





中国农业科学 ›› 2021, Vol. 54 ›› Issue (8): 1599-1612.doi: 10.3864/j.issn.0578-1752.2021.08.003
孟鑫浩1(
),邓洪涛1(
),李丽2,崔顺立1,Charles Y.Chen3,侯名语1,杨鑫雷1(
),刘立峰1(
)
收稿日期:2020-09-23
接受日期:2020-12-07
出版日期:2021-04-16
发布日期:2021-04-25
联系方式:
孟鑫浩,E-mail: mxinhao1994@126.com。|邓洪涛,E-mail: 3462096839@qq.com。
基金资助:
MENG XinHao1(
),DENG HongTao1(
),LI Li2,CUI ShunLi1,Charles Y. CHEN3,HOU MingYu1,YANG XinLei1(
),LIU LiFeng1(
)
Received:2020-09-23
Accepted:2020-12-07
Published:2021-04-16
Online:2021-04-25
摘要:
【目的】栽培种花生是世界范围内重要的油料作物和经济作物,其株型相关性状是典型的数量性状,亦是重要的农艺性状,与产量和机械化收获密切相关。对花生株型相关性状进行遗传分析和QTL定位,筛选与之紧密连锁的分子标记,有助于花生的品种保护和品种鉴别,为花生株型分子育种提供重要的理论依据。【方法】以直立型花生品种冀花5号和匍匐型M130为亲本构建的包含321个家系的RIL群体为研究材料,于2016—2018年分别在海南市、邯郸市、保定市和唐山市等7个环境下种植,各个环境均在收获时调查统计花生侧枝夹角、主茎高、侧枝长、株型指数和扩展半径等5个株型相关性状的表型值。同时,利用SSR、AhTE、SRAP和TRAP等分子标记扫描亲本及群体的基因型用于构建分子遗传连锁图谱。最后结合多年多点的表型数据,采用QTL Icimapping V4.2中的完备区间作图法(inclusive composite interval mapping,ICIM)对7个环境下的株型相关性状进行加性QTL和上位性QTL分析。【结果】构建了一张包含363个多态性位点的分子遗传连锁图谱,所有标记被分配到20条染色体和1个未知连锁群;图谱总长度覆盖全基因组的1 360.38 cM,标记间平均距离为3.75 cM;单个连锁群长度为39.599—101.056 cM,包括4—50个分子标记。共检测到30个与株型相关性状的加性QTL,分布在A04、A05、A06、A08、A09、B02、B09等7条染色体上。其中,5个QTL与侧枝夹角相关,可解释的表型变异(phenotypic variance explained,PVE)为3.48%—11.22%;15个QTL与主茎高相关,PVE为3.58%—10.05%;2个QTL与侧枝长相关,PVE为6.03%—8.56%;4个QTL与株型指数相关,PVE为4.68%—15.08%;4个QTL与扩展半径相关,PVE为3.30%—9.33%。qLBAA05.1、qLBAA05.2、qMSHA04.2和qIOPTA05.1等4个主效QTL,可解释的表型变异分别为11.22%、10.59%、10.23%、10.05%和15.08%。此外,共检测到59对上位性QTL。其中,6对上位性QTL与侧枝长相关,PVE为2.23%—2.78%;50对上位性QTL与株型指数相关,PVE为0.25%—1.44%;3对上位性QTL与扩展半径相关,PVE为7.28%—12.25%。发现3个QTL聚集区,分别为A04染色体的GM1867—AHGS1967区间、A05染色体的me14em5-116—PM418区间和A08染色体的HBAUAh177—AhTE0658区间,涉及侧枝夹角、主茎高、株型指数和扩展半径等4个株型相关性状。【结论】构建了一张包含363个标记位点的分子遗传连锁图谱;获得30个与株型相关性状的加性QTL和59对上位性QTL;发现3个QTL聚集区。
孟鑫浩,邓洪涛,李丽,崔顺立,Charles Y.Chen,侯名语,杨鑫雷,刘立峰. 栽培种花生株型相关性状的QTL定位[J]. 中国农业科学, 2021, 54(8): 1599-1612.
MENG XinHao,DENG HongTao,LI Li,CUI ShunLi,Charles Y. CHEN,HOU MingYu,YANG XinLei,LIU LiFeng. QTL Mapping for Lateral Branch Angle Related Traits of Cultivated Peanut (Arachis hypogaea L.)[J]. Scientia Agricultura Sinica, 2021, 54(8): 1599-1612.
