Back

Genetic analysis of maize seedling root traits under chilling highlights their importance for early field development

Guffanti, F.; Nagel, K. A.; Galinski, A.; Mueller, C.; Pariyar, S. R.; Scheuermann, D.; Urbany, C.; Presterl, T.; Ouzunova, M.; Schoen, C.-C.

2026-06-14 genetics
10.64898/2026.06.11.731510 bioRxiv
Show abstract

Characterizing the genetic basis of root system architecture and its role in early plant development is essential for developing maize varieties with improved nutrient uptake, enhanced early vigour, and higher yield potential in temperate regions. Landraces represent an invaluable source of allelic diversity that can be leveraged to enrich the genetic basis of modern breeding material. In this study, we used a high throughput phenotyping platform to characterize genetic variation for seedling root traits under chilling conditions relevant for early plant establishment in a large doubled haploid (DH) library derived from two European maize landraces. We dissected the quantitative genetic architecture of twelve seedling root traits using a haplotype-based genome-wide association study, identifying large-effect haplotypes specific to the individual landraces as well as numerous small-effect haplotypes present in both landraces. We validated the effects of four QTL in a biparental population, demonstrating their stability across genetic backgrounds. We found highly significant correlations between haplotype effects on seedling root traits evaluated in the phenotyping platform and early plant height evaluated in multi environment field trials, demonstrating the relevance of seedling root architecture for early plant establishment. In particular, haplotypes associated with seminal and lateral root length were the major determinants of early plant height under field conditions. Several of the haplotypes increasing seedling root length were absent from a broad panel of flint breeding lines, highlighting their potential as targets for introgression to improve early plant establishment under temperate growing conditions. Key messageSeedling root QTL discovered in a high throughput phenotyping platform under chilling conditions influence early plant development in the field.

Matching journals

The top 7 journals account for 50% of the predicted probability mass.

1
G3: Genes|Genomes|Genetics
35 papers in training set
Top 0.1%
11.4%
2
The Plant Genome
57 papers in training set
Top 0.1%
10.1%
3
GENETICS
483 papers in training set
Top 0.7%
7.5%
4
BMC Genomics
406 papers in training set
Top 0.8%
6.4%
5
Journal of Experimental Botany
219 papers in training set
Top 1%
5.3%
6
PLOS Genetics
862 papers in training set
Top 2%
5.3%
7
Theoretical and Applied Genetics
49 papers in training set
Top 0.2%
5.2%
50% of probability mass above
8
The Plant Journal
215 papers in training set
Top 1%
4.9%
9
PLOS ONE
5266 papers in training set
Top 34%
4.1%
10
Frontiers in Plant Science
256 papers in training set
Top 2%
4.1%
11
Scientific Reports
3612 papers in training set
Top 28%
3.9%
12
G3: Genes, Genomes, Genetics
252 papers in training set
Top 2%
3.1%
13
Plant Biotechnology Journal
64 papers in training set
Top 0.5%
3.1%
14
BMC Plant Biology
57 papers in training set
Top 0.4%
3.0%
15
G3 Genes|Genomes|Genetics
351 papers in training set
Top 2%
2.3%
16
Heredity
64 papers in training set
Top 0.5%
1.9%
17
Genome Biology
637 papers in training set
Top 6%
1.6%
18
Nature Communications
5641 papers in training set
Top 48%
1.4%
19
Proceedings of the National Academy of Sciences
2444 papers in training set
Top 33%
1.3%
20
Frontiers in Genetics
230 papers in training set
Top 4%
1.1%
21
The Plant Cell
161 papers in training set
Top 2%
1.0%
22
New Phytologist
346 papers in training set
Top 5%
0.8%
23
Plant Communications
36 papers in training set
Top 1%
0.8%
24
Communications Biology
993 papers in training set
Top 33%
0.8%
25
Nature Plants
94 papers in training set
Top 2%
0.6%
26
Plant Direct
95 papers in training set
Top 3%
0.6%