Marker-Assisted Selection for Disease Resistance in Potato Breeding in the Ural Region of Russia (2018–2025): Comprehensive Genotyping and Validation of Key Resistance Markers
Abstract
1. Introduction
2. Results
2.1. Genotyping of Hybrids and Varieties of Ural Breeding
2.2. Validation of Genotyping Results
3. Discussion
4. Materials and Methods
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| MAS | Marker-Assisted Selection |
| SCAR | Sequence-Characterized Amplified Region |
| PVX | Potato Virus X |
| PVY | Potato Virus Y |
| PLRV | Potato Leafroll Virus |
| OR | Odds Ratio |
| CI | Confidence Interval |
| PPV | Positive Predictive Value |
| Se | Sensitivity |
| Sp | Specificity |
References
- Mori, K.; Sakamoto, Y.; Mukojima, N.; Tamiya, S.; Nakao, T.; Ishii, T.; Hosaka, K. Development of a multiplex PCR method for simultaneous detection of diagnostic DNA markers of five disease and pest resistance genes in potato. Euphytica 2011, 180, 347–355. [Google Scholar] [CrossRef]
- Ohbayashi, K.; Nakata, N.; Chaya, M.; Komura, K. Development of a detection method of resistance to potato disease and pest using DNA markers. 1. Detection methods of resistance to potato virus X, potato cyst nematode and late blight. Bull. Nagasaki Agric. For. Technol. Dev. Cen. 2010, 1, 1–26. [Google Scholar]
- Charkowski, A.; Sharma, K.; Parker, M.L.; Secor, G.A.; Elphinstone, J. Bacterial Diseases of Potato. In The Potato Crop; Campos, H., Ortiz, O., Eds.; Springer Nature: Cham, Switzerland, 2020; Chapter 10; pp. 351–388. [Google Scholar] [CrossRef]
- Asano, K.; Kobayashi, A.; Tsuda, S.; Nishinaka, M.; Tamiya, S. DNA marker-assisted evaluation of potato genotypes for potential resistance to potato cyst nematode pathotypes not yet invading into Japan. Breed. Sci. 2012, 62, 142–150. [Google Scholar] [CrossRef] [PubMed]
- Milczarek, D. A Multiplex PCR Method of Detecting Markers Linked to Genes Conferring Resistance to Globodera rostochiensis. Am. J. Potato Res. 2012, 89, 169–171. [Google Scholar] [CrossRef]
- Hehl, R.; Faurie, E.; Hesselbach, J.; Salamini, F.; Whitham, S.; Baker, B.; Gebhardt, C. TMV resistance gene N homologues are linked to Synchytrium endobioticum resistance in potato. Theor. Appl. Genet. 1999, 98, 379–386. [Google Scholar] [CrossRef]
- Dong, S.M.; Zhou, S.Q. Potato late blight caused by Phytophthora infestans: From molecular interactions to integrated management strategies. J. Integr. Agric. 2022, 21, 3456–3466. [Google Scholar] [CrossRef]
- Barone, A. Molecular marker-assisted selection for potato breeding. Am. J. Potato Res. 2004, 81, 111–117. [Google Scholar] [CrossRef]
- Khlestkina, E.K.; Shumnyy, V.K.; Kolchanov, N.A. Marker-assisted selection and examples of its application in world potato growing. Achiev. Sci. Technol. AICis 2016, 30, 5–8. [Google Scholar]
- Milczarek, D.; Plich, J.; Tatarowska, B.; Flis, B. Early selection of potato clones with resistance genes: The relationship between combined resistance and agronomical characteristics. Breed. Sci. 2017, 67, 416–420. [Google Scholar] [CrossRef]
- Paran, I.; Michelmore, R.W. Development of reliable PCR-based markers linked to downy mildew resistance genes in lettuce. Theor. Appl. Genet. 1993, 85, 985–993. [Google Scholar] [CrossRef]