表1
亲本及RIL群体表型数据统计分析"
| 性状 Trait | 环境 Env. | 亲本 Parent | RIL群体RILs population | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 冀花5号 Jihua 5 | M130 | 最小值 Minimum | 最大值 Maximum | 平均值 Mean | 标准差 SD | 变异系数 CV (%) | Shapiro- wilk (w) | 偏度 Skewness | 峰度 Kurtosis | ||
| 侧枝夹角 LBA (°) | 16BD | 45.93 | 81.22 | 34.15 | 87.08 | 57.61 | 11.64 | 20.20 | 0.955*** | 0.330 | -0.993 |
| 16HN | 37.41 | 77.05 | 34.03 | 80.07 | 55.90 | 11.75 | 21.02 | 0.953*** | 0.362 | -1.094 | |
| 17BD | 43.50 | 83.43 | 33.07 | 87.52 | 60.47 | 12.80 | 21.17 | 0.964*** | 0.277 | -1.050 | |
| 17HD | 39.20 | 79.01 | 35.35 | 90.10 | 58.63 | 13.09 | 22.33 | 0.949*** | 0.344 | -1.128 | |
| 18BD | 37.23 | 72.47 | 39.01 | 85.73 | 65.93 | 7.64 | 11.58 | 0.996 | -0.344 | 0.408 | |
| 18HD | 45.30 | 81.83 | 35.05 | 88.38 | 58.78 | 10.53 | 17.91 | 0.989 | 0.252 | -0.246 | |
| 18TS | 47.50 | 78.73 | 36.05 | 89.00 | 58.93 | 9.87 | 16.76 | 0.989 | 0.327 | -0.136 | |
| 主茎高 MSH (cm) | 16BD | 45.05 | 23.71 | 19.10 | 59.57 | 36.33 | 6.97 | 19.18 | 0.988** | 0.348 | 0.221 |
| 16HN | 35.05 | 17.31 | 10.36 | 45.00 | 22.67 | 5.82 | 25.66 | 0.969*** | 0.702 | 0.415 | |
| 17BD | 38.40 | 19.37 | 10.15 | 56.62 | 32.25 | 7.17 | 22.25 | 0.996 | 0.120 | -0.038 | |
| 17HD | 45.26 | 25.52 | 13.37 | 52.34 | 34.30 | 7.62 | 22.22 | 0.991 | -0.039 | -0.481 | |
| 18BD | 38.00 | 19.70 | 10.71 | 52.52 | 27.96 | 7.94 | 28.38 | 0.977** | 0.475 | 0.164 | |
| 18HD | 45.05 | 23.36 | 12.28 | 55.76 | 34.89 | 8.04 | 23.04 | 0.992 | -0.102 | -0.087 | |
| 18TS | 45.23 | 24.38 | 17.06 | 51.10 | 33.87 | 6.69 | 19.74 | 0.99 | 0.161 | -0.297 | |
| 侧枝长 LBL (cm) | 16BD | 49.76 | 61.42 | 24.56 | 75.71 | 49.20 | 7.56 | 15.36 | 0.995 | 0.144 | 0.642 |
| 16HN | 38.81 | 36.26 | 23.52 | 70.33 | 38.13 | 6.51 | 17.08 | 0.966*** | 0.689 | 2.532 | |
| 17BD | 40.36 | 46.26 | 19.43 | 76.87 | 42.85 | 9.30 | 21.69 | 0.991 | 0.534 | 0.954 | |
| 17HD | 47.68 | 55.30 | 23.00 | 83.00 | 49.71 | 8.74 | 17.59 | 0.979** | 0.409 | 0.576 | |
| 18BD | 41.00 | 76.71 | 14.27 | 87.81 | 39.25 | 10.13 | 25.80 | 0.996 | 0.462 | 1.660 | |
| 18HD | 49.76 | 61.38 | 25.52 | 79.31 | 49.52 | 9.01 | 18.19 | 0.988 | 0.316 | 0.623 | |
| 18TS | 51.53 | 61.67 | 24.05 | 90.00 | 44.83 | 8.29 | 18.50 | 0.955*** | 0.813 | 2.377 | |
| 株型指数 IOPT | 16BD | 1.02 | 2.76 | 0.95 | 2.75 | 1.39 | 0.27 | 19.67 | 0.932*** | 1.174 | 1.470 |
| 16HN | 1.01 | 2.21 | 1.05 | 3.27 | 1.73 | 0.38 | 21.80 | 0.958*** | 0.892 | 1.533 | |
