5281/zenodo.13711002
Lenth, R., & Piaskowski, J. (2026). Emmeans : Estimated Marginal Means, aka Least-Squares Means. R package (Version 2.0.5). https://rvlenth.github.io/emmeans/
Lombebo, W. A., & Zeleke, N. A. (2018). On Farm Phenotypic Characterization of Local Cattle Populations in Hadiya Zone, Southern Region, Ethiopia. Advances in Dairy Research, 06(04), 1‑8. https://doi.org/10.4172/2329-888X.1000218
MIRAH. (2022). Politique nationale de développement de l’élevage, de la pêche et l’aquaculure (PONADEPA 2022-2026). https://faolex.fao.org/docs/pdf/ivc209419.pdf (accessed on 12 October 2025)
Mustefa, A., Aseged, T., Sinkie, S., Getachew, F., Fekensa, T., Misganaw, M., & Hailu, A. (2023). Phenotypic characterization of Harar and Ogaden cattle breeds of Ethiopia : The first step for conservation. Genetic Resources, 4(7), 56‑67. https://doi.org/10.46265/genresj.IXPJ9541
Mustefa, A., Belayhun, T., Melak, A., Hayelom, M., Tadesse, D., Hailu, A., & Assefa, A. (2021). Phenotypic characterization of Raya cattle in northern Ethiopia. Tropical Animal Health and Production, 53(1), 48. https://doi.org/10.1007/s11250-020-02486-1
Mustefa, A., Engdawork, A., Sinke, S., & Hailu, A. (2022). Phenotypic characterization of Gesha horses in southwestern Ethiopia. Genetic Resources, 3(5), 36‑50. https://doi.org/10.46265/genresj.KPIL8781
Naves M, Alexandre G, Mahieu M, Gourdine J-L and Mandonnet N. (2011). Les races animales locales : Bases du développement innovant et durable de l’élevage aux Antilles. Innovations Agronomiques 16: 193‑205. https://doi.org/10.17180/awhs-nv51
Ndiaye N P, Sow A, Ndiaye S, Sembene M and Sawadogo G J. (2014). Phenotypical Characterization of Senegalese Local Cattle Breeds Using Multivariate Analysis. Journal of Animal and Veterinary Advances 13(20): 1150‑1159. https://doi.org/javaa.2014.1150.1159
N’Goran E K, Sokouri D P, Gnaore C V and Fantodji A T. (2015). Croisement de la race n’dama avec les races abondance et montbéliarde en zone tropicale humide de Côte d'Ivoire : Caractérisation phénotypique et analyse comparative des croisés pour leurs performances laitières en ferme. Agronomie Africaine 27(1): 15‑26.
N’Goran K E. (2010). Caractérisation phénotypique et aptitudes laitières du cheptel bovin laitier dans les régions Centre, Centre-Ouest et Sud de la Côte d’Ivoire. PhD diss., Université Abobo-Adjamé, Abidjan, Côte d'Ivoire.
N’Goran K E, Bamba L K, Kouassi N C, Loukou N E, Dayo G-K, Sangare M and Yapi-Gnaoré C V. (2018). Multivariate Analysis for Morphological Characteristics of N’Dama Cattle Breed in Two Agro-ecological Zones of Côte d’Ivoire. European Scientific Journal 14(3): 602‑621. https://doi.org/10.19044/esj.2018.v14n3p602
N’Goran K E, Yapi-Gnaoré C V, Fantodji A and N’Goran A. (2008). Caractérisation phénotypique et performances des vaches laitières de trois régions de Côte d'Ivoire. Archivos de zootecnia 57(220): 415‑426.
Okoh, J. J., Putra, W. P. B., Ibrahim, Y., Maigado, A., Ibrahim, S., Ma’aruf, B. S., Shuaibu, A., Adakole, J. P., & Harahap, R. S. (2025). Canonical and hierarchical analyses of body measurements in four Nigerian cattle breeds under an extensive management system. Tropical Animal Health and Production, 57(8), 487. https://doi.org/10.1007/s11250-025-04644-9
R Core Team. (2024). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing. (Version 4.4.2). https://www.r-project.org/
Sokouri D P, Loukou N E, Yapi-Gnaoré C V, Mondeil, F and Gnangbe F. (2007). Caractérisation phénotypique des bovins à viande (Bos taurus et Bos indicus) au centre (Bouaké) et au nord (Korhogo) de la Côte d’Ivoire. Animal Genetic Resources Information 40: 43‑53. https://doi.org/10.1017/S1014233900002182
Sokouri D P, Yapi-Gnaore C V, N’Guetta A S P, Loukou N E, Kouao B J, Toure G and Sangare A. (2009). Utilisation et gestion des races taurines locales sous la pression des croisements avec les zébus dans les régions Centre et Nord de la Côte d’Ivoire. Journal of Animal & Plant Sciences 5(2): 456‑465.
Soro B, Sokouri D P, Dayo G-K, N’Guetta A S P and Yapi-Gnaoré C V. (2015a). Caractérisation des bovins de race Baoulé dans le ''Pays Lobi” de Côte d’Ivoire : Rôles socioéconomiques, modes d’élevage et contraintes de production. TROPICULTURA 33(2): 111‑124.