- Obidiegwu, J.E.; Flath, K.; Gebhardt, C. Managing potato wart: A review of present research status and future perspective. Theor. Appl. Genet. 2014, 127, 763–780. [Google Scholar] [CrossRef]
- Przetakiewicz, J. The Viability of Winter Sporangia of Synchytrium endobioticum (Schilb.) Perc. from Poland. Am. J. Potato Res. 2015, 92, 704–708. [Google Scholar] [CrossRef]
- Gebhardt, C.; Bellin, D.; Henselewski, H.; Lehmann, W.; Schwarzfischer, J.; Valkonen, J.P. Marker-assisted combination of major genes for pathogen resistance in potato. Theor. Appl. Genet. 2006, 112, 1458–1464. [Google Scholar] [CrossRef] [PubMed]
- Antonova, O.Y.; Shvachko, N.A.; Novikova, L.Y.; Shuvalov, O.Y.; Kostina, L.I.; Klimenko, N.S.; Shuvalova, A.R.; Gavrilenko, T.A. Genetic diversity of potato varieties bred in Russia and its neighboring countries based on the polymorphism of SSR-loci and markers associated with resistance R-genes. Russ. J. Genet. Appl. Res. 2017, 7, 489–500. [Google Scholar] [CrossRef]
- Bartkiewicz, A.; Chilla, F.; Terefe-Ayana, D.; Lübeck, J.; Strahwald, J.; Tacke, E.; Hofferbert, H.R.; Flath, K.; Linde, M.; Debener, T. Improved genetic resolution for linkage mapping of resistance to potato wart in monoparental dihaploids with potential diagnostic value in tetraploid potato varieties. Theor. Appl. Genet. 2018, 131, 2555–2566. [Google Scholar] [CrossRef] [PubMed]
- Przetakiewicz, J.; Plich, J. Assessment of potato resistance to Synchytrium endobioticum. Plant Breed. Seed Sci. 2017, 76, 37–43. [Google Scholar] [CrossRef]
- Haverkort, A.J.; Boonekamp, P.M.; Hutten, R.; Jacobsen, E.; Lotz, L.A.P.; Kessel, G.J.T.; Visser, R.G.F.; van der Vossen, E.A.G. Societal costs of late blight in potato and prospects of durable resistance through cisgenic modification. Potato Res. 2008, 51, 47–57. [Google Scholar] [CrossRef]
- Haverkort, A.J.; Boonekamp, P.M.; Hutten, R.; Jacobsen, E.; Lotz, L.A.P.; Kessel, G.J.T.; Vossen, J.H.; Visser, R.G.F. Durable late blight resistance in potato through dynamic varieties obtained by cisgenesis: Scientific and societal advances in the DuRPh Project. Potato Res. 2016, 59, 35–66. [Google Scholar] [CrossRef]
- Haverkort, A.J.; Struik, P.C.; Visser, R.G.F.; Jacobsen, E. Applied biotechnology to combat late blight in potato caused by Phytophthora infestans. Potato Res. 2009, 52, 249–264. [Google Scholar] [CrossRef]
- Elansky, C.H. Late blight of potato in Russia. Potato Prot. 2015, 1, 8–11. [Google Scholar]
- Ivanov, A.I.; Ivanova, Z.A.; Yakusheva, O.I.; Filippov, P.A. Potato responsiveness to fertilizers and crop losses from late blight in the North-West of Russia. Potatoes Veg. 2019, 8, 23–26. [Google Scholar] [CrossRef]
- Angmo, D.; Sharma, S.P.; Kalia, A. Breeding strategies for late blight resistance in potato crop: Recent developments. Mol. Biol. Rep. 2023, 50, 7879–7891. [Google Scholar] [CrossRef]
- Berindean, I.V.; Taoutaou, A.; Rida, S.; Ona, A.D.; Stefan, M.F.; Costin, A.; Racz, I.; Muntean, L. Modern Breeding Strategies and Tools for Durable Late Blight Resistance in Potato. Plants 2024, 13, 1711. [Google Scholar] [CrossRef]
- Song, J.; Bradeen, J.M.; Naess, S.K.; Raasch, J.A.; Wielgus, S.M.; Haberlach, G.T.; Liu, J.; Kuang, H.; Austin-Phillips, S.; Buell, C.R.; et al. Gene RB cloned from Solanum bulbocastanum confers broad spectrum resistance to potato late blight. Proc. Natl. Acad. Sci. USA 2003, 100, 9128–9133. [Google Scholar] [CrossRef] [PubMed]
