Bulked Segregant Analysis Revealed the Common Resistant QTLs Associated with Fusarium Ear Rot and Gibberella Ear Rot in Maize
Abstract
1. Introduction
2. Results
2.1. Phenotype of the FER and GER Resistance
2.2. BSA Mapping of FER Resistance
2.3. BSA Mapping of GER Resistance
2.4. Candidate Genes and Enrichment Analysis
2.5. Candidate Genes Expression Analysis
3. Discussion
4. Materials and Methods
4.1. Plant Materials and Field Management
4.2. Pathogen Culture and Artificial Inoculation
4.3. Disease Evaluation
4.4. DNA Extraction, Library Construction, and Sequencing
4.5. Data Processing and Analysis
4.6. Pathway Enrichment Analysis
4.7. Tissue-Specific Expression Analysis
4.8. qRT-PCR Analysis
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Missmer, S.A.; Suarez, L.; Felkner, M.; Wang, E.; Merrill, A.H., Jr.; Rothman, K.J.; Hendricks, K.A. Exposure to fumonisins and the occurrence of neural tube defects along the Texas-Mexico border. Environ. Health Perspect. 2006, 114, 237–241. [Google Scholar] [CrossRef]
- Munkvold, G.P.; Desjardins, A.E. Fumonisins in Maize: Can We Reduce Their Occurrence? Plant Dis. 1997, 81, 556–565. [Google Scholar] [CrossRef]
- Mesterházy, Á.; Lemmens, M.; Reid, L.M. Breeding for resistance to ear rots caused by Fusarium spp. in maize—A review. Plant Breed. 2012, 131, 1–19. [Google Scholar] [CrossRef]
- Kebebe, A.Z.; Reid, L.M.; Zhu, X.; Wu, J.; Woldemariam, T.; Voloaca, C.; Xiang, K. Relationship between kernel drydown rate and resistance to gibberella ear rot in maize. Euphytica 2015, 201, 79–88. [Google Scholar] [CrossRef]
- Morales-Rodriguez, I.; Yanez-Morales, M.; Silva-Rojas, H.V.; Garcia-de-Los-Santos, G.; Guzman-de-Pena, D.A. Biodiversity of Fusarium species in Mexico associated with ear rot in maize, and their identification using a phylogenetic approach. Mycopathologia 2007, 163, 31–39. [Google Scholar] [CrossRef]
- Talas, F.; McDonald, B.A. Significant variation in sensitivity to a DMI fungicide in field populations of Fusarium graminearum. Plant Pathol. 2015, 64, 664–670. [Google Scholar] [CrossRef]
- Munkvold, G.P. Cultural and genetic approaches to managing mycotoxins in maize. Annu. Rev. Phytopathol. 2003, 41, 99–116. [Google Scholar] [CrossRef] [PubMed]
- McKenna, A.; Hanna, M.; Banks, E.; Sivachenko, A.; Cibulskis, K.; Kernytsky, A.; Garimella, K.; Altshuler, D.; Gabriel, S.; Daly, M.; et al. The Genome Analysis Toolkit: A MapReduce framework for analyzing next-generation DNA sequencing data. Genome Res. 2010, 20, 1297–1303. [Google Scholar] [CrossRef]
- Collard, B.C.; Mackill, D.J. Marker-assisted selection: An approach for precision plant breeding in the twenty-first century. Philos. Trans. R. Soc. B Biol. Sci. 2008, 363, 557–572. [Google Scholar] [CrossRef] [PubMed]
- Ali, M.L.; Taylor, J.H.; Jie, L.; Sun, G.; William, M.; Kasha, K.J.; Reid, L.M.; Pauls, K.P. Molecular mapping of QTLs for resistance to Gibberella ear rot, in corn, caused by Fusarium graminearum. Genome 2005, 48, 521–533. [Google Scholar] [CrossRef]
