Evidence map›Paper›PMID 41670768›Full record

ArticleMolecular biology reports2026

Multivariate analysis highlights genetic structure in Olive (Olea Europaea L.) germplasm using Resource-Efficient RAPD marker system.

Ayesha Wadood, Amjad Hameed, Muhammad Yussouf Saleem, Abdul Rehman Khan, Saba Akram

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Article in Molecular biology reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

Authors and funding

5 authors.

Ayesha WadoodMarker Assisted Breeding Group, Plant Breeding and Genetics Division, Nuclear Institute for Agriculture and Biology (NIAB), Faisalabad, Pakistan.
Amjad HameedMarker Assisted Breeding Group, Plant Breeding and Genetics Division, Nuclear Institute for Agriculture and Biology (NIAB), Faisalabad, Pakistan. amjad46pk@yahoo.com.
Muhammad Yussouf SaleemNuclear Institute for Agriculture and Biology College, Pakistan Institute of Engineering and Applied Sciences (NIAB-C, PIEAS), Faisalabad, Pakistan.
Abdul Rehman KhanNuclear Institute for Agriculture and Biology College, Pakistan Institute of Engineering and Applied Sciences (NIAB-C, PIEAS), Faisalabad, Pakistan.
Saba AkramNuclear Institute for Agriculture and Biology College, Pakistan Institute of Engineering and Applied Sciences (NIAB-C, PIEAS), Faisalabad, Pakistan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Olive (Olea europaea L.) is a genetically diverse, clonally propagated species with a long history of domestication, outcrossing, and germplasm exchange. In regions where access to high-throughput genotyping is limited, cost-effective methods for diversity analysis are needed. This study aimed to extract maximum genetic information from low-cost RAPD markers, complemented by robust multivariate statistical approaches, to assess diversity and structure in olive germplasm. Twenty-four olive varieties were analyzed using an initial screen of 22 RAPD primers and finally selecting 10 polymorphic primers. Marker informativeness was evaluated using Polymorphic Information Content (PIC), Marker Index (MI), and Diversity Detection Index (DDI). Genetic relationships were examined through Principal Coordinate Analysis (PCoA), hierarchical clustering, Discriminant Analysis of Principal Components (DAPC) and Analysis of Molecular Variance (AMOVA) using R software. A total of 142 bands were amplified, of which 140 were polymorphic. The average PIC, MI, and DDI values were 0.27, 3.81, and 0.16, respectively, indicating moderate marker informativeness. Multivariate analyses revealed high intra-group diversity, limited correlation with geographic origin, and eight distinct genetic clusters. DAPC provided clearer resolution of genetic structure compared to distance-based methods, while AMOVA confirmed that the majority of variation resided within groups. The integration of RAPD markers with multivariate analysis successfully captured complex genetic patterns in olive germplasm. This approach offers a cost-effective yet informative framework for diversity analysis, especially relevant for breeding and conservation programs in resource-limited conditions.

Indexed as

OleaRandom Amplified Polymorphic DNA TechniqueDNA, PlantGenetic MarkersGenetic VariationGenotypeMultivariate AnalysisPhylogenyPolymorphism, GeneticPrincipal Component AnalysisDNA, PlantGenetic MarkersDiversity analysisLow-costMultivariate analysisOliveRAPD

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.