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multi-omics integration

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Evidence Snippets

Future directions emphasise multi-omics integration to decode immune-metabolic crosstalk

Evidence 1Source 1provenance

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 paper2026AGR

1 evidence snippet 1 linked claim Claim 1

Source 2primary paper2025MEDDOI PubMed

1 evidence snippet 2 linked claims Claim 1 Claim 2

Linked Claims

Claim 1future directionsupports2026Source 1

Multi-omics integration is emphasized as a future direction to decode immune-metabolic crosstalk.

Claim 2field advancesupports2025Source 2DOI PubMed

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

Claim 3workflow outlooksupports2025Source 2DOI PubMed

Integrating classical genetics, modern biotechnology, multi-omics, and AI-driven decision frameworks can enable breeding programs to more rapidly develop robust climate-resilient vegetable cultivars with whitefly resistance.