- Lanubile, A.; Maschietto, V.; Borrelli, V.M.; Stagnati, L.; Logrieco, A.F.; Marocco, A. Molecular Basis of Resistance to Fusarium Ear Rot in Maize. Front. Plant Sci. 2017, 8, 1774. [Google Scholar] [CrossRef] [PubMed]
- Yang, Q.; Balint-Kurti, P.; Xu, M. Quantitative Disease Resistance: Dissection and Adoption in Maize. Mol. Plant 2017, 10, 402–413. [Google Scholar] [CrossRef]
- Santiago, R.; Cao, A.; Malvar, R.A.; Butron, A. Genomics of Maize Resistance to Fusarium Ear Rot and Fumonisin Contamination. Toxins 2020, 12, 431. [Google Scholar] [CrossRef] [PubMed]
- Chen, J.; Ding, J.; Li, H.; Li, Z.; Sun, X.; Li, J.; Wang, R.; Dai, X.; Dong, H.; Song, W.; et al. Detection and verification of quantitative trait loci for resistance to Fusarium ear rot in maize. Mol. Breed. 2012, 30, 1649–1656. [Google Scholar] [CrossRef]
- Maschietto, V.; Colombi, C.; Pirona, R.; Pea, G.; Strozzi, F.; Marocco, A.; Rossini, L.; Lanubile, A. QTL mapping and candidate genes for resistance to Fusarium ear rot and fumonisin contamination in maize. BMC Plant Biol. 2017, 17, 20. [Google Scholar] [CrossRef]
- Ding, J.; Wang, X.; Chander, S.; Yan, J.; Li, J. QTL mapping of resistance to Fusarium ear rot using a RIL population in maize. Mol. Breed. 2008, 22, 395–403. [Google Scholar] [CrossRef]
- Li, Z.M.; Ding, J.Q.; Wang, R.X.; Chen, J.F.; Sun, X.D.; Chen, W.; Song, W.B.; Dong, H.F.; Dai, X.D.; Xia, Z.L.; et al. A new QTL for resistance to Fusarium ear rot in maize. J. Appl. Genet. 2011, 52, 403–406. [Google Scholar] [CrossRef]
- Yang, Q.; Zhang, D.; Xu, M. A sequential quantitative trait locus fine-mapping strategy using recombinant-derived progenyF. J. Integr. Plant Biol. 2012, 54, 228–237. [Google Scholar] [CrossRef]
- Jiang, C.; Zeng, Z.B. Multiple trait analysis of genetic mapping for quantitative trait loci. Genetics 1995, 140, 1111–1127. [Google Scholar] [CrossRef]
- Ding, J.; Zhang, L.; Chen, J.; Li, X.; Li, Y.; Cheng, H.; Huang, R.; Zhou, B.; Li, Z.; Wang, J.; et al. Genomic Dissection of Leaf Angle in Maize (Zea mays L.) Using a Four-Way Cross Mapping Population. PLoS ONE 2015, 10, e0141619. [Google Scholar] [CrossRef]
- Zila, C.T.; Samayoa, L.F.; Santiago, R.; Butron, A.; Holland, J.B. A genome-wide association study reveals genes associated with fusarium ear rot resistance in a maize core diversity panel. G3 Genes Genomes Genet. 2013, 3, 2095–2104. [Google Scholar] [CrossRef]
- Butron, A.; Santiago, R.; Cao, A.; Samayoa, L.F.; Malvar, R.A. QTLs for Resistance to Fusarium Ear Rot in a Multiparent Advanced Generation Intercross (MAGIC) Maize Population. Plant Dis. 2019, 103, 897–904. [Google Scholar] [CrossRef] [PubMed]
- Yao, L.; Li, Y.; Ma, C.; Tong, L.; Du, F.; Xu, M. Combined genome-wide association study and transcriptome analysis reveal candidate genes for resistance to Fusarium ear rot in maize. J. Integr. Plant Biol. 2020, 62, 1535–1551. [Google Scholar] [CrossRef] [PubMed]
