Genome-Wide InDel Marker Development and Genetic Diversity Analysis of 52 Tomato Germplasm Accessions
Abstract
1. Introduction
2. Results
2.1. Identification and Statistical Analysis of Genome-Wide InDel Molecular Markers
2.2. Development and Screening of InDel Markers
2.3. Polymorphism Analysis of InDel Markers
2.4. Application of InDel Markers in Tomato Germplasm Analysis
2.5. Construction of DNA Fingerprinting
3. Discussion
4. Materials and Methods
4.1. Test Materials
4.2. Acquisition of the Reference Genome
4.3. Indel Molecular Marker Screening and Primer Design
4.3.1. Basic Filtering
4.3.2. Genome Distribution Screening
4.3.3. Primer Design and Amplifiability Evaluation
4.3.4. Population Polymorphism and Experimental Validation
4.3.5. Final Marker Set
4.4. PCR Amplification and Polyacrylamide Gel Electrophoresis
4.5. Data Analysis
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| InDel | Insertion-Deletion |
| PIC | Polymorphism Information Content |
| RFLP | Restriction Fragment Length Polymorphisms |
| RAPD | Amplified Polymorphic DNA |
| SSR | Simple Sequence Repeat |
| ISSR | Inter-Simple Sequence Repeat |
| SRAP | Sequence-Related Amplified Polymorphism |
| AFLP | Amplified Fragment Length Polymorphism |
| CAPS | Cleaved Amplified Polymorphic Sequences |
| SNP | Single-nucleotide polymorphism |
References
- Bai, Y.; Lindhout, P. Domestication and breeding of tomatoes: What have we gained and what can we gain in the future? Ann. Bot. 2007, 100, 1085–1094. [Google Scholar] [CrossRef]
- Lin, T.; Zhu, G.; Zhang, J.; Xu, X.; Yu, Q.; Zheng, Z.; Zhang, Z.; Lun, Y.; Li, S.; Wang, X.; et al. Genomic analyses provide insights into the history of tomato breeding. Nat. Genet. 2014, 46, 1220–1226. [Google Scholar] [CrossRef]
- Klee, H.J.; Tieman, D.M. The genetics of fruit flavour preferences. Nat. Rev. Genet. 2018, 19, 347–356. [Google Scholar] [CrossRef]
- Du, M.; Sun, C.; Deng, L.; Zhou, M.; Li, J.; Du, Y.; Ye, Z.; Huang, S.; Li, T.; Yu, J.; et al. Molecular breeding of tomato: Advances and challenges. J. Integr. Plant Biol. 2025, 67, 669–721. [Google Scholar] [CrossRef] [PubMed]
- Arya, R.; Saha, S.; Bhadana, D.; Shah, P.; Verma, P.; Das, R.; Kumar, P.; Agarwal, S.; Rao, D.P.; Chaudhary, P. Advancements in Marker-Assisted Breeding for Crop Plants: A Comprehensive Review and Future Directions. Dizhen Dizhi 2023, 15, 1–10. [Google Scholar]
- Duan, Y.; He, Y.; Shu, Q.; Ma, W.; Zhang, M.; Liao, Q.; Shi, Y.; Bo, K.; Zhong, Y.; Wang, C. Construction of InDel marker—Anchored genetic maps and identification of QTLs governing fruit quality - related traits in winter squash (Cucurbita maxima). Euphytica 2025, 221, 17. [Google Scholar] [CrossRef]
- Tan, X.; Zeng, W.; Yang, Y.; Lin, Z.; Li, F.; Liu, J.; Chen, S.; Liu, Y.-G.; Xie, W.; Xie, X. Genome-wide profiling of polymorphic short tandem repeats and their influence on gene expression and trait variation in diverse rice populations. J. Genet. Genom. 2025, 52, 733–746. [Google Scholar] [CrossRef]
- Ramesh, P.; Mallikarjuna, G.; Sameena, S.; Kumar, A.; Gurulakshmi, K.; Reddy, B.V.; Reddy, P.C.O.; Sekhar, A.C. Advancements in molecular marker technologies and their applications in diversity studies. J. Biosci. 2020, 45, 15. [Google Scholar] [CrossRef]