| 17BD | 1.05 | 2.23 | 0.76 | 2.86 | 1.37 | 0.34 | 24.63 | 0.93*** | 1.197 | 1.632 | |
| 17HD | 1.03 | 2.29 | 1.01 | 3.02 | 1.51 | 0.39 | 25.96 | 0.879*** | 1.479 | 2.665 | |
| 18BD | 1.07 | 3.79 | 0.68 | 3.45 | 1.46 | 0.40 | 27.27 | 0.933*** | 1.297 | 2.645 | |
| 18HD | 1.05 | 2.76 | 1.02 | 3.51 | 1.48 | 0.39 | 26.41 | 0.829*** | 1.961 | 5.759 | |
| 18TS | 1.15 | 2.42 | 1.06 | 2.57 | 1.34 | 0.29 | 21.41 | 0.917*** | 0.654 | 3.582 | |
| 扩展半径 ER (cm) | 16BD | 8.52 | 22.35 | 7.75 | 27.06 | 16.50 | 4.49 | 27.20 | 0.974*** | 0.411 | -0.747 |
| 16HN | 16.13 | 31.57 | 8.05 | 33.08 | 18.52 | 5.80 | 31.34 | 0.965*** | 0.593 | -0.562 | |
| 17BD | 9.37 | 21.30 | 5.02 | 25.06 | 15.05 | 3.98 | 26.46 | 0.99 | 0.181 | -0.517 | |
| 17HD | 10.29 | 19.39 | 6.51 | 33.05 | 15.89 | 5.32 | 33.47 | 0.971*** | 0.52 | -0.451 | |
| 18BD | 9.33 | 34.71 | 5.38 | 36.38 | 21.00 | 5.01 | 23.83 | 0.996 | -0.035 | 0.345 | |
| 18HD | 8.67 | 21.17 | 5.01 | 30.02 | 15.11 | 5.16 | 34.15 | 0.978** | 0.477 | -0.283 | |
| 18TS | 9.50 | 24.13 | 5.71 | 34.05 | 15.07 | 5.49 | 36.44 | 0.961*** | 0.742 | 0.357 | |
表2
栽培种花生株型相关性状的相关分析"
| 环境Env. | 性状Trait | 侧枝夹角LBA | 主茎高MSH | 侧枝长LBL | 株型指数IOPT |
|---|---|---|---|---|---|
| 16BD | 主茎高MSH | -0.323** | |||
| 侧枝长LBL | 0.323** | 0.456** | |||
| 株型指数IOPT | 0.604** | -0.631** | 0.374** | ||
| 扩展半径ER | 0.820** | -0.262** | 0.450** | 0.646** | |
| 16HN | 主茎高MSH | -0.127* | |||
| 侧枝长LBL | -0.009* | 0.584** | |||
| 株型指数IOPT | 0.205** | -0.706** | 0.061* | ||
| 扩展半径ER | 0.761** | 0.086* | 0.223** | 0.129* | |
| 17BD | 主茎高MSH | -0.278** | |||
| 侧枝长LBL | 0.429** | 0.450** | |||
| 株型指数IOPT | 0.683** | -0.539** | 0.473** | ||
| 扩展半径ER | 0.736** | -0.093* | 0.589** | 0.651** | |
| 17HD | 主茎高MSH | -0.372** | |||
| 侧枝长LBL | 0.333** | 0.394** | |||
| 株型指数IOPT | 0.595** | -0.687** | 0.349** | ||
| 扩展半径ER | 0.820** | -0.270** | 0.496** | 0.638** | |
| 18BD | 主茎高MSH | -0.118* | |||
| 侧枝长LBL | 0.557** | 0.547** | |||
| 株型指数IOPT | 0.457** | -0.506** | 0.408** | ||
| 扩展半径ER | 0.815** | 0.303** | 0.748** | 0.455** | |
| 18HD | 主茎高MSH | -0.184** | |||
| 侧枝长LBL | 0.458** | 0.466** | |||
| 株型指数IOPT | 0.537** | -0.666** | 0.281** | ||
| 扩展半径ER | 0.897** | -0.155** | 0.546** | 0.577** | |
| 18TS | 主茎高MSH | -0.117* | |||
| 侧枝长LBL | 0.380** | 0.538** | |||
| 株型指数IOPT | 0.465** | -0.532** | 0.352** | ||
| 扩展半径ER | 0.878** | -0.044 | 0.512** | 0.518** |
表3
RIL群体各性状方差分析及广义遗传力"
