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Acta Agronomica Sinica ›› 2026, Vol. 52 ›› Issue (10): 3142-3152.doi: 10.3724/SP.J.1006.2026.64020

• RESEARCH NOTES • Previous Articles    

Deciphering genotype×environment interaction effect and selection of superior potato varieties in the oasis irrigation area of Northwest China

Zhang Lian-Rui1,*(), Tang Zhen-San2, He Zhen-Ming1, Song Jin-Feng1, Luan Qian-Qian3, Yang Qiu-Hua4   

  1. 1 Agricultural Technology Extension Center of Shandan County, Shandan 734100, Gansu, China
    2 Gansu Agricultural University / State Key Laboratory of Arid Land Crop Science, Lanzhou 730070, Gansu, China
    3 Gansu Academy of Agri-Engineering Technology, Lanzhou 730030, Gansu, China
    4 Economic Crops Station of Bobai County, Bobai 537600, Guangxi, China
  • Received:2026-02-10 Accepted:2026-07-15 Online:2026-10-12 Published:2026-07-27
  • Contact: Zhang Lian-Rui, E-mail: sdxzlr@126.com
  • Supported by:
    Longyuan Young Talents Fund of Gansu Province, the Key Talent Program of Gansu Province(2026RCXM016);Science and Technology Program of the Zhangye City(ZY2024BJ16);Science and Technology Program of the Shandan County(SD2025JSYF02)

Abstract:

This study aimed to analyze the phenotypic performance of potato genotypes across years and environments, clarify the effects of genotype-by-environment (G×E) interactions, and identify superior and stable genotypes for key traits, together with their suitable environments, thereby providing a basis for targeted breeding and rational variety deployment in specific regions. Seventeen potato varieties were used as test materials and cultivated from 2023 to 2025 at three sites in Qingquan town, Weiqi town, and Huocheng town, Shandan county, Zhangye city, Gansu province. Plant traits, including plant height, stem diameter, and number of main stems, as well as tuber yield components, including number of tubers per plant, tuber weight per plant, and plot yield, were evaluated. Genotype adaptability and stability, together with the discriminating ability and representativeness of test environments, were first assessed using combined ANOVA and GGE biplot analysis, followed by comprehensive selection using the multi-trait stability index (MTSI). Combined analysis of variance revealed significant differences among genotypes, years, and test sites for all measured agronomic and yield traits, except stem diameter. Genotype effects and their interactions with years and sites were the main sources of phenotypic variation. Among the genotype effects, the number of tubers per plant contributed the most to variation, accounting for 50.04%, followed by tuber weight per plant (36.72%) and plot yield (20.92%). Among the interaction effects, the genotype × year × test site interaction explained the largest proportion of variation in stem diameter (36.85%), followed by number of stems (27.35%), plot yield (25.89%), and tuber weight per plant (25.04%). GGE biplot and MTSI analyses identified Atlantic (CK), Longshu 23, and Zhongshu 18 as superior and stable genotypes for key traits, including plant height and yield. Environmental evaluation identified Qingquan town and Huocheng town as the most discriminating and representative test environments for genotype assessment. In addition, the overall discriminating ability of the test sites improved from 2023 to the 2024-2025 period. These results indicate that GGE biplot and MTSI analyses can effectively identify superior genotypes and select optimal trial environments. In particular, Atlantic and Longshu 23 showed both high performance and strong stability across key traits, while the Qingquan and Huocheng sites in the 2024-2025 trials represented ideal environments for reliable variety evaluation and targeted promotion.

Key words: potato, interaction effects, pilot evaluation, GGE biplot, multivariate trait stability index, variety screening

Table 1

17 tested materials"

