Genomics-Assisted Prediction Method for Apple Fruit Quality Traits and Disease Resistance and Use Thereof

Information

  • Patent Application
  • 20230099384
  • Publication Number
    20230099384
  • Date Filed
    January 19, 2022
    3 years ago
  • Date Published
    March 30, 2023
    2 years ago
Abstract
The present disclosure provides a genomics-assisted prediction method for apple fruit quality traits and disease resistance and use thereof, and belongs to the technical field of plant genetics, genomics and breeding. The method is achieved by molecular markers. There are a total of 319 molecular markers, including 318 single-nucleotide polymorphism (SNP) markers and 1 InDel marker; and the molecular markers are associated with 16 traits of the Malus genus, including fruit ripening date, fruit shape, fruit cover color degree, fruit weight, soluble solid content, fruit juice pH value, malate content, chlorogenate content, procyanidin B2 content, flesh firmness at harvest, flesh crispness at harvest, flesh firmness retainability, flesh crispness retainability, fruit ring rot disease resistance, Glomerella leaf blotch resistance, and spur tree architecture. The molecular markers of the present disclosure can be used for apple germplasm resource evaluation and breeding, and can greatly improve apple breeding efficiency and shorten breeding cycle.
Description
CROSS REFERENCE TO RELATED APPLICATION(S)

This patent application claims the benefit and priority of Chinese Patent Application No. 202110965711.2, filed on Aug. 23, 2021, the disclosure of which is incorporated by reference herein in its entirety as part of the present application.


REFERENCE TO AN ELECTRONIC SEQUENCE LISTING

The contents of the electronic sequence listing (SEQUENCE LISTING.txt;’ Size: 125 KB; and Date of Creation: Nov. 23, 2021) are herein incorporated by reference in its entirety.


TECHNICAL FIELD

The present disclosure relates to the technical field of plant molecular breeding, in particular to a genomics-assisted prediction method for apple fruit quality traits and disease resistance and use thereof.


BACKGROUND ART

Apple is one of the important economic crops over the world. The genetic improvement and diversification of apple cultivars is urgently needed to ensure the healthy development of the apple industry.


For a long time, in apple breeding, old cultivars are improved or new cultivars are bred mainly by cross breeding and bud mutation selection. However, it is difficult to improve the breeding efficiency of apple due to the long breeding cycle, highly-heterozygous genotypes, self-incompatibility, and lack of reliable early selection methods. With the development of modern breeding technology, molecular breeding technologies represented by marker assisted selection (MAS) and genomic selection (GS) have been established and gradually applied to breeding practices. These technologies provide a feasible technical solution for early selection of traits, shortening the generation interval, reducing the population size and improving breeding accuracy. However, by MAS beneficial genotypes or genotype combinations can be selected using a single or a few markers, which is suitable for qualitative traits controlled by a single gene locus or less major genes. There are not many qualitative traits in apple and other woody perennials, thus the use of the MAS is far limited. By GS, genotyping is performed using high-density chips containing genome wide SNPs or using next-generation sequencing (NGS), and selection is made with genomic estimated breeding value (GEBV). The GS is suitable for multi-gene quantitative traits. However, the high-density chips and NGS have relatively high costs, and the apple breeding population is often large, such that the GS has been limited either; in addition, the apple has high proportion of non-additive inheritance of important economic traits, and the GS has relatively low prediction accuracy for the non-additive inheritance.


SUMMARY

The purpose of the present disclosure is to provide a genomics-assisted prediction method for apple fruit quality traits and disease resistance and use thereof.


To realize the above objective, the present disclosure provides the following technical solutions.


The present disclosure provides a set of trait-associated molecular markers in Malus genus, including one or more of molecular markers in Table 1.