- Ayesiga, S.B.; Rubaihayo, P.; Oloka, B.M.; Dramadri, I.O.; Sserumaga, J.P. Genome-wide association study and pathway analysis to decipher loci associated with Fusarium ear rot resistance in tropical maize germplasm. Genet. Resour. Crop Evol. 2024, 71, 2435–2448. [Google Scholar] [CrossRef] [PubMed]
- Chen, J.; Shrestha, R.; Ding, J.; Zheng, H.; Mu, C.; Wu, J.; Mahuku, G. Genome-Wide Association Study and QTL Mapping Reveal Genomic Loci Associated with Fusarium Ear Rot Resistance in Tropical Maize Germplasm. G3 Genes Genomes Genet. 2016, 6, 3803–3815. [Google Scholar] [CrossRef]
- Miedaner, T.; Boeven, A.L.G.; Gaikpa, D.S.; Kistner, M.B.; Grote, C.P. Genomics-Assisted Breeding for Quantitative Disease Resistances in Small-Grain Cereals and Maize. Int. J. Mol. Sci. 2020, 21, 9717. [Google Scholar] [CrossRef]
- Kebede, A.Z.; Woldemariam, T.; Reid, L.M.; Harris, L.J. Quantitative trait loci mapping for Gibberella ear rot resistance and associated agronomic traits using genotyping-by-sequencing in maize. Theor. Appl. Genet. 2016, 129, 17–29. [Google Scholar] [CrossRef]
- Wen, J.; Shen, Y.; Xing, Y.; Wang, Z.; Han, S.; Li, S.; Yang, C.; Hao, D.; Zhang, Y. QTL mapping of resistance to Gibberella ear rot in maize. Mol. Breed. 2020, 40, 94. [Google Scholar] [CrossRef]
- Zhou, G.; Li, S.; Ma, L.; Wang, F.; Jiang, F.; Sun, Y.; Ruan, X.; Cao, Y.; Wang, Q.; Zhang, Y.; et al. Mapping and Validation of a Stable Quantitative Trait Locus Conferring Maize Resistance to Gibberella Ear Rot. Plant Dis. 2021, 105, 1984–1991. [Google Scholar] [CrossRef]
- Yuan, G.; Li, Y.; He, D.; Shi, J.; Yang, Y.; Du, J.; Zou, C.; Ma, L.; Pan, G.; Shen, Y. A Combination of QTL Mapping and GradedPool-Seq to Dissect Genetic Complexity for Gibberella Ear Rot Resistance in Maize Using an IBM Syn10 DH Population. Plant Dis. 2023, 107, 1115–1121. [Google Scholar] [CrossRef]
- Gaikpa, D.S.; Kessel, B.; Presterl, T.; Ouzunova, M.; Galiano-Carneiro, A.L.; Mayer, M.; Melchinger, A.E.; Schon, C.C.; Miedaner, T. Exploiting genetic diversity in two European maize landraces for improving Gibberella ear rot resistance using genomic tools. Theor. Appl. Genet. 2021, 134, 793–805. [Google Scholar] [CrossRef]
- Yuan, G.; He, D.; Shi, J.; Li, Y.; Yang, Y.; Du, J.; Zou, C.; Ma, L.; Gao, S.; Pan, G.; et al. Genome-Wide Association Study Discovers Novel Germplasm Resources and Genetic Loci with Resistance to Gibberella Ear Rot Caused by Fusarium graminearum. Phytopathology 2023, 113, 1317–1324. [Google Scholar] [CrossRef]
- Zhou, G.; Ma, L.; Zhao, C.; Xie, F.; Xu, Y.; Wang, Q.; Hao, D.; Gao, X. Genome-wide association study and molecular marker development for susceptibility to Gibberella ear rot in maize. Theor. Appl. Genet. 2024, 137, 222. [Google Scholar] [CrossRef] [PubMed]