序号
Code
品种
Variety
来源
Source
序号
Code
品种
Variety
来源
Source
G1 克新1号 Kexin 1 黑龙江农业科学院
Heilongjiang Academy of Agricultural Sciences, China
G10 陇薯23号Longshu 23 甘肃省农业科学院
Gansu Academy of Agricultural Sciences, China
G2 陇薯红1号 Longshuhong 1 甘肃省农业科学院
Gansu Academy of Agricultural Sciences, China
G11 甘农薯9号Gannongshu 9 甘肃农业大学
Gansu Agricultural University, China
G3 云薯304
Yunshu 304
云南省农业科学院
Yunnan Academy of Agricultural Sciences, China
G12 甘农薯7号Gannongshu 7 甘肃农业大学
Gansu Agricultural University, China
G4 Innovator 荷兰 Netherlands G13 青薯2号Qingshu 2 青海省农林科学院
Qinghai Academy of Agriculture and Forestry Sciences, China
G5 甘引9号 Ganyin 9 定西马铃薯研究所
Dingxi Potato Research Institute, China
G14 青薯9号Qingshu 9 青海省农林科学院
Qinghai Academy of Agriculture and Forestry Sciences, China
G6 夏波蒂
Shepody
加拿大 Canada G15 陇薯17号Longshu 17 甘肃省农业科学院
Gansu Academy of Agricultural Sciences, China
G7 冀张薯12号Jizhangshu 12 张家口市农业科学院
Zhangjiakou Academy of Agricultural Sciences, China
G16 中薯18号Zhongshu 18 中国农业科学院蔬菜花卉研究所
Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, China
G8 陇薯10号Longshu 10 甘肃省农业科学院
Gansu Academy of Agricultural Sciences, China
G17 大西洋
Atlantic (CK)
美国 USA
G9 天薯11号Tianshu 11 天水市农业科学研究所
Tianshui Institute of Agricultural Sciences, China

Table 2

Test environment"

试点
Location
土壤类型
Soil type
海拔
Altitude (m)
年降雨量
Annual rainfall (mm)
年日照时数
Annual sunshine duration (h)
年均温度
Mean annual temperature (℃)
无霜期
Frostless period (d)
清泉镇
Qingquan town (QQ)
灌漠土
Irrigated desert soil
1760 177 2819 5.6 142
位奇镇
Weiqi town (WQ)
灌漠土
Irrigated desert soil
2041 210 2821 5.5 108
霍城镇
Huocheng town (HC)
栗钙土
Chestnut soil
2380 230 2620 7.0 123

Fig. 1

Variation in potato traits across three test sites from 2023 to 2025 Different lowercase letters indicate significant differences among years within the same site, whereas different uppercase letters indicate significant differences among sites within the same year (P ≤ 0.05). Error bars represent the standard error (SE). Multiple comparisons were performed using Duncan’s test. QQ: Qingquan town; WQ: Weiqi town; HC: Huocheng town."

Table 3

Analysis of variance for agronomic and yield traits of potato"

