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Kui Xiang1, GuangTang Pan1, Lana M. Reid2, ZhiMing Zhang1 and XiaoYang Zhu2
A meta-analysis of QTL associated with ear rot resistance in maize
Introduction
©2011
1 Maize Research Institute, Sichuan Agricultural University, Yaan 625014, Sichuan, P.R. China 2 Eastern Cereal and Oilseed Research Centre, Agricultural & Agri-Food Canada, Ottawa, Ontario, Canada K1A 0C6
Maize ear rot (ER) is one of the most prevalent types of
maize disease worldwide. The three predominant ER
diseases, Aspergillus ear rot (AER), Fusarium ear rot
(FER) and Gibberella ear rot (GER), are responsible for
the most disease-related reductions in yield and quality.
Meta-analysis is a set of statistical procedures for
synthesizing research results from a number of different
studies. Many studies showed that QTL meta-analyses
can be used to combine results from independent
published QTL studies.
Results and discussion
Materials and methods
Fourteen studies on maize ER QTL published from 2001-
2009 were used in the current study. In these studies, the
resistance of maize was measured by kernels exhibiting
visible symptoms that were converted to percent of
infection such as rot and mycelial growth.
QTL identified in one population evaluated in a given
environment were defined as an experiment. The
identified QTL were projected onto a reference map for
meta-analysis. The original map position, logarithm of
odds score, confidence interval and R2 (% phenotypic
variance explained by the given trait) of each QTL were
used for projection. Information pertaining to all genetic
maps was collected or estimated according to the
published maps, then QTL in their original maps were
projected on IBM2 neighbors 2008 (Intermated B73×Mo17
Map) using BioMercator v 2.1 (Arcade et al. 2004). Some
controversial markers between original and reference
maps were deleted from the analysis to ensure the
accuracy of the projection (Chardon et al. 2004).
Eighty-seven initial QTL were used in the meta-analysis, which resulted in 29 consensuses ER meta-QTL (MQTL) comprising 65 initial QTL and 22 remaining individual QTL. All these MQTL occurred on all chromosomes with the exception of chromosomes 9 and 10, with two to six initial QTL on each chromosome (Table 1). Ten MQTL pooled three initial QTL, while 13 MQTL pooled two initial QTL.
References
Arcade A, Labourdette A, Falque M, Mangin B,
Chardon F, Charcosset A, Joets J (2004) Biomercator:
Integrating genetic maps and QTL towards discovery of
candidate genes. Bioinformatics 20:2324–2326
Chardon F, Virlon B, Moreau L, Falque M, Joets J,
Decousset L, Murigneux A, Charcosset A (2004)
Genetic architecture of flowering time in maize as
inferred from quantitative trait loci meta-analysis and
synteny conservation with the rice genome. Genetics
168:2169–2185
ER in maize is mainly associated with three types (AER, FER
and GER) based on the pathogen causing the ear rot. From
meta-analysis, most MQTL consisted of two or three types of ER
resistance. Eleven of 29 MQTL contributed to both FER and
GER on chromosomes 1 to 7, especially on chromosomes 2 and
3, suggesting that there were some common QTL/genes for FER
and GER resistance in these regions.
Based on 29 MQTL, a total of 21 genes were found to be co-
located within 2 cM of identified MQTL positions, located on 13
MQTL (1, 3, 4, 8, 10, 11, 14, 15, 16, 21, 22, 25 and 26).
MQTL Chrom. Number of Projected
QTL
Type of ERa MQTL Chrom. Number of projected
QTL
Type of ERa
1 1 2 FER, GER 16 5 2 FER
2 1 2 FER, GER 17 5 3 FER, GER
3 1 2 GER 18 5 3 AER, FER, GER
4 2 3 FER, GER 19 6 2 FER
5 2 3 FER, GER 20 6 2 FER
6 2 3 FER, GER 21 6 2 FER,GER
7 3 3 AER, FER 22 6 2 FER
8 3 6 FER, GER 23 6 2 AER, FER
9 3 6 AER, FER, GER 24 7 2 FER
10 3 2 AER, FER 25 7 2 FER, GER
11 3 3 AER, FER, GER 26 7 3 FER, GER
12 3 3 AER, FER, GER 27 7 3 GER
13 4 5 AER, FER 28 7 4 GER
14 4 4 AER, FER 29 8 2 FER
15 4 4 FER, GER
Table1 Characteristics of detected meta-QTL (MQTL) for ear rot (ER) resistance
Fig. 1 Projection on a reference map of chromosome 2.08 and 3.04 of MQTL for ear rot resistance in maize. The name of MQTL are on the left; names of markers and the distances in centimorgans are on the right.
Acknowledgement
The authors gratefully acknowledge Dr Yu-Ming Wei
from Sichuan Agricultural University for excellent
advice on QTL meta-analyses.
In this study, bins 3.04 and 2.08 were major QTL
containing regions of ER resistance (Fig. 1). Three MQTL
(MQTL 8, 9 and 10) were located on bin 3.04, while
another three MQTL (4, 5 and 6) were derived from bin
2.08. Further fine mapping should be worthwhile in the two
regions.
a AER = Aspergillus ear rot, FER = Fusarium ear rot, GER = Gibberella ear rot