Evidence map›Paper›PMID 42639097›Full record

ArticleFrontiers in plant science2026

Genotype by environment interaction and local adaptation of commercial legume cover crop genotypes.

Raksha Thapa, Joel Douglas, John Englert, Heather Dial, Kelly Robbins, Virginia Mae Moore

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Raksha ThapaSection of Plant Breeding and Genetics, School of Integrative Plant Science, Cornell University, Ithaca, NY, United States.
Joel DouglasRetired, Fort Worth, TX, United States.
John EnglertUS Department of Agriculture Natural Resources Conservation Service, Plant Materials Program, Washington, DC, United States.
Heather DialUS Department of Agriculture (USDA) Natural Resources Conservation Service, Plant Materials Program, Portland, OR, United States.
Kelly RobbinsSection of Plant Breeding and Genetics, School of Integrative Plant Science, Cornell University, Ithaca, NY, United States.
Virginia Mae MooreSection of Plant Breeding and Genetics, School of Integrative Plant Science, Cornell University, Ithaca, NY, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Inconsistent winter survival is one of the major challenges in fall-planted legume cover crops. Although several genotypes marketed as winter-hardy are available commercially, their performance is unknown across many US regions. Climate change has further escalated this problem with unpredictable weather conditions. To address this gap, we evaluated winter survival of 30 genotypes of hairy vetch, winter pea, crimson clover, red clover, and balansa clover in 31 US location-years over two growing seasons (2016-2018). We analyzed the effect of genotype, environment, genotype-by-environment interaction, and weather-trait associations. Hairy vetch cultivars 'CCS Groff', 'Purple Prosperity', and 'TNT' showed the highest overall winter survival combined with stable performance across environments. Variance partitioning indicated that environment (43.2%) and genotype-by-environment interaction (35.9%) explained more variation in winter survival than the genotype main effect (17.1%), indicating that cultivar performance was considerably context-dependent and that environment-specific recommendations are warranted. In most environments, winter survival was moderate (0.50-0.80) to high (greater than 0.80), except in two site-years where even the superior genotypes had less than 0.5 winter survival, and substantial year-to-year variation occurred even within the same locations. Environment-level correlation analysis indicated that temperature in November, February, and March (positive effect) and snowfall in these same months (negative effect) were most consistently associated with winter survival, though no single weather variable or combination dominated, reflecting the complexity of winter survival as a trait. The substantial genotype-by-environment interaction observed, together with very low winter survival in some environments, highlights the necessity of multi-environment testing and developing more winter-hardy and stable legume cover crop cultivars.

Indexed as

breedingcover cropsgenotype-environment interactionlegume cropsweather-trait relationwinter hardywinter survival

Identifiers

PMID42639097
PMCPMC13500589

What OpenQuestion holds

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Registered trials

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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 OpenQuestion graph.