Verification of QFlw-5B based on the high-density molecular map
Previously, QFlw-5B was mapped onto chromosome 5BL within an interval of 6.5 cM (67.86–74.34 cM), flanked by the markers XwPt-9103 and Xbarc142 in multiple environments (Fan et al. 2015). We have developed a high-density genetic map consisting of 119,566 loci spanning 4424.4 cM (Cui et al. 2017). We used BLAST (http://ftp.ncbi.nlm.nih. gov/blast/executables/release/) to align the SNP probes to the KN9204 genome (data not shown). Physical position of markers in KN9204, rather than the genetic position, was used for QTL mapping analysis of FLW. QFlw-5B was reproducibly identified in six of the eight environments, within an interval of KN5B: 599.42–607.26 Mb flanked by AX-109386758 and AX-110429178 (Table 1). In addition, QFla-5B, a stable QTL for FLA, was reproducibly identified in six of the eight environments in this chromosome region.
Table 1 QTLs for FLW and FLA on chromosome 5B based on the high-density physical map in eight different environments
Trait-Ena.
|
Left Marker
|
Right Marker
|
LOD
|
PVE (%)
|
Add (mm)
|
Position (Mb)
|
FLW-E3
|
AX-109386758
|
AX-110464594
|
7.82
|
12.69
|
0.04
|
599.4233
|
FLW-E4
|
AX-86178161
|
AX-110429178
|
7.81
|
11.21
|
0.04
|
607.2214
|
FLW-E5
|
AX-109386758
|
AX-110464594
|
4.79
|
12.05
|
0.04
|
599.4233
|
FLW-E6
|
AX-110130655
|
AX-108917956
|
12.88
|
16.65
|
0.05
|
605.2219
|
FLW-E7
|
AX-109386758
|
AX-110464594
|
3.70
|
9.60
|
0.03
|
599.4233
|
FLW-E8
|
AX-110127489
|
AX-110633922
|
3.49
|
8.36
|
0.04
|
599.4233
|
FLA-E2
|
AX-109386758
|
AX-110464594
|
6.01
|
9.37
|
0.77
|
599.4233
|
FLA-E3
|
AX-109386758
|
AX-110464594
|
5.44
|
8.34
|
0.76
|
599.4233
|
FLA-E4
|
AX-111061703
|
AX-86178161
|
10.31
|
12.45
|
1.38
|
606.9214
|
FLA-E5
|
AX-110185848
|
AX-111693079
|
3.99
|
9.55
|
0.74
|
600.8500
|
FLA-E6
|
AX-110130655
|
AX-108917956
|
12.41
|
15.93
|
1.22
|
605.2219
|
FLA-E7
|
AX-94494539
|
AX-108763396
|
2.75
|
5.02
|
0.64
|
602.3226
|
a: For details of environments from E1 to E8, see Fan et al. (2015). En.: Environment
To verify the results of the primary QTL mapping analysis, preliminary fine-mapping of QFlw-5B was performed using the 188 KJ-RILs as secondary mapping populations. Three major stable QTLs, i.e., QFlw-4B, QFlw-5B and QFlw-6B, led to the differences in FLW between KN9204 and J411 (Fan et al. 2015). We divided the 188 KJ-RILs into four groups based on the genotypes of QFlw-4B and QFlw-6B (Fig. 1). The KJ-RILs within each group could be regarded as QTL near isogenic lines (QNILs) of QFlw-5B. The four sets of QNILs positioned QFlw-5B between markers AX-109036733 (KN5B:599.04) and AX-86178161 (KN5B:607.16), confirming their authenticity and reliability of QFlw-5B.
Fine mapping of the QFlw-5B locus
A total of 109,322 SNPs and InDels between KN9204 and J411 were identified based on genome re-sequence analysis in the target region. Of these, 2004 InDels (>3 bp) could be used for PCR-based marker development. These InDels were distributed in the target region in clusters rather than uniformly (Supplementary Figures S1). Eight PCR-based InDel markers were developed for further fine mapping analysis (Supplementary Table S1).
To fine map QFlw-5B, we identified the RHL for the target region from the KJ-RILs, and one from the F7 generation was identified. The secondary mapping populations were genotyped using the PCR-based InDel markers in the target region, and six recombinants (RL1–RL6) were detected (Fig. 2). These six recombinants were phenotyped for FLW in E1 and E3. The results showed that the FLW values for RL1, RL2 and RL3 were significantly greater than those for RL5 and RL6. The genotypic scores for RL1, RL2 and RL3 in the chromosomal region between 5B-1D-4 and 5B-ID-6 were identical to KN9204, whereas those for RL5 and RL6 were identical to J411. Based on the fragments represented as graphical genotypes, we finally defined the mapping interval for QFlw-5B as approximately 2.5 Mb, corresponding to the physical interval from 598.10 Mb to 600.596 Mb (between markers ID-4 and ID-6) in KN9204.
Genetic effects analysis of QFlw-5B
To further clarify the effects of QFlw-5B on FLW and other important agronomic traits, the NIL pairs were evaluated in four environments (E1 to E4). Across all of the environments, the average FLW of NIL-KN9204 was 12.8–31% higher than that of NIL-J411 (Fig. 3a, b). To characterize the differences in cellular structure, the flag leaf from each of NIL-J411 and NIL-KN9204 were picked for paraffin sectioning (Fig. 4a). The results indicated that the higher FLW of NIL-KN9204 was caused mainly by the more vascular bundles and bulliform cells (Fig. 4b).
The effects of the QFlw-5B locus on other important agronomic traits were analyzed (Table 2). Alleles from KN9204 increased PH, TGW and GW by 9.44–23.24%, 7.42–29.18% and 4.09–10.9%, respectively, compared to those of J411 across all