- Hill, J.T.; Demarest, B.L.; Bisgrove, B.W.; Gorsi, B.; Su, Y.C.; Yost, H.J. MMAPPR: Mutation mapping analysis pipeline for pooled RNA-seq. Genome Res. 2013, 23, 687–697. [Google Scholar] [CrossRef] [PubMed]
- Wen, J.; Shen, Y.; Xing, Y.; Wang, Z.; Han, S.; Li, S.; Yang, C.; Hao, D.; Zhang, Y. QTL Mapping of Fusarium Ear Rot Resistance in Maize. Plant Dis. 2021, 105, 558–565. [Google Scholar] [CrossRef]
- Xia, Y.; Wang, B.; Zhu, L.; Wu, W.; Sun, S.; Zhu, Z.; Li, X.; Weng, J.; Duan, C. Identification of a Fusarium ear rot resistance gene in maize by QTL mapping and RNA sequencing. Front. Plant Sci. 2022, 13, 954546. [Google Scholar] [CrossRef]
- Guo, Z.; Zou, C.; Liu, X.; Wang, S.; Li, W.X.; Jeffers, D.; Fan, X.; Xu, M.; Xu, Y. Complex Genetic System Involved in Fusarium Ear Rot Resistance in Maize as Revealed by GWAS, Bulked Sample Analysis, and Genomic Prediction. Plant Dis. 2020, 104, 1725–1735. [Google Scholar] [CrossRef]
- Wu, Y.; Zhou, Z.; Dong, C.; Chen, J.; Ding, J.; Zhang, X.; Mu, C.; Chen, Y.; Li, X.; Li, H.; et al. Linkage mapping and genome-wide association study reveals conservative QTL and candidate genes for Fusarium rot resistance in maize. BMC Genom. 2020, 21, 357. [Google Scholar] [CrossRef] [PubMed]
- Martin, M.; Miedaner, T.; Schwegler, D.D.; Kessel, B.; Ouzunova, M.; Dhillon, B.S.; Schipprack, W.; Utz, H.F.; Melchinger, A.E. Comparative Quantitative Trait Loci Mapping for Gibberella Ear Rot Resistance and Reduced Deoxynivalenol Contamination across Connected Maize Populations. Crop Sci. 2012, 52, 32–43. [Google Scholar] [CrossRef]
- Fang, N.; Jia, C.; Chen, R.; An, J.; Kang, Z.; Liu, J. The wheat CC-NBS-LRR protein TaRGA3 confers resistance to stripe rust by suppressing ascorbate peroxidase 6 activity. Plant Physiol. 2024, 197, kiae603. [Google Scholar] [CrossRef]
- Wang, S.; Wang, X.; Zhang, R.; Liu, Q.; Sun, X.; Wang, J.; Wang, Y.; Xing, J.; Liu, Y.; Zhao, Y.; et al. RppM, Encoding a Typical CC-NBS-LRR Protein, Confers Resistance to Southern Corn Rust in Maize. Front. Plant Sci. 2022, 13, 951318. [Google Scholar] [CrossRef] [PubMed]
- Zhang, H.; Chen, C.; Li, L.; Tan, X.; Wei, Z.; Li, Y.; Li, J.; Yan, F.; Chen, J.; Sun, Z. A rice LRR receptor-like protein associates with its adaptor kinase OsSOBIR1 to mediate plant immunity against viral infection. Plant Biotechnol. J. 2021, 19, 2319–2332. [Google Scholar] [CrossRef]
- Wang, Y.; Xu, Y.; Gupta, S.; Zhou, Y.; Wallwork, H.; Zhou, G.; Broughton, S.; Zhang, X.Q.; Tan, C.; Westcott, S.; et al. Fine mapping QSc.VR4, an effective and stable scald resistance locus in barley (Hordeum vulgare L.), to a 0.38-Mb region enriched with LRR-RLK and GLP genes. Theor. Appl. Genet. 2020, 133, 2307–2321. [Google Scholar] [CrossRef] [PubMed]
- Gao, Y.; Qu, Q.; Liu, N.; Sun, M.; Liu, X.; Cao, Z.; Dong, J. Genome identification of the LRR-RLK gene family in maize (Zea mays) and expression analysis in response to Fusarium verticillioides infection. BMC Plant Biol. 2025, 25, 524. [Google Scholar] [CrossRef]
