ArticlePloS one2018
Dissection of genotype × environment interactions for mucilage and seed yield in Plantago species: Application of AMMI and GGE biplot analyses.
Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
23 citing papers in PubMed.
- Assessment of genotype-by-environment interactions for seed yield and yield-related traits in oilseed sunflower genotypes under normal and salinity stress conditions.BMC plant biology · 2026Article
- Yield stability and GxE interaction of green-seeded fenugreek across diverse environments using multivariate models.Frontiers in plant science · 2026Article
- Exploring phenotypic stability for berry yield of Solasodine rich germplasm accessions of Kantakari (Solanum virginianum L.), using AMMI stability model.Scientific reports · 2025Article
- Genetic Variation and Quantitative Trait Loci Analysis of the Maize Ionome in Response to Phosphorus Fertilisation.Plant, cell & environment · 2025Article
- Seed Traits and Salt Tolerance Contribute to the Range Expansion ofEcology and evolution · 2025Article
- Genotype by environment interaction analysis for resistance against powdery mildew and yellow rust in some promising exotic wheats.BMC plant biology · 2025Article
- Genotype × environment interactions for potato yield and quality traits: Identification of ideotypes adapted in different ecological regions of Northwest China.BMC plant biology · 2025Article
- Strategic risk analysis for the selection of stable and high-potential maize genotypes in multi-environment trials.PloS one · 2025Article
- Kernel composition in sorghum landraces revealed via analyses of genotype-by-environment interactions.PloS one · 2025Article
- Assessing the role of genotype by environment interaction of winter wheat cultivars using envirotyping techniques in North China.Frontiers in plant science · 2025Article
- Using cross-country datasets for association mapping in Arachis hypogaea L.The plant genome · 2024Article
- GGE biplot analysis for genotype × environment interactions affecting the seed shattering ofHeliyon · 2024Article
- Article
- Introducing the glycyrrhizic acid and glabridin rich genotypes from the cultivated Iranian licorice (Glycyrrhiza glabra L.) populations to exploit in production systems.Scientific reports · 2024Article
- Genotype by environment interaction, AMMI, GGE biplot, and mega environment analysis of eliteHeliyon · 2024Article
- Exploring the genotype-environment interaction of bread wheat in ambient and high-temperature planting conditions: a rigorous investigation.Scientific reports · 2024Article
- Evaluation of Indian ginseng [Vegetos (Bareilly, India) · 2023Article
- Delineation of Genotype X Environment Interaction for Grain Yield in Spring Barley under Untreated and Fungicide-Treated Environments.Plants (Basel, Switzerland) · 2023Article
- Genotype-environment interaction of crocin inFood science & nutrition · 2022Article
- Comparative transcriptome mining for terpenoid biosynthetic pathway genes in wild and cultivated species of Plantago.Protoplasma · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Genotype × environment interaction (GEI) is an important aspect of both plant breeding and the successful introduction of new cultivars. In the present study, additive main effects and multiplicative interactions (AMMI) and genotype (G) main effects and genotype (G) × environment (E) interaction (GGE) biplot analyses were used to identify stable genotypes and to dissect GEI in Plantago. In total, 10 managed field trials were considered as environments to analyze GEI in thirty genotypes belonging to eight Plantago species. Genotypes were evaluated in a drought stress treatment and in normal irrigation conditions at two locations in Shiraz (Bajgah) for three years (2013-2014- 2015) and Kooshkak (Marvdasht, Fars, Iran) for two years (2014-2015). Three traits, seed yield and mucilage yield and content, were measured at each experimental site and in natural Plantago habitats. AMMI2 biplot analyses identified genotypes from several species with higher stability for seed yield and other genotypes with stable mucilage content and yield. P. lanceolata (G26), P. officinalis (G10), P. ovata (G14), P. ampleexcaulis (G11) and P. major (G4) had higher stability for seed yield. For mucilage yield, G21, G18 and G20 (P. psyllium), G1, G2 and G4 (P. major), G9 and G10 (P. officinalis) and P. lanceolata were identified as stable. G13 (P. ovata), G5 and G6 (P. major) and G30 (P. lagopus) had higher stability for mucilage content. No one genotype was found to have high levels of stability for more than one trait but some species had more than one genotype exhibiting stable trait performance. Based on trait variation, GGE biplot analysis identified two representative environments, one for seed yield and one for mucilage yield and content, with good discriminating ability. The identification of stable genotypes and representative environments should assist the breeding of new Plantago cultivars.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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 OpenQuestion graph.