- Van Der Vossen, E.; Sikkema, A.; Hekkert, B.T.L.; Gros, J.; Stevens, P.; Muskens, M.; Wouters, D.; Pereira, A.; Stiekema, W.; Allefs, S. An ancient R gene from the wild potato species Solanum bulbocastanum confers broad-spectrum resistance to Phytophthora infestans in cultivated potato and tomato. Plant J. 2003, 36, 867–882. [Google Scholar] [CrossRef] [PubMed]
- Helgeson, J.P.; Haberlach, G.T. Somatic Hybrids of Solanum Tuberosum and Related Species. In Plant Biotechnology and In Vitro Biology in the 21st Century; Altman, A., Ziv, M., Izhar, S., Eds.; Current Plant Science and Biotechnology in Agriculture; Springer: Dordrecht, The Netherlands, 1999; Volume 36, pp. 151–154. [Google Scholar] [CrossRef]
- Wang, M.; Allefs, S.; van den Berg, R.G.; Vleeshouwers, V.G.; van der Vossen, E.A.; Vosman, B. Allele mining in Solanum: Conserved homologues of Rpi-blb1 are identified in Solanum stoloniferum. Theor. Appl. Genet. 2008, 116, 933–943. [Google Scholar] [CrossRef]
- Vleeshouwers, V.G.A.A.; Rietman, H.; Krenek, P.; Champouret, N.; Young, C.; Oh, S.K.; Wang, M.; Bouwmeester, K.; Vosman, B.; Visser, R.G.F.; et al. Effector genomics accelerates discovery and functional profiling of potato disease resistance and Phytophthora infestans avirulence genes. PLoS ONE 2008, 3, e2875. [Google Scholar] [CrossRef]
- Zhu, S.; Li, Y.; Vossen, J.H.; Visser, R.G.; Jacobsen, E. Functional stacking of three resistance genes against Phytophthora infestans in potato. Transgenic Res. 2012, 21, 89–99. [Google Scholar] [CrossRef] [PubMed]
- Ivanova, E.A.; Alpatieva, N.V.; Rogozina, E.V. Molecular markers as a tool in potato breeding for late blight resistance. Plant Biotechnol. Breed. 2025, 8, 5–22. [Google Scholar] [CrossRef]
- Oerke, E.-C.; Dehne, H.-W.; Schönbeck, F.; Weber, A. Crop Production and Crop Protection: Estimated Losses in Major Food and Cash Crops; Elsevier Science B.V.: Amsterdam, The Netherlands, 1994; pp. 450–535. [Google Scholar] [CrossRef]
- Mugniéry, D.; Plantard, O.; Fournet, S.; Grenier, E.; Caromel, B.; Kerlan, M.-C.; Picard, D.; Ellissèche, D. Evaluation de l’efficacité etde la durabilité des resistances à Globodera pallida PA2/3, provenant de Solanum vernei, S. spegazzinii, et S. sparsipilum. Nematol. Mediterr. 2007, 35, 143–153. [Google Scholar]
- Barone, A.; Ritter, E.; Schachtschabel, U.; Debener, T.; Salamini, F.; Gebhardt, C. Localization by restriction fragment length polymorphism mapping in potato of a major dominant gene conferring resistance to the potato cyst nematode Globodera rostochiensis. Mol. Gen. Genet. 1990, 224, 177–182. [Google Scholar] [CrossRef]
- Paal, J.; Henselewski, H.; Muth, J.; Meksem, K.; Menéndez, C.M.; Salamini, F.; Ballvora, A.; Gebhardt, C. Molecular cloning of the potato Gro1-4 gene conferring resistance to pathotype Ro1 of the root cyst nematode Globodera rostochiensis, based on a candidate gene approach. Plant J. 2004, 38, 285–297. [Google Scholar] [CrossRef]
- Schwarzfischer, A.; Behn, A.; Groth, J.; Reichmann, M.; Kellermann, A.; Songe, Y.S. Marker-assisted selection in practical potato breeding—Experience and outlook. In Proceedings of the Jahrestagung der Vereinigung der Pflanzenzüchter und Saatgutkaufleute Österreichs, Raumberg-Gumpenstein, Irdning, Austria, 24–26 November 2009; pp. 81–85. [Google Scholar]