- Jamann, T.M.; Luo, X.; Morales, L.; Kolkman, J.M.; Chung, C.L.; Nelson, R.J. A remorin gene is implicated in quantitative disease resistance in maize. Theor. Appl. Genet. 2016, 129, 591–602. [Google Scholar] [CrossRef]
- Wang, S.; Chen, Z.; Tian, L.; Ding, Y.; Zhang, J.; Zhou, J.; Liu, P.; Chen, Y.; Wu, L. Comparative proteomics combined with analyses of transgenic plants reveal ZmREM1.3 mediates maize resistance to southern corn rust. Plant Biotechnol. J. 2019, 17, 2153–2168. [Google Scholar] [CrossRef]
- Gunupuru, L.R.; Arunachalam, C.; Malla, K.B.; Kahla, A.; Perochon, A.; Jia, J.; Thapa, G.; Doohan, F.M. A wheat cytochrome P450 enhances both resistance to deoxynivalenol and grain yield. PLoS ONE 2018, 13, e0204992. [Google Scholar] [CrossRef]
- Saito, S.; Hirai, N.; Matsumoto, C.; Ohigashi, H.; Ohta, D.; Sakata, K.; Mizutani, M. Arabidopsis CYP707As encode (+)-abscisic acid 8′-hydroxylase, a key enzyme in the oxidative catabolism of abscisic acid. Plant Physiol. 2004, 134, 1439–1449. [Google Scholar] [CrossRef] [PubMed]
- Krochko, J.E.; Abrams, G.D.; Loewen, M.K.; Abrams, S.R.; Cutler, A.J. (+)-Abscisic acid 8′-hydroxylase is a cytochrome P450 monooxygenase. Plant Physiol. 1998, 118, 849–860. [Google Scholar] [CrossRef]
- He, M.; Zhang, S.; Tang, C.; Yan, Y.; Zhang, Z.; Wang, J.; Wang, N.; Wang, X. TaWAKL8-2B, a wall-associated receptor-like kinase, mediates wheat rust resistance by linalool and ROS accumulation. Stress Biol. 2025, 5, 50. [Google Scholar] [CrossRef]
- Qi, H.; Guo, F.; Lv, L.; Zhu, X.; Zhang, L.; Yu, J.; Wei, X.; Zhang, Z. The Wheat Wall-Associated Receptor-Like Kinase TaWAK-6D Mediates Broad Resistance to Two Fungal Pathogens Fusarium pseudograminearum and Rhizoctonia cerealis. Front. Plant Sci. 2021, 12, 758196. [Google Scholar] [CrossRef] [PubMed]
- Li, H.; Zhou, S.Y.; Zhao, W.S.; Su, S.C.; Peng, Y.L. A novel wall-associated receptor-like protein kinase gene, OsWAK1, plays important roles in rice blast disease resistance. Plant Mol. Biol. 2009, 69, 337–346. [Google Scholar] [CrossRef]
- Yang, P.; Scheuermann, D.; Kessel, B.; Koller, T.; Greenwood, J.R.; Hurni, S.; Herren, G.; Zhou, S.; Marande, W.; Wicker, T.; et al. Alleles of a wall-associated kinase gene account for three of the major northern corn leaf blight resistance loci in maize. Plant J. 2021, 106, 526–535. [Google Scholar] [CrossRef]
- Zuo, W.; Chao, Q.; Zhang, N.; Ye, J.; Tan, G.; Li, B.; Xing, Y.; Zhang, B.; Liu, H.; Fengler, K.A.; et al. A maize wall-associated kinase confers quantitative resistance to head smut. Nat. Genet. 2015, 47, 151–157. [Google Scholar] [CrossRef] [PubMed]
- Zhong, C.; Li, W.; Zhang, X.; Zhang, D.; Wen, Z.; Song, W.; Jiang, Z.; Gao, Z.; Guo, H.; Bi, G.; et al. A cell wall-associated kinase phosphorylates NLR immune receptor to negatively regulate resistosome formation. Nat. Plants 2025, 11, 561–579. [Google Scholar] [CrossRef]