TABLE 1








Malus trait-associated molecular markers













Marker
Associated

Genomic position




name
trait
Chromosome
(GDDH13 v1.1)
Ref
Alt















TSS202
Soluble solid content
Chr00
6,746,071
C
T





TSS203
Soluble solid content
Chr00
12,096,767
T
C





LY064
Fruit ripening date
Chr00
16,403,660
T
C





TSS206
Soluble solid content
Chr00
34,424,368
A
G





SP011
Fruit shape
Chr01
6,583,636
C
T





XDY10
Fruit shape
Chr01
11,115,477
G
A





s7_27
Fruit fructose content
Chr01
22,352,268
G
T





SU203
Fruit fructose content
Chr01
23,318,475
T
C





s8_17
Fruit fructose content
Chr01
23,369,940
T
C





TSS209
Soluble solid content
Chr01
25,049,222
C
T





f2_1
Fruit fructose content
Chr01
25,310,876
G
T





NNENE21
Fruit fructose content
Chr01
25,501,449
T
C





SZ8111
Fruit weight
Chr01
26,192,298
G
A





TSS210
Soluble solid content
Chr01
26,623,907
A
C





LL015-02
Fruit ripening date
Chr01
26,658,863
T
C





SU204
Fruit fructose content
Chr01
27,244,389
C
G





SZ8165
Fruit weight
Chr01
27,290,902
T
C





LY284
Fruit ripening date
Chr01
27,432,954
A
G





MY154
Fruit ripening date
Chr01
27,556,598
T
A





TSS212
Soluble solid content
Chr01
29,044,153
T
A





TSS213-02
Soluble solid content
Chr01
29,200,389
C
T





f4-1
Fruit fructose content
Chr01
29,661,155
G
A





TSS214_
Soluble solid content
Chr01
29,878,772
C
T





TSS215
Soluble solid content
Chr01
31,169,847
C
T





f5_3
Fruit fructose content
Chr01
31,183,130
G
T





TSS216
Soluble solid content
Chr02
2,621,710
C
T





S710
Fruit ring rot disease
Chr02
2,772,109
A
G



resistance-Lw048









S733
Fruit ring rot disease
Chr02
6,751,401
G
A



resistance-Lw048









wwbb1444
Fruit storability
Chr02
10,479,553
G
A





SZ3463
Fruit weight
Chr02
11,277,610
G
A





wr301
Fruit storability
Chr02
11,357,058
G
A





SZ3571
Fruit weight
Chr02
13,418,996
A
C





TSS217
Soluble solid content
Chr02
14,244,433
T
C





SZ8286
Fruit weight
Chr02
14,633,892
C
G





zwyx71
Fruit ring rot disease
Chr02
14,761,120
A
T



resistance-Lw048









XDY32
Fruit shape
Chr02
16,058,673
G
A





ddy6
Fruit weight
Chr02
16,060,933
G
A





SZ3790
Fruit weight
Chr02
20,662,023
T
C





wwbb1063
Fruit storability
Chr02
21,045,042
G
A





SZ8397-02
Fruit weight
Chr02
22,674,062
A
G





SZ12448
Fruit weight
Chr02
23,876,017
C
A





SZ8558
Fruit weight
Chr02
26,929,426
T
C





SZ4161
Fruit weight
Chr02
27,622,440
A
G





f6_25
Fruit fructose content
Chr03
1,341,497
T
C





newdy202
Fruit shape
Chr03
3,150,985
C
T





XDY50
Fruit shape
Chr03
4,516,062
T
G





f8_14
Fruit fructose content
Chr03
4,604,581
A
T





XDY368
Fruit fructose content
Chr03
4,677,137
A
G





zwyx448
Fruit ring rot disease
Chr03
5,372,925
G
C



resistance-Lw048









SPO31
Fruit shape
Chr03
6,857,641
T
C





SP032
Fruit shape
Chr03
8,650,170
A
C





NBDY40
Fruit shape
Chr03
10,949,240
G
T





zxxl25
Fruit ripening date
Chr03
12,128,397
A
G





neww378
Fruit ripening date
Chr03
13,366,200
T
C





S391
Fruit ripening date
Chr03
15,156,984
G
A





XLCO42
Fruit ripening date
Chr03
15,359,091
C
T





LL984
Fruit ripening date
Chr03
16,499,163
C
T





WBBBB219
Fruit storability
Chr03
17,338,844
C
A





DDDD2
Fruit shape
Chr03
17,759,874
G
A





CY242
Fruit ripening date
Chr03
17,834,913
G
A





CY564
Fruit ripening date
Chr03
19,114,123
T
G





XDY103
Fruit shape
Chr03
19,585,209
A
C





S395-02
Fruit ripening date
Chr03
22,021,686
C
T





CY603
Fruit ripening date
Chr03
23,418,983
T
G





TSS218
Soluble solid content
Chr03
23,915,298
G
T





GWBI
Fruit ripening date 
Chr03
25,532,731
G
C



Fruit storability









CY874
Fruit ripening date
Chr03
26,163,955
C
G





XLC218
Fruit ripening date
Chr03
26,432,199
C
T





WBBB71
Fruit storability
Chr03
26,684,680
A
T





XLC556
Fruit ripening date
Chr03
27,276,582
A
G





nc91
Fruit storability
Chr03
28,907,974
T
C





XWB321
Fruit ripening date 
Chr03
29,398,499
C
A



Fruit storability









LL1499
Fruit ripening date
Chr03
30,229,140
G
A





S372
Fruit ripening date
Chr03
30,500,136
C
A





neww278
Fruit ripening date
Chr03
30,528,992
T
C





GWB636
Fruit storability
Chr03
30,754,593
C
T





LL288
Fruit ripening date
Chr03
31,196,252
A
G





WBBBB13
Fruit storability
Chr03
31,718,792
G
C





LL531
Fruit ripening date
Chr03
31,728,088
G
A





WBBBB85
Fruit storability
Chr03
33,202,419
T
C





LL796
Fruit ripening date
Chr03
33,430,897
A
G





S477
Fruit ripening date 
Chr03
34,732,032
A
G



Fruit storability









MY355
Fruit ripening date
Chr03
35,351,895
G
T





neww45
Spur tree architecture
Chr03
35,480,903
C
T





S484
Fruit storability
Chr03
36,414,853
G
A





TSS219
Soluble solid content
Chr04
6,230,752
T
C





TSS221
Soluble solid content
Chr04
7,779,751
T
insCTCC





TSS222-02
Soluble solid content
Chr04
17,134,357
A
G





TSS223
Soluble solid content
Chr04
18,362,465
T
C





TSS225
Soluble solid content
Chr04
23,107,219
G
T





SP041
Fruit shape
Chr04
23,306,061
C
T





SP043
Fruit shape
Chr04
25,208,568
C
T





SP044
Fruit shape
Chr04
27,497,239
A
T





SP042
Fruit shape
Chr04
30,693,212
A
T





CY1399-02
Fruit ripening date
Chr05
25,051,407
T
C





CY1591
Fruit ripening date
Chr05
28,648,715
C
T





SP051
Fruit shape
Chr05
30,658,901
G
A





zwy6
Fruit cover color degree
Chr05
37,652,411
A
C





color1169
Fruit cover color degree
Chr05
45,823,619
T
C





S1118
Fruit ring rot disease
Chr06
4,827,886
T
G



resistance-Zz26









LYY2825
Fruit ripening date
Chr06
10,902,491
T
C





s5_42
Fruit fructose content
Chr06
14,113,242
G
A





SZ8646
Fruit weight
Chr06
32,321,333
C
T





wrl97
Fruit storability
Chr06
32,387,198
G
A





TSS226
Soluble solid content
Chr07
23,239,054
A
G





zwyy29
Fruit cover color degree
Chr08
2,089,437
G
C





colorl31
Fruit cover color degree
Chr08
4,081,610
C
T





TSS228
Soluble solid content
Chr08
4,090,027
T
C





color318
Fruit cover color degree
Chr08
4,870,463
T
C





mb44
Fruit malate content
Chr08
7,674,347
A
T





MA202
Fruit malate content
Chr08
8,728,049
G
T





TSS229
Soluble solid content
Chr08
10,233,508
A
G





s6_75
Fruit fructose content
Chr08
11,373,292
C
T





SAUR-05
Fruit malate content
Chr08
11,648,389
G
A





SAUR-06
Fruit malate content
Chr08
11,648,653
G
A





SP081
Fruit shape
Chr08
13,916,500
C
T





SZ8824
Fruit weight
Chr09
921,113
G
T





TSS232
Soluble solid content
Chr09
18,329,880
C
A





C400
Fruit cover color
Chr09
19,032,403
A
G



degree









TSS233
Soluble solid content
Chr09
19,435,642
G
A





TSS234
Soluble solid content
Chr09
22,432,228
G
A





TSS235
Soluble solid content
Chr09
24,803,629
A
C





TSS236
Soluble solid content
Chr09
24,807,215
A
G





TSS237
Soluble solid content
Chr09
25,957,418
A
G





TSS238
Soluble solid content
Chr09
27,916,358
T
C





f10_1149
Fruit fructose content
Chr09
30,376,294
A
G





TSS240
Soluble solid content
Chr09
30,893,803
T
C





TSS241
Soluble solid content
Chr09
32,254,297
A
G





TSS242_
Soluble solid content
Chr09
32,808,259
A
G





ZZZ162
Fruit cover color degree
Chr09
35,557,774
T
A





TSS245
Soluble solid content
Chr09
35,814,699
C
T





SU201
Fruit fructose content
Chr09
36,400,519
T
A





color852
Fruit cover color degree
Chr10
1,527,990
T
C





neww26
Spur tree architecture
Chr10
6,721,115
C
T





wwbb1159
Fruit storability
Chr10
9,403,318
C
T





wwbb1277
Fruit storability
Chr10
12,478,767
T
G





wwbb1332
Fruit storability
Chr10
19,778,489
T
C





wwbb1200
Fruit storability
Chr10
25,072,352
G
C





wwbb1373
Fruit storability
Chr10
25,583,532
A
G





S1122
Fruit ring rot disease
Chr10
26,131,644
T
C



resistance-Zz26









Zzwyl02
Fruit ring rot disease
Chr10
35,049,752
G
A



resistance-Zz26









Hzwy486
Fruit ring rot disease
Chr10
37,766,922
T
A



resistance-Zz26









SP101
Fruit shape
Chr10
38,100,894
A
G





wwbb378
Fruit storability
Chr11
1,391,510
G
A





wwbb411
Fruit storability
Chr11
1,922,241
A
T





HB123
Fruit weight
Chr11
3,176,361
T
C





newdy33
Fruit shape
Chr11
4,386,624
T
A





SZ1348
Fruit weight
Chr11
20,016,627
A
T





color1245
Fruit cover color degree
Chr11
29,379,387
T
C





SZ832
Fruit weight
Chr11
29,379,468
G
C





SZ906
Fruit weight
Chr11
32,455,108
C
T





wwbb1441
Fruit storability
Chr11
32,559,107
T
C





Y323
Fruit ripening date
Chr12
3,694,757
A
C





LY591
Fruit ripening date
Chr12
5,361,905
T
C





SZ4250
Fruit weight
Chr12
7,775,358
A
G





Y397
Fruit ripening date
Chr12
7,970,761
C
T





SZ4378
Fruit weight
Chr12
10,871,681
C
G





S1246
Spur tree architecture
Chr12
11,323,438
C
A





zxx51
Spur tree architecture
Chr12
12,132,418
G
C





SZ4457
Fruit weight
Chr12
12,264,258
C
T





SZ4595
Fruit weight
Chr12
15,224,557
A
C





neww5
Spur tree architecture
Chr12
16,395,680
T
A





CY1821
Fruit ripening date
Chr12
16,632,402
T
A





SZ12710
Fruit weight
Chr12
17,104,265
T
G





neww61
Spur tree architecture
Chr12
17,124,574
T
G





wr70
Fruit storability
Chr12
17,767,195
T
C





neww16
Spur tree architecture
Chr12
18,746,403
G
T





SZ9100
Fruit weight
Chr12
21,400,482
G
T





CY2464
Fruit ripening date
Chr12
21,676,040
C
T





wwbb623
Fruit storability
Chr12
22,203,610
C
T





SZ4849
Fruit weight
Chr12
23,710,003
T
G





LY659
Fruit ripening date
Chr12
24,607,594
C
G





wrl54
Fruit storability
Chr12
24,778,590
A
G





wwbb944
Fruit storability
Chr12
28,128,567
A
C





neww19
Spur tree architecture
Chr12
28,321,850
C
T





SZ1413
Fruit weight
Chr13
2,101,864
C
T





SZ4976
Fruit weight
Chr13
3,350,768
A
C





SZ2020
Fruit weight
Chr13
4,926,176
C
T





SZ5112
Fruit weight
Chr13
6,066,422
C
T





SZ9195
Fruit weight
Chr13
6,537,121
A
G





SZ2250
Fruit weight
Chr13
8,952,017
T
A





SZ2270
Fruit weight
Chr13
11,870,499
G
A





SZ2365
Fruit weight
Chr13
13,933,420
C
G





zwyx1188
Fruit ring rot disease
Chr13
19,612,655
G
C



resistance-Ls1









Yzwy320
Fruit ring rot disease
Chr13
24,655,606
G
C



resistance-Lw023









wwbb1139
Fruit storability
Chr14
3,790,454
G
A





SZ9364
Fruit weight
Chr14
7,682,281
T
C





SZ2614
Fruit weight
Chr14
10,291,436
C
A





TSS247-02
Soluble solid content
Chr14
11,534,642
C
T





TSS248
Soluble solid content
Chr14
12,911,779
T
G





SZ2733
Fruit weight
Chr14
12,985,267
T
A





SZ2805
Fruit weight
Chr14
20,448,307
A
G





SZ2888
Fruit weight
Chr14
23,187,202
G
T





SZ2987
Fruit weight
Chr14
25,545,532
G
A





zwyxl207
Fruit ring rot disease
Chr14
25,700,923
C
A



resistance-Zz26









CY1709
Fruit ripening date
Chr14
25,857,739
G
A





SZ3067
Fruit weight
Chr14
27,345,446
T
A





SZ5253
Fruit weight
Chr14
30,020,927
C
T





Wzwy255
Fruit ring rot disease
Chr14
32,273,186
C
G



resistance-LwO23









S981
Fruit ring rot disease
Chr15
1,851,440
G
C



resistance-Lw048









S1005
Fruit ring rot disease
Chr15
6,167,341
C
T



resistance-Lsl









SZ9471
Fruit weight
Chr15
6,813,832
A
G





dyy88
Fruit weight
Chr15
6,832,683
T
C





zwyxl080
Fruit ring rot disease
Chr15
7,294,095
G
C



resistance-Lsl









S1202
Glomerella leaf blotch 
Chr15
7,518,836
G
C



resistance









zhwy64
Glomerella leaf blotch 
Chr15
7,535,961
T
C



resistance









s1_1
Fruit fructose content
Chr15
7,961,469
C
T





XDY359
Fruit fructose content
Chr15
8,149,862
A
T





HB15
Fruit fructose content
Chr15
11,982,626
A
G





SZ1609
Fruit weight
Chr15
13,283,951
G
A





XDY354
Fruit fructose content
Chr15
14,556,321
T
C





wwl9
Spur tree architecture
Chr15
14,791,080
A
G





ddyl9
Fruit fructose content
Chr15
15,628,743
C
T





TSS258-04
Soluble solid content
Chr15
15,630,626
G
A





TSS249
Soluble solid content
Chr15
15,632,755
A
G





TSS258-09
Soluble solid content
Chr15
15,633,545
T
C





s2_6
Fruit fructose content
Chr15
16,053,147
T
A





TSS250
Soluble solid content
Chr15
16,541,855
C
G





S313
Fruit ripening date
Chr15
16,567,767
G
A





SZ5388
Fruit weight
Chr15
18,184,482
A
C





S1252
Spur tree architecture
Chr15
18,281,416
C
A





XDY127
Fruit weight
Chr15
18,810,707
A
G





SZ9751
Fruit weight
Chr15
20,670,273
C
A





wwbb112
Fruit storability
Chr15
20,994,595
C
T





SZ5464
Fruit weight
Chr15
22,313,813
A
T





S321
Fruit ripening date
Chr15
24,229,527
A
G





XDY157
Fruit weight
Chr15
24,269,269
T
G





TSS251-02
Soluble solid content
Chr15
24,616,358
T
C





zwyx925
Fruit ring rot disease
Chr15
25,553,244
A
G



resistance-Lw048









LYY094
Fruit ripening date
Chr15
25,641,444
T
C





zwyx555
Fruit ring rot disease
Chr15
25,773,261
A
C



resistance-Lw048









XDY160
Fruit weight
Chr15
26,425,887
G
A





wwbb20
Fruit storability
Chr15
26,869,888
G
A





TSS252
Soluble solid content
Chr15
26,963,022
G
A





TSS253
Soluble solid content
Chr15
26,994,265
G
A





LYY347
Fruit ripening date
Chr15
27,007,585
G
C





SZ5769
Fruit weight
Chr15
27,186,324
A
G





TSS254
Soluble solid content
Chr15
30,285,932
G
T





neww441
Fruit ripening date
Chr15
30,869,138
G
A





colorl450
Fruit cover color degree
Chr15
31,183,115
T
C





SZ5929
Fruit weight
Chr15
31,402,325
C
T





TSS255
Soluble solid content
Chr15
31,521,236
C
T





wwbb181
Fruit storability
Chr15
31,983,275
G
A





SZ6076
Fruit weight
Chr15
33,640,614
C
A





neww146
Fruit ripening date
Chr15
34,629,451
A
G





SZ273
Fruit weight
Chr15
37,109,478
A
C





XDY231
Fruit shape
Chr15
37,110,278
A
G





SZ6268
Fruit weight
Chr15
38,111,629
G
T





S349
Fruit ripening date
Chr15
38,480,628
T
C





xccc60
Fruit ripening date
Chr15
40,445,622
A
G





SZ10554
Fruit weight
Chr15
40,559,644
G
A





TSS260
Soluble solid content
Chr15
40,795,162
C
A





TSS261
Soluble solid content
Chr15
41,354,666
G
C





SZ6459
Fruit weight
Chr15
42,126,761
G
A





SZ10597
Fruit weight
Chr15
44,293,907
T
C





TSS263
Soluble solid content
Chr15
44,777,216
C
A





XDY302
Fruit shape
Chr15
44,788,654
A
C





SZ6675
Fruit weight
Chr15
46,848,583
C
T





wwbb244
Fruit storability
Chr15
47,522,379
T
C





BDY17
Fruit shape
Chr15
47,794,257
T
G





SZ6815
Fruit weight
Chr15
48,048,672
G
C





SZ6840
Fruit weight
Chr15
50,117,476
A
G





NCVXX77
Fruit shape
Chr15
50,136,492
C
T





TSS264
Soluble solid content
Chr15
50,153,850
T
C





SZ7016
Fruit weight
Chr15
51,632,414
A
G





SZ7070
Fruit weight
Chr15
53,318,871
A
C





XDY315
Fruit shape
Chr15
53,446,034
G
A





S1234
Spur tree architecture
Chr16
509,607
A
T





SZ11309
Fruit weight
Chr16
574,182
T
A





GWB581
Fruit storability
Chr16
1,440,735
T
C





XWB137
Fruit storability
Chr16
1,540,780
G
A





XWB392
Fruit storability
Chr16
3,059,129
T
C





Ma
Fruit malate content
Chr16
3,179,027
G
A





SZ3450
Fruit weight
Chr16
3,299,638
T
A





S616
Fruit procyanidin
Chr16
3,404,957
C
G



B2 content









UDY1
Soluble solid content
Chr16
3,441,632
G
A





TSS266
Soluble solid content
Chr16
3,452,478
A
C





FDY190
Fruit weight
Chr16
3,552,434
A
T





TSS267
Soluble solid content
Chr16
3,554,158
G
A





S641
Fruit procyanidin
Chr16
3,804,010
T
C



B2 content









S652
Fruit procyanidin
Chr16
3,887,901
T
G



B2 content









TSS268
Soluble solid content
Chr16
4,273,438
C
A





DYS17
Soluble solid content
Chr16
5,309,087
A
G





TSS269
Soluble solid content
Chr16
5,583,186
T
C





S504
Fruit storability
Chr16
5,979,221
C
T





WBBBB132
Fruit storability
Chr16
5,979,292
T
A





XDY346
Fruit weight
Chr16
6,334,724
C
T





newdy292
Fruit weight
Chr16
6,398,049
T
C





XWB291
Fruit storability
Chr16
9,127,269
T
C





SZ3158
Fruit weight
Chr16
9,187,936
A
G





Y108
Fruit ripening date
Chr16
9,422,810
C
A





SZ7418
Fruit weight
Chr16
9,428,581
A
G





TSS271
Soluble solid content
Chr16
9,470,752
T
A





XWB111
Fruit storability
Chr16
10,070,698
A
G





SZ7516
Fruit weight
Chr16
10,928,020
T
G





S402
Fruit storability
Chr16
13,200,599
A
T





SZ7624
Fruit weight
Chr16
13,203,946
A
G





LY770
Fruit ripening date
Chr16
13,243,241
C
G





S412
Fruit storability
Chr16
13,579,418
A
C





SZ11912
Fruit weight
Chr16
13,933,577
G
A





GWB262-02
Fruit storability
Chr16
14,398,932
G
A





LYY3327
Fruit ripening date
Chr16
14,729,859
A
T





S358
Fruit ripening date
Chr16
16,542,947
C
A





S369
Fruit ripening date
Chr16
18,318,696
T
G





LC06
Fruit ripening date
Chr16
20,598,023
A
C





S432
Fruit storability
Chr16
20,996,010
A
C





XL13
Fruit ripening date
Chr16
22,704,725
T
C





S407
Fruit storability
Chr16
23,366,479
C
T





nc22
Fruit storability
Chr16
38,573,461
T
A





S468
Fruit storability
Chr16
38,573,599
C
A





TSS272_
Soluble solid content
Chr16
38,914,076
T
C





TSS274
Soluble solid content
Chr17
5,996,233
T
C





neww27
Spur tree architecture
Chr17
7,843,681
G
T





neww28
Spur tree architecture
Chr17
9,275,707
T
C





CHL1
Fruit chlorogenate
Chr17
15,953,079
TACT
del



content


GCCC







AA






wwbb289
Fruit storability
Chr17
21,947,295
G
T





LY836
Fruit ripening date
Chr17
22,524,548
T
G





CA201
Fruit chlorogenate
Chr17
23,199,602
A
G



content









S602
Fruit chlorogenate
Chr17
27,353,986
G
A



content









The present disclosure further provides a genotype effect value or a genotype combination effect value of each genotype of the molecular markers on a corresponding trait as shown in Table 2.









TABLE 2





Genotype effect value of each maker genotype or genotype combination on the


corresponding trait


















(1) Fruit malate content or juice pH:















Marker
pH
Malate








Ma







AA
0.45
−3.09





GA
−0.06
0.18





GG
−0.18
1.12





MA202







GG
0.06
−0.11





GT
0.03
−1.16





TT
−0.1
1.82





mb44







AA
0.14
−2.14





A/insT
−0.84
1.22





AT
0.04
−0.69





insT
−0.94






TT
−0.07
2.12





SAUR-05







AA
−0.14
1.36





GA
−0.01
0.07





GG
0.02
−0.5





SAUR-06







AA
−0.09
1.78





GA
0
−0.06





GG
0.03
−0.52












Genotype combination effect of Ma/MA202/SAUR-5 on fruit malate content














Ma
MA202
SAUR-5








AA
GG
GA
−3.25




AA
GG
GG
−4.44




AA
GT
AA
−1.54




AA
GT
GA
−3.5




AA
GT
GG
−2.87




AA
TT
AA
−3.09




AA
TT
GA
−2.55




AA
TT
GG
−3.09




GA
GG
AA





GA
GG
GA
0.11




GA
GG
GG
0.72




GA
GT
AA





GA
GT
GA
−0.72




GA
GT
GG
−1.85




GA
TT
AA
1.96




GA
TT
GA
2.01




GA
TT
GG
1.53




GG
GG
AA





GG
GG
GA
1.86




GG
GG
GG
0.33




GG
GT
AA





GG
GT
GA
−0.38




GG
GT
GG
3.32




GG
TT
AA
5.97




GG
TT
GA
2.36




GG
TT
GG
1












(2) Genotype combination effect of fruit chlorogenate content:














CA201
S602
CHL1
GPV







AA
AG
ins/del
324




AA
AG
ins
363.93




AA
GG
ins/del
914.31




AA
GG
ins
1041.67




AG
AG
ins/del
467.05




AG
AG
ins
521.6




AG
GG
ins/del
535.2




AG
GG
ins
855.94












(3) Genotype combination effect of fruit procyanidin B2 content:














S616
S641
S652
GPV







CC
TT
GT
149.74




CC
TT
TT
179.91




GC
CC
GG
133.4




GC
CT
GG
365.82




GC
CT
GT
392.45




GC
CT
TT
237.36




GC
TT
GT
62.01




GC
TT
TT
367.72




GG
CT
GT
1155.12












(4) Fruit cover color degree:














C400

C1169








AA
1.11
CC
5.07




AG
−0.45
TC
−3.48




GG
21.65
TT
1.34





C1245

C131








CC
0.5
CC
−0.46




TC
0.42
CT
1.03




TT
−4.9





C1450

C318








CC
−2.93
CC
43.65




TA
3.65
TC
1.03




TC
0.84
TT
−0.53




TT
−0.01





C852

Zwy6








TC
1.18
AA
1.31




TT
−0.55
AC
−2.58




CC
−17.88





Zwy29

Z162








CC
33.65
AA
13.11




GC
0.4
TA
4.08




GG
−0.23
TT
−16.63











Genotype combination effect of fruit cover color degree:













Z162
Zwy6

C1245







AA
AA
13.47
CC
10.53



AA
AC
12.65
TC
18.72



AA
CC
−13.85
TT
2.4



TA
AA
4.65
CC
2.93



TA
AC
3.69
TC
4.98



TA
CC
−15.34
TT
5.11



TT
AA
−14.66
CC
−17.93



TT
AC
−20.82
TC
−16.04



TT
CC
−51.35
TT
−15.76










(5) Fruit ring rot disease resistance:












S1005

Z1080

Z1188






CC
−1.74
CC
−5.75
GC
−0.25


CT
−1.27
GC
−0.59
GG
0.11


TT
2.19
GG
1.11





W2255

Y2320

S710





CC
1.12
GC
−0.34
AA
0.54


CG
−1.02
GG
0.23
AG
1.47


GG
0.54
GG
−2.33





S733

S981

Zwy448





AA
−3.19
CC
3.28
CC
−2.39


GA
2.04
GC
1.74
GC
0.72


GG
−0.52
GG
−1.05
GG
12.9





Zwy555

Zwy71

Zwy925





AA
0.36
AA
0.83
AA
0.32


AC
−0.25
AT
0.51
AG
−1.03


CC
−1.91
TT
−2.42
GG
6.66





Hzwy486

S1118

S1122





AA
−1.02
GG
−0.13
CC
−1.83


TA
0.09
TG
−0.75
TC
0.14


TT
0.18
TT
1.02
TT
−0.15





Zwy1207

Zwy102








AA
−2.61
AA
−17.65




CA
2.69
GA
1.11




CC
0.75
GG
−0.41










(6) Fruit ripening date:












C1399

C1591

C1709






CC
2.74
CC
−3.55
AA
−9.92


TC
2.45
CT
2.5
GA
1.27


TT
−9.33
TT
6.65
GG
1.59





C1821

C242

C2464





AA
9.81
AA
−16.45
CC
1.85


TA
−1.19
GA
8.22
CT
−0.79


TT
−1.6
GG
−5.44
TT
0.53





C564

C603

C874





GG
1.27
TG
9.8
CC
−6.41


TG
−1.35
TT
−5.96
CG
10.81


TT
2.45





LC06

LL015

LL1149





AA
−10.45
CC
1
AA
−11.45


AC
0.82
TC
0.62
GA
9.24


CC
2.21
TT
−1.66
GG
−5.88





LL288

LL531

LL796





AA
−9.99
AA
1.38
AA
−38.83


AG
−1.44
GA
−0.71
AG
−2.69


GG
3.14
GG
−16.49
GG
4.89





LL984

LY064

LY284





CC
−5.51
CC
5.54
AA
1.47


CT
8.53
TC
−0.23
AG
0.45


TT
−23.12
TT
−0.58
GG
−23.04





LY591

LY659

LY770





CC
1.44
CC
5.31
CC
0.76


TC
0.27
CG
0.88
CG
−0.31


TT
−2.23
GG
−1.6
GG
−22.57





LY836

LYY094

LYY2825





CC
−46.45
CC
−0.34
CC
1.61


GG
−46.45
TC
1.57
TC
−3.63


TG
0.86
TT
−0.88




TT
−0.51





LYY3327

LYY347

MY154






AA
−4.44
CC
7.06
AA
4.4


AT
2.56
GC
2.07
TA
0.64


TT
−7.84
GG
−3.82
TT
−1.05





MY355

new146

new278





GG
−11.92
AA
−0.56
CC
−11.45


GT
−1.24
AG
−0.52
TC
15.55


TT
2.96
GG
1.22
TT
−4.89





new378

new441

S313





CC
−16.45
AA
−10.37
AA
−7.36


TC
8.26
GA
−0.23
GA
−0.59


TT
−5.34
GG
6.2
GG
0.67





S321

S349





AA
−0.24
CC
−17.54




AG
0.79
TC
−1.1




GG
−5.23
TT
5.48





S369

S358

S372





CC
−9.62
AA
4.13
AA
4.69


CG
9.48
AG
−38.69
CA
0.16


GG
−3.98
CA
1.34
CC
−11.3


TC
2.7
CC
−10.12




TG
−1.29
CG
−25.9




TT
−11.97
GG
−43.85





S391

S395

xcc60





AA
−16.45
CC
−0.19
AA
5.91


AG
8.1
CT
−0.81
AG
−0.51


GG
−5.31
TT
3.47
GG
−20.88





XL13

XLC042

XLC218





CC
−10.27
CC
−3.38
CC
−15.15


TC
2.68
CT
10.37
CT
−1.13


TT
−2.45
TT
−6.45
TT
11.52





XLC556

Y108

Y323





AA
−14.86
AA
−2.87
AA
21.05


AG
−1.42
CA
2.51
AC
−4.39


GG
11.1
CC
−2.36
CC
1.6





Y397

ZXX125

GWB1





CC
−0.22
AA
−5.24
GC
14.74


CT
1.44
AG
8.08
GG
−4.37


TT
−2.62
GG
−16.45







S477

XWB321





AA
−14.65
AA
−16.52




AG
−1.53
CA
−0.58




GG
4.22
CC
0.65










(7) Fruit weight:





a. Fixed effect















XDY160
AA
−104.8





S4849
GG
−100.7





S4161
GG
−101.4










b. Non−fixed effect












BDY17

DDDD2

NBDY40






GG
31.55
AA
−31.7
GG
−5.81


TG
17.13
GA
−10.3
GT
7.12


TT
−8.12
GG
8.86
TT
−8.18





newdy202

newdy33

SP011






CC
16.69
AA
−9.86
CC
−5.11


CT
−33.16
TA
0.85
CT
5.21


TT
−102.68
TT
3.42
TT
−6.59





SP031

SP032

SP041





CC
−9.85
AA
18.06
CC
1.96


TC
4.85
AC
−8.65
CT
−1


TT
38.59
CC
−14.94
TT
−11.92





SP042

SP043

SP044





AA
11.03
CC
0.45
AA
13.91


AT
−1.69
CT
3
AT
0.1


TT
−37.88
TT
−22.43
TT
−7.2





SP051

SP081

SP101





AA
42.27
AT
−94.56
AA
12.78


GA
6.78
CA
−70.99
AG
0.59


GG
−8.4
CC
−19.98
GG
−36.68


CT
19.3






TT
−7.96





XDY10

XDY103

XDY231





AA
51.74
AA
61.78
AA
24.53


AC
−101.63
AC
7.38
AG
17.27


GA
−6.23
CC
−3.14
GG
−10.77


GC
−96.44






GG
−11.74





XDY302

XDY315

XDY32





AA
2.45
AA
−58.28
AA
−11.57


AC
5.96
GA
6.98
GA
−13.36


CC
−6.2
GG
−2.13
GG
54.74





XDY50

ddy6

dyy88





GG
−4.44
AA
−103.2
CC
29.49


TG
3.89
GA
−40.37
TC
37.89


TT
−3.16
GG
18.37
TT
−5.91





FDY190

HB123

newdy292





AA
15.23
CC
5.45
CC
−104.13


AT
−36.88
TA
−103.18
TC
−37.93


TC
−9.37
TT
17.03




TT
6.96





S10554

S10597

S11309





AA
−102.64
CC
−102.64
AA
−104.59


GA
−39.72
TC
−39.42
TA
−36.68


GG
20.67
TG
−103.63
TT
15.55


TT
20.64





S11912

S12448

S12710





AA
−86.63
AA
−102.8
GG
−59.7


GA
−37.79
CA
−39.7
TG
−35.66


GG
15.59
CC
18.18
TT
15.48





S1348

S1413

S1609





AA
−6.15
CC
−9.58
AA
0.97


AT
7.49
CT
13.62
GA
−3.62


TT
29.47
TT
6.61
GG
3.72





S2020

S2250

S2270





CC
14.82
AA
−28.59
AA
−104.23


CT
−40.42
TA
−2.53
GA
−38.14


TT
−101.77
TT
2.61
GG
13.62





S2365

S2614

S273






CC
12.46
AA
−80.18
AA
17.03


CG
−36.54
CA
−33.46
AC
−36.99


GG
−104.22
CC
21.78
CC
−104.31





S2733

S2805

S2888





AA
−96.57
AA
21.63
GG
16.51


TA
−38.26
AG
−38.28
GT
−15.79


TT
18.93
GG
−84.4
TT
−61.16





S2987

S3067

S3158





GA
−24.13
AA
−82.09
AA
16.74


GG
7.91
TA
−39.61
AG
−37.57


TT
21.58
GG
−104.13





S3450

S3463

S3571





AA
−13.46
AA
−61.89
AA
15.89


TA
7.66
GA
−23.28
AC
−37.41


TT
−9.77
GG
9.13
CC
−40.29





S3790

S4161

S4250





CC
−102.1
AA
18.66
AA
16.02


TC
−39.31
AG
−39.18
AG
−30.38


TT
17.47
GG
−96.71
GG
−51.89





S4378

S4457

S4595





CC
19.81
CC
19.04
AA
15


CG
−34.4
CT
−34.9
AC
−11.62


GG
−78.84
TT
−70.14
CC
−70.86


CT
−88.3





S4849

S4976

S5112





GG
−101.95
AA
14.86
CC
13.74


TG
−41.21
AC
−39.84
CT
−39.1


TT
18.24
CC
−99.67
TT
−101.14





S5253

S5388

S5464





CC
20.05
AA
16.92
AA
21.12


CT
−38.2
AC
−36.69
AT
−40.13


TT
−97.5
CC
−90.88
TT
−99.31





S5769

S5929

S6076





AA
19.67
CA
−100.45
AA
−103.05


AG
−39.38
CC
18.88
CA
−40.28


GG
−102.88
CT
−38.24
CC
20.95


TT
−102.88





S6268

S6459

S6675






AT
−104.92
AA
−88.2
CC
17.87


GA
−103.63
AG
−39.69
CT
−36.9


GG
20.19
GG
20.51
TT
−102.97


GT
−39.65






TT
−101.87





S6815

S6840

S7016





CC
−103.05
AA
18.25
AA
19.12


GC
−38.89
AG
−37.43
AG
−37.91


GG
20.16
GG
−105.25
GG
−105.57





S7070

S7418

S7516





AA
17.49
AA
16.08
TG
−33.66


AC
−36.86
AG
−36.83
TT
13.28


CC
−83.3





S7624

S8111

S8165





AA
1.35
AA
−63.34
CC
38.37


AG
−38.89
GA
−8.31
TC
31.1


GG
6.65
TT
−4.96





S8286

S832

S8397





CC
14.37
CC
−28.4
AA
−6.42


CG
−37.03
GC
3.28
AG
−5.81


GG
11.54
GG
13.76





S8558

S8646

S8824





CC
5.74
CC
−48.12
GA
−59.11


TC
−4.98
CT
2.58
GG
−17.84


TT
−22.42
TT
−0.16
GT
21.36


TT
29.89





S906

S9100

S9195





CC
21.17
GG
18.22
AA
15.1


CT
9.25
GT
−40.89
AG
−40.43


TT
−27.6
TT
−101.78
GG
−102.53





S9364

S9471

S9751





CC
−82.43
AA
−5.91
AA
4.08


TC
−35.83
AG
35.09
CA
0.25


TT
20.18
GG
10.76
CC
−7.17





XDY127

XDY157

XDY160





AA
−4.34
GG
−100
AA
−104.46


AG
31.12
TG
−40.69
GA
−39.4


TT
21.67
GG
20.13





XDY346

NCVX7








CC
10.22
CC
−8.19




CT
−27.32
CT
0.05




TT
55.47










(8) Fruit storability, including four traits: flesh firmness at harvest, flesh crispness at harvest, flesh firmness retainability,


and flesh crispness retainability:













flesh firmness at
flesh crispness at
flesh firmness
flesh crispness



Marker
harvest
harvest
retainability
retainability





GWB1







GC
1.7
0.14
1.01
0.8



GG
−0.52
−0.04
−0.35
−0.28



S477







AA
−1.3
0.02
−0.82
−0.58



AG
−0.33
−0.01
−0.31
−0.25



GG
0.56
0.01
0.39
0.31



XWB321







AA
−0.49
0.12





CA
−0.42
−0.02
−0.28
−0.22



CC
0.32
0.02
0.19
0.16



GWB262







AA
0.34
0.04
0.33
0.27



delG
−4.98
−0.51
1.59
1.81



G/delG
−2
−0.27
−1.74
−1.52



GA
−0.05
−0.01
−0.15




GG
−1.19
−0.08
−0.65




GWB581







CC







TC
0.99
0.09
0.44
0.3



TT
−0.45
−0.04
−0.27
−0.17



GWB636







CC
−0.33
−0.01
−0.32
−0.25



CT
0.56
0.01
0.47
0.36



TT
−0.64
0.19
0.59
0.81



nc22







AA
1.13
0.16
0.82
0.77



TA
0.07
0.01
0.04
0



TT
−0.45
−0.06
−0.31
−0.24



nc91







CC
0.35
0
0.32
0.24



TC
−0.31
−0.01
−0.21
−0.14



TT
0.18
0.09
−0.24
−0.25



S402







A/delA
3.56
0.35





AA
−1.14
−0.14
−0.8
−0.64



AT
−0.1
0
−0.12
−0.1



delA







TT
0.51
0.05
0.43
0.36



S407







CC
−0.88
−0.07
−0.54
−0.41



CT
0.61
0.04
0.43
0.29



TT
1.66
0.18
1
0.9



S412







AA
−1.25
−0.11
−0.81
−0.63



AC
−0.08
−0.01
−0.13
−0.11



CC
0.56
0.06
0.46
0.38



S432







AA
−1.09
−0.07
−0.72
−0.58



AC
−0.23
−0.01
−0.14
−0.11



CC
0.68
0.04
0.43
0.35



S468







AA
1.3
0.1
0.79
0.55



CA
−0.45
−0.04
−0.31
−0.29



CC
−0.18
−0.01
−0.11
−0.01



S484







AA
0.28
0.27
1.59
2.81



GA
−0.38
−0.03
−0.33
−0.25



GG
0.3
0.02
0.24
0.18



S504







CC
−0.59
−0.04
−0.35
−0.28



CT
1.14
0.09
0.59
0.48



TT
3.5
−0.39





WBB71







AA
0.81
0.04
0.3
0.23



AT
−0.85
−0.06
−0.37
−0.27



TT
−0.61
0.18
−0.78
−0.67



WBB13







GC
1.69
0.12
1.14
0.86



GG
−0.58
−0.04
−0.43
−0.32



WBB132







AA
3.5
−0.39





TA
1.14
0.09
0.59
0.48



TT
−0.59
−0.04
−0.35
−0.28



WBB219







CA
1.57
0.13
0.84
0.71



CC
−0.47
−0.04
−0.28
−0.23



WBB85







CC
0.31
−0.01
0.24
0.18



TC
−0.87
0
−0.65
−0.49



TT
0.44
0.05
0.14
0.15



wr154







AA
−0.6
−0.05
−0.22
−0.22



AG
1.26
0.11
0.41
0.41



GG
1.28
0.1





wr197







AA
1.17
0.01





GA
0.77
0.05
0.31
0.25



GG
−0.38
−0.02
−0.18
−0.14



wr301







AA
−1.03
0.31





GA
1.09
0.07
0.79
0.52



GG
−0.35
−0.02
−0.24
−0.15



wr70







CC
−1.81
−0.19





TC
0.97
0.09
0.35
0.38



TT
−0.49
−0.04
−0.2
−0.21



wwbb1063







AA
1.09
0.13
0.88
0.55



GA
−0.42
−0.04
−0.35
−0.26



GG
−0.16
−0.02
−0.12
−0.02



wwbb112







cc
−0.56
−0.04
−0.28
−0.2



CT
−0.01
−0.02
0.05
0.03



TT
0.43
0.06
0.13
0.13



wwbb1139







AA
−1.51
−0.15
−0.68
−0.45



GA
−0.1
0.02
−0.07
−0.05



GG
0.88
0.05
0.35
0.25



wwbb1159







CC
−0.14
0
−0.25
−0.17



CT
−0.15
−0.01
−0.08
−0.02



TT
0.95
0.05
0.93
0.53



wwbb1200







CC
−0.41
−0.02
−0.15
−0.16



GC
0.08
0
0.05
0.09



GG
0.83
0.08
0.14
0.08



wwbb1277







GG
−1.3
0.19





TG
0.55
0.02
0.53
0.34



TT
−0.28
−0.01
−0.28
−0.18



wwbb1332







TC
0.62
0.02
0.52
0.34



TT
−0.29
−0.01
−0.27
−0.18



wwbb1373







AA
−0.36
−0.03
−0.26
−0.16



AG
0.66
0.05
0.51
0.31



GG
0.58
0.1





wwbb1441







CC
3.82
−0.09





TC
0.71
0.04
0.26
0.26



TT
−0.3
−0.01
−0.11
−0.11



wwbb1444







AA
−7.05
−0.84





GA
1.02
0.07
0.78
0.54



GG
−0.31
−0.02
−0.23
−0.16



wwbb181







AA
1.29
0.11
0.81
0.6



GA
−0.35
0.02
−0.24
−0.18



GG
−0.84
−0.09
−0.61
−0.44



wwbb20







AA
9.14
0.56





GA
1.04
0.07
0.46
0.38



GG
−0.64
−0.04
−0.31
−0.25



wwbb244







CC
0.83
0.08
0.48
0.43



TC
0.09
0
0.01
0



TT
−0.73
−0.05
−0.32
−0.27



wwbb289







GG
−0.1
−0.01
−0.1
−0.08



GT
0.71
0.12
0.78
0.63



wwbb378







AA
1.07
0.1
0.73
0.54



GA
−0.51
−0.04
−0.27
−0.2



GG
−0.03
−0.03
−0.06
−0.02



wwbb411







AA
0.26
0.03
0.12
0.09



AT
−0.25
−0.02
−0.12
−0.09



TT
0.03
−0.03
0.03
0.1



wwbb623







CC
−0.55
−0.03
−0.45
−0.36



CT
−0.4
−0.06
−0.06
−0.09



TT
0.54
0.08
0.17
0.19



wwbb944







AA
−0.68
−0.05
−0.2
−0.2



AC
1.33
0.11
0.38
0.39



CC
1.57
0.02





XWB111







AA
−0.23
−0.01
−0.01
0.03



AG
0.47
0.01
0.01
−0.07



GG
0.43
0.1
2.59
2.81



XWB137







AA
3.5
−0.39





GA
1.02
0.09
0.44
0.3



GG
−0.48
−0.04
−0.26
−0.18



XWB291







CC
1.65
0.19
1.24
1.12



CG







TC
0.03
0.01
0.1
0.05



TG
26.05
0.62





TT
−0.65
−0.08
−0.62
−0.5



XWB392







CC







TC
1.04
0.1
0.5
0.33



TT
−0.48
−0.04
−0.3
−0.19










(9) Soluble solid content:












ddy19

HB15

s1_1






CC
0.06
AA
−0.28
CC
0


CT
−0.04
AG
0.17
CT
−0.04


TT
−0.42
GG
−0.01
TT
0.09





s2_6

s5_42

s6_75





AA
−0.05
AA
0.03
CC
−0.06


TA
0.08
GA
−0.11
CT
0.14


TT
−0.13
GG
0.04
TT
−1.65





s7_27

s8_17

XDY354





GG
0.07
CC
−1.2
CC
−1.7


GT
−0.04
T/insAC
−1.63
TC
−0.23


TT
−0.49
TC
0.04
TT
0.12


TT
−0.05





XDY359

f10_114

f2_1





AA
−0.17
AA
−0.12
GG
−0.36


AT
0.05
AG
0.08
GT
−0.03


TT
0.06
GG
0.2
TT
0.54





f4_1

f5_3

f6_25





AA
−0.29
GG
0.02
CC
−0.44


GA
0.15
GT
0
TC
0.11


GG
−0.12
TT
−1.19
TT
0.17





f8_14

NNEVE

SU201





AA
0.12
CC
−2.96
AA
−0.24


AT
0.11
TC
−0.01
TA
0.07


TT
−0.4
TT
0.06
TT
0.05





SU203

SU204

XDY368





CC
0.16
AA
−3.84
AA
0.36


TA
−0.63
AG
−2.67
AG
0.13


TC
0.17
CA
−2.03
GG
−0.24


TT
−0.09
CC
−0.14




CG
0.32






GG
0.4









DYS17

TSS202

TSS203






AA
0.05
CC
0.04
CC
0.16


AG
−0.1
CT
−0.17
TC
−0.03


GG
−1.62
TT
−1.76





TSS206

TSS209

TSS210





AA
−0.14
CC
0.07
AA
−0.05


AG
0.2
CT
−0.04
AC
0.31


GG
−0.16
TT
−0.08
CC
0





TSS212

TSS213

TSS214





TA
−0.22
CC
0.36
CC
−0.11


TT
0.1
CT
−0.09
CT
0.32


TT
−0.34
TT
−0.88





TSS215

TSS216

TSS217





CC
0.04
CC
0.02
CC
0.05


CT
−0.01
CT
0.05
TC
−0.06


TT
−0.59
TT
−0.12
TT
0.02





TSS218

TSS219

TSS221





GG
0.17
CC
−2.49
insC/insCTCC
−3.27


GT
−0.15
TC
0.18
insCTCC
−0.96


TT
−0.63
TT
−0.09
T/insCTCC
0.25


TA
4.64






TT
−0.07





TSS222

TSS223

TSS225





AA
0
CC
−0.05
CT



AG
0.07
TC
0.06
GG
0.14


GG
−0.1
TT
0.03
GT
0.01


TT
−0.22





TSS226

TSS228

TSS229





AA
−0.1
CC
0.1
AA
−0.02


AG
0.06
TC
0.12
AG
0.01


GG
−0.47
TT
−0.16
GG
0.01





TSS232

TSS233

TSS234





AA
0.09
AA
0.19
AA
0.08


CA
−0.2
GA
−0.27
delGT



CC
−0.43
GG
−0.18
G/delGT
0.56


GA
−0.29






GG
0.07





TSS235

TSS236

TSS237





AA
−0.58
AA
−0.41
AA
−0.04


AC
0.04
AG
−0.14
AG
−0.02


CC
0.09
GG
0.42
GG
0.18





TSS238

TSS240

TSS241





CC
0.09
CC
0.03
AA
−0.27


TC
−0.05
TC
−0.08
AG
0.18


TT
−0.41
TT
0.15
GG
0.09


GT
0.15






TT
0.15





TSS242

TSS245

TSS247





AA
−0.02
CC
0
CC
0


AG
−0.1
CT
0.05
CT
0.1


GG
0.24
TT
−0.07
TT
−0.65





TSS248

TSS249

TSS250





GG
0.29
AA
−0.08
CC
−0.15


TG
0.03
AG
0.01
CG
0.03


TT
−0.13
GG
0.06
GG
0.33





TSS251

TSS252

TSS253






CC
0.32
AA
−0.19
AA
0.13


TC
−0.12
GA
0.12
GA
0.14


TT
−0.03
GG
−0.08
GG
−0.2





TSS254

TSS255

TSS258−4





CC
−2.85
CC
−0.18
AA
−0.46


GG
0.09
CT
0.16
GA
0.01


GT
0.03
TT
0.49
GG
0.02


TT
−0.36





TSS260

TSS261

TSS263





AA
−0.18
CC
0
AA
0.56


CA
0.05
CT
−1.31
CA
0.08


CC
0.11
GC
0.1
CC
−0.29




GG
−0.05
C/M3
−0.03




GT
−1.47
C/M4
0.32






C/N4
−2






C/N3′
2.2





TSS264

TSS266





CC
0.38
AA
−0.4




TC
0.07
AC
0.06




TT
−0.14
CC
0.23





TSS267

TSS268

TSS269





AA
0.25
AA
0.15
CC
0.42


GA
−0.11
CA
0.17
TC
−0.14


GG
−0.54
CC
−0.53
TT
−0.08





TSS271

TSS272

TSS274





AA
−0.1


AC
1


TA
0.23
TC
−0.04
CC
0.22


TT
−0.16
TT
0.09
TA
−2.85


TC
0.03






TT
−0.36





UDY1

TSS258-9








AA
−0.63
CC
−0.09




GA
0.29
TC
0.03




GG
−0.43
TT
0.01










(10) Spur tree architecture:
















wwl9



neww45

S1234

(neww45 ≠ CC)





CC
−0.29
TA
0.11
AA
0.1


TC
0.04
TT
−0.18
AG
−0.09


TT
0.22





ww19 (S1234 = TT;

ww19 (S1234 = TA:

S1246



neww45 = CC)

neww45 = CC)

(neww45 = CC)





AA
−0.17
AA
−0.03
C/delC
0.04


AG
0.15
AG
0.03
CC
−0.03





S1246

S1246

zxx57



(neww45 = TC)

(neww45 = TT)

(neww45 = CC)





C/delC
−0.07
C/delC
0.16
del/ins
0.12


CC
0.06
CC
−0.14
ins/ins
−0.13





zxx57







(neww45 ≠ CC)





del/ins
−0.08






ins/ins
0.09









The present disclosure further provides a primer combination for marker PCR amplification when marker genotyping, including a primer combination shown in SEQ ID NO. 1 to SEQ ID NO. 638.