- Gebhardt, C.; Valkonen, J.P. Organization of genes controlling disease resistance in the potato genome. Annu. Rev. Phytopathol. 2001, 39, 79–102. [Google Scholar] [CrossRef]
- van der Voort, J.R.; Wolters, P.; Folkertsma, R.; Hutten, R.; van Zandvoort, P.; Vinke, H.; Kanyuka, K.; Bendahmane, A.; Jacobsen, E.; Janssen, R.; et al. Mapping of the cyst nematode resistance locus Gpa2 in potato using a strategy based on comigrating AFLP markers. Theor. Appl. Genet. 1997, 95, 874–880. [Google Scholar] [CrossRef]
- van der Voort, J.; van Eck, H.; van Zandvoort, P.; Overmars, H.; Helder, J.; Bakker, J. Linkage analysis by genotyping of sibling populations: A genetic map for the potato cyst nematode constructed using a “pseudo-F2” mapping strategy. Mol. Gen. Genet. 1999, 261, 1021–1031. [Google Scholar] [CrossRef]
- Bakker, E.; Butterbach, P.; Rouppe van der Voort, J.; van der Vossen, E.; van Vliet, J.; Bakker, J.; Goverse, A. Genetic and physical mapping of homologues of the virus resistance gene Rx1 and the cyst nematode resistance gene Gpa2 in potato. Theor. Appl. Genet. 2003, 106, 1524–1531. [Google Scholar] [CrossRef]
- Ortega, F.; Lopez-Vizcon, C. Application of Molecular Marker-Assisted Selection (MAS) for Disease Resistance in a Practical Potato Breeding Programme. Potato Res. 2012, 55, 1–13. [Google Scholar] [CrossRef]
- Biryukova, V.A.; Shmyglya, I.V.; Meleshin, A.A.; Mitushkin, A.V.; Manankov, V.V.; Abrosimova, S.B. Study of genetic collections of the All-russian Research Institute of Potato Farming by means of molecular markers. Achiev. Sci. Technol. AICis 2016, 30, 22–26. [Google Scholar]
- Bakulina, A.V.; Savintseva, L.S.; Bashlakova, O.N.; Sintsova, N.F. Molecular screening of potato varieties bred by Falenki Breeding station for resistance to phytopathogens. Agric. Sci. Euro-North-East 2021, 22, 340–350. [Google Scholar] [CrossRef]
- Gerieva, F.T.; Gazdanova, I.O. Molecular and genetic analysis of potato cultivars from the collection of VSC RAS for resistance to phytopathogens. Agrar. Sci. J. 2022, 6, 11–14. [Google Scholar] [CrossRef]
- Shaikhaldein, H.O.; Hoffmann, B.; Alaraidh, I.A.; Aseel, D.G. Evaluation of extreme resistance genes of Potato virus X (Rx1 and Rx2) in different potato genotypes. J. Plant Dis. Prot. 2018, 125, 251–257. [Google Scholar] [CrossRef]
- Nadeem, A.; Aslam Khan, M.; Ahmad Khan, N.; Binyamin, R.; Azam Khan, M. Identification of resistance source in Potato Germplasm against PVX and PVY. Pak. J. Bot. 2011, 43, 2745–2749. [Google Scholar]
- van der Voort, J.R.; Kanyuka, K.; van der Vossen, E.; Bendahmane, A.; Mooijman, P.; Klein-Lankhorst, R.; Stiekema, W.; Baulcombe, D.; Bakker, J. Tight physical linkage of the nematode resistance gene Gpa2 and the virus resistance gene Rx on a single segment introgressed from the wild species Solanum tuberosum subsp. andigena CPC 1673 into cultivated potato. Mol. Plant-Microbe Interact. 1999, 12, 197–206. [Google Scholar] [CrossRef]
- Karasev, A.V.; Gray, S.M. Continuous and emerging challenges of Potato virus Y in potato. Annu. Rev. Phytopathol. 2013, 51, 571–586. [Google Scholar] [CrossRef]