- Zuo, N.; Bai, W.Z.; Wei, W.Q.; Yuan, T.L.; Zhang, D.; Wang, Y.Z.; Tang, W.H. Fungal CFEM effectors negatively regulate a maize wall-associated kinase by interacting with its alternatively spliced variant to dampen resistance. Cell Rep. 2022, 41, 111877. [Google Scholar] [CrossRef]
- Cao, Y.; Zhang, Y.; Chen, Y.; Yu, N.; Liaqat, S.; Wu, W.; Chen, D.; Cheng, S.; Wei, X.; Cao, L.; et al. OsPG1 Encodes a Polygalacturonase that Determines Cell Wall Architecture and Affects Resistance to Bacterial Blight Pathogen in Rice. Rice 2021, 14, 36. [Google Scholar] [CrossRef]
- He, Y.; Karre, S.; Johal, G.S.; Christensen, S.A.; Balint-Kurti, P. A maize polygalacturonase functions as a suppressor of programmed cell death in plants. BMC Plant Biol. 2019, 19, 310. [Google Scholar] [CrossRef]
- Ferrari, S.; Galletti, R.; Pontiggia, D.; Manfredini, C.; Lionetti, V.; Bellincampi, D.; Cervone, F.; De Lorenzo, G. Transgenic expression of a fungal endo-polygalacturonase increases plant resistance to pathogens and reduces auxin sensitivity. Plant Physiol. 2008, 146, 669–681. [Google Scholar] [CrossRef] [PubMed]
- Ryser, U.; Schorderet, M.; Zhao, G.F.; Studer, D.; Ruel, K.; Hauf, G.; Keller, B. Structural cell-wall proteins in protoxylem development: Evidence for a repair process mediated by a glycine-rich protein. Plant J. 1997, 12, 97–111. [Google Scholar] [CrossRef]
- Gao, Y.; He, C.; Zhang, D.; Liu, X.; Xu, Z.; Tian, Y.; Liu, X.H.; Zang, S.; Pauly, M.; Zhou, Y.; et al. Two Trichome Birefringence-Like Proteins Mediate Xylan Acetylation, Which Is Essential for Leaf Blight Resistance in Rice. Plant Physiol. 2017, 173, 470–481. [Google Scholar] [CrossRef]
- Lin, J.; Ruan, S.; Guo, Q.; Zhang, Y.; Fang, M.; Li, T.; Luo, G.; Tian, Z.; Zhang, Y.; Tandayu, E.; et al. Comprehensive genome-wide analysis of wheat xylanase inhibitor protein (XIP) genes: Unveiling their role in Fusarium head blight resistance and plant immune mechanisms. BMC Plant Biol. 2024, 24, 462. [Google Scholar] [CrossRef]
- Wang, M.; Zhu, X.; Wang, K.; Lu, C.; Luo, M.; Shan, T.; Zhang, Z. A wheat caffeic acid 3-O-methyltransferase TaCOMT-3D positively contributes to both resistance to sharp eyespot disease and stem mechanical strength. Sci. Rep. 2018, 8, 6543. [Google Scholar] [CrossRef]
- Yang, Q.; He, Y.; Kabahuma, M.; Chaya, T.; Kelly, A.; Borrego, E.; Bian, Y.; El Kasmi, F.; Yang, L.; Teixeira, P.; et al. A gene encoding maize caffeoyl-CoA O-methyltransferase confers quantitative resistance to multiple pathogens. Nat. Genet. 2017, 49, 1364–1372. [Google Scholar] [CrossRef]
- Tian, J.; Zhang, H.; Li, S.; Lin, Y.; Xiong, L.; Yuan, M. Precision editing of a susceptibility gene promoter to alter its methylation modification for engineering rice resilience to biotic and abiotic stresses. Plant Biotechnol. J. 2024, 22, 3082–3084. [Google Scholar] [CrossRef] [PubMed]