性状
Trait
变异来源
Source of variation
平方和
Sum of square
自由度
df
均方
Mean square
F-value P-value
株高
Plant height (cm)
基因型 Genotype (G) 33,321.67 16 2082.60 119.15 < 0.001
环境 Environment (E) 12,462.63 2 6231.32 356.61 < 0.001
年份 Year (Y) 13,329.06 2 6664.53 381.30 < 0.001
基因型×环境G×E 54,022.80 32 1688.21 96.59 < 0.001
基因型×年份G×Y 60,155.33 32 1879.85 107.55 < 0.001
年份×环境Y×E 53,796.76 4 13,449.19 769.47 < 0.001
基因型×年份×环境G×Y×E 7885.57 64 1231.34 70.45 < 0.001
残差 Residual 5033.79 288 17.48
总变异Total 311,315.29 458
茎粗
Stem diameter (cm)
基因型 Genotype (G) 4.97 16 0.31 98.68 < 0.001
环境 Environment (E) 1.63 2 0.82 259.38 < 0.001
年份 Year (Y) 2.73 2 1.37 433.23 < 0.001
基因型×环境G×E 10.35 32 0.32 102.66 < 0.001
基因型×年份G×Y 11.47 32 0.36 113.80 < 0.001
年份×环境Y×E 1.13 4 0.28 89.59 < 0.001
基因型×年份×环境G×Y×E 19.39 64 0.30 96.16 < 0.001
残差 Residual 0.91 288 0.00
总变异Total 52.62 458
主茎数
Number of main stems per plant
基因型 Genotype (G) 69.33 16 4.33 9.04 < 0.001
环境 Environment (E) 3.29 2 1.65 3.43 0.034
年份 Year (Y) 8.94 2 4.47 9.32 < 0.001
基因型×环境G×E 99.37 32 3.11 6.48 < 0.001
基因型×年份G×Y 133.73 32 4.18 8.71 < 0.001
年份×环境Y×E 2.59 4 0.65 1.35 0.025
基因型×年份×环境G×Y×E 174.76 64 2.73 5.69 < 0.001
残差 Residual 138.11 288 0.48
总变异Total 638.86 458
单株结薯数
Number of tubers per plant
基因型 Genotype (G) 579.35 16 36.21 572.12 < 0.001
环境 Environment (E) 2.70 2 1.35 21.48 < 0.001
年份 Year (Y) 3.31 2 1.66 26.32 < 0.001
基因型×环境G×E 105.95 32 3.31 52.59 < 0.001
基因型×年份G×Y 239.14 32 7.47 118.70 < 0.001
年份×环境Y×E 14.91 4 3.73 59.21 < 0.001
基因型×年份×环境G×Y×E 193.01 64 3.02 47.90 < 0.001
残差 Residual 18.13 288 0.06
总变异Total 1157.75 458
单株薯重
Weight per potato plant
基因型 Genotype (G) 27.77 16 1.74 1217.17 < 0.001
环境 Environment (E) 1.09 2 0.56 383.88 < 0.001
年份 Year (Y) 1.36 2 0.68 477.86 < 0.001
基因型×环境G×E 12.55 32 0.39 274.76 < 0.001
基因型×年份G×Y 12.92 32 0.40 283.14 < 0.001
年份×环境Y×E 0.54 4 0.14 95.23 < 0.001
基因型×年份×环境G×Y×E 18.94 64 0.30 207.52 < 0.001
残差 Residual 0.41 288 0.00
总变异Total 75.63 458
小区产量
Plot yield of
small-sized tuber
基因型 Genotype (G) 208,631.61 16 13,039.48 241.14 < 0.001
环境 Environment (E) 45,300.25 2 22,650.13 418.87 < 0.001
年份 Year (Y) 111,508.21 2 55,754.10 1031.05 < 0.001
基因型×环境G×E 131,286.24 32 4102.70 75.87 < 0.001
基因型×年份G×Y 137,598.89 32 4299.97 79.52 < 0.001
年份×环境Y×E 87,950.41 4 21,987.60 406.61 < 0.001
基因型×年份×环境G×Y×E 258,185.04 64 4034.14 74.60 < 0.001
残差 Residual 15,573.55 288 54.07
总变异Total 997,052.96 458

Fig. 2

Adaptability analysis GGE双标图参数: Transform = 0; scaling = 1; centering = 2; SVP = 2。A: 株高; B: 茎粗; C: 主茎数; D: 单株结薯数; E: 单株薯重; F: 小区产量; E1: 2025-QQ; E2: 2025-WQ; E3: 2025-HC; E4: 2024-QQ; E5: 2024-WQ; E6: 2024-HC; E7: 2023-QQ; E8: 2023-WQ; E9: 2023-HC。QQ: 清泉镇; WQ: 位奇镇; HC: 霍城镇。 GGE biplot parameters: Transform = 0; scaling = 1; centering = 2; SVP = 2. A: plant height; B: stem diameter; C: number of stems; D: number of tubers per plant; E: weight per potato plant; F: plot yield of small-sized tuber; E1: 2025-QQ; E2: 2025-WQ; E3: 2025-HC; E4: 2024-QQ; E5: 2024-WQ; E6: 2024-HC; E7: 2023-QQ; E8: 2023-WQ; E9: 2023-HC. QQ: Qingquan town; WQ: Weiqi town; HC: Huocheng town."

Fig. 3

Stability analysis Abbreviations are the same as those given in Fig. 2. GGE biplot parameters: Transform = 0; scaling = 1; centering = 2; SVP = 2. A: plant height; B: stem diameter; C: number of stems; D: number of tubers per plant; E: weight per potato plant; F: plot yield of small-sized tuber."

Fig. 4

Analysis of discriminating ability and representativeness of test sites Abbreviations are the same as those given in Fig. 2. GGE biplot parameters: Transform = 0; scaling = 1; centering = 2; SVP = 2. A: plant height; B: stem diameter; C: number of stems; D: number of tubers per plant; E: weight per potato plant; F: plot yield of small-sized tuber."

Fig. 5

MTSI and correlation analyses A: analysis of MTSI; B: analysis of correlation. Abbreviations are the same as those given in Fig. 2. PH: plant height; SD: stem diameter; NMS: number of stems; TNP: number of tubers per plant; TWP: weight per potato plant; TY: plot yield of small-sized tuber. ** and *** indicate significant correlations at the 0.01 and 0.001 levels, respectively."

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