Soro B, Sokouri D P, Dayo G-K, N’Guetta A S P and Yapi-Gnaore C V. (2015b). Morphometric and physical characteristics of Baoulé cattle in the « Pays Lobi » of Côte d’Ivoire. Livestock Research for Rural Development 27(7): 1‑11.
Tapsoba, A. S. R., Yougbaré, B., Traoré, F. G., Béré, F., Ouédraogo, D., Zoma, B. L., Sanou, M., Soudré, A., Dao, V., Tamboura, H. H., Bayala, B., Traoré, A., & Goyache, F. (2020). Temporal variation in body measurements in three Taurine cattle populations of Burkina Faso supports introgression of Zebu genes into West African Taurine cattle. International Journal of Biological and Chemical Sciences, 14(8), 2782‑2798. https://doi.org/10.4314/ijbcs.v14i8.11
Terefe, E., Haile, A., Mulatu, W., Dessie, T., & Mwai, O. (2015). Phenotypic characteristics and trypanosome prevalence of Mursi cattle breed in the Bodi and Mursi districts of South Omo Zone, southwest Ethiopia. Tropical Animal Health and Production, 47(3), 485‑493. https://doi.org/10.1007/s11250-014-0746-7
Titto, C. G., Veríssimo, C. J., Pereira, A. M. F., Geraldo, A. de M., Katiki, L. M., & Titto, E. A. L. (2016). Thermoregulatory response in hair sheep and shorn wool sheep. Small Ruminant Research, 144, 341‑345. https://doi.org/10.1016/j.smallrumres.2016.10.015
Traoré, A., Koudandé, D. O., Fernández, I., Soudré, A., Álvarez, I., Diarra, S., Diarra, F., Kaboré, A., Sanou, M., Tamboura, H. H., & Goyache, F. (2016). Multivariate characterization of morphological traits in West African cattlesires. Archives Animal Breeding, 59(3), 337‑344. https://doi.org/10.5194/aab-59-337-2016
Traoré, A., Koudandé, D. O., Fernández, I., Soudré, A., Granda, V., Álvarez, I., Diarra, S., Diarra, F., Kaboré, A., Sanou, M., Tamboura, H. H., & Goyache, F. (2015). Geographical assessment of body measurements and qualitative traits in West African cattle. Tropical Animal Health and Production, 47(8), 1505‑1513. https://doi.org/10.1007/s11250-015-0891-7
Venables, W., & Ripley, B. (2002). Modern Applied Statistics with S, Fourth edition. Springer US. https://doi.org/https://doi.org/10.1007/978-0-387-21706-2
Whannou, H. R. V., Afatondji, C. U., Ahozonlin, M. C., Spanoghe, M., Lanterbecq, D., Demblon, D., Houinato, M. R. B., & Dossa, L. H. (2021). Morphological variability within the indigenous sheep population of Benin. PLOS ONE, 16(10), e0258761. https://doi.org/10.1371/journal.pone.0258761
Yakubu A and Ibrahim I A. (2011). Multivariate analysis of morphostructural characteristics in Nigerian indigenous sheep. Italian Journal of Animal Science 10(2): 83‑86. https://doi.org/10.4081/ijas.2011.e17
Yakubu, A., Peters, S. O., Ilori, B. M., Imumorin, I. G., Adeleke, M. A., Takeet, M. I., Ozoje, M. O., Ikeobi, C. O. N., & Adebambo, O. A. (2012). Multifactorial discriminant analysis of morphological and heat-tolerant traits in indigenous, exotic and cross-bred turkeys in Nigeria. Animal Genetic Resources/Ressources Génétiques Animales/Recursos Genéticos Animales, 50, 21‑27. https://doi.org/10.1017/S2078633611000610
Yao, F. A. D., N’Goran, K. E., Ekra, J.-Y., Kanh, K. H. M., Tre, U. B., Konaté, A., Sonan, H., Diloreto, E., & Mafie, E. M. (2025). Characterization and Typology Analysis of Cattle Breeding Practices on Rural Farms in Northern Côte d’Ivoire. Tropical Animal Science Journal, 48(5), 471‑480. https://doi.org/10.5398/tasj.2025.48.5.471
Yapi-Gnaore C V, Oya B A and Ouattara Z. (1996). Revue de la situation des races d’animaux domestiques de Côte d’Ivoire. Animal Genetic Resources Information 19: 91‑108. https://doi.org/10.1017/S101423390000081X
Yougbaré, B., Soudré, A., Ouédraogo, D., Zoma, B. L., Tapsoba, A. S. R., Sanou, M., Ouédraogo-Koné, S., Burger, P., Wurzinger, M., Khayatzadeh, N., Tamboura, H. H., Traoré, A., Sölkner, J., & Mészáros, G. (2020). Morphometric characterization of purebred and crossbred Baoulé cattle in Burkina Faso. Acta Agriculturae Scandinavica, Section A — Animal Science, 69(4), 193‑202. https://doi.org/10.1080/09064702.2020.1825785
Zegeye, T., Belay, G., & Hanotte, O. (2021). Multivariate characterization of phenotypic traits of five native cattle populations from Tigray, Northern Ethiopia. Tropical Animal Health and Production, 53(2), 212. https://doi.org/10.1007/s11250-021-02652-z
This journal has been conceived as part of the