- Lu, K.; Li, C.; Guan, J.; Liang, W.H.; Chen, T.; Zhao, Q.Y.; Zhu, Z.; Yao, S.; He, L.; Wei, X.D.; et al. The PPR-Domain Protein SOAR1 Regulates Salt Tolerance in Rice. Rice 2022, 15, 62. [Google Scholar] [CrossRef]
- Hou, H.; Fang, J.; Liang, J.; Diao, Z.; Wang, W.; Yang, D.; Li, S.; Tang, D. OsExo70B1 Positively Regulates Disease Resistance to Magnaporthe oryzae in Rice. Int. J. Mol. Sci. 2020, 21, 7049. [Google Scholar] [CrossRef]
- Lanubile, A.; Pasini, L.; Marocco, A. Differential gene expression in kernels and silks of maize lines with contrasting levels of ear rot resistance after Fusarium verticillioides infection. J. Plant Physiol. 2010, 167, 1398–1406. [Google Scholar] [CrossRef] [PubMed]
- Campos-Bermudez, V.A.; Fauguel, C.M.; Tronconi, M.A.; Casati, P.; Presello, D.A.; Andreo, C.S. Transcriptional and metabolic changes associated to the infection by Fusarium verticillioides in maize inbreds with contrasting ear rot resistance. PLoS ONE 2013, 8, e61580. [Google Scholar] [CrossRef] [PubMed]
- Magwene, P.M.; Willis, J.H.; Kelly, J.K. The statistics of bulk segregant analysis using next generation sequencing. PLoS Comput. Biol. 2011, 7, e1002255. [Google Scholar] [CrossRef]
- Li, H.; Durbin, R. Fast and accurate short read alignment with Burrows-Wheeler transform. Bioinformatics 2009, 25, 1754–1760. [Google Scholar] [CrossRef] [PubMed]
- de la Fuente Canto, C.; Vigouroux, Y. Evaluation of nine statistics to identify QTLs in bulk segregant analysis using next generation sequencing approaches. BMC Genom. 2022, 23, 490. [Google Scholar] [CrossRef] [PubMed]
- Kanehisa, M.; Araki, M.; Goto, S.; Hattori, M.; Hirakawa, M.; Itoh, M.; Katayama, T.; Kawashima, S.; Okuda, S.; Tokimatsu, T.; et al. KEGG for linking genomes to life and the environment. Nucleic Acids Res. 2008, 36, D480–D484. [Google Scholar] [CrossRef] [PubMed]







| QTLs | Bins | Chr. | Start (Mb) | End (Mb) | Size (Mb) | Gene_NO. | Peak ED |
|---|---|---|---|---|---|---|---|
| qFER1.06 | 1.06 | 1 | 195.15 | 201.13 | 5.98 | 458 | 0.26 |
| qFER4.04 | 4.04–4.05 | 4 | 23.67 | 41.83 | 18.16 | 1256 | 0.34 |
| qFER4.05 | 4.05 | 4 | 42.84 | 71.34 | 28.50 | 793 | 0.28 |
| QTLs | Bins | Chr. | Start (Mb) | End (Mb) | Size (Mb) | Gene_NO. | Peak ED |
|---|---|---|---|---|---|---|---|
| qGER2.09 | 2.08–2.10 | 2 | 227.40 | 242.98 | 15.58 | 1429 | 0.20 |
| qGER4.05-1 | 4.05 | 4 | 58.58 | 106.93 | 48.35 | 1063 | 0.18 |
| qGER4.05-2 | 4.05 | 4 | 119.34 | 125.46 | 6.12 | 152 | 0.17 |
| qGER4.06 | 4.06 | 4 | 160.05 | 166.39 | 6.34 | 617 | 0.18 |
| Gene_ID | Start (bp) | End (bp) | Symbol | Description | Annotated Databases |
|---|---|---|---|---|---|
| Zm00001d050074 | 64,147,004 | 64,152,219 | LRR-RLK | Leucine-rich repeats receptor-like protein kinase (Precursor) | Pfam/Swissprot |
| Zm00001d050077 | 64,429,793 | 64,431,264 | LRR-RLK | Leucine-rich repeats receptor-like protein kinase (Precursor) | Pfam/Swissprot |