| 性状 Trait | 变异来源 Variables | 自由度 df | 均方 MS | F值 F-value | P值 P-value | 广义遗传力 h2B |
|---|---|---|---|---|---|---|
| 侧枝夹角 LBA | 基因型Genotype | 320 | 616.890 | 14.658 | <0.01 | 0.86 |
| 环境Environment | 6 | 3124.760 | 74.247 | <0.01 | ||
| 基因型×环境G×E | 1877 | 42.086 | 1.036 | >0.05 | ||
| 主茎高 MSH | 基因型Genotype | 320 | 240.144 | 11.943 | <0.01 | 0.92 |
| 环境Environment | 6 | 7341.320 | 365.118 | <0.01 | ||
| 基因型×环境G×E | 1877 | 20.107 | 1.723 | <0.01 | ||
| 侧枝长 LBL | 基因型Genotype | 320 | 270.164 | 6.924 | <0.01 | 0.90 |
| 环境Environment | 6 | 7396.938 | 189.580 | <0.01 | ||
| 基因型×环境G×E | 1779 | 39.017 | 1.836 | <0.01 | ||
| 株型指数 IOPT | 基因型Genotype | 320 | 0.466 | 7.433 | <0.01 | 0.91 |
| 环境Environment | 6 | 4.097 | 65.320 | <0.01 | ||
| 基因型×环境G×E | 1779 | 0.063 | 1.896 | <0.01 | ||
| 扩展半径 ER | 基因型Genotype | 320 | 121.227 | 12.600 | <0.01 | 0.89 |
| 环境Environment | 6 | 1599.042 | 166.201 | <0.01 | ||
| 基因型×环境G×E | 1881 | 9.621 | 2.265 | <0.01 |
表4
株型相关性状的QTL定位结果"
| 性状 Trait | QTL | 环境 Env. | 染色体 Chr. | 位置 Position | 标记区间 Marker interval | LOD | 贡献率 PVE (%) | 加性效应 Additive |
|---|---|---|---|---|---|---|---|---|
| 侧枝夹角 LBA | qLBAA05.1 | 16BD | A05 | 6.00 | me14em5-116—PM418 | 7.44 | 11.22 | -3.9527 |
| 17BD | A05 | 6.00 | me14em5-116—PM418 | 6.99 | 10.59 | -4.2307 | ||
| 18HD | A05 | 6.00 | me14em5-116—PM418 | 6.37 | 8.17 | -3.2618 | ||
| qLBAA05.2 | 16HN | A05 | 5.00 | me14em5-116—PM418 | 5.37 | 8.62 | -3.6198 | |
| 17HD | A05 | 5.00 | me14em5-116—PM418 | 7.22 | 10.23 | -4.8094 | ||
| qLBAA09.1 | 18BD | A09 | 20.98 | GM66—GM1076 | 3.13 | 4.34 | -2.0477 | |
| qLBAA09.2 | 16HN | A09 | 24.98 | RN27A10—AHTE0122 | 2.91 | 3.48 | -2.3139 | |
| qLBAB09.1 | 18HD | B09 | 50.00 | me5em5-100—me13em8-142 | 2.89 | 4.51 | 2.4198 | |
| 主茎高 MSH | qMSHA04.1 | 17BD | A04 | 21.00 | GM1867—AHGS1967 | 4.94 | 6.23 | 1.9109 |
| qMSHA04.2 | 18BD | A04 | 22.00 | GM1867—AHGS1967 | 7.49 | 10.05 | 2.7157 | |
| qMSHA04.3 | 18HD | A04 | 23.00 | GM1867—AHGS1967 | 3.55 | 5.22 | 1.9577 | |
| qMSHA04.4 | 16BD | A04 | 24.00 | GM1867—AHGS1967 | 3.11 | 3.58 | 1.6317 | |
| qMSHA04.5 | 16HN | A04 | 26.00 | GM1867—AHGS1967 | 3.99 | 5.24 | 1.4725 | |
| qMSHA04.6 | 17HD | A04 | 28.00 | GM1867—AHGS1967 | 6.54 | 6.34 | 2.4193 | |
| qMSHA05.1 | 16BD | A05 | 4.00 | me14em5-116 - PM418 | 4.54 | 6.43 | 2.1285 | |
| qMSHA05.2 | 17HD | A05 | 5.00 | me14em5-116—PM418 | 4.73 | 5.26 | 2.1268 | |
| qMSHA06.1 | 16HN | A06 | 36.41 | TC7C06—AHTE0372 | 4.54 | 4.90 | 1.3824 | |