- Solomon-Blackburn, R.M.; Barker, H. Breeding virus resistant potatoes (Solanum tuberosum): A review of traditional and molecular approaches. Heredity 2001, 86, 17–35. [Google Scholar] [CrossRef]
- Munoz, F.J.; Plaisted, R.L.; Thurston, H.D. Resistance to potato virus Y in Solanum tuberosum spp. andigena. Am. Potato J. 1975, 52, 107–115. [Google Scholar] [CrossRef]
- Ross, H. Inheritance of extreme resistance to virus Y in Solanum stoloniferum and its hybrids with Solanum tuberosum. In Proceedings of the Third Conference on Potato Virus Diseases, Lisse-Wagemomgen, The Netherlands, 24–28 June 1957; pp. 204–211. [Google Scholar]
- Asama, K.; Ito, H.; Murakami, N.; Itoh, T. New potato variety “Konafubuki”. Bull. Hokkaido Prefect. Agric. Exp. Stn. 1982, 48, 75–84. [Google Scholar]
- Hosaka, K.; Hosaka, Y.; Mori, M.; Maida, T.; Matsunaga, H. Detection of a simplex RAPD marker linked to resistance to potato virus Y in a tetraploid potato. Am. J. Potato Res. 2001, 78, 191–196. [Google Scholar] [CrossRef]
- Hämäläinen, J.; Sorri, V.; Watanabe, K.; Gebhardt, C.; Valkonen, J.P.T. Molecular examination of a chromosome region that controls resistance to potato Y and A potyviruses in potato. Theor. Appl. Genet. 1998, 96, 1036–1043. [Google Scholar] [CrossRef]
- Song, Y.S.; Hepting, L.; Schweizer, G.; Hartl, L.; Wenzel, G.; Schwarzfischer, A. Mapping of extreme resistance to PVY (Ry (sto)) on chromosome XII using anther-culture-derived primary dihaploid potato lines. Theor. Appl. Genet. 2005, 111, 879–887. [Google Scholar] [CrossRef]
- Kasai, K.; Morikawa, Y.; Sorri, V.A.; Valkonen, J.P.; Gebhardt, C.; Watanabe, K.N. Development of SCAR markers to the PVY resistance gene Ryadg based on a common feature of plant disease resistance genes. Genome 2000, 43, 1–8. [Google Scholar] [CrossRef] [PubMed]
- Song, Y.S.; Schwarzfischer, A. Development of STS Markers for Selection of Extreme Resistance (Ry sto) to PVY and Maternal Pedigree Analysis of Extremely Resistant Cultivars. Am. J. Potato Res. 2008, 85, 159–170. [Google Scholar] [CrossRef]
- Mori, K.; Mukojima, N.; Nakao, T.; Tamiya, S.; Sakamoto, Y.; Sohbaru, N.; Hayashi, K.; Watanuki, H.; Nara, K.; Yamazaki, K.; et al. Germplasm Release: Saikai 35, a Male and Female Fertile Breeding Line Carrying Solanum phureja-Derived Cytoplasm and Potato Cyst Nematode Resistance (H1) and Potato Virus Y Resistance (Rychc) Genes. Am. J. Potato Res. 2012, 89, 63–72. [Google Scholar] [CrossRef]
- Voronkova, E.V.; Rusetskiy, N.V.; Luksha, V.I.; Gukasian, O.B.; Zharich, V.M.; Yermishin, A.P. Marker assisted selection of potato breeding lines with combination of PVY resistance genes from different wild species. Plant Biotechnol. Breed. 2019, 2, 6–14. [Google Scholar] [CrossRef]
- Pechenkina, V.; Boronnikova, S. Infection With X and Y Viruses of Planting Material of Potato Varieties (Solanum tuberosum L.) Grown in the Perm Krai. Bull. Sci. Pract. 2020, 6, 203–210. [Google Scholar] [CrossRef]
- Beketova, M.P.; Chalaya, N.A.; Zoteyeva, N.M.; Gurina, A.A.; Kuznetsova, M.A.; Armstrong, M.; Hein, I.; Drobyazina, P.E.; Khavkin, E.E.; Rogozina, E.V. Combination Breeding and Marker-Assisted Selection to Develop Late Blight Resistant Potato Cultivars. Agronomy 2021, 11, 2192. [Google Scholar] [CrossRef]