The present disclosure provides a marker genotyping protocol, including the following steps:


1) extracting a genomic DNA of a Malus sample to be tested;


2) conducting multiplex polymerase chain reaction (PCR) amplification on the genomic DNA sample using the primer combination to obtain an amplified product; and


3) genotyping of the amplified product by next-generation sequencing, to obtain a genotype of a Malus sample to be tested.


Preferably, a reaction system of the multiplex PCR amplification in step 2), calculated in 30 μL, may include the following components: 8 μL of the primer combination, 8 μL of MP004_Cu Panel Mix, 50-200 ng of DNA, 10 μL of 3×T enzyme and H2O as a balance; each primer in the primer combination may have a concentration of 0.24 μM; and a reaction program of the multiplex PCR amplification may include: 95° C. for 3 min; 95° C. for 30 s, and 60° C. for 4 min, conducting 16 cycles; and extension at 72° C. for 4 min.


Preferably, the next-generation sequencing in step 3) may have a depth of 1200×.


The present disclosure provides a method for determining a trait phenotype or calculating a genomics-predicted phenotype value of a trait of the Malus sample, including the following steps:


obtaining a population average phenotype of a trait corresponding to the molecular marker as follows: fruit ripening date 159.45 DAFB, fruit cover color degree 56.35%, fruit weight 106.63 g, soluble solid content 14.85%, fruit juice pH value 3.34, fruit malate content 5.83 mg/mL, flesh firmness at harvest 12.18 kg/cm2, flesh crispness at harvest 1.31 kg/cm2, flesh firmness retainability 2.41 months, flesh crispness retainability 2.19 months, Fruit ring rot disease resistance 21.34 mm, and spur tree architecture 0.99;


obtaining a genomics predicted phenotype value of a Malus sample to be tested by the method; according to the genotype of the Malus sample to be tested, and according to the population average and the genotype effect value or the genotype combination effect value, determining a genomics predicted phenotype value for a trait of the Malus sample to be tested using the following criteria or calculating a predicted phenotype value using the following prediction model; where


the standard comprises:


(1) resistance to Glomerella leaf blotch:


when a genotype of S1202 is CC and a genotype of zhwy64 is CC, it is determined as disease-resistant; other genotypes are determined as susceptible;


(2) fruit shape:


when a genotype of newdy202 is CC, a genotype of SIZE2270 is GG, a genotype of SIZE5253 is CC, a genotype of SIZE9100 is GG or a genotype of SIZE9195 is AA, the fruit shape is determined to be conical-round;


when a genotype of SP031 is CC, a genotype of SP081 is not CT or a genotype of XDY231 is GG, the fruit shape is determined to be oblate-round;


the prediction model comprises:


(3) a chlorogenate content or a procyanidin B2 content adopts a genotype combination model;


an effect value is estimated according to a genotype combination of molecular markers for chlorogenate content or procyanidin B2 content, and a prediction model is established using a genotype combination effect value, with a formula as follows:





GPV=α×(GcE+μ)+β; where


GPV is a genomics predicted phenotype value; GcE is a genotype combination effect value of markers of the trait; μ is a mean of a phenotype of the trait in a training population; and α and β are a linear regression coefficient and a residual parameter, respectively;


(4) Fruit ripening date, soluble solid content, fruit juice pH, flesh firmness at harvest, flesh crispness at harvest, flesh firmness retainability, flesh crispness retainability, or fruit ring rot disease resistance adopts an additive model, with a formula as follows:








G



P






V


=


α
×

(





i
=
1

k


G

E


+
μ

)


+
β





where GPV is the genomics predicted phenotype value; GE is a genotype effect value of the marker; k is a number of markers for the trait; μ is the mean of a phenotype of the trait in the training population; and α and β are the linear regression coefficient and the residual parameter, respectively;


fruit weight, malate content, fruit cover color degree and spur tree architecture adopt a fixed-effect model, with a prediction formula as follows:








G






P



V


=


α
×

(


Fx

+


γ

×




i
=
1

k

GnE


+
μ

)


+
β





where GPV is the genomics predicted phenotype value; Fx is a fixed genotype effect value of a fixed-effect marker; GnE is a genotype effect value of a non-fixed-effect marker of the trait; k is a number of markers for a non-fixed-effect of the trait; μ is the mean of a phenotype of the trait in a training population; γ is a shrinkage factor; and α and β are the linear regression coefficient and the residual parameter, respectively;


a fixed-effect of the fruit weight is as follows: a genotype of XDY160 is AA, or a genotype of SIZE4849 is GG or a genotype of SIZE4161 is GG, Fx is −104.8, −100.7 and −101.4, respectively;


a fixed-effect of fruit malate content is a genotype combination effect value of Ma, MA202 and SAUR-5;


a fixed-effect of fruit cover color degree is a genotype combination effect value of ZZZ162 with zwy6, and ZZZ162 with color1245;


a fixed-effect of spur tree architecture is a genotype combination effect value of neww45 with S1245, and neww45 with ww19.


The present disclosure further provides following one or more uses of the Malus trait-associated molecular marker, or the genotype effect value or the genotype combination effect value, or the primer combination:


1) Trait phenotype prediction of Malus; 2) construction of fingerprint or molecular ID card of Malus; 3) genotype identification of Malus germplasm accessions; 4) hybrid breeding of Malus; and 5) molecular distinctness, uniformity and stability (DUS) test of new cultivars of Malus; where


the hybrid breeding of Malus comprises one or more of selection of hybrid parental materials and cross combinations, design of hybrid generations, and molecular-assisted selection of hybrids.


The present disclosure provides a Malus trait-associated molecular marker. There are a total of 319 molecular markers, including 318 single-nucleotide polymorphism (SNP) markers and 1 InDel marker; and the molecular markers are related to 16 traits including fruit ripening date, fruit shape, fruit cover color degree, fruit weight, soluble solid content, fruit juice pH value, malate content, chlorogenate content, procyanidin B2 content, flesh firmness at harvest, flesh crispness at harvest, flesh firmness retainability, flesh crispness retainability, fruit ring rot disease resistance, Glomerella leaf blotch resistance, and spur tree architecture. The molecular markers of the present disclosure can be used for apple germplasm resource evaluation and breeding, can greatly improve apple breeding efficiency and shorten breeding cycle.







DETAILED DESCRIPTION OF THE EMBODIMENTS

The present disclosure provides a Malus trait-associated molecular marker, including one or more of molecular markers in the Table 1.


In the present disclosure, the molecular marker includes 318 SNP markers and 1 InDel marker.


In the present disclosure, the SNP molecular marker has a version number based on a apple genome sequence information of GDDH13 v1.1.


The present disclosure further provides a genotype effect value or a genotype combination effect value of each genotype of the molecular marker on a corresponding trait as shown in the Table 2.


The present disclosure further provides a primer combination for detecting the molecular marker, including a primer combination shown in SEQ ID NO. 1 to SEQ ID NO. 638. In the present disclosure, marker names, upstream primers and downstream primers corresponding to the primer combination are shown in Table 3.