| 17BD | A06 | 36.41 | TC7C06—AHTE0372 | 3.46 | 4.23 | 1.5366 | ||
| qMSHA06.2 | 18BD | A06 | 46.21 | TC7C06—AHTE0372 | 3.21 | 3.67 | 1.5995 | |
| qMSHA08.1 | 17BD | A08 | 30.00 | Ah4-4—TC9B08 | 3.58 | 4.62 | -1.6048 | |
| qMSHA08.2 | 18BD | A08 | 35.00 | TC9B08—AHGS1947b | 3.36 | 4.47 | -1.7650 | |
| qMSHB02.1 | 17HD | B02 | 25.00 | AHTE0398—CTW_NEW_38 | 4.00 | 4.48 | -1.9683 | |
| qMSHB02.2 | 18HD | B02 | 29.00 | AHTE0398—CTW_NEW_38 | 2.96 | 3.74 | -1.6183 | |
| qMSHB09.1 | 16HN | B09 | 22.00 | AHGS1576—me11em4-144 | 7.92 | 9.44 | -1.9154 | |
| 侧枝长 LBL | qLBLA08.1 | 18BD | A08 | 8.40 | HBAUAh177—AhTE0658 | 4.86 | 6.03 | -3.2587 |
| qLBLA08.2 | 17BD | A08 | 9.12 | HBAUAh177—AhTE0658 | 5.27 | 7.53 | -2.5945 | |
| 18HD | A08 | 9.12 | HBAUAh177—AhTE0658 | 6.13 | 8.56 | -2.6868 | ||
| 株型指数 IOPT | qIOPTA05.1 | 16BD | A05 | 4.00 | me14em5-116—PM418 | 10.15 | 15.08 | -0.1151 |
| 17HD | A05 | 4.00 | me14em5-116—PM418 | 5.18 | 9.35 | -0.1308 | ||
| qIOPTA05.2 | 18TS | A05 | 5.00 | me14em5-116—PM418 | 3.84 | 5.85 | -0.0757 | |
| qIOPTA05.3 | 17BD | A05 | 6.00 | me14em5-116—PM418 | 6.25 | 8.58 | -0.1006 | |
| 18BD | A05 | 6.00 | me14em5-116—PM418 | 3.23 | 4.68 | -0.1121 | ||
| qIOPTA05.4 | 18HD | A05 | 7.00 | PM418—pPGSSeq11E11 | 4.48 | 6.47 | -0.1012 | |
| 扩展半径 ER | qERA05.1 | 16BD | A05 | 5.00 | me14em5-116—PM418 | 6.63 | 9.33 | -1.5728 |
| 16HN | A05 | 5.00 | me14em5-116—PM418 | 5.03 | 7.41 | -1.7923 | ||
| 17BD | A05 | 5.00 | me14em5-116—PM418 | 3.16 | 3.86 | -0.9281 | ||
| 17HD | A05 | 5.00 | me14em5-116—PM418 | 6.15 | 8.55 | -1.8270 | ||
| 18HD | A05 | 5.00 | me14em5-116—PM418 | 5.14 | 7.38 | -1.5946 | ||
| qERA05.2 | 18TS | A05 | 6.00 | me14em5-116—PM418 | 3.96 | 5.92 | -1.3923 | |
| qERA08.1 | 17BD | A08 | 7.69 | HBAUAh177—AhTE0658 | 3.01 | 3.30 | -0.8612 | |
| qERA08.2 | 18BD | A08 | 8.40 | HBAUAh177—AhTE0658 | 5.18 | 5.53 | -1.3478 |
表5
不同性状在相同标记区间的QTL分析结果"
| 染色体 Chr. | 标记区间 Marker interval | QTL | LOD | 贡献率 PVE (%) | |||
|---|---|---|---|---|---|---|---|
| A04 | GM1867-A04—AHGS1967-A04 | qMSHA04.1 | qMSHA04.2 | qMSHA04.3 | qMSHA04.4 | 3.11—7.49 | 3.25—10.05 |
| qMSHA04.5 | qMSHA04.6 | ||||||
| A05 | me14em5-116—PM418-A05 | qLBAA05.1 | qLBAA05.2 | qMSHA05.1 | qMSHA05.2 | 3.16—10.15 | 3.86—15.08 |
| qIOPTA05.1 | qIOPTA05.2 | qIOPTA05.3 | qERA05.1 | ||||
| qERA05.2 | |||||||
| A08 | HBAUAh177—AhTE0658-A08 | qLBLA08.1 | qLBLA08.2 | qERA08.1 | qERA08.2 | 3.01—6.13 | 3.30—8.56 |