- Klimenko, N.S.; Antonova, O.Y.; Zheltova, V.V.; Fomina, N.A.; Kostina, L.I.; Mamadbokirova, F.T.; Gavrilenko, T.A. Screening of Russian potato cultivars (Solanum tuberosum L.) with DNA markers linked to the R-genes conferring extreme resistance to potato virus Y. Agric. Biol. 2019, 54, 958–969. [Google Scholar] [CrossRef]
- Klimenko, N.S.; Gavrilenko, T.A.; Chukhina, I.G.; Gadzhiev, N.M.; Evdokimova, Z.Z.; Lebedeva, V.A. Nomenclatural standards and genetic passports of potato cultivars bred at the Leningrad Research Institute for Agriculture “Belogorka”. Plant Biotechnol. Breed. 2020, 3, 18–54. [Google Scholar] [CrossRef]
- Shanina, E.P.; Sergeeva, L.S. Applying DNA marker to detect R-genes of nematode-resistance among potato varieties and interspecies hybrids. In Proceedings of the International Scientific and Practical Conference “AgroSMART-Smart Solutions for Agriculture” (AgroSMART 2018), Tyumen, Russia, 16–20 July 2018; Volume 151, pp. 636–640. [Google Scholar] [CrossRef]
- Shanina, E.P.; Sergeeva, L.B.; Stafeeva, M.A.; Klyukina, E.M. Use of DNA Markers to Examine the Source Breeding Material of Potato. Achiev. Sci. Technol. Agro-Ind. Complex 2018, 32, 47–49. [Google Scholar] [CrossRef]
- Shanina, E.P.; Likhodeyevsky, G.A. Evaluation of interspecific potato breeding material with a complex of genes of immunity to potato virus y using molecular markers. Agron. J. 2021, 19, 224–231. [Google Scholar] [CrossRef]
- Kacheyo, O.C.; van Dijk, L.C.M.; de Vries, M.E.; Struik, P.C. Augmented descriptions of growth and development stages of potato (Solanum tuberosum L.) grown from different types of planting material. Ann. Appl. Biol. 2021, 178, 549–566. [Google Scholar] [CrossRef]
- Bakker, E.; Achenbach, U.; Bakker, J.; van Vliet, J.; Peleman, J.; Segers, B.; van der Heijden, S.; van der Linde, P.; Graveland, R.; Hutten, R.; et al. A high-resolution map of the H1 locus harbouring resistance to the potato cyst nematode Globodera rostochiensis. Theor. Appl. Genet. 2004, 109, 146–152. [Google Scholar] [CrossRef]
- Marczewski, W.; Flis, B.; Syller, J.; Schäfer-Pregl, R.; Gebhardt, C. A major quantitative trait locus for resistance to Potato leafroll virus is located in a resistance hotspot on potato chromosome XI and is tightly linked to N-gene-like markers. Mol. Plant-Microbe Interact. 2001, 14, 1420–1425. [Google Scholar] [CrossRef] [PubMed]
- Prodhomme, C.; Vos, P.G.; Paulo, M.J.; Tammes, J.E.; Visser, R.G.F.; Vossen, J.H.; van Eck, H.J. Distribution of P1(D1) wart disease resistance in potato germplasm and GWAS identification of haplotype-specific SNP markers. Theor. Appl. Genet. 2020, 133, 1859–1871. [Google Scholar] [CrossRef] [PubMed]
- Tan, M.Y.; Hutten, R.C.; Visser, R.G.; van Eck, H.J. The effect of pyramiding Phytophthora infestans resistance genes R Pi-mcd1 and R Pi-ber in potato. Theor. Appl. Genet. 2010, 121, 117–125. [Google Scholar] [CrossRef]
- Galek, R.; Rurek, M.; De Jong, W.S.; Pietkiewicz, G.; Augustyniak, H.; Sawicka-Sienkiewicz, E. Application of DNA markers linked to the potato H1 gene conferring resistance to pathotype Ro1 of Globodera rostochiensis. J. Appl. Genet. 2011, 52, 407–411. [Google Scholar] [CrossRef]
- R: A Language and Environment for Statistical Computing. Available online: https://www.R-project.org/ (accessed on 18 December 2025).