- Nadeem, M.A.; Nawaz, M.A.; Shahid, M.Q.; Doğan, Y.; Comertpay, G.; Yıldız, M.; Hatipoğlu, R.; Ahmad, F.; Alsaleh, A.; Labhane, N.; et al. DNA molecular markers in plant breeding: Current status and recent advancements in genomic selection and genome editing. Biotechnol. Biotec. Eq. 2018, 32, 261–285. [Google Scholar] [CrossRef]
- Shiran, B.; Azimkhani, R.; Mohammadi, S.; Ahmadi, M.R. Potential Use of Random Amplified Polymorphic DNA Marker in Assessment of Genetic Diversity and Identification of Rapeseed (Brassica napus L.) Cultivars. Biotechnology 2006, 5, 153–159. [Google Scholar] [CrossRef]
- Sheeja, T.E.; Kumar, I.P.V.; Giridhari, A.; Minoo, D.; Rajesh, M.K.; Babu, K.N. Amplified Fragment Length Polymorphism: Applications and Recent Developments. Methods Mol. Biol. 2021, 2222, 187–218. [Google Scholar] [CrossRef]
- Amiteye, S. Basic concepts and methodologies of DNA marker systems in plant molecular breeding. Heliyon 2021, 7, e8093. [Google Scholar] [CrossRef]
- Guo, Z.; Yang, Q.; Huang, F.; Zheng, H.; Sang, Z.; Xu, Y.; Zhang, C.; Wu, K.; Tao, J.; Prasanna, B.M.; et al. Development of high-resolution multiple-SNP arrays for genetic analyses and molecular breeding through genotyping by target sequencing and liquid chip. Plant Commun. 2021, 2, 100230. [Google Scholar] [CrossRef]
- La Malfa, S.; Bennici, S. Genetics and Molecular Breeding of Fruit Tree Species. Horticulturae 2025, 11, 756. [Google Scholar] [CrossRef]
- Moreno-Contreras, V.I.; Delgado-Gardea, M.C.E.; Ramos-Hernández, J.A.; Mendez-Tenorio, A.; Varela-Rodríguez, H.; Sánchez-Ramírez, B.; Muñoz-Ramírez, Z.Y.; Infante-Ramírez, R. Genome-Wide Identification and Characterization of SNPs and InDels of Capsicum annuum var. glabriusculum from Mexico Based on Whole Genome Sequencing. Plants 2024, 13, 3248. [Google Scholar] [CrossRef] [PubMed]
- Chen, Y.; Tian, J.; Zhao, Y.; Zhang, J.; Liang, C. A telomere-to-telomere reference genome assembly of tomato cultivar Heinz 1706. Plant Commun. 2025, 101618. [Google Scholar] [CrossRef] [PubMed]
- Shirasawa, K.; Ariizumi, T. Near-complete genome assembly of tomato (Solanum lycopersicum) cultivar Micro-Tom. Plant Biotechnol. 2024, 41, 367–374. [Google Scholar] [CrossRef] [PubMed]
- Bolger, A.; Scossa, F.; Bolger, M.E.; Lanz, C.; Maumus, F.; Tohge, T.; Quesneville, H.; Alseekh, S.; Sørensen, I.; Lichtenstein, G.; et al. The genome of the stress-tolerant wild tomato species Solanum pennellii. Nat. Genet. 2014, 46, 1034–1038. [Google Scholar] [CrossRef]
- Foolad, M.R. Genome Mapping and Molecular Breeding of Tomato. Int. J. Plant Genom. 2007, 2007, 064358. [Google Scholar] [CrossRef] [PubMed]
- Chaudhary, J.; Alisha, A.; Bhatt, V.; Chandanshive, S.; Kumar, N.; Mir, Z.; Kumar, A.; Yadav, S.K.; Shivaraj, S.M.; Sonah, H.; et al. Mutation Breeding in Tomato: Advances, Applicability and Challenges. Plants 2019, 8, 128. [Google Scholar] [CrossRef]