| Zm00001d050166 | 70,207,743 | 70,219,453 | SKIP1 | F-box protein SKIP1 | Swissprot |
| Zm00001d050147 | 69,181,573 | 69,184,287 | / | Remorin, C-terminal region | Pfam |
| Zm00001d050169 | 70,238,029 | 70,244,611 | CYP86B1 | Cytochrome P450 86B1 | Swissprot |
| Zm00001d050170 | 70,328,124 | 70,329,750 | CYP86B1L | Cytochrome P450 86B1-like | nr |
| Zm00001d050021 | 60,281,924 | 60,287,213 | ABA8′-H | Abscisic acid 8′-hydroxylase | KEGG |
| Zm00001d050164 | 70,178,212 | 70,181,943 | WAKL20 | Wall-associated receptor kinase-like 20 (precursor) | Swissprot |
| Zm00001d050055 | 62,771,016 | 62,771,591 | GRPL | glycine-rich cell wall structural protein-like | nr |
| Zm00001d050082 | 64,847,021 | 64,848,362 | PPE8B | Pectinesterase/pectinesterase PPE8B | KEGG |
| Zm00001d050103 | 65,733,096 | 65,736,167 | TBL16 | Protein trichome birefringence-like 16 | Swissprot |
| Zm00001d050149 | 69,353,358 | 69,355,399 | / | Exopolygalacturonase (precursor; fragment) | Swissprot |
| Zm00001d050178 | 71,005,585 | 71,008,083 | ASPG2 | Xylanase inhibitor N-terminal | Pfam |
| Zm00001d050020 | 60,146,877 | 60,161,157 | FUT11 | Glycoprotein 3-alpha-L-fucosyltransferase | KEGG |
| Zm00001d050032 | 61,315,575 | 61,321,274 | G1PAT | Glucose-1-phosphate adenylyltransferase | KEGG |
| Zm00001d050059 | 62,917,785 | 62,921,893 | ICMT | Protein-S-isoprenylcysteine O-methyltransferase | KEGG |
| Zm00001d050156 | 69,627,916 | 69,629,499 | PCMP-H12 | Pentatricopeptide repeat-containing protein At1g08070 | Swissprot |
| Zm00001d050095 | 65,387,724 | 65,389,604 | EXO70B1 | Exo70 exocyst complex subunit | Pfam |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Zhang, H.; Cai, W.; Li, W.; Duan, L.; Zhang, Z.; Zou, C.; Li, L.; Li, L.; Xiao, R.; Cui, L.; et al. Bulked Segregant Analysis Revealed the Common Resistant QTLs Associated with Fusarium Ear Rot and Gibberella Ear Rot in Maize. Plants 2026, 15, 1401. https://doi.org/10.3390/plants15091401
Zhang H, Cai W, Li W, Duan L, Zhang Z, Zou C, Li L, Li L, Xiao R, Cui L, et al. Bulked Segregant Analysis Revealed the Common Resistant QTLs Associated with Fusarium Ear Rot and Gibberella Ear Rot in Maize. Plants. 2026; 15(9):1401. https://doi.org/10.3390/plants15091401
Chicago/Turabian StyleZhang, Haiyan, Weili Cai, Wenyi Li, Luyao Duan, Zhenyu Zhang, Chengjia Zou, Ling Li, Lin Li, Runtian Xiao, Lina Cui, and et al. 2026. "Bulked Segregant Analysis Revealed the Common Resistant QTLs Associated with Fusarium Ear Rot and Gibberella Ear Rot in Maize" Plants 15, no. 9: 1401. https://doi.org/10.3390/plants15091401
APA StyleZhang, H., Cai, W., Li, W., Duan, L., Zhang, Z., Zou, C., Li, L., Li, L., Xiao, R., Cui, L., & Li, X. (2026). Bulked Segregant Analysis Revealed the Common Resistant QTLs Associated with Fusarium Ear Rot and Gibberella Ear Rot in Maize. Plants, 15(9), 1401. https://doi.org/10.3390/plants15091401