- Meyer, D.; Zeileis, A.; Hornik, K. The Strucplot Framework: Visualizing Multi-way Contingency Tables with vcd. J. Stat. Softw. 2006, 17, 1–48. [Google Scholar] [CrossRef]
- epitools: Epidemiology Tools. Available online: https://CRAN.R-project.org/package=epitools (accessed on 18 December 2025).
- epiR: Tools for the Analysis of Epidemiological Data. Available online: https://CRAN.R-project.org/package=epiR (accessed on 18 December 2025).
- irr: Various Coefficients of Interrater Reliability and Agreement. Available online: https://CRAN.R-project.org/package=irr (accessed on 18 December 2025).
- Wickham, H. ggplot2 Elegant Graphics for Data Analysis; Springer: New York, NY, USA, 2009; pp. 1–213. [Google Scholar] [CrossRef]
- UpSetR: A More Scalable Alternative to Venn and Euler Diagrams for Visualizing Intersecting Sets. Available online: https://CRAN.R-project.org/package=UpSetR (accessed on 18 December 2025).



| NL25 | Rpi-blb1 | Rpi-sto1 | N127 | RYSC3 | Ry186 | RyYES3-3 | RxSP | Gpa-2-2 | Gro1-4-1 | TG689 | N195 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Genotyping results from 2018 to 2025 | |||||||||||
| 628 | 1 | 133 | 649 | 162 | 75 | 177 | 278 | 341 | 114 | 926 | 493 |
| With full genotypes | |||||||||||
| 444 | 1 | 43 | 525 | 49 | 13 | 132 | 169 | 196 | 25 | 532 | 446 |
| Marker Pairs | OR (95% CI) | Cramér’s V | p-Value |
|---|---|---|---|
| TG689–N195 | 8.5 (5.1:14.3) | 0.39 | <0.001 |
| TG689–N127 | 2.3 (1.3:3.9) | 0.13 | 0.002 |
| N195–N127 | 1.9 (1.2:3.1) | 0.12 | 0.004 |
| Gpa-2-2–RYSC3 | 2.5 (1.3:4.7) | 0.12 | 0.003 |
| Gpa-2-2–RxSP | 16.2 (10.4:25.7) | 0.57 | <0.001 |
| RYSC3–RxSP | 3.5 (1.8:6.5) | 0.17 | <0.001 |
| Ry186–RyYES3-3 | 22.4 (4.8:209.5) | 0.23 | <0.001 |
| RyYES3–3-N127 | 2.8 (1.4:6.3) | 0.12 | 0.003 |
| Marker | N | Marker+/Resistance (PPV, %) | OR (95% CI) | p-Value | Sensitivity | Specificity | Kappa |
|---|---|---|---|---|---|---|---|
| NL25 | 168 | 135/137 (98.5) | 48.75 (10.2:233.8) | <0.001 | 0.88 | 0.87 | 0.51 |
| TG689 | 241 | 183/201 (91.0) | 21.12 (9.3:47.9) | <0.001 | 0.93 | 0.6 | 0.56 |
| N195 | 120 | 83/89 (93.3) | 9.99 (3.4:29.8) | <0.001 | 0.82 | 0.68 | 0.40 |
| Gro1-4-1 | 241 | 24/31 (77.4) | 0.76 (0.3:1.9) | 0.74 | 0.12 | 0.84 | −0.01 |
| Rpi-sto1 | 20 | 12/18 (66.7) | n/c | 0.33 | 0.86 | 0 | −0.18 |
| Rpi-blb1 | 20 | 1/1 (100.0) | n/c | 0.50 | 0.07 | 1 | 0.04 |
| Marker | Gene/Resistance | Chromosome | Source |
|---|---|---|---|
| TG689 N195 | H1 (G. rostochiensis) | V | [68] |
| N127 | PLRV.1 (PLRV) | XI | [69] |
| RYSC3 | Ryadg (PVY) | XI | [56] |
| Ry186 | Rychc (PVY) | XI | [56] |
| RyYES3-3 | Rysto (PVY) | XI | [14] |
| Gpa-2-2 | Gpa2 (G. pallida) | XII | [47] |
| RxSP | Rx1 (PVX) | XII | [47] |
| Gene | Trait | Marker Product size | Primer Pairs (5′–3′) | Source |
|---|---|---|---|---|
| Sen1 | Resistance to potato wart disease | NL251400 | F: TATTGTTAATCGTTACTCCCTC R: AGAGTCGTTTTACCGACTCC | [14] |