TABLE 3







Primer combinations for detecting different


molecular markers









Marker
upstream primer
downstream primer





TSS202
agataaatgactcgg
tgtctccagattgcg



caagttcaaa
aaagataatc



SEQ ID NO: 1
SEQ ID NO: 2





TSS203
tgccatcttccggtt
ccgatagagaatgtc



gaatt
ttgctacgt



SEQ ID NO: 3
SEQ ID NO: 4





LY064
attttagctcttccc
tgtgcgcaatgtttg



aaaagtacgac
aattttgaagt



SEQ ID NO: 5
SEQ ID NO: 6





TSS206
tgtccactctttcgt
tgtagctaatctcta



tccaaaaatgaag
aactttaaagtcgat



SEQ ID NO: 7
tat




SEQ ID NO: 8





SP011
gaaggggcacggcac
actgaccttggacca



aac
tggggcct



SEQ ID NO: 9
SEQ ID NO: 10





XDY10
tgaagtagctctttc
aggaaagttgatgtg



atcaaaccc
gactcgaatga



SEQ ID NO: 11
SEQ ID NO: 12





s7_27
tcgaaatttgttgag
ggtcagtcttttctg



tcattg
tacatctgcagg



SEQ ID NO: 13
SEQ ID NO: 14





SU203
ccttgagacacaacc
tgagagtggatatct



ctataccaactg
agggtttcgt



SEQ ID NO: 15
SEQ ID NO: 16





s8_17
caaagtgtattaagt
gaaggaaatcgaggg



ttgtgtcagcact
aaaataga



SEQ ID NO: 17
SEQ ID NO: 18





TSS209
gtgcaaatttataaa
acaggaagcaacgaa



aatattgatattgat
aagaatccaattcaa



ag
c



SEQ ID NO: 19
SEQ ID NO: 20





f2_1
ataaatgataaaaac
attaggtgatctgat



cccggcaaatc
tcggtggatg



SEQ ID NO: 21
SEQ ID NO: 22





NNENE21
gtaagcgtgcacaac
aagggtgaacgagta



ttcaattaacaat
taattagcaac



SEQ ID NO: 23
SEQ ID NO: 24





SZ8111
tcgtaaaaattttgc
caaaaagaccaagaa



caacccaagcaa
gcccaaaca



SEQ ID NO: 25
SEQ ID NO: 26





TSS210
ttgccttgcttccaa
tctacccaagttacc



atattgaacat
ttgccaatagc



SEQ ID NO: 27
SEQ ID NO: 28





LL01502
cttttcctgctctcc
tgatcttgtcccttg



ttcaca
tcgttgatataccg



SEQ ID NO: 29
SEQ ID NO: 30





SU204
cagtaaaacgacatg
attcatgcatcgtct



gtccaattgatgca
tgttcttgttag



SEQ ID NO: 31
SEQ ID NO: 32





SZ8165
agcgtacatggcttt
tcaattcccactctc



tatggtatgag
caaaagttt



SEQ ID NO: 33
SEQ ID NO: 34





LY284
gaagcaaaacctgtc
tggactgagattttt



ccataa
caagcca



SEQ ID NO: 35
SEQ ID NO: 36





MY154
attaatgccatgcac
caaatagctaacaag



ataatttcac
aacagtggt



SEQ ID NO: 37
SEQ ID NO: 38





TSS212
gagcccaaactgtta
attcctcaattggtt



ttgcaaa
tgtctgcgtt



SEQ ID NO: 39
SEQ ID NO: 40





TSS21302
attgagtgtcaatga
tcagggggtcaaacg



accaaagatatactt
acaatt



g
SEQ ID NO: 42



SEQ ID NO: 41






f41
agacagcaaacgact
tctgcaagaacatct



aaaagag
tcacagttctgaa



SEQ ID NO: 43
SEQ ID NO: 44





TSS214
tgcctagtcttgaag
atatgaggatccttt



cagtccatg
aatttgtggtgcc



SEQ ID NO: 45
SEQ ID NO: 46





TSS215
gttctaataaaaggg
gggcctgatgatatt



gtggtcc
atgggttttgattg



SEQ ID NO: 47
SEQ ID NO: 48





f5_3
ttttatttaagtgac
ctctctcctctatct



gggtacagctcag
caaacccaaag



SEQ ID NO: 49
SEQ ID NO: 50





TSS216
gtagtaaagttgcag
acattccttcactaa



tctttaagtga
ttcctccctaaat



SEQ ID NO: 51
SEQ ID NO: 52





S710
ataaagtaattggtg
aaacatcaatcctac



gaacctcca
attccattcacg



SEQ ID NO: 53
SEQ ID NO: 54





S733
accaaaacgagtcaa
attttccaagtcgtc



agttca
tcgttt



SEQ ID NO: 55
SEQ ID NO: 56





wwbb1444
tttcctggatctgct
cgaggtaagaggata



ggatttt
tacttg



SEQ ID NO: 57
SEQ ID NO: 58





SZ3463
gtggatgaggccatg
ctcccaaaagttagg



actctaagagaa
gcaagataagg



SEQ ID NO: 59
SEQ ID NO: 60





wr301
cttgactttttcctt
ggaagcggctctgaa



atcgtctt
gactagtattagg



SEQ ID NO: 61
SEQ ID NO: 62





SZ3571
caaacgactttagtc
acatcatggagagta



tttcaatagttgagt
tttcctcc



t
SEQ ID NO: 64



SEQ ID NO: 63






TSS217
ctaatatagctggat
accaaatggatgaat



ttaatgt
tttggagt



SEQ ID NO: 65
SEQ ID NO: 66





SZ8286
ccgaacggagaaatt
ttaaagttgttcaag



cttcataagg
agtttctcgg



SEQ ID NO: 67
SEQ ID NO: 68





zwyx71
tgaaatcatgctata
aactactaactgagg



tttagatgtacttt
agaatgtgcgc



SEQ ID NO: 69
SEQ ID NO: 70





XDY32
gcttcagttcataga
aaactcagagatggg



ggagacgaccaggaa
atgaga



c
SEQ ID NO: 72



SEQ ID NO: 71






ddy6
gaagaagtacgagct
caacaacactgaggc



tgtcataacaac
attgtcaat



SEQ ID NO: 73
SEQ ID NO: 74





SZ3790
gcataagtgatttaa
cattggaaatgtggt



tccaccctc
gcttatgagtaat



SEQ ID NO: 75
SEQ ID NO: 76





wwbb1063
gaagatgaggcatgc
tgggggaccgataag



ttaaaagattcc
tctttagattaat



SEQ ID NO: 77
SEQ ID NO: 78





SZ839702
tttcgatcatgaagg
cgaaagcagaggcac



ttaggaagg
tttatatcc



SEQ ID NO: 79
SEQ ID NO: 80





SZ12448
attcacgcttcatct
gaaaaggggcatgca



ctttcctaagatagg
aaaatcattttectt






SEQ ID NO: 81
SEQ ID NO: 82





SZ8558
aatcttgagtgatgg
gataaagggctgtag



gaagagg
atccttcca



SEQ ID NO: 83
SEQ ID NO: 84





SZ4161
cgtttgttgaagctg
catgctttgttcgat



agtataggggt
catgttgtaccaaa



SEQ ID NO: 85
SEQ ID NO: 86





f6_25
tgatgaaatgagagg
tcgaacttgtcccta



aacatggctg
cagttcagagca



SEQ ID NO: 87
SEQ ID NO: 88





newdy202
gccaaatttaaaatt
aaaggcacttacaaa



tagcaagttttgggc
caagtcataaaacaa



tcg
atg



SEQ ID NO: 89
SEQ ID NO: 90





XDY50
ccgtacatttcccag
tgtccagtctctctg



ttattag
taatactctggaa



SEQ ID NO: 91
SEQ ID NO: 92





f8_14
tagattaaggagctg
agtagttttcaacct



acagagttcg
atccatcaccggtt



SEQ ID NO: 93
SEQ ID NO: 94





XDY368
tgaaaagattcacca
gctcagtttgctctt



aatcccagcc
ggagtacttgatggc



SEQ ID NO: 95
gc




SEQ ID NO: 96





zwyx448
ttctcccatactgat
attgccaaagctatt



catgtgact
attggtaatga



SEQ ID NO: 97
SEQ ID NO: 98





SP031
gctgaaattctaact
cagtgtcaagctatg



ctgtttgacatc
gcaaatg



SEQ ID NO: 99
SEQ ID NO: 100





SP032
aattggttcaaaatc
tttttctttgataaa



ctcaaaggcctt
atctatggcagg



SEQ ID NO: 101
SEQ ID NO: 102





NBDY40
ccgaggtgctacttg
ttgtaccaatgtcct



attgttgcaaa
acaaccgtgg



SEQ ID NO: 103
SEQ ID NO: 104





zxxl25
aagaagtagagggag
ttttctgggtgtttt



agagagagcca
aatgcg



SEQ ID NO: 105
SEQ ID NO: 106





neww378
attacgttcttgata
gcaagatgagtttta



tgcggattt
atgaaccc



SEQ ID NO: 107
SEQ ID NO: 108





S391
gaagcatcattatca
atatagaaccacagg



cacgaatcag
aggaatgttg



SEQ ID NO: 109
SEQ ID NO: 110





XLCO42
ataaatattaaatag
ccctcactegttccc



tctaaggggtg
ttcttttcttttctt



SEQ ID NO: 111
t




SEQ ID NO: 112





LL984
aatgatgtttgtctt
atcgtgacttgggaa



cataatcaccccca
acaattctttc



SEQ ID NO: 113
SEQ ID NO: 114





WBBBB219
aaaacataacgaggt
tgacatagtggcaaa



gattatggggtcgta
taagaggtt




SEQ ID NO: 116



SEQ ID NO: 115






DDDD2
ctagaacgtctagaa
agatcgacaagtatt



aaccaggatcc
cttcgcttacaact



SEQ ID NO: 117
SEQ ID NO: 118





CY242
tccaaaatttgcttc
tttcgacatttggat



ataagacacagt
ttgaaagttta



SEQ ID NO: 119
SEQ ID NO: 120





CY564
ttcaaacagaggtaa
agtagaggtgtttaa



cctgag
ggtgagatgc



SEQ ID NO: 121
SEQ ID NO: 122





XDY103
tctttccattggttt
ctataacgccatttc



gacactgatagattg
ttcttctgtgttggt






SEQ ID NO: 123
SEQ ID NO: 124





S39502
tctttgacgagaatc
catgggtaatgtttt



gaatctaagacctc
gttttgagtgc



SEQ ID NO: 125
SEQ ID NO: 126





CY603
ttaaacccaagacca
ctcatagctgcatat



agcataagtct
ttcgtcgttg



SEQ ID NO: 127
SEQ ID NO: 128





TSS218
acctcaaaatttgtc
aaatcccagatcaga



tggttga
atttttcccaaaaaa



SEQ ID NO: 129





SEQ ID NO: 130





GWBI
aatacaccgctcttg
agatcactctaccag



aataatttcccc
gtacgacaaatttcc



SEQ ID NO: 131
aa




SEQ ID NO: 132





CY874
aagggtcaatttgtt
gcgttaattatttgt



aaatcttatcatgac
tgcttatttcaattt



a




SEQ ID NO: 133
SEQ ID NO: 134





XLC218
tttgatgacgatgaa
ttggatcaaactaag



aacttctgggatc
agaatgcagcaaa



SEQ ID NO: 135
SEQ ID NO: 136





WBBB71
tttgaaaactgctgt
gaagttgaacatggt



cagattcttgtga
gtggtttgaaa



SEQ ID NO: 137
SEQ ID NO: 138





XLC556
tagaggaaaccatct
aggtatctggttcct



tcgtctttgttttc
gctgatttgactgtt



SEQ ID NO: 139
g




SEQ ID NO: 140





nc91
tgccattttcagagt
tccatagcattatta



gcaatatgcta
cggtttgtgcttga



SEQ ID NO: 141
SEQ ID NO: 142





XWB321
aaaatgaggatatat
ctcatcccagatatg



tcacgcaca
acatggcat



SEQ ID NO: 143
SEQ ID NO: 144





LL1499
tggccacaaaggaaa
cctccagcatggtta



aatatccacata
ttaacaaga



SEQ ID NO: 145
SEQ ID NO: 146





S372
gaatctggaccaaca
aggctctgaataatc



ctgatagtcaa
tcgttt



SEQ ID NO: 147
SEQ ID NO: 148





neww278
gcgatatgttgacaa
ggtgcacatatcaaa



tttctccaat
gaatctgctaca



SEQ ID NO: 149
SEQ ID NO: 150





GWB636
gtgtatactctatgt
taagaataatcctat



gtaatttctcctta
gttgca



SEQ ID NO: 151
SEQ ID NO: 152





LL288
tggaagtttgtcgat
caacgtgtgtgatat



atgcctttgt
ttgagtct



SEQ ID NO: 153
SEQ ID NO: 154





WBBBB13
ctcgttggatgtcgg
gctttaacactctct



attctg
cctcgctata



SEQ ID NO: 155
SEQ ID NO: 156





LL531
ctttctgggtaggaa
gagaccaaactcttt



taacacgatttgtt
tctcttgt



SEQ ID NO: 157
SEQ ID NO: 158





WBBBB85
tttataagacgaaga
aaagtcaacatcttg



ccccttga
ttcgcg



SEQ ID NO: 159
SEQ ID NO: 160





LL796
gttccagtgacatca
aaattgaaggatgtc



agcataagtctc
catctttac



SEQ ID NO: 161
SEQ ID NO: 162





S477
tttgggaattattcg
caccgtacttggtta



ttgtttcgca
tgtccagtat



SEQ ID NO: 163
SEQ ID NO: 164





MY355
ttgatcctctactct
aaagttgaaagagga



cgaagaccaagatca
tgctggccc



tc
SEQ ID NO: 166



SEQ ID NO: 165






neww45
cattctgttgggttt
gagaccgactcaaca



ccgc
atggtagt



SEQ ID NO: 167
SEQ ID NO: 168





S484
gttatgtgatgtatt
ctaacacacttggta



atttcacgtgt
ttattatttcagt



SEQ ID NO: 169
SEQ ID NO: 170





TSS219
aattctctgtttgat
tttttgtaggcattt



tgccat
gatcgggtt



SEQ ID NO: 171
SEQ ID NO: 172





TSS221
tcgtaagcaacacgg
agaagctgatgaatc



cgaaaagatat
tcagtgtttctga



SEQ ID NO: 173
SEQ ID NO: 174





TSS22202
tccttcggaaagaga
atcgaataaatacca



gagaaacgag
actcccacttggaat



SEQ ID NO: 175
SEQ ID NO: 176





TSS223
atgaccaataaatct
atctgcactgtacac



agaacaagagtagca
gtgtatacatc



SEQ ID NO: 177
SEQ ID NO: 178





TSS225
tgcacatttccacta
aattaaactactgta



accgaatatgtat
tgtgegect



SEQ ID NO: 179
SEQ ID NO: 180





SP041
ccagtcatactgact
ttgtaaatttcaatt



gtagaggaacctcgt
ctcacc



SEQ ID NO: 181
SEQ ID NO: 182





SP043
tcaaggcacgattcc
ccctgaagttgattt



taattggattt
gagtgaaggt



SEQ ID NO: 183
SEQ ID NO: 184





SP044
gccaaatttatgcca
ggttcgtacagaaat



catggcaa
gggagca



SEQ ID NO: 185
SEQ ID NO: 186





SP042
atgtttatggcattg
gtcgaagtgaacatg



ctgataca
taatagtgcca



SEQ ID NO: 187
SEQ ID NO: 188





CY139902
gagtcacacctaccg
ttgaagtaagggtag



aactgttaggtag
attgtgt



SEQ ID NO: 189
SEQ ID NO: 190





CY1591
atttccataaacttc
cttctaaacccggca



acaggcaatga
aactaagttctattg



SEQ ID NO: 191
SEQ ID NO: 192





SP051
taaccatgttgaaat
gatgtaacccttctt



tctcgccctaca
gagctgttca



SEQ ID NO: 193
SEQ ID NO: 194





zwy6
aacgagatatcgaca
catgcatcaagaaga



tgatttgt
agctca



SEQ ID NO: 195
SEQ ID NO: 196





colorll69
tgatgatgtcaaaac
aaatgttgcattctg



aacacgcttaac
tagagctcat



SEQ ID NO: 197
SEQ ID NO: 198





S1118
ctcatatcctttcaa
tacataacctcctgt



tgtccagc
cctgattgttcag



SEQ ID NO: 199
SEQ ID NO: 200





LYY2825
caagagcaattaacg
cgagtggtgtttttg



ccatcctaattt
tttgattcttg



SEQ ID NO: 201
SEQ ID NO: 202





s5_42
aaatggccacatctt
tccagacatattttg



caatttgca
agtgtcacttgtca



SEQ ID NO: 203
SEQ ID NO: 204





SZ8646
atgcagacataaggg
ccagaatacagtggg



gaacaag
aacttctcaacg



SEQ ID NO: 205
SEQ ID NO: 206





wrl97
tggtttgctcactaa
gcacaaatcattttc



attggatgg
gcgaagatgacaca



SEQ ID NO: 207
SEQ ID NO: 208





TSS226
atcacaacatatcca
ggatggttcttgtca



attttgcattt
tttaagct



SEQ ID NO: 209
SEQ ID NO: 210





zwyy29
aaaacagttcgaagg
agtcttggaaacgaa



ttggtct
gtacatct



SEQ ID NO: 211
SEQ ID NO: 212





colorl31
cagtttcaatatacc
cttttgtgaatccaa



aaaggcagcagta
gtaaatgggg



SEQ ID NO: 213
SEQ ID NO: 214





TSS228
ggaatacaacttttc
cacccttttccttta



caaccccaagtgcac
tgcttcatagaac



SEQ ID NO: 215
SEQ ID NO: 216








color318
cagcaaactcatgtt
tggagctgtcttgtg



cttcaagtagctct
gcctaattaatcac



SEQ ID NO: 217
SEQ ID NO: 218





mb44
ctcgttaaactttgt
ttttggtcaaagtca



tggataactct
tccgtttgcttacgc



SEQ ID NO: 219





SEQ ID NO: 220





MA202
atggttgcatatgaa
caagttcttcaacat



gaagcaactct
atcaagccca



SEQ ID NO: 221
SEQ ID NO: 222





TSS229
cttggaaatcccagt
ttatatagcttagag



tgaggttgaaggg
ggctttcttacgggc



SEQ ID NO: 223
t




SEQ ID NO: 224





s6_75
accccatttttgttg
ggtgaggttagtgtg



tggacc
gtcgaattctaat



SEQ ID NO: 225
SEQ ID NO: 226





SAURO5
agtgatgatgttcct
ggcttagagtatacc



aagattgt
aaaataccg



SEQ ID NO: 227
SEQ ID NO: 228





SAUR06
ccaatgtgggatgaa
tcaatcacagttcgt



tcaagaagcatt
ggctgttc



SEQ ID NO: 229
SEQ ID NO: 230





SP081
gttgagcgtatgaat
atggaggactataga



cctatat
aagagaaaacgaaag



SEQ ID NO: 231
t




SEQ ID NO: 232





SZ8824
gctatgtttagggac
tgagatcacattaac



aggaagt
atgtagc



SEQ ID NO: 233
SEQ ID NO: 234





TSS232
acatgtacgattcat
gtgcaaaggtgaaca



gggcaacc
caggacaaca



SEQ ID NO: 235
SEQ ID NO: 236





C400
cgagtcagtttagga
catcatgtccacaag



cccctatat
aaccctaa



SEQ ID NO: 237
SEQ ID NO: 238





TSS233
cttggtattatttac
tttacaaccaaaatc



tttacgttttatttt
attgcagatgcggt



gtctttat
SEQ ID NO: 240



SEQ ID NO: 239






TSS234
cactcgctgcatctt
ttgtgaggggatcat



aaactattatga
atctgtagtcgt



SEQ ID NO: 241
SEQ ID NO: 242





TSS235
actacacaaatggga
tacagagaccttctt



tgagactttcca
ctcataacca



SEQ ID NO: 243
SEQ ID NO: 244





TSS236
gagttcgcgtattct
aaagtctttacatct



acaattat
ccgcatgaatc



SEQ ID NO: 245
SEQ ID NO: 246





TSS237
ttectaagaaaccct
gatttgttcagacca



agcttccattt
gtatgttcctt



SEQ ID NO: 247
SEQ ID NO: 248





TSS238
caaaatttctccttc
atgtgcctacaagaa



aaactca
attaaatgggt



SEQ ID NO: 249
SEQ ID NO: 250





f10_1149
gegttgtcttccatg
aattttggccagaat



attttcccaagt
acgaacaa



SEQ ID NO: 251
SEQ ID NO: 252





TSS240
tcgcttttagccaac
agaggaagaagaaaa



actaattatt
catggggta



SEQ ID NO: 253
SEQ ID NO: 254





TSS241
aatagctagacaatt
aattccatctcaagt



taatgagtttgt
gtcagttgccaa



SEQ ID NO: 255
SEQ ID NO: 256





TSS242
atgagtgagcgtttg
ccgcagcatcaatca



gttttccgt
taattatatgcaact



SEQ ID NO: 257





SEQ ID NO: 258





ZZZ162
acaaatatctctcgc
gttctctctttaatt



atgtctttgtaatt
tcctggtgttgc



SEQ ID NO: 259
SEQ ID NO: 260





TSS245
aggttccaaatttaa
gegcagtgtaagagg



atctccctcgca
aaaatgttga



SEQ ID NO: 261
SEQ ID NO: 262





SU201
aagaccaactagagt
tccataaaaaggaca



ggatagctaacttta
caagacctg



a
SEQ ID NO: 264



SEQ ID NO: 263






color852
gtgggctcatataaa
accactaaatgtttg



caacaaataag
atccttgtc



SEQ ID NO: 265
SEQ ID NO: 266





neww26
atctgctacagagaa
cacttgtgcaattca



aaacggtaaaccatc
aaatttc



t
SEQ ID NO: 268



SEQ ID NO: 267






wwbb1l59
aattatcttgccgag
ccctagctcctttcg



ctttttgtcct