- Qi, S.; Meng, L.Z.; Lou, Q.; Li, Y.; Shen, Y.; Zhang, S.; Wang, X.; Zhao, P.; Wang, J.; Wang, B.; et al. Association of the tomato co-chaperone gene Sldnaj harboring a promoter deletion with susceptibility to Tomato spotted wilt virus (TSWV). Hortic. Res. 2025, 12, 13. [Google Scholar] [CrossRef]
- Torgeman, S.; Pleban, T.; Goldberg, Y.; Ferrante, P.; Aprea, G.; Giuliano, G.; Yichie, Y.; Fisher, J.; Zemach, I.; Koch, A.; et al. Solanum pennellii (LA5240) backcross inbred lines (BILs) for high resolution mapping in tomato. Plant J. 2024, 119, 595–603. [Google Scholar] [CrossRef]
- Yu, X.; Qu, M.; Shi, Y.; Hao, C.; Guo, S.; Fei, Z.; Gao, L. Chromosome-scale genome assemblies of wild tomato relatives Solanum habrochaites and Solanum galapagense reveal structural variants associated with stress tolerance and terpene biosynthesis. Hortic. Res. 2022, 9, uhac139. [Google Scholar] [CrossRef] [PubMed]
- Li, N.; He, Q.; Wang, J.; Wang, B.; Zhao, J.; Huang, S.; Yang, T.; Tang, Y.; Yang, S.; Aisimutuola, P.; et al. Super-pangenome analyses highlight genomic diversity and structural variation across wild and cultivated tomato species. Nat. Genet. 2023, 55, 852–860. [Google Scholar] [CrossRef]
- Sato, S.; Tabata, S.; Hirakawa, H.; Asamizu, E.; Shirasawa, K.; Isobe, S.; Kaneko, T.; Nakamura, Y.; Shibata, D.; Aoki, K. The tomato genome sequence provides insights into fleshy fruit evolution. Nature 2012, 485, 635–641. [Google Scholar] [CrossRef]
- Oliveira, M.; Azevedo, L. Molecular Markers: An Overview of Data Published for Fungi over the Last Ten Years. J. Fungi 2022, 8, 803. [Google Scholar] [CrossRef]
- Adedze, Y.M.N.; Lu, X.; Xia, Y.; Sun, Q.; Nchongboh, C.G.; Alam, A.; Liu, M.; Yang, X.; Zhang, W.; Deng, Z.; et al. Agarose-resolvable InDel markers based on whole genome re-sequencing in cucumber. Sci. Rep. 2021, 11, 3872. [Google Scholar] [CrossRef]
- Pan, G.; Li, Z.; Huang, S.; Tao, J.; Shi, Y.; Chen, A.; Li, J.; Tang, H.; Chang, L.; Deng, Y.; et al. Genome-wide development of insertion-deletion (InDel) markers for Cannabis and its uses in genetic structure analysis of Chinese germplasm and sex-linked marker identification. BMC Genom. 2021, 22, 595. [Google Scholar] [CrossRef] [PubMed]
- Pons, C.; Casals, J.; Brower, M.; Sacco, A.; Riccini, A.; Hendrickx, P.; del Rosario Figás, M.; Fisher, J.; Grandillo, S.; Mazzucato, A.; et al. Diversity and genetic architecture of agro-morphological traits in a core collection of European traditional tomato. J. Exp. Bot. 2023, 74, 5896–5916. [Google Scholar] [CrossRef]
- Farinon, B.; Picarella, M.E.; Siligato, F.; Rea, R.; Taviani, P.; Mazzucato, A. Phenotypic and Genotypic Diversity of the Tomato Germplasm from the Lazio Region in Central Italy, with a Focus on Landrace Distinctiveness. Front. Plant Sci. 2022, 13, 16. [Google Scholar] [CrossRef] [PubMed]
- Botstein, D.; White, R.L.; Skolnick, M.; Davis, R.W. Construction of a genetic linkage map in man using restriction fragment length polymorphisms. Am. J. Hum. Genet. 1980, 32, 314–331. [Google Scholar]
- Kumar, S.; Stecher, G.; Tamura, K. MEGA7: Molecular Evolutionary Genetics Analysis Version 7.0 for Bigger Datasets. Mol. Biol. Evol. 2016, 33, 1870–1874. [Google Scholar] [CrossRef] [PubMed]
