First-pass extracted concept

genomic selection

Candidate: concept label2 source documents5 linked claims

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Aliases

Extracted Explainers

What the tool is doing

Genomic Selection is presented as one component of an integrated biotechnology framework for improving maize resilience. The abstract associates it with understanding complex stress-adaptive traits and genotype-by-environment interactions.

Source 1DOI PubMed

Resources required

The abstract supports that deployment requires breeding infrastructure and practical implementation capacity. Cost is explicitly mentioned as a barrier in some settings.

Source 1DOI PubMed

What problem it solves

It addresses the challenge of improving complex climate-relevant traits in maize breeding. The review frames it as part of a roadmap toward resilient cultivars.

Source 1DOI PubMed

Alternatives

The abstract places GS alongside Environmental Genomic Selection, genome editing, and multi-omics platforms.

Source 1DOI PubMed

Evidence Snippets

We present an integrated framework that encompasses ... Genomic Selection (GS)

Evidence 1Source 1DOI PubMedprovenance

Recent advances in QTL mapping, pangenomics, multi-omics integration, genomic selection, and CRISPR-based modification of metabolic and structural defense traits have transformed the landscape of resistance breeding.

Evidence 2Source 2DOI PubMedprovenance

Supporting Sources

Source 1primary paper2026MEDDOI PubMed

1 evidence snippet 4 linked claims Claim 1 Claim 2 Claim 3

Source 2primary paper2025MEDDOI PubMed

1 evidence snippet 1 linked claim Claim 1

Linked Claims

Claim 1capability statementsupports2026Source 1DOI PubMed

The integrated biotechnology approaches discussed have deepened understanding of complex stress-adaptive traits and genotype-by-environment interactions and revealed precise targets for breeding climate-resilient maize cultivars.

Quoted textsource-backed

These approaches have significantly deepened our understanding of complex stress-adaptive traits and genotype-by-environment interactions, revealing precise targets for breeding climate-resilient cultivars.

Claim 2limitation statementsupports2026Source 1DOI PubMed

Technical breakthroughs in maize resilience biotechnology still face barriers including genotype-dependent transformation efficiency, regulatory landscapes, and implementation costs in resource-limited settings.

Quoted textsource-backed

Despite these technical breakthroughs, barriers such as genotype-dependent transformation efficiency, regulatory landscapes, and implementation costs in resource-limited settings remain.

Claim 3roadmap statementsupports2026Source 1DOI PubMed

Integrating molecular breakthroughs with practical deployment strategies offers a roadmap for developing sustainable, climate-resilient maize varieties.

Quoted textsource-backed

By integrating molecular breakthroughs with practical deployment strategies, this review offers a comprehensive roadmap for developing sustainable, climate-resilient maize varieties to meet future agricultural demands.

Claim 4scope statementsupports2026Source 1DOI PubMed

The review presents an integrated framework for enhancing maize resilience under climate change that includes CRISPR/Cas9, next-generation genome editing, genomic selection, environmental genomic selection, and multi-omics platforms.

Quoted textsource-backed

We present an integrated framework that encompasses CRISPR/Cas9 and next-generation genome editing, Genomic Selection (GS), Environmental Genomic Selection (EGS), and multi-omics platforms-spanning transcriptomics, proteomics, metabolomics, and epigenomics.

Claim 5field advancesupports2025Source 2DOI PubMed

QTL mapping, pangenomics, multi-omics integration, genomic selection, and CRISPR-based modification of defense traits have transformed whitefly resistance breeding.