acccttttaatgacc



SEQ ID NO: 269





SEQ ID NO: 270





wwbb1277
tctgttctgtctcct
agagagtgaaggtag



agtttgtatgg
ctccatc



SEQ ID NO: 271
SEQ ID NO: 272





wwbb1332
gtttctagtgtatgg
acgataatgtaactc



gccaactc
agctca



SEQ ID NO: 273
SEQ ID NO: 274





wwbb1200
taggaggttcaaatt
tcatgagagtcttgt



tgagatatttttcaa
atagggttggt



c
SEQ ID NO: 276



SEQ ID NO: 275






wwbb1373
ctaaaaaccatacca
aattttttcacaccg



gtgaaccaacc
tttgaactcga



SEQ ID NO: 277
SEQ ID NO: 278





S1122
tgcagacacaacagt
ctggaatgtgtacca



aagttctcc
aaatctcaaata



SEQ ID NO: 279
SEQ ID NO: 280





Zzwyl02
tttcaccaatggtct
gagaattcccclatt



tatattcagaaagac
ttgaa



ta
SEQ ID NO: 282



SEQ ID NO: 281






Hzwy486
caaccaccatccgtg
aaagggacccaatat



aacatataaac
tttgtttgtttgt



SEQ ID NO: 283
SEQ ID NO: 284





SP101
caacagaatgtccgt
atgagtatgcagacg



tagaactcagatt
ggaaagaactag



SEQ ID NO: 285
SEQ ID NO: 286





wwbb378
gtgagagtgatggtc
tgctacattccccca



aagtgataaga
aatttagtt



SEQ ID NO: 287
SEQ ID NO: 288





wwbb411
caaccaaatcaatga
aacgtgatcatgcat



acaagggaagaata
ctgttgaag



SEQ ID NO: 289
SEQ ID NO: 290





HB123
tgaaaaaacatgaaa
gcgccttatacaagt



gtcgcatgaatgt
gttatatggtg



SEQ ID NO: 291
SEQ ID NO: 292





newdy33
tgaagagacgtaagg
ctcaagtgttgcgaa



atgcctcac
gatgatacag



SEQ ID NO: 293
SEQ ID NO: 294





SZ1348
aacgtaaatttgttt
gaacaataacttgcc



ggtttgag
tgaggaaaagtctcc



SEQ ID NO: 295
a




SEQ ID NO: 296





colorl245
cctcatggagattca
aacgagctggtgtaa



tttcccttect
gtttcctataaat



SEQ ID NO: 297
gg




SEQ ID NO: 298





SZ832
ctgagagacttggcc
ggtgcaaagccaatg



aagaaatacgg
tttgtatcacc



SEQ ID NO: 299
SEQ ID NO: 300





SZ906
agaagatacgcggtt
aaaagtcacccctta



tgtttt
aattggaagaggcg



SEQ ID NO: 301
SEQ ID NO: 302





wwbb1441
acaagactaccat
acttgaaaggcggga



aagcccccttatg
aattgtatttgag



cttc
SEQ ID NO: 304



SEQ ID NO: 303






Y323
caaacgtgaaaatct
tggggttgttctaat



gaggataagttccct
gtaatctgcagc



g
SEQ ID NO: 306



SEQ ID NO: 305






LY591
cactgegtgcatata
tattatttcttagat



catacattcatta
tcacaggtttcg



SEQ ID NO: 307
SEQ ID NO: 308





SZ4250
caaggagttcctttc
actgaagtgttgctg



attctcatccaaccc
aagaatgag




SEQ ID NO: 310



SEQ ID NO: 309






Y397
ggggtgttcacatag
agaacaacctctttc



gatttgtatg
atggca



SEQ ID NO: 311
SEQ ID NO: 312





SZ4378
agtgatacttgccat
tgtgtccaacgagat



gtaggactctc
taggtgtg



SEQ ID NO: 313
SEQ ID NO: 314





S1246
gcatctagtccattc
gaggtcttatcatcc



gtaatgtaggcgcca
tgtccatctccaga



a
SEQ ID NO: 316



SEQ ID NO: 315






zxx51
gcaaatctttgtatt
cttacccttggtttg



ctgcttgcag
tactgtt



SEQ ID NO: 317
SEQ ID NO: 318





SZ4457
agttgtatcaaagtc
aacacatggaaagag



acgaatca
attgatcacctt



SEQ ID NO: 319
SEQ ID NO: 320





SZ4595
gtaataaaaggagga
cattaaatgggtgga



agtggctgcg
tgaggatgaccccg



SEQ ID NO: 321
SEQ ID NO: 322





neww5
tgtgaccagaccaaa
atgggtcttgaaata



cggaaaaactctaga
ttaatgagattccgt



t
tt



SEQ ID NO: 323
SEQ ID NO: 324





CY1821
cggcctatttttgct
gaaagtatgaaatgg



aatggtatgct
aaccagtctttaa



SEQ ID NO: 325
SEQ ID NO: 326





SZ12710
gatagatggaagggg
agggtgggtatatta



gaaaa
gcactctcaatta



SEQ ID NO: 327
SEQ ID NO: 328





neww61
tgacaccaaccattc
ttgcaaatggagagt



aaaagtgctattg
ggtgtagtgt



SEQ ID NO: 329
SEQ ID NO: 330





wr70
gatgtaagcacagtt
ggcttctttttatca



tttgtcgatcca
ccgagttgaaaacg



SEQ ID NO: 331
SEQ ID NO: 332





neww16
aaaatgacagactcg
agtagtgttactggc



attgcagc
tctgtatcttgttaa



SEQ ID NO: 333





SEQ ID NO: 334





SZ9100
aaccaagaaacaagt
attcagttgacatct



catagct
gcgaaagga



SEQ ID NO: 335
SEQ ID NO: 336





CY2464
cgatttctcgactgg
aaatccagatctgaa



ttaatcgatcatcg
agcacgagatg



SEQ ID NO: 337
SEQ ID NO: 338





wwbb623
accagtgtaaacccc
tctcttccttctgct



tgggattctg
ttctcac



SEQ ID NO: 339
SEQ ID NO: 340





SZ4849
ggtagaaagtttcga
tcacacgggaacttt



tcatggttgg
tctcatct



SEQ ID NO: 341
SEQ ID NO: 342





LY659
cacgatcagaaaagc
aacccatctgatgat



tatctcgtctaaca
aagggtag



SEQ ID NO: 343
SEQ ID NO: 344





wrl54
gacagaagtgaaaca
gcaaagttccaagga



gaaacatctgcag
aatctgatatg



SEQ ID NO: 345
SEQ ID NO: 346





wwbb944
atgcataatccaaag
ccacaactccaacaa



ctgcctgaagtg
taactaaccct



SEQ ID NO: 347
SEQ ID NO: 348





neww19
gccgttgattcctgg
attgccgaaagcttt



gtaggtga
aaagactccg



SEQ ID NO: 349
SEQ ID NO: 350





SZ1413
taccagatacgcata
cttacctgaaatcag



acatagtggga
tttgcttcatact



SEQ ID NO: 351
SEQ ID NO: 352





SZ4976
ccatttccgggaagg
gtgtcacaatcttct



tgattaattgc
atcgagat



SEQ ID NO: 353
SEQ ID NO: 354





SZ2020
atagaaaccttgaca
gggttcaacacaaaa



gccaaagac
cggtcctatcatta



SEQ ID NO: 355
SEQ ID NO: 356





SZ5112
agttttgtggacgaa
ataagaaatcgtccc



attgtcttttt
actcttc



SEQ ID NO: 357
SEQ ID NO: 358





SZ9195
aacaatttgcgattt
gaattgggatgagga



cctgtacttgt
gataagaaa



SEQ ID NO: 359
SEQ ID NO: 360





SZ2250
taacccttgtcataa
tgttcatgttgttgt



tgcagtgtttc
acagcacgc



SEQ ID NO: 361
SEQ ID NO: 362





SZ2270
attagtaagacacca
gaagcatttgtaatc



atgacctcaca
agtccgacattc



SEQ ID NO: 363
SEQ ID NO: 364





SZ2365
agttggaaatccttt
tcgcacatcccatca



ttcatccccttt
gtttcaatctga



SEQ ID NO: 365
SEQ ID NO: 366





zwyxll88
ctacatctgatgact
catgttttccattgg



acagcttgtgcat
atctggat



SEQ ID NO: 367
SEQ ID NO: 368





Yzwy320
attcatctcgtgcct
tgaagacaagggaga



atcaactt
tttaacacattaa



SEQ ID NO: 369
SEQ ID NO: 370





wwbb1l39
cgactcatccatccg
gatccaagaatttaa



attataa
cgactccacaacca



SEQ ID NO: 371
SEQ ID NO: 372





SZ9364
aattgttttcataat
gcttttcgaggatcc



actcctctc
acttgaattttta



SEQ ID NO: 373
SEQ ID NO: 374





SZ2614
ctagccaatagagac
gaaaatttgggagtt



cgatgaacaattat
caacctgtcg



SEQ ID NO: 375
SEQ ID NO: 376





TSS24702
caaggaatatagcaa
attggcccaatttcg



cgcttgaagaacaag
tggtgtttg



ac
SEQ ID NO: 378



SEQ ID NO: 377






TSS248
agtgggcctaaaaat
caaaggctgtaaaaa



aaagctt
gtgtacaaaaatcat



SEQ ID NO: 379
tta




SEQ ID NO: 380





SZ2733
aacaacccctatgcc
cgaagaggaacagca



atgaact
taagagtgtaccaaa



SEQ ID NO: 381
t




SEQ ID NO: 382





SZ2805
gtggaattggtggag
cagaaaagaaggtgg



ctctgcataca
gaaacttactc



SEQ ID NO: 383
SEQ ID NO: 384





SZ2888
ttcggggtcgtgaga
ggtatgattaaactg



atgttat
acggttccctc



SEQ ID NO: 385
SEQ ID NO: 386





SZ2987
agtaggtttggcaga
agtgagttgtttttg



ttgactttgaaatcg
gaccaa




SEQ ID NO: 388



SEQ ID NO: 387






zwyxl207
ttgtcccgtaagtca
gactggaaaacacat



acagattcaaat
taaacagcatta



SEQ ID NO: 389
SEQ ID NO: 390





CY1709
ttcagtgtactgccg
gtcttaaactgaaga



aattgaag
acacctctgccg



SEQ ID NO: 391
SEQ ID NO: 392





SZ3067
gcaagttaatcatgc
gttcgtccataacct



agaagtcat
agctctttcttca



SEQ ID NO: 393
SEQ ID NO: 394





SZ5253
tcttgttccttggag
tatagacatggaggg



attcaaagttg
acaatggtgaa



SEQ ID NO: 395
SEQ ID NO: 396





Wzwy255
tacgtcaaaacccag
cagaacccatacgct



tttgatt
tcaac



SEQ ID NO: 397
SEQ ID NO: 398





S981
aggggaagcttattt
gttaagcgtttgaat



tcttagggaggttg
ctgatcaactgttgt



SEQ ID NO: 399





SEQ ID NO: 400





S1005
ggccttctcaagttc
taatgggaagctctt



ttctgctgtgaagat
ggttgtatttggg



t
SEQ ID NO: 402



SEQ ID NO: 401






SZ9471
ttcttttcagttctt
acattacacaatggc



aactccacacca
ttcgagaatgca



SEQ ID NO: 403
SEQ ID NO: 404





dyy88
tggaagttgatggtt
ttaactcaaattgca



gaattatcat
ggatggaggtgt



SEQ ID NO: 405
SEQ ID NO: 406





zwyxl080
tttattagaagcatg
cttccgttttccttt



tatcagcgg
gttgt



SEQ ID NO: 407
SEQ ID NO: 408





S1202
tagatatacaagatt
aacggctctaatgat



cagcatttttt
ttgattatttgata



SEQ ID NO: 409
SEQ ID NO: 410





zhwy64
tattgctagcactcg
tgaaatgaatcgcag



agagaattg
tggacaacaatag



SEQ ID NO: 411
SEQ ID NO: 412





sl_1
cccacaaagtaaagt
gaaattggagttttt



ttctcccacaa
cagggtttgtgttat



SEQ ID NO: 413





SEQ ID NO: 414





XDY359
attctatgtggtgaa
gtactgtaaaggctc



agatgacaagact
aattaccttg



SEQ ID NO: 415
SEQ ID NO: 416





HB15
agttgtcctggaagt
aggtcaaatccttca



catcagaccag
aaccaac



SEQ ID NO: 417
SEQ ID NO: 418





SZ1609
ccaactacattgacg
ggtttttaatcgggc



attggattgttgaa
aaaggtatatt



SEQ ID NO: 419
SEQ ID NO: 420





XDY354
gtcctggctgcgtta
tccaattcatgtttt



acatttttaatagg
gtggga



SEQ ID NO: 421
SEQ ID NO: 422





wwl9
ccaaacactttagat
acaagagtttgatgc



atcaccctcaa
ctctacttccaacg



SEQ ID NO: 423
SEQ ID NO: 424





ddyl9
ctgcatggaaaagca
gagttggttatgttg



aaattcctacaat
atgttgagttag



SEQ ID NO: 425
SEQ ID NO: 426





TSS25804
tattatcttcgactc
gatttcgttgtaagg



ttcctctttgaatat
taaagggaa



a
SEQ ID NO: 428



SEQ ID NO: 427






TSS249
acaatagccagatta
catgtgtcagcttga



ttaggtccgg
attttgtcttt



SEQ ID NO: 429
SEQ ID NO: 430





TSS25809
aaagatcctatagct
actagtcgatttgag



tccggtcgca
ggggaaaggcta



SEQ ID NO: 431
SEQ ID NO: 432





s2_6
tagttttaacgtgca
caatgggatttctct



tgcaatctc
tctccagaacaaatg



SEQ ID NO: 433
SEQ ID NO: 434








TSS250
aagtgggtcacgatt
attcttgaatccagc



gaagttcttatcag
aatccaaatac



SEQ ID NO: 435
SEQ ID NO: 436





S313
tcaacctcaaccgat
caaagaagggctctc



tatggccatatag
aaagactacaattct



SEQ ID NO: 437
ag




SEQ ID NO: 438





SZ5388
agaaaagtttctcga
tcatctegttttgat



gggtttagtgaggga
ggttttcatg




SEQ ID NO: 440



SEQ ID NO: 439






S1252
ggggtgatgtttatt
tctcatggcttcctc



gagattgagagct
cactccaaaa



SEQ ID NO: 441
SEQ ID NO: 442





XDY127
ttaacccaaaagaag
gattcagaaccttcc



agccattc
ttgect



SEQ ID NO: 443
SEQ ID NO: 444





SZ9751
aacggtaattaagcc
agagttaaaatgtgc



agatatttata
actggattg



SEQ ID NO: 445
SEQ ID NO: 446





wwbb1l2
gaaatgataacatgt
attttcaaagtttga



tttggaatggcgta
gggagagaacg



SEQ ID NO: 447
SEQ ID NO: 448





SZ5464
tggactattggggtt
cttatgcaacgacta



tgttgatgttgt
gatctgc



SEQ ID NO: 449
SEQ ID NO: 450





S321
attattgctctttct
ccgtacctctctaaa



tctttgctg
tacggaatggag



SEQ ID NO: 451
SEQ ID NO: 452





XDY157
agaattgtttcagag
tgatatgcaccattg



gctaacaccat
gttgtcgga



SEQ ID NO: 453
SEQ ID NO: 454





TSS25102
tttttgtcgaagctc
attgtcaagcagcaa



acaaattgtgt
acgataaat



SEQ ID NO: 455
SEQ ID NO: 456





zwyx925
aaagccaatccaact
aggtgtgaatttgtc



ttacatctgaa
ctagttttcta



SEQ ID NO: 457
SEQ ID NO: 458





LYY094
gtggagaactaggtc
ctcttacatgtttta



ttttcttgga
ctcttcattga



SEQ ID NO: 459
SEQ ID NO: 460





zwyx555
tacaaacttttacat
atcgcaaattacgtg



gagacgctccaaata
attttaagcagtcaa



ac
g



SEQ ID NO: 461
SEQ ID NO: 462





XDY160
gcattaaaaccaaag
atggtggggatgatt



ccttccctgtccgaa
aagacgtaattaaa



SEQ ID NO: 463
SEQ ID NO: 464





wwbb20
ggtttctctctctcc
tgaacttaccagatc



ccctatt
agcaaagagtt



SEQ ID NO: 465
SEQ ID NO: 466





TSS252
gtttggatgcttatg
ttcaggggtacaaaa



gattttggag
tctagatagcaatgc



SEQ ID NO: 467





SEQ ID NO: 468





TSS253
gatctgaagaccaag
atataatgtagttgt



acaataacaatttt
tgatgattg



SEQ ID NO: 469
SEQ ID NO: 470





LYY347
ctcaacgggaagaaa
acatgcgtctaatga



agggtgtttaat
agctgat



SEQ ID NO: 471
SEQ ID NO: 472





SZ5769
tttcattcgcctaac
attgtacgtggagtt



tgagtttggt
tgatggacttt



SEQ ID NO: 473
SEQ ID NO: 474





TSS254
tgtgatgatcgtggg
aattgtctgcaacta



catttatct
ctaaacatgacctt



SEQ ID NO: 475
SEQ ID NO: 476





neww441
aatctcctttttcct
cccttgtactggatt



ggtcatcta
ccaatgacg



SEQ ID NO: 477
SEQ ID NO: 478





colorl450
cttcttcacatagcc
tgaggtacggaatta



ttgtttccat
agtcatatggcacgt



SEQ ID NO: 479





SEQ ID NO: 480





SZ5929
agctttcttggcaag
gtctgacagcttgat



gaataatctt
tttgctatgaat



SEQ ID NO: 481
SEQ ID NO: 482





TSS255
gcttgcaggagggcc
tcaaaccccgacgtt



ctacc
tgcatc



SEQ ID NO: 483
SEQ ID NO: 484





wwbb181
gaggaagaaaaaggg
ttcatagcctcctgc



gaggaaagcc
caaatagtgc



SEQ ID NO: 485
SEQ ID NO: 486





SZ6076
ctctgttttggctag
atgcatggagaaaag



tgaaacaagtaaga
ttttccct



SEQ ID NO: 487
SEQ ID NO: 488





neww146
ttgttcttgtccaaa
actttgaatggggat



aatcacagcagct
tttgaggtgg



SEQ ID NO: 489
SEQ ID NO: 490





SZ273
aacatactctaaggt
ggatggatcggtttt



acgctcc
ggagataa



SEQ ID NO: 491
SEQ ID NO: 492





XDY231
ctccaagccctaagg
aaaagtccacgtgtc



atggtattgacc
atg



SEQ ID NO: 493
SEQ ID NO: 494





SZ6268
cattttcccgatgct
gacctttactgttac



ttatgtaatca
taacccctgattta



SEQ ID NO: 495
SEQ ID NO: 496





S349
ttaatattgacgcca
acgccatcaataacg



gtagaatggacca
ggtatgattcatg



SEQ ID NO: 497
SEQ ID NO: 498





xccc60
tctccctacactaca
gaagctctcgtgttt



cacttttgttg
ttatcttgcatttt



SEQ ID NO: 499
SEQ ID NO: 500





SZ10554
caaaacagattagat
gcataatatacaaac



cgattgggt
acttcactgc



SEQ ID NO: 501
SEQ ID NO: 502





TSS260
tatggcacaagcttg
gctgaattcatagct



tatataatgtcacat
cattagtcaatac



SEQ ID NO: 503
SEQ ID NO: 504








TSS261
tgcattttcctctgt
gtatattcgacgtac



gtatgtgt
aaaagatcctcca



SEQ ID NO: 505
SEQ ID NO: 506





SZ6459
ttaattaagccttat
ttgcaaacttgggat



ttgctgggtg
ccatatg



SEQ ID NO: 507
SEQ ID NO: 508





SZ10597
aaagcatcgaaaaca
aaatccacgcaatat



aaatcg
caaatagcgtgg



SEQ ID NO: 509
SEQ ID NO: 510





TSS263
agtgattagctagtt
ggaaggtcttgaatg



tcatggcttacg
tctatgggtcttt



SEQ ID NO: 511
SEQ ID NO: 512





XDY302
actctccctatgtgg
tttgttcaccaactt



tctttcaaaatt
tacaccatcc



SEQ ID NO: 513
SEQ ID NO: 514





SZ6675
caaacaagacaaaga
ggcgatggagacgga



ttccattttcccaat
ggtccaa



cac
SEQ ID NO: 516



SEQ ID NO: 515






wwbb244
tacccatttgccaat
aaacccagaaggaaa



cgttgatt
tttaaacaaa



SEQ ID NO: 517
SEQ ID NO: 518





BDY17
ctatgaaagtgagag
gcttaatcgaattga



ctttttgt
gtcgctaaccca



SEQ ID NO: 519
SEQ ID NO: 520





SZ6815
agtagcaagcttctg
tcctctaaacatctc



tgcaaaaca
cacctgattg



SEQ ID NO: 521
SEQ ID NO: 522





SZ6840
aaatgatcaaagacg
ctccaatcatcggtg



tatccacaagacaac
tgaaaa



ta
SEQ ID NO: 524



SEQ ID NO: 523






NCVXX77
actgtttgggatttg
agtcagggtctgtgt



tcttccacata
atgacttaaaat



SEQ ID NO: 525
SEQ ID NO: 526





TSS264
ggcttacagcgaatt
attgtttgaatttcc



tcagtaacacctgt
tagacgctctcgt



SEQ ID NO: 527
SEQ ID NO: 528





SZ7016
gtttttaaatccaaa
atggggaagagagca



aaggccaca
atttct



SEQ ID NO: 529
SEQ ID NO: 530





SZ7070
cttggtatacctacg
gtattgctccttgat



ttcttgtat
atctgtt



SEQ ID NO: 531
SEQ ID NO: 532





XDY315
atgcaatgtgcttca
aacgactttctaagg



acatcttctcactca
ttttgatgctc



gg
SEQ ID NO: 534



SEQ ID NO: 533






S1234
atcaaattaatggga
cttcagctcttgaaa



gctgagtgatgac
gactccaaatg



SEQ ID NO: 535
SEQ ID NO: 536





SZ11309