- Raj, A.; Stephens, M.; Pritchard, J.K. fastSTRUCTURE: Variational inference of population structure in large SNP data sets. Genetics 2014, 197, 573–589. [Google Scholar] [CrossRef] [PubMed]
- Li, Y.; Liu, J. StructureSelector: A web-based software to select and visualize the optimal number of clusters using multiple methods. Mol. Ecol. Resour. 2018, 18, 176–177. [Google Scholar] [CrossRef] [PubMed]
- Purcell, S.; Neale, B.; Todd-Brown, K.; Thomas, L.; Ferreira, M.A.R.; Bender, D.; Maller, J.; Sklar, P.; de Bakker, P.I.W.; Daly, M.J.; et al. PLINK: A tool set for whole-genome association and population-based linkage analyses. Am. J. Hum. Genet. 2007, 81, 559–575. [Google Scholar] [CrossRef]





| Chromosome | Insertion | Deletion | Total | InDel/% |
|---|---|---|---|---|
| Chr01 | 7498 | 13,648 | 21,146 | 7.40 |
| Chr02 | 8052 | 13,766 | 21,818 | 7.63 |
| Chr03 | 12,137 | 14,721 | 26,858 | 9.40 |
| Chr04 | 11,579 | 15,166 | 26,745 | 9.36 |
| Chr05 | 11,378 | 14,644 | 26,022 | 9.11 |
| Chr06 | 7865 | 12,458 | 20,323 | 7.11 |
| Chr07 | 11,313 | 14,316 | 25,629 | 8.97 |
| Chr08 | 10,758 | 14,980 | 25,738 | 9.01 |
| Chr09 | 12,544 | 14,534 | 27,078 | 9.47 |
| Chr10 | 10,925 | 13,165 | 24,090 | 8.43 |
| Chr11 | 8542 | 11,011 | 19,553 | 6.84 |
| Chr12 | 9342 | 11,454 | 20,796 | 7.28 |
| Total | 121,933 | 163,863 | 285,796 | 100.00 |
| Chromosome | Marker | Allele Number | PIC | Chromosome | Marker | Allele Number | PIC |
|---|---|---|---|---|---|---|---|
| Ch01 | T1M0546 | 3 | 0.390 | Ch06 | T6M3582 | 2 | 0.309 |
| Ch01 | T1M3899 | 2 | 0.355 | Ch06 | T6M3953 | 2 | 0.232 |
| Ch01 | T1M4575 | 2 | 0.298 | Ch06 | T6M4626 | 2 | 0.383 |
| Ch01 | T1M5533 | 3 | 0.402 | Ch07 | T7M0019 | 2 | 0.038 |
| Ch01 | T1M6009 | 2 | 0.307 | Ch07 | T7M0756 | 2 | 0.201 |
| Ch01 | T1M6565 | 2 | 0.258 | Ch07 | T7M1005 | 2 | 0.111 |
| Ch02 | T2M0112 | 2 | 0.134 | Ch07 | T7M5397 | 2 | 0.185 |
| Ch02 | T2M1114 | 2 | 0.074 | Ch08 | T8M2758 | 2 | 0.143 |
| Ch02 | T2M3180 | 2 | 0.124 | Ch08 | T8M3706 | 2 | 0.186 |
| Ch02 | T2M3592 | 2 | 0.373 | Ch08 | T8M5194 | 2 | 0.141 |
| Ch02 | T2M4420 | 2 | 0.145 | Ch09 | T9M0714 | 2 | 0.299 |
| Ch02 | T2M5113 | 2 | 0.284 | Ch09 | T9M0982 | 2 | 0.138 |
| Ch03 | T3M0497 | 2 | 0.378 | Ch09 | T9M1163 | 2 | 0.368 |
| Ch03 | T3M5319 | 2 | 0.359 | Ch09 | T9M2159 | 2 | 0.299 |
| Ch03 | T3M5408 | 3 | 0.376 | Ch09 | T9M3154 | 2 | 0.299 |
| Ch04 | T4M0210 | 2 | 0.368 | Ch09 | T9M3515 | 2 | 0.304 |
| Ch04 | T4M2158 | 2 | 0.384 | Ch09 | T9M3926 | 2 | 0.299 |
| Ch04 | T4M4727 | 2 | 0.384 | Ch09 | T9M4118 | 2 | 0.299 |
| Ch04 | T4M6000 | 2 | 0.384 | Ch09 | T9M4314 | 2 | 0.299 |
| Ch05 | T5M0251 | 2 | 0.299 | Ch09 | T9M4940 | 2 | 0.299 |
| Ch05 | T5M0701 | 2 | 0.285 | Ch09 | T9M5137 | 2 | 0.309 |
| Ch05 | T5M1237 | 2 | 0.357 | Ch10 | TaM0641 | 2 | 0.375 |
| Ch05 | T5M1244 | 2 | 0.358 | Ch10 | TaM6127 | 2 | 0.382 |
| Ch05 | T5M1709 | 2 | 0.291 | Ch10 | TaM6451 | 2 | 0.286 |
| Ch05 | T5M2207 | 2 | 0.356 | Ch11 | TbM0488 | 2 | 0.128 |
| Ch05 | T5M3207 | 2 | 0.090 | Ch11 | TbM0724 | 2 | 0.368 |
| Ch05 | T5M3712 | 2 | 0.280 | Ch11 | TbM1162 | 2 | 0.357 |
| Ch05 | T5M4208 | 2 | 0.344 | Ch11 | TbM2541 | 2 | 0.299 |