表6
株型相关性状的上位性QTL定位结果"
| 性状 Trait | 上位性QTL Epi-QTL | 环境 Env. | 染色体 Chr. | 位置 Position | 标记区间 Marker interval | 染色体 Chr. | 位置 Position | 标记区间 Marker interval | LOD | 贡献率 PVE (%) | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 侧枝长 LBL | Epi-qLBLA04.1 | 18BD | A04 | 15.000 | ARS772—GM1867 | A04 | 20.000 | GM1867—AHGS1967 | 13.760 | 2.420 | |
| Epi-qLBLA02.1 | 18BD | A02 | 35.000 | AHGS1163—AHGS1886 | A02 | 40.000 | AHGS1886—AHGS1159 | 9.620 | 2.230 | ||
| Epi-qLBLA05.1 | 18BD | A05 | 35.000 | AhTE0588—T5me8-66 | A05 | 40.000 | T5me8-66—T2me4-75 | 10.420 | 2.250 | ||
| Epi-qLBLA03.1 | 18BD | A03 | 25.000 | GM1883—AhTE0570 | A03 | 30.000 | AhTE0570—TC4G02 | 11.900 | 2.280 | ||
| Epi-qLBLB03.1 | 18BD | B03 | 7.165 | AHBGSC1003E10—GM1996 | B03 | 8.609 | AHBGSC1003E10—GM1996 | 9.750 | 2.230 | ||
| Epi-qLBLA08.1 | 18BD | A08 | 6.255 | HBAUAh177—AhTE0658 | A08 | 10.000 | AhTE0658—TC6H03 | 7.810 | 2.780 | ||
| 株型 指数 IOPT | Epi-qIOPTB04.1 | 16BD | B04 | 64.814 | me2em16-141—me9em4-125 | B04 | 69.814 | me2em16-141—me9em4-125 | 8.920 | 1.360 | |
| Epi-qIOPTB07.1 | 16BD | B07 | 5.000 | TC1A08—TC9H09 | B07 | 10.000 | TC1A08—TC9H09 | 7.280 | 1.200 | ||
| Epi-qIOPTA02.4 | 16BD | A02 | 45.000 | AHGS1886—AHGS1159 | A02 | 50.000 | AHGS1886—AHGS1159 | 8.510 | 1.420 | ||
| Epi-qIOPTA03.4 | 16BD | A03 | 40.000 | AhTE0570—TC4G02 | A03 | 45.000 | AhTE0570—TC4G02 | 8.530 | 1.160 | ||
| Epi-qIOPTB03.1 | 16BD | B03 | 7.165 | AHBGSC1003E10—GM1996 | B03 | 17.351 | GM1996—seq2H08 | 8.760 | 1.440 | ||
| Epi-qIOPTA10.2 | 16BD | A10 | 20.000 | AhTE0586—AHGS1192 | A10 | 25.000 | AHGS1192—seq3e10 | 5.500 | 0.850 | ||
| Epi-qIOPTA04.5 | 17BD | A04 | 50.000 | GM1135—pPGSseq15C12a | A04 | 55.000 | GM1135—pPGSseq15C12a | 8.300 | 0.800 | ||
| Epi-qIOPTB07.3 | 17BD | B07 | 10.000 | TC1A08—TC9H09 | B07 | 15.000 | TC1A08—TC9H09 | 9.440 | 0.860 | ||
| Epi-qIOPTA02.3 | 17BD | A02 | 40.000 | AHGS1886—AHGS1159 | A02 | 45.000 | AHGS1886—AHGS1159 | 8.670 | 0.850 | ||
| Epi-qIOPTA08.1 | 17BD | A08 | 10.827 | me3em14-196—Ah4-4 | A08 | 15.544 | me3em14-196—Ah4-4 | 8.720 | 0.920 | ||
| Epi-qIOPTA05.1 | 17BD | A05 | 5.000 | me7em9-96—me13em5-112 | A05 | 10.000 | me7em9-96—me13em5-112 | 6.020 | 0.810 | ||
| Epi-qIOPTA03.1 | 17BD | A03 | 25.000 | GM1883—AhTE0570 | A03 | 35.000 | AhTE0570—TC4G02 | 7.840 | 0.720 | ||
| Epi-qIOPTA06.1 | 17BD | A06 | 10.164 | me4em15-95—me7em1-83 | A06 | 15.078 | me4em15-95—me7em1-83 | 7.270 | 0.830 | ||