tcaaaatcctaattg
ttagtggtttacact



aatgcacc
ttacactacatgc



SEQ ID NO: 537
SEQ ID NO: 538





GWB581
ccacatttgataatc
ctttcagagttcatg



caattcgtattt
caaaggttcttca



SEQ ID NO: 539
SEQ ID NO: 540





XWB137
cttttccattatcca
cactcatctgttctc



aaccagaccaccct
atacgaagcaa



SEQ ID NO: 541
SEQ ID NO: 542





XWB392
ctctaagtaaagaga
gaacctgttttgtct



atcgagctcc
gaggatt



SEQ ID NO: 543
SEQ ID NO: 544





Ma
caacgaaaataaaca
ttttgattcttcagg



ggtggtgatcg
ttcct



SEQ ID NO: 545
SEQ ID NO: 546





SZ3450
tttcgagcacacaaa
ttcaagggtccctaa



ttttgtcaatcg
aaatcggggac



SEQ ID NO: 547
SEQ ID NO: 548





S616
ttagtaacaaattca
tattgacacgattga



acgtacccctcta
ggtacgagaaga



SEQ ID NO: 549
SEQ ID NO: 550





UDY1
taaaaaaccaagaga
gacgaatttaaaatc



ctgagactct
tttcactc



SEQ ID NO: 551
SEQ ID NO: 552





TSS266
gcaactgcaaaggtg
catcttctcccttgt



aattcatct
tctctcccttgcc



SEQ ID NO: 553
SEQ ID NO: 554





FDY190
atctgggtagaaaac
ttagaggtagaggag



gagatccga
gaggtg



SEQ ID NO: 555
SEQ ID NO: 556





TSS267
gattaggccacctga
gtggaaactagctac



gtttgaatcc
ttccatct



SEQ ID NO: 557
SEQ ID NO: 558





S641
tgcaaaaccatcttc
ggttgttgctctccc



taagggcttta
ttatcttgaaatt



SEQ ID NO: 559
SEQ ID NO: 560





S652
cccacatgctaatgt
acccggacaagaaaa



ttgctccatcaa
tctcagata



SEQ ID NO: 561
SEQ ID NO: 562





TSS268
ttgacacaaaagata
agaggtcaataaatt



ttgaggaagga
tggggacttc



SEQ ID NO: 563
SEQ ID NO: 564





DYS17
aatattgtagccatt
teggatttcatctca



tegtatttteggtac
cttcagctgttcaat



g
a



SEQ ID NO: 565
SEQ ID NO: 566





TSS269
cagagaggacggcga
tccaacttgcgccac



aga
tttgtg



SEQ ID NO: 567
SEQ ID NO: 568





S504
aaaactgatatatgc
tttggcttgtgctcc



atgagacggcttct
ttttatagta



SEQ ID NO: 569
SEQ ID NO: 570





WBBBB132
aaaactgatatatgc
tttggcttgtgctcc



atgagacggcttct
ttttatagta



SEQ ID NO: 571
SEQ ID NO: 572





XDY346
ggctagacaacttaa
gcagttcatttttcc



caaactccggcc
catcaaaacccatg



SEQ ID NO: 573
SEQ ID NO: 574





newdy292
gatttgtttggtttt
tgccatatttegtgt



aagcaggta
ggtgtgttaattt



SEQ ID NO: 575
SEQ ID NO: 576





XWB291
ccatgcattgcctat
attgtaattttactc



tccctaaattc
caatgcaatcacata



SEQ ID NO: 577
t




SEQ ID NO: 578





SZ3158
attgtagagtagtgc
taactgctaatccga



caaaagtgcaaatca
aaattaagcga



SEQ ID NO: 579
SEQ ID NO: 580





Y108
tcctgttcagaacac
actagcagaagaaga



attggtttttact
actagaaacctc



SEQ ID NO: 581
tcc




SEQ ID NO: 582





SZ7418
ggagattcatttgca
gagatttccttctca



aagagggttg
cacttttgc



SEQ ID NO: 583
SEQ ID NO: 584





TSS271
atacaatcttttaaa
atgagacttaactca



agggtgtcctgcata
gctcaactcctt



SEQ ID NO: 585
SEQ ID NO: 586








XWB111
ttttaccatttgtat
aaaccccataaccat



gegcaatgagattt
aagctgcatagcca



SEQ ID NO: 587
SEQ ID NO: 588





SZ7516
tctggctccttgtaa
tgctgtgtcagagga



atatgag
gcagaaaaacata



SEQ ID NO: 589
SEQ ID NO: 590





S402
ctcaatcccttgcac
taggaggagtgcaaa



tggctctagc
ctttgtca



SEQ ID NO: 591
SEQ ID NO: 592





SZ7624
ttgtgtttaccacct
ttaacgatctagtca



acttatgeg
accacacttcttc



SEQ ID NO: 593
SEQ ID NO: 594





LY770
ttctttctttattcg
cgagatcgaaagctc



cgcacatt
agaagaatgacagca



SEQ ID NO: 595
ct




SEQ ID NO: 596





S412
ctggttcggtgagtt
aatccatctatcacc



tggcaatagag
gaacacg



SEQ ID NO: 597
SEQ ID NO: 598





SZ11912
ttgggaaatatttgt
tgcaccaccatgaga



tgatgtcattag
ccaattg



SEQ ID NO: 599
SEQ ID NO: 600





GWB26202
gaggccaaaaccaaa
ctatggtggcgcgtg



gagaaaaatatt
gagatatcgctt



SEQ ID NO: 601
SEQ ID NO: 602





LYY3327
aggcgatcctttacg
ccagaaattcgagga



tgatggctct
tgaagaagcagg



SEQ ID NO: 603
SEQ ID NO: 604





S358
gatccttttaagtac
gctgtatttgctgac



ggattttcc
cgttgatgaat



SEQ ID NO: 605
SEQ ID NO: 606





S369
agttgcgaaattcta
gtagaagcttgccag



caccttctaccactg
tttgtcgagg



SEQ ID NO: 607
SEQ ID NO: 608





LC06
ctacttaaagcattc
taaatcttagtgtat



aggct
gctcaccat



SEQ ID NO: 609
SEQ ID NO: 610





S432
catttcagtattcct
ctcccaaacttgact



gtcgtgg
ttcctcatcag



SEQ ID NO: 611
SEQ ID NO: 612





XL13
gactgtagataccaa
ctgaatcatttgatt



gtgagtactgt
gttttggacaac



SEQ ID NO: 613
SEQ ID NO: 614





S407
tgactcctcggataa
ttgtgtgtggttggt



ctctcactt
ttacatg



SEQ ID NO: 615
SEQ ID NO: 616





nc22
ctatgtttataacta
aactaaggtcgttta



gaaccgg
gtcaaccaacgta



SEQ ID NO: 617
SEQ ID NO: 618





S468
aagccccaagttttg
gtaaataccctgcca



tgaacagacac
actaggtac



SEQ ID NO: 619
SEQ ID NO: 620





TSS272
ggcgatgaagaagtt
tagaacaagcacgaa



tgtccctctct
ctttgttttcga



SEQ ID NO: 621
SEQ ID NO: 622





TSS274
gacatggaagtattt
agaaatccctgtgca



taatagtaaaatgct
taaagggctatata




SEQ ID NO: 624



SEQ ID NO: 623






neww27
ctgctcctatactgg
ttgttctttgccatc



caattta
ttgtcattcat



SEQ ID NO: 625
SEQ ID NO: 626





neww28
caaggggaaggaaca
tgcttgtgatgttca



aaagatatta
tcagaaatgcggtgc



SEQ ID NO: 627





SEQ ID NO: 628





CHL1
ggaagttttgaagca
gccaaggcacatcaa



ataagaggcctta
tgtatttt



SEQ ID NO: 629
SEQ ID NO: 630





wwbb289
aggattcaatttgga
gctttgggttggtaa



ttttcacccacgg
ttggctact



SEQ ID NO: 631
SEQ ID NO: 632





LY836
cttctgcaaaaccat
ctatatgaggatttc



attgatag
agacagtctg



SEQ ID NO: 633
SEQ ID NO: 634





CA201
gcagcacaaaattca
tgggggttatattgg



tcacaacaaaatcc
gggttgtgatt



SEQ ID NO: 635
SEQ ID NO: 636





S602
attgttctatgcttc
acaaatttaattttt



taaccaccg
ctagcattacttatg



SEQ ID NO: 637
tttag




SEQ ID NO: 638









The present disclosure further provides a marker genotyping protocol, including the following steps:


1) extracting a genomic DNA of a Malus sample to be tested;


2) conducting multiplex PCR amplification on the genomic DNA sample using the primer combination to obtain an amplified product; and


3) genotyping of the amplified product by next-generation sequencing, to obtain a genotype of a Malus sample to be tested.


In the present disclosure, the genomic DNA of the Malus to be tested is extracted.


In the present disclosure, there is no special restriction on a method for extracting the genomic DNA of the Malus to be tested, and conventional methods in the field can be used.


In the present disclosure, multiplex PCR amplification is conducted on the genomic DNA of the Malus to be tested using the primer combination to obtain the amplified product.


In the present disclosure, a reaction system of the multiplex PCR amplification, calculated in 30 μL, preferably includes the following components: 8 μL of the primer combination, 8 μL of MP004_Cu Panel Mix, 50-200 ng of DNA, 10 μL of 3×T enzyme and H2O as a balance; each primer in the primer combination has a concentration of preferably 0.24 μM; and a reaction program of the multiplex PCR amplification preferably includes: 95° C. for 3 min; 95° C. for 30 s, and 60° C. for 4 min, conducting 16 cycles; and extension at 72° C. for 4 min.


In the present disclosure, a genotype of the amplified product is measured by next-generation sequencing, to obtain a genotype of a sample of the Malus to be tested; the next-generation sequencing preferably has a depth of 1200×.


The present disclosure further provides a method for determining a trait phenotype or calculating a genomics-predicted phenotype value of a trait of the Malus sample, including the following steps:


obtaining a population average phenotype of a trait corresponding to the molecular marker as follows: fruit ripening date 159.45 DAFB, fruit cover color degree 56.35%, fruit weight 106.63 g, soluble solid content 14.85%, fruit juice pH value 3.34, fruit malate content 5.83 mg/mL, flesh firmness at harvest 12.18 kg/cm2, flesh crispness at harvest 1.31 kg/cm2, flesh firmness retainability 2.41 months, flesh crispness retainability 2.19 months, Fruit ring rot disease-resistance 21.34 mm, and spur tree architecture 0.99;


obtaining a genomics predicted phenotype value of a Malus sample to be tested by the method; according to the genotype of the Malus sample to be tested, and according to the population average and the genotype effect value or the genotype combination effect value, determining a genomics predicted phenotype value for a trait of the Malus sample to be tested using the following criteria or calculating a predicted phenotype value using the following prediction model:


(1) resistance to Glomerella leaf blotch:


when a genotype of S1202 is CC and a genotype of zhwy64 is CC, it is determined as disease-resistant; other genotypes are determined as susceptible;


(2) fruit shape:


when a genotype of newdy202 is CC, a genotype of SIZE2270 is GG, a genotype of SIZE5253 is CC, a genotype of SIZE9100 is GG or a genotype of SIZE9195 is AA, the fruit shape is determined to be conical-round;


when a genotype of SP031 is CC, a genotype of SP081 is not CT or a genotype of XDY231 is GG, the fruit shape is determined to be oblate-round;


(3) a chlorogenate content or a procyanidin B2 content adopts a genotype combination model;


an effect value is estimated according to a genotype combination of molecular markers for chlorogenate content or procyanidin B2 content, and a prediction model is established using a genotype combination effect value, with a formula as follows:





GPV=α×(GcE+μ)+β; where


GPV is a genomics predicted phenotype value; GcE is a genotype combination effect value of markers of the trait; μ is a mean of a phenotype of the trait in a training population; and α and β are a linear regression coefficient and a residual parameter, respectively;


(4) Fruit ripening date, soluble solid content, fruit juice pH, flesh firmness at harvest, flesh crispness at harvest, flesh firmness retainability, flesh crispness retainability, or fruit ring rot disease resistance adopts an additive model, with a formula as follows:








G



P






V


=


α
×

(





i
=
1

k


G

E


+
μ

)


+
β





where GPV is the genomics predicted phenotype value; GE is a genotype effect value of the marker; k is a number of markers for the trait; μ is the mean of a phenotype of the trait in the training population; and α and β are the linear regression coefficient and the residual parameter, respectively;


Fruit weight, malate content, fruit cover color degree and spur tree architecture adopt a fixed-effect model, with a prediction formula as follows:








G






P



V


=


α
×

(


Fx

+


γ

×




i
=
1

k

GnE


+
μ

)


+
β





where GPV is the genomics predicted phenotype value; Fx is a fixed genotype effect value of a fixed-effect marker; GnE is a genotype effect value of a non-fixed-effect marker of the trait; k is a number of markers for a non-fixed-effect of the trait; μ is the mean of a phenotype of the trait in a training population; γ is a shrinkage factor; and α and β are the linear regression coefficient and the residual parameter, respectively;


a fixed-effect of the fruit weight is as follows: a genotype of XDY160 is AA, or a genotype of SIZE4849 is GG or a genotype of SIZE4161 is GG, Fx is −104.8, −100.7 and −101.4, respectively;


a fixed-effect of fruit malate content is a genotype combination effect value of Ma, MA202 and SAUR-5;


a fixed-effect of fruit cover color degree is a genotype combination effect value of ZZZ162 with zwy6, and ZZZ162 with color1245;


a fixed-effect of spur tree architecture is a genotype combination effect value of neww45 with S1245, and neww45 with ww19.


The present disclosure further provides following one or more uses of the Malus trait-related molecular marker, or the genotype effect value or the genotype combination effect value, or the primer combination:


1) Trait phenotype prediction of Malus; 2) construction of fingerprint or molecular ID card of Malus; 3) genotype identification of Malus germplasm accessions; 4) hybrid breeding of Malus; and 5) molecular distinctness, uniformity and stability (DUS) test of new cultivars of Malus; wherein


the hybrid breeding of Malus comprises one or more of selection of hybrid parental materials and cross combinations, design of hybrid generation, and molecular-assisted selection of hybrid.


The technical solutions in the present disclosure will be clearly and completely described below in conjunction with the Examples of the present disclosure. Apparently, the described examples are merely some rather than all of the examples of the present disclosure. All other examples obtained by a person of ordinary skill in the art based on the examples of the present disclosure without creative efforts shall fall within the protection scope of the present disclosure.


Example 1

1. Mining of Quantitative Trait Loci (QTL) in Whole Genome


To make the obtained QTL more versatile, segregating populations of four hybrid progenies ‘Jonathan’בGolden Delicious’, ‘Zisai Mingzhu’בRed Fuji’, ‘Zisai Mingzhu’בGolden Delicious’ and ‘Starkrimson’בSpur Fuji Miyazaki’ were selected as test materials, with a number of hybrid progeny individual plants of 1568, 1679, 2211 and 2019, respectively. ‘Jonathan’ and ‘Golden Delicious’ are one of the 7 founder cultivars of modern apple (Malus domestica Borkh.), ‘Starkrimson’ is a bud sport cultivar of another ancestor cultivar ‘Delicious’, and ‘Red Fuji’ is a direct descendant of other two ancestor cultivars ‘Ralls Janet’ and ‘Delicious’. ‘Zisai Mingzhu’ belongs to M. asiatica Nakai, and is a representative of ancient Chinese apple cultivars. From 2014 to 2020, phenotypic determination of the individual plants of the hybrid progenies above was conducted annually. Determined traits included fruit ripening date, fruit shape, fruit weight, fruit cover color degree, fruit chlorogenate content, fruit procyanidin B2 content, fruit soluble solid content, fruit juice pH value, fruit malate content, flesh firmness at harvest, flesh crispness at harvest, flesh firmness retainability, flesh crispness retainability, Glomerella leaf blotch resistance, fruit ring rot disease resistance, and spur tree architecture.


QTL mapping was conducted using phenotypic data of a single plant of the above hybrid populations for at least 3 years through MapQT and BSA-seq methods. A total of 459 QTL loci for the above fruit quality and disease resistance traits were obtained (Table 4).









TABLE 4







QTL statistics for apple fruit quality and disease resistance traits












Number
Number of


Number
Trait
of
QTLs













1
Fruit weight
3
72


2
Fruit shape
3
144


3
Fruit cover color degree
3
10


4
Fruit ripening date
3
54


5
Soluble solid content
3
78


6
Sugar content (fructose or sucrose)
3
5


7
Fruit acidity (fruit malate content
3
6



or juice




8
Chlorogenate content
1
3


9
Procyanidin B2 content
1
3


10
Flesh crispness at harvest or flesh
1
24



crispness retainability




11
Flesh firmness at harvest or flesh
1
28



firmness retainability




12
Glomerella leaf blotch resistance
1
1


13
Fruit ring rot disease resistance
1
17


14
Spur tree architecture
1
14



Total
4
459









2. Development of SNP Markers Based on QTL


There were many overlapped intervals in the 459 QTLs, the overlapped intervals were removed, and candidate genes were predicted near a peak of the QTL. SNP or InDel markers were developed using candidate gene coding regions, upstream regulatory sequences, or mutation loci in intergenic regions. A total of 318 SNP markers and 1 InDel marker were screened (Table 1). PCR primers were designed for the 319 markers, respectively; the amplification effect of PCR primers and the actual separation of each marker in the hybrid progenies were verified using 4 parental materials of “Jonathan”, “Golden Delicious”, “Red Fuji” and “Zisai Mingzhu” and 6-8 hybrid progenies in each of the 3 cross combinations. Determining from the actual segregation, the genotypes of the hybrid progeny of each cross combination show Mendelian segregation ratio. It is proved that the PCR primer design is successful. Sequences of the 319 labeled PCR primers are shown in Table 3.


3. Design of Multiple PCR Amplification System and Development of AppleGAP v2.0 Liquid Chip


Genomic DNA of a small tested sample was extracted, and genome was accurately quantified using Qubit®dsDNAHSAssayKit or fluorescence quantitative PCR. A 30 μL reaction system was configured using a 0.2 ml PCR tube/96-well PCR plate with the following components: 8 μL of primer combination, 8 μL of MP004_Cu Panel Mix, 50-200 ng of DNA, 10 μL of 3×T enzyme and the H2O as the balance; each primer in the primer combination had a concentration of 0.24 μM. The PCR amplification was conducted according to the following procedures: thermal starting at 95° C. for 3 min; 95° C. for 30 s, and 60° C. for 4 min, conducting 16 cycles; and extension at 72° C. for 4 min; heat preservation at 10° C.


PCR-amplified products were purified using an AMPureXPBeads purification kit. An Illumina sequencing library was constructed using recovered PCR amplified products. A 30 μL reaction system was configured in the above PCR product purification tube with magnetic beads using the following components: 10 μL of 3×M enzyme; 1 μL of PCR primer F; 1 μL of Barcode XXR (10 μM); and 18 μL of H2O. PCR amplification was conducted according to the following procedures: thermal starting at 95° C. for 3 min; 95° C. for 15 s, 58° C. 15 s and 72° C. 30 s, conducting 6-8 cycles; and extension at 72° C. for 4 min; heat preservation at 10° C. PCR amplified products were purified using the AMPureXPBeads purification kit.


DNA concentration of the above purified PCR products was determined, the PCR products linked to different Barcodes were mixed in equal amounts to form the AppleGAP v2.0 liquid chip, and the liquid chip was directly sequenced on the computer. Sequencing was conducted using an Illumina X10 sequencing platform and a PE150 strategy, a sequencing depth was 1000× to 1200×. Small sample test results are consistent with KASP typing of previous tests, indicating that the AppleGAP v2.0 is successfully developed.


4. Construction and Genotyping of Training Populations


A total of 1936 individual plants were selected, including random 350 hybrid progenies with more than 3 years of trait phenotypic data from 4 cross combinations (‘Jonathan’בGolden Delicious’, ‘Zisai Mingzhu’בRed Fuji’, ‘Zisai Mingzhu’בGolden Delicious’ and ‘Starkrimson’בSpur Fuji Miyazaki’), respectively, and 536 copies of Malus germplasm resources with at least 3 years of phenotypic data, to form a training population. The specific 16 phenotypic traits included fruit ripening date, fruit weight, fruit shape, fruit cover color degree, fruit soluble solid content, fruit juice pH value, fruit malate content, fruit chlorogenate content, fruit procyanidin B2 content, flesh firmness at harvest, flesh crispness at harvest, flesh firmness retainability, flesh crispness retainability, fruit ring rot disease resistance, Glomerella leaf blotch resistance, and spur tree architecture. Leaf samples of the 1936 individual plants were collected, genomic DNA was extracted, and genotyping was conducted with AppleGAP v2.0 to obtain genotype data of 319 markers of 1936 individual plants.


5. Estimation of Marker Genotype Effect Value


The marker genotype effect value was estimated using the genotype data of 319 markers and the phenotype data of 16 traits of 1936 individual plants in the above training population, with a formula as follows:







G

E

=





i
=
1

m


P
/
m


-
μ





GE (marker genotype effect) was an effect value of a certain genotype of a certain marker;


P (individual phenotype value) was a phenotype value of a certain individual of the genotype of the marker;


m is a number of individuals with the genotype in the training population; and


μ is an average phenotype value of the trait in the training population.


The genotype effect values of the above 319 markers of the above 16 traits were estimated using the above formula, as shown in Table 2.


6. GAP Model Establishment and Testing


The above 16 traits were applicable to 5 GAP prediction models, respectively.


The above GAP models were tested by simulation selection. Selection accuracy, selection efficiency and selection progress are shown in Table 5.









TABLE 5







Technical parameters of auxiliary prediction chip AppleGAP v2.0


of apple genome



















Number
Individuals






Trait
Unit
Method
of
in training
Accuracy*
Selection
Exhaustiveness**


















 1
Fruit ripening
DAF
GAP
52
1335
0.62
77.6
39.9


 2
Fruit shape

MAS
23
1339

34.1
77.2


 3
Fruit weight
g
GAP
72
1450
0.85
66.1
68.7


 4
Fruit cover
%
GAP
10
1327
0.56
65.5
67.9



color degree









 5
Soluble solid
%
GAP
76
1435
0.40
62.7
59.0


 6
Juice pH

GAP
5
1326
0.64
71.8
72.1


 7
Malate
mg/m
GAP
5
201
0.66
82.2
82.9


 8
Chlorogenate
mg/kg
GAP
3
274
0.50
85.5
65.3



content









 9
Procyanidin
mg/kg
GAP
3
301
0.95
65.9
98.2


10
Flesh
kg/cm2
GAP
46
1272
0.55
81.8
98.3



firmness at










harvet









11
Flesh
kg/cm2
GAP
46
1272
0.29
62.9
84.0



crispness at










harvest









12
Flesh
month
GAP
46
917
0.49
65.4
42.9



firmness










retainability









13
Flesh crisness
month
GAP
46
918
0.40
62.1
24.0



retainability









14
Fruit ring rot

GAP
18
399
0.32
65.7
43.2



disease










resistance









15
Glomerella

MAS
2
780

96.0
94.5



leaf blotch










resistance









16
Spur tree

GAP
13
487
0.86
72.7
34.8



architecture





*Accuracy is: a linear correlation coefficient between a genomics predicted phenotype value and a measured phenotype value.


**Selection efficiency is: percentage of individuals whose genomics predicted phenotype value matches the genomics measured phenotype value among GAP-selected individuals.


***Exhaustiveness is: percentage of individuals whose genomics predicted phenotype value matches the genomics measured phenotype value among the GAP-selected individuals to the total number of individuals that meet the selection criteria in the population to be tested.






Example 2: Hybrid Progeny Selection

In March, 2020, genomics-assisted prediction was conducted on 16,214 hybrid progenies of 13 apple cross combinations configured from 2016 to 2018 using the above AppleGAP v2.0 chip. The hybrid progenies of the batch were planted in Qianzhujiantuo Village, Beidaihe New District, Qinhuangdao City, Hebei Province. The hybrid progenies were self-rooted seedlings of 2-4 years old, and a planting density was 0.6×0.2. When sampling the leaf samples required for AppleGAP v2.0 testing, the seedling height was 2.0 m. 6 leaf discs were made using a 0.5 cm hole punch, placed in a 96-well plate, and marked; after fully filled, the 96-well plate was placed in a plastic bag pre-filled with 10 g of blue silica gel, tied and sealed. After 3 days, the leaf discs were naturally dried. The 96-well plate were taken out of the plastic bag, a soft latex cover was added, and sent to the company for DNA extraction, microarray testing and genotyping. After obtaining genotype data of all the markers, the genotype data was substituted into GAP models of each trait, and the system automatically calculated GPV values. Assisted-selection of the following traits was conducted based on GPV value. The selection criteria were as follows: the fruit ripening date was late maturity (170-185 DAFB), the fruit weight was 100-250 g, the fruit cover color degree was not less than 70%, the fruit sugar content was not less than 14.5%, the fruit malate content was 3.0-10.0 mg/mL, the fruit chlorogenate content was not more than 1.0 mg/g, the firmness and crispness of frozen flesh were maintained for more than 5 months, and there was Glomerella leaf blotch resistance. According to the above selection criteria, 77 excellent individual plants were selected from 16,214 seedlings, with a selection rate of 0.475% and a theoretical selection efficiency of 9.38%. It was expected that 7 new cultivars that meet the above selection criteria may be selected (Table 6).









TABLE 6







Actual effect of AppleGAP v2.0-selected apple hybrid progenies













Selection
Selection
Selection


SN
Trait
criteria
ratio
efficiency














1
Fruit weight
100~250 g
 45.5%
 61.1%


2
Fruit cover color degree
>70%
 8.04%
63.64%


3
Fruit ripening date
170~185
 25.0%
 61.1%




DAFB




4
Fruit soluble sugar
>14.5%
 15.9%
 61.4%


5
Malate content
3.0~10.0
 91.0%
  100%




mg/mL




6
Chlorogenate content
<1.0 mg/g
 86.7%
  100%




DW




7
Flesh crispness retainability
≥5.0 month
 3.48%
64.29%





(22.67%)



8
Flesh firmness retainability
≥5.0 month
 2.54%
  100%





(100%)



9
Glomerellaleaf blotch resistance
Resistant
 88.9%
  100%



Total

0.475%
 9.38%









Example 3: Hybrid Progeny Selection

In May 2020, genomisc-assisted prediction was conducted on 3,404 hybrid progenies of 4 apple cross combinations configured in 2019 using the above AppleGAP v2.0 chip. AppleGAP v2.0 detection method and trait selection criteria were the same as in Example 1. The batch of hybrid seedlings was sown in a 32-hole plug in March 2020, and leaf samples were detected using the AppleGAP v2.0 chip in April, 2020. At that time, the seedlings consisted of 4 true leaves. One true leaf was taken with a sampling method the same as that in Example 1. According to the above selection criteria, 11 excellent individual plants were selected from 3,404 seedlings, with a selection rate of 0.323% and a theoretical selection efficiency of still 9.38%. It was expected that one new cultivar that meet the above selection criteria may be selected.


Example 4: Hybrid Parent Selection

In February 2021, assisted-selection of hybrid parental materials was conducted using the AppleGAP v2.0. A new apple cultivar ‘Zhongnong 101’ was a new late-maturing, disease-resistant and storage-resistant cultivar bred by cross breeding in the laboratory. The parental material combination was ‘Zisai Mingzhu’בRed Fuji’. ‘Zhongnong 101’ matures in late October. The field incidence rate of major diseases apple rot, apple ring rot and apple early defoliation diseases of the ‘Zhongnong 101’ are significantly lower than that of main planted cultivars such as ‘Red Fuji’. But the ‘Zhongnong 101’ has fruit weight of 97 g, a relatively small fruit weight, and a hard but non-crisp flesh. It was planned to use ‘Zhongnong 101’ as one of the parental materials to configure a cross combination to select new cultivars with large fruit, red appearance, storage resistance and Glomerella leaf blotch resistance.


(1) Cultivars with large fruit shape and red appearance: genotyping was conducted on all 319 markers of apple germplasm resources using the Apple GAP v2.0. Through genotyping, an optimal cross combination was selected as ‘Zhongnong 101’ב66-014’. ‘66-014’ is an excellent hybrid progeny of ‘Red Tsugaru’בRed Fuji’. The major gene markers of the coloring degree of the two cultivars are all heterozygous genotypes, such that a selection rate of the single plant of the whole red fruit of the hybrid progeny is 1/4. The parental materials are resistant to Glomerella leaf blotch, such that the hybrid progenies are all resistant to diseases. The genotypes of the major markers S2987 and XDY160 for the fruit weight of ‘Zhongnong 101’ are all heterozygous, while all the major markers for the fruit weight of ‘66-014’ are homozygous for large fruit. Therefore, a selection rate of the hybrid progeny with large fruit type is 1/4. The four main markers for the flesh crispness retainability trait are all 1:1-separated in the hybrid progeny, such that a selection rate of flesh crispness and storage durability is 1/16. In summary, the selection rate of this cross combination is 1/256, and the scale of the hybrid population can be greater than 256. This cross combination was subjected to field pollination hybridization from Apr. 21-24, 2021.


(2) Cultivars with storage durability and red fruit cover: after Apple GAP v2.0 genotyping, an optimal cross combination was selected as ‘Zhongnong 101’ב17-199’. ‘17-199’ is a full sibling line of ‘Zhongnong 101’. The major gene markers of the coloring degree of the two cultivars are all heterozygous genotypes, such that a selection rate of the single plant of the whole red fruit of the hybrid progeny is <1/4. The parental materials are resistant to Glomerella leaf blotch, such that the hybrid progenies are all resistant to diseases. The genotypes of the major markers S2987 and XDY160 for the fruit weight of ‘Zhongnong 101’ are heterozygous, while the major markers S2987, S4161 and XDY160 for the fruit weight of ‘17-199’ are all heterozygous genotypes. Therefore, a selection rate of the hybrid progeny with large fruit type is 1/32. Three in the four main markers for the flesh crispness retainability trait are all 1:1-separated in the hybrid progeny, such that a selection rate of flesh crispness and storage durability is 1/8. In summary, the selection rate of this cross combination is 1/1024, and the scale of the hybrid population can be greater than 1024. This cross combination was subjected to field pollination hybridization from Apr. 21-24, 2021.


The above descriptions are merely preferred implementations of the present disclosure. It should be noted that a person of ordinary skill in the art may further make several improvements and modifications without departing from the principle of the present disclosure, but such improvements and modifications should be deemed as falling within the protection scope of the present disclosure.

Claims
  • 1) (canceled)
  • 2) A genotype effect value or a genotype combination effect value of each genotype of a Malus trait-related molecular marker on a corresponding trait, as shown in Table 1:
  • 3) (canceled)
  • 4) A marker genotyping protocol, comprising the following steps: 1) extracting a genomic DNA of a Malus sample to be tested;2) conducting multiplex polymerase chain reaction (PCR) amplification on the genomic DNA sample using a primer combination to obtain an amplified product; and3) genotyping of the amplified product by next-generation sequencing, to obtain a genotype of a Malus sample to be tested; whereinthe primer combination comprises a primer combination shown in SEQ ID NO. 1 to SEQ ID NO. 638, and is used for marker PCR amplification when marker genotyping.
  • 5) The method according to claim 4, wherein a reaction system of the multiplex PCR amplification in step 2), calculated in 30 μL, comprises the following components: 8 μL of the primer combination, 8 μL of MP004_Cu Panel Mix, 50-200 ng of DNA, 10 μL of 3×T enzyme and H2O as a balance; each primer in the primer combination has a concentration of 0.24 μM; and a reaction program of the multiplex PCR amplification comprises: 95° C. for 3 min; 95° C. for 30 s, and 60° C. for 4 min, conducting 16 cycles; and extension at 72° C. for 4 min.
  • 6) The method according to claim 4, wherein the next-generation sequencing in step 3) has a depth of 1200×.
  • 7) A method for determining a trait phenotype or calculating a genomics-predicted phenotype value of a trait of the Malus sample, comprising the following steps: obtaining a population average phenotype of a trait corresponding to a molecular marker as follows: fruit ripening date 159.45 DAFB, fruit cover color degree 56.35%, fruit weight 106.63 g, soluble solid content 14.85%, fruit juice pH value 3.34, fruit malate content 5.83 mg/mL, flesh firmness at harvest 12.18 kg/cm2, flesh crispness at harvest 1.31 kg/cm2, flesh firmness retainability 2.41 months, flesh crispness retainability 2.19 months, fruit ring rot disease resistance 21.34 mm, and spur tree architecture 0.99;obtaining a genomics predicted phenotype value of a Malus sample to be tested; according to the genotype of the Malus sample to be tested, and according to the population average and the genotype effect value or the genotype combination effect value according to claim 2, determining a genomics predicted phenotype value for a trait of the Malus sample to be tested using the following criteria or calculating a predicted phenotype value using the following prediction model; whereinthe standard comprises:(1) resistance to Glomerella leaf blotch:when a genotype of S1202 is CC and a genotype of zhwy64 is CC, it is determined as disease-resistant; other genotypes are determined as susceptible;(2) fruit shape:when a genotype of newdy202 is CC, a genotype of SIZE2270 is GG, a genotype of SIZE5253 is CC, a genotype of SIZE9100 is GG or a genotype of SIZE9195 is AA, the fruit shape is determined to be conical-round;when a genotype of SP031 is CC, a genotype of SP081 is not CT or a genotype of XDY231 is GG, the fruit shape is determined to be oblate-round;the prediction model comprises:(3) a chlorogenate content or a procyanidin B2 content adopts a genotype combination model;an effect value is estimated according to a genotype combination of molecular markers for chlorogenate or procyanidin B2 content, and a prediction model is established using a genotype combination effect value, with a formula as follows: GPV=α×(GcE+μ)+β; whereinGPV is a genomics predicted phenotype value; GcE is a genotype combination effect value of markers of the trait; μ is a mean of a phenotype of the trait in a training population; and α and β are a linear regression coefficient and a residual parameter, respectively;(4) fruit ripening date, soluble solid content, fruit juice pH, flesh firmness at harvest, flesh crispness at harvest, flesh firmness retainability, flesh crispness retainability, or fruit ring rot disease resistance adopts an additive model, with a formula as follows:
  • 8) (canceled)
Priority Claims (1)
Number Date Country Kind
202110965711.2 Aug 2021 CN national