| Rpi-blbl | Resistance to late blight. | Rpi-blb1821 | F: AACCTGTATGGCAGTGGCATG R: GTCAGAAAAGGGCACTCGTG | [28] |
| Rpi-sto1 | Rpi-sto1890 | F: ACCAAGGCCACAAGATTCTC R: CCTGCGGTTCGGTTAATACA | [30] | |
| PLRV1 | Resistance to leaf roll virus | Nl271164 | F: TAGAGAGCATTAAGAAGCTGC R: TTTTGCCTACTCCCGGCATG | [69] |
| Ryadg | Resistance to PVY | RYSC3321 | F: ATACACTCATCTAAATTTGATGG R: AGGATATACGGCATCATTTTTCCGA | [56] |
| Rychc | Ry186587 | F: TGGTAGGGATATTTTCCTTAGA R: GCAAATCCTAGGTTATCAACTCA | [1] | |
| Rysto | YES3-3A341 | F: TAACTCAAGCGGAATAACCC R: AATTCACCTGTTTACATGCTTCTTGTG | [5] | |
| Rx1 | Resistance to PVX | RxSP1230 | F: ATCTTGGTTTGAATACATGG R: CACAATATTGGAAGGATTCA | [2] |
| Gpa2-2 | Resistance to G. pallida | Gpa2-2452 | F: GCACTTAGAGACTCATTCCA R: ACAGATTGTTGGCAGCGAAA | [4] |
| Gro1-4 | Resistance to G. rostochiensis | Gro1-4-1602 | F: AAGCCACAACTCTACTGGAG R: GATATAGTACGTAATCATGCC | [4] |
| H1 | TG689141 | F: TAAAACTCTTGGTTATAGCCTAT R: CAATAGAATGTGTTGTTTCACCAA | [41] | |
| N195337 | F: TGGAAATGGCACCCACTA R: CATCATGGTTTCACTTGTCAC | [4] | ||
| GBSS | Granule-bound starch synthase | GBSS-3853 | F: AAAGGAGGCTCTTCAAGCAG R: TGCAAGAGCTCTAGCAACTG | [4] |
| BCH | Beta-carotene hydroxylase | BCH-2290 | F: CATGACATAGTTTGAATTTTGAGTC R: GCTTTGGCGCTGCCGTAAGTT | [72] |
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Lihodeevskiy, G.A.; Shanina, E.P.; Stafeeva, M.A.; Akhmetkhanov, V.F.; Shalaeva, A.V. Marker-Assisted Selection for Disease Resistance in Potato Breeding in the Ural Region of Russia (2018–2025): Comprehensive Genotyping and Validation of Key Resistance Markers. Int. J. Mol. Sci. 2026, 27, 855. https://doi.org/10.3390/ijms27020855
Lihodeevskiy GA, Shanina EP, Stafeeva MA, Akhmetkhanov VF, Shalaeva AV. Marker-Assisted Selection for Disease Resistance in Potato Breeding in the Ural Region of Russia (2018–2025): Comprehensive Genotyping and Validation of Key Resistance Markers. International Journal of Molecular Sciences. 2026; 27(2):855. https://doi.org/10.3390/ijms27020855
Chicago/Turabian StyleLihodeevskiy, Georgiy A., Elena P. Shanina, Maria A. Stafeeva, Vadim F. Akhmetkhanov, and Arina V. Shalaeva. 2026. "Marker-Assisted Selection for Disease Resistance in Potato Breeding in the Ural Region of Russia (2018–2025): Comprehensive Genotyping and Validation of Key Resistance Markers" International Journal of Molecular Sciences 27, no. 2: 855. https://doi.org/10.3390/ijms27020855
APA StyleLihodeevskiy, G. A., Shanina, E. P., Stafeeva, M. A., Akhmetkhanov, V. F., & Shalaeva, A. V. (2026). Marker-Assisted Selection for Disease Resistance in Potato Breeding in the Ural Region of Russia (2018–2025): Comprehensive Genotyping and Validation of Key Resistance Markers. International Journal of Molecular Sciences, 27(2), 855. https://doi.org/10.3390/ijms27020855