| Epi-qIOPTB03.2 | 17BD | B03 | 7.165 | AHBGSC1003E10—GM1996 | B03 | 17.351 | GM1996—seq2H08 | 8.660 | 0.820 | ||
| Epi-qIOPTA10.3 | 17BD | A10 | 20.000 | AhTE0586—AHGS1192 | A10 | 25.000 | AHGS1192—seq3e10 | 7.930 | 0.780 | ||
| 性状 Trait | 上位性QTL Epi-QTL | 环境 Env. | 染色体 Chr. | 位置 Position | 标记区间 Marker interval | 染色体 Chr. | 位置 Position | 标记区间 Marker interval | LOD | 贡献率 PVE (%) | |
| Epi-qIOPTB07.6 | 17HD | B09 | 10.000 | T3me2-388—AHGS1576 | B09 | 15.000 | T3me2-388—AHGS1576 | 10.480 | 1.360 | ||
| Epi-qIOPTA04.4 | 17HD | A04 | 40.000 | AHGS1967—GM1135 | A04 | 50.000 | GM1135—pPGSseq15C12a | 11.580 | 1.280 | ||
| Epi-qIOPTB07.4 | 17HD | B07 | 10.000 | TC1A08—TC9H09 | B07 | 15.000 | TC1A08—TC9H09 | 10.810 | 1.330 | ||
| Epi-qIOPTA02.5 | 17HD | A02 | 50.000 | AHGS1886—AHGS1159 | A02 | 55.000 | AHGS1886—AHGS1159 | 10.100 | 1.410 | ||
| Epi-qIOPTA05.2 | 17HD | A05 | 5.000 | me14em5-116—PM418 | A05 | 10.000 | PM418—seq11E11 | 9.100 | 1.380 | ||
| Epi-qIOPTA08.4 | 17HD | A08 | 15.543 | me3em14-196—Ah4-4 | A08 | 20.260 | me3em14-196—Ah4-4 | 11.350 | 1.360 | ||
| Epi-qIOPTA05.3 | 17HD | A05 | 5.000 | me7em9-96—me13em5-112 | A05 | 10.000 | me7em9-96—me13em5-112 | 11.390 | 1.300 | ||
| Epi-qIOPTB07.5 | 17HD | B08 | 20.000 | me4em5-88—AI119H15 | B08 | 25.000 | me4em5-88—AI119H15 | 8.550 | 1.230 | ||
| Epi-qIOPTA03.2 | 17HD | A03 | 30.000 | AhTE0570—TC4G02 | A03 | 35.000 | AhTE0570—TC4G02 | 11.840 | 1.280 | ||
| Epi-qIOPTB03.3 | 17HD | B03 | 7.165 | AHBGSC1003E10—GM1996 | B03 | 8.609 | AHBGSC1003E10—GM1996 | 14.290 | 1.430 | ||
| Epi-qIOPTA08.2 | 17HD | A08 | 15.000 | AhTE0658—TC6H03 | A08 | 20.000 | TC6H03—AhTE0477 | 5.460 | 1.000 | ||
| Epi-qIOPTA04.2 | 17HD | A04 | 25.000 | GM1867—AHGS1967 | A08 | 25.000 | TC6H03—AhTE0477 | 5.640 | 0.480 | ||
| Epi-qIOPTA10.4 | 17HD | A10 | 20.000 | AhTE0586—AHGS1192 | A10 | 25.000 | AHGS1192—seq3e10 | 11.310 | 1.200 | ||
| Epi-qIOPTA04.3 | 18BD | A04 | 25.000 | GM1867—AHGS1967 | A04 | 30.000 | GM1867—AHGS1967 | 27.990 | 0.900 | ||
| Epi-qIOPTA02.1 | 18BD | A02 | 20.000 | Ah3TC13E05—AHGS1463 | A02 | 25.000 | AHGS1463—AHGS1163 | 25.850 | 0.760 | ||
| Epi-qIOPTA05.5 | 18BD | A05 | 25.000 | seq11E11—AhTE0588 | A05 | 30.000 | AhTE0588—T5me8-66 | 25.060 | 0.770 | ||
| Epi-qIOPTA03.5 | 18BD | A03 | 40.000 | AhTE0570—TC4G02 | A03 | 45.000 | AhTE0570—TC4G02 | 25.170 | 1.230 | ||
