Search bioRxiv⌕ Search

bioRxiv · 10.1101/2025.09.24.678307

High-throughput SNP discovery, development and validation of a 30 K target SNP genotyping tool for cultivated flax (Linum usitatissimum) breeding and germplasm characterization

Abstract

The cultivated flax (Linum usitatissimum L.) is an industrial crop widely cultivated for fiber and seeds, in broad geographical regions around the world. This crop faces many challenges (yield, quality, biotic and abiotic stresses) linked to climate change as almost all other crops. Among solution for improving or breeding new adapted cultivars, marker-assisted selection has been widely applied in plant breeding to enhance crop yield, quality, and tolerance to biotic or abiotic stresses. Recent advance of targeted genotyping-by-sequencing (GBS) offers an ultimate MAS tool to accelerate plant breeding and crop improvement. To facilitate the utility of SNP-based genotyping, we developed and validated in this study a target SNPs genotyping tool named AT-SNP-30K using Allegro targeted SNPs technology. A total of 41k SNPs were selected from 4.78 million and 3.73 million SNPs identified in two different accessions panels, respectively. Probe design for all these markers was successfully achieved for 35,791 of these markers, representing a 86% conversion success rate. The set of markers was then validated by genotyping a diversity panel comprising 384 individuals, including 376 accessions and eight replicates of the fiber flax Ideo cultivar. The validated genotyping tool includes 35,791 SNPs, covering the fifteen chromosomes with 24,951 high-quality SNPs (MAF> 5%, average low rate of missing data) and 27,247 SNPs having a MAF greater than 1%; demonstrating high polymorphism and excellent genotyping accuracy. The repeatability of genotyping in the validation experiment, reached 99.00% of SNPs for the eight Ideo replicate controls. The AT-SNP-30K genotyping tool is a robust resource for genetic studies, germplasm characterisation and cultivated flax marker-assisted selection studies. It can be used to enhance the breeding of new flax cultivars adapted to the context of climate change.

Explore related subjects

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

DEMENOU, B. B., PINEAU, C. P., Le CLAINCHE, I., BERARD, A., FAIVRE RAMPANT, P., HINSINGER, D. D.. 2025-09-26. High-throughput SNP discovery, development and validation of a 30 K target SNP genotyping tool for cultivated flax (Linum usitatissimum) breeding and germplasm characterization. https://doi.org/10.1101/2025.09.24.678307

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related preprints

A hydrogen-producing mitochondrion in an anaerobic eukaryotrophic rhizarian

Diverse eukaryotes thrive under low oxygen conditions, in part through highly modified mitochondrion-related organelles (MROs) that use alternate metabolic pathways to support ATP production and cofactor recycling. Anaerobic lifestyles have evolved repeatedly across the eukaryotic tree of life, each providing an independent opportunity to understand how eukaryotes adapt to life in low oxygen conditions. Here, we use single-cell transcriptomics to reconstruct the MRO metabolism of PCE SSF, a benthic eukaryotrophic flagellate and the first cultivated representative of Novel Clade 12 (NC12; Rhizaria), an independently anaerobic rhizarian lineage. PCE SSF possesses an anaerobic hydrogen-producing mitochondrion capable of hydrogenosome-type substrate-level phosphorylation. It also retains a nearly complete but likely branched tricarboxylic acid pathway that lacks citrate synthase and malate dehydrogenase. The function of citrate synthase may instead be fulfilled by the typically cytosolic ATP citrate lyase, previously reported in this context only in the anaerobic cercozoan, Brevimastigomonas motovehiculus. Unlike B. motovehiculus, however, PCE SSF retains only Complex II and the NuoE/NuoF subunits of the electron transport chain and lacks a mitochondrial genome. Together, these features indicate an atypical and reduced mitochondrial metabolism, highlighting the diversity of evolutionary solutions to anaerobic energy metabolism in eukaryotes.

genomics↗

A single-nucleus multi-omic atlas of gene regulation across 21 adult human tissues

Diverse human cell types establish specialized functions through lineage- and context-specific regulatory programs. Interpreting non-coding genetic risk requires integrated multi-omic reference maps that directly connect regulatory DNA to cellular expression across human tissues. Here we present a single-nucleus multi-omic atlas comprising 459,856 transcriptomic and chromatin accessibility profiles from 21 adult human tissues and four donors, including paired measurements from 160,688 nuclei. The atlas resolves nine cell lineages, 61 broad cell types and 313 subclusters, and identifies 1,085,062 candidate cis-regulatory elements (cCREs), including 161,270 novel elements absent from ENCODE. Regulatory activity was dominated by cell identity but refined by tissue context. Joint profiling enabled 871,177 cCRE-gene associations and revealed lineage-specific regulatory architectures. Cross-tissue accessibility further identified lineage-restricted and constitutively inaccessible chromatin domains, the latter showing preferential hypomethylation across human cancers. Furthermore, we leverage this dataset to train sequence-to-function models to predict chromatin-accessibility effects for 548,656 fine-mapped variants, identifying 18,133 high-effect variants, including 1,120 broadly active variants. Models trained for eight endothelial subtypes further resolve predicted variant effects across vascular beds. Together, this atlas provides a comprehensive cellular and computational framework for interpreting regulatory sequence, context-dependent gene control, and complex trait genetics across the human body.

genomics↗

The chromosome level genome of the Blueberry Stem Gall Wasp, Hemadas nubilipennis (Hymenoptera: Ormyridae) on lowbush blueberry (Vaccinium angustifolium) reveals repeat-driven expansion

Gall-inducing wasps are emerging models for studying plantinsect coevolution, host manipulation, host plant adaptation, and speciation, yet chromosome-level resources remain scarce for most lineages. The blueberry stem gall wasp (BSGW), Hemadas nubilipennis (Hymenoptera: Ormyridae), is native to North America where it induces galls on both lowbush (Vaccinium angustifolium) and highbush blueberries (V. corymbosum). Recently, BSGW has reached outbreak densities in cultivated highbush production. Given that (a) the biology has been characterized primarily from natural lowbush-associated populations, (b) the absence of genomic resources limits comparative analyses, and (c) populations on cultivated highbush represent a recent host shift, we generated the first chromosome-level genome from wild lowbush blueberry. The BSGW genome consists of five chromosome-scale scaffolds totaling 1.08 Gb (N50 = 218 Mb), the second largest known in Chalcidoidea. Comparative analysis reveals that genome size variation is driven primarily by transposable element proliferation (R = 0.96, p < 0.001), with BSGW exhibiting a high proportion of unclassified TEs. Gene-body methylation is conserved, enriched in exons of broadly expressed core genes, and correlates with gene density. The mitochondrial genome (18,697 bp) exhibits extensive gene rearrangement, and COI sequences reveal 4.35.4% divergence from geographically distant populations, suggesting a complex of cryptic species. Additionally, we assemble a near-complete genome of the endosymbiont Wolbachia pipientis (Supergroup A), which encodes PifA and PifB effectors potentially linked to parthenogenesis. These resources establish a foundation for population genomics, taxonomic revision, and applied management, while providing insights into genome architecture, epigenetics, and symbiont interactions.

genomics↗