| Ch05 | T5M4704 | 2 | 0.356 | Ch11 | TbM3021 | 2 | 0.376 |
| Ch06 | T6M1523 | 2 | 0.295 | Ch12 | TcM0679 | 2 | 0.306 |
| Ch06 | T6M3024 | 2 | 0.194 | Ch12 | TcM6300 | 2 | 0.172 |
| Ch06 | T6M3003 | 2 | 0.193 |
| Accession | DNA Fingerprinting | Accession | DNA Fingerprinting |
|---|---|---|---|
| T1 | 111111111111311111111111 | T27 | 212231221111221111111211 |
| T2 | 111131111111231111111211 | T28 | 212231221112221111211211 |
| T3 | 111131011111231111211011 | T29 | 422231222202221111210121 |
| T4 | 212212122212221111112121 | T30 | 012231211112231111112211 |
| T5 | 212232122212221111220331 | T31 | 210231221111221111111211 |
| T6 | 210232122212221111122122 | T32 | 222221221112231121211211 |
| T7 | 222231122212221111212121 | T33 | 422221211102231110222121 |
| T8 | 412232022212221111102122 | T34 | 422221211112231111212311 |
| T9 | 410232122212221111102122 | T35 | 212231211112221120112211 |
| T10 | 212231121112221111210211 | T36 | 422231111111221121202121 |
| T11 | 212232122222221120111121 | T37 | 212232122212221111210001 |
| T12 | 212231121112231210121122 | T38 | 212231122222221121022121 |
| T13 | 212232121112221211212212 | T39 | 212231121112221111211212 |
| T14 | 212232121111221111210211 | T40 | 222221121122221111211122 |
| T15 | 212232122202221111112122 | T41 | 010231221112221111211011 |
| T16 | 212231121122201122022121 | T42 | 422201211112231111212121 |
| T17 | 212221121112222121112122 | T44 | 212231221112221111121121 |
| T18 | 220032122212221111111121 | T43 | 212232222212221211211120 |
| T19 | 212232121122231211111212 | T45 | 012222222202222112211212 |
| T20 | 210232122212221121121121 | T46 | 212221222212221111212121 |
| T21 | 210231220111221111111121 | T47 | 210222221322222111221121 |
| T22 | 212231221111221111111211 | T48 | 212022022212221121201121 |
| T23 | 322221211111222112112211 | T49 | 210032022212221121211331 |
| T24 | 212221221111221111111121 | T50 | 212020022212221111111122 |
| T25 | 212231221111221111111121 | T51 | 212222020102221121121212 |
| T26 | 210222211112230110212211 | T52 | 212230021112221111211122 |
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
Huang, C.; Ge, D.; Zhang, Y.; Ge, Z.; Wu, Y.; Zhang, Q.; Zhao, Y.; Ji, C. Genome-Wide InDel Marker Development and Genetic Diversity Analysis of 52 Tomato Germplasm Accessions. Plants 2026, 15, 1118. https://doi.org/10.3390/plants15071118
Huang C, Ge D, Zhang Y, Ge Z, Wu Y, Zhang Q, Zhao Y, Ji C. Genome-Wide InDel Marker Development and Genetic Diversity Analysis of 52 Tomato Germplasm Accessions. Plants. 2026; 15(7):1118. https://doi.org/10.3390/plants15071118
Chicago/Turabian StyleHuang, Chenjiao, Di Ge, Yaxuan Zhang, Zhiye Ge, Yicheng Wu, Qianrong Zhang, Yunxia Zhao, and Chonghui Ji. 2026. "Genome-Wide InDel Marker Development and Genetic Diversity Analysis of 52 Tomato Germplasm Accessions" Plants 15, no. 7: 1118. https://doi.org/10.3390/plants15071118
APA StyleHuang, C., Ge, D., Zhang, Y., Ge, Z., Wu, Y., Zhang, Q., Zhao, Y., & Ji, C. (2026). Genome-Wide InDel Marker Development and Genetic Diversity Analysis of 52 Tomato Germplasm Accessions. Plants, 15(7), 1118. https://doi.org/10.3390/plants15071118