| Epi-qIOPTA06.2 | 18BD | A06 | 15.078 | me4em15-95—me7em1-83 | A06 | 20.000 | me7em1-83—me8em16-92 | 25.390 | 0.780 | ||
| Epi-qIOPTB03.5 | 18BD | B03 | 31.542 | seq2H08—GM1954 | B03 | 31.236 | GM1954—IPAHM103 | 24.970 | 0.770 | ||
| Epi-qIOPTA10.1 | 18BD | A10 | 15.000 | AhTE0586—AHGS1192 | A10 | 20.000 | AhTE0586—AHGS1192 | 21.990 | 0.770 | ||
| Epi-qIOPTB07.7 | 18HD | B09 | 15.000 | T3me2-388—AHGS1576 | B09 | 20.000 | T3me2-388—AHGS1576 | 13.540 | 0.870 | ||
| Epi-qIOPTA04.6 | 18HD | A04 | 70.000 | pPGSseq15C12a—me7em17-133 | A04 | 75.000 | pPGSseq15C12a—me7em17-133 | 18.600 | 0.850 | ||
| Epi-qIOPTB07.2 | 18HD | B07 | 5.000 | TC1A08—TC9H09 | B07 | 10.000 | TC1A08—TC9H09 | 13.000 | 0.890 | ||
| Epi-qIOPTA02.2 | 18HD | A02 | 35.000 | AHGS1163—AHGS1886 | A02 | 45.000 | AHGS1886—AHGS1159 | 14.530 | 0.850 | ||
| Epi-qIOPTA05.6 | 18HD | A05 | 50.000 | T2me4-75—seq18C2 | A05 | 55.000 | T2me4-75—seq18C2 | 16.160 | 0.950 | ||
| Epi-qIOPTA08.5 | 18HD | A08 | 20.260 | me3em14-196—Ah4-4 | A08 | 30.000 | Ah4-4—TC9B08 | 12.330 | 0.830 | ||
| Epi-qIOPTA05.4 | 18HD | A05 | 15.000 | me7em9-96—me13em5-112 | A05 | 20.000 | me7em9-96—me13em5-112 | 15.600 | 1.120 | ||
| Epi-qIOPTA03.6 | 18HD | A03 | 45.000 | AhTE0570—TC4G02 | A03 | 50.000 | TC4G02—IPAHM93 | 15.850 | 0.840 | ||
| Epi-qIOPTA06.3 | 18HD | A06 | 35.000 | me7em1-83—me8em16-92 | A06 | 40.000 | me8em16-92—AHGS1337 | 15.200 | 0.840 | ||
| Epi-qIOPTB03.4 | 18HD | B03 | 31.236 | GM1954—IPAHM103 | B03 | 45.139 | GM1954—IPAHM103 | 19.630 | 0.840 | ||
| Epi-qIOPTA08.3 | 18HD | A08 | 15.000 | AhTE0658—TC6H03 | A08 | 20.000 | TC6H03—AhTE0477 | 17.200 | 0.830 | ||
| Epi-qIOPTA10.5 | 18HD | A10 | 20.000 | AhTE0586—AHGS1192 | A10 | 25.000 | AHGS1192—seq3e10 | 19.290 | 0.830 | ||
| Epi-qIOPTA04.1 | 18TS | A04 | 5.000 | ARS772—GM1867 | A04 | 10.000 | ARS772—GM1867 | 5.060 | 0.260 | ||
| Epi-qIOPTA08.6 | 18TS | A08 | 20.260 | me3em14-196—Ah4-4 | A08 | 25.000 | Ah4-4—TC9B08 | 5.410 | 0.260 | ||
| Epi-qIOPTA03.3 | 18TS | A03 | 30.000 | AhTE0570—TC4G02 | A03 | 35.000 | AhTE0570—TC4G02 | 6.150 | 0.250 | ||
| 扩展 半径 ER | Epi-qERA09.1 | 17BD | A09 | 25.976 | AHTE0122—HBAUAh098 | A08 | 10.827 | me3em14-196—Ah4-4 | 5.830 | 12.110 | |
| Epi-qERB04.2 | 18HD | B04 | 64.814 | me2em16-141—me9em4-125 | B08 | 5.000 | AHGS1286—TC20B05 | 5.880 | 12.250 | ||
| Epi-qERB04.1 | 18TS | B04 | 24.814 | AHTE0445—PM36 | B04 | 29.814 | PM36—PMc348 | 6.590 | 7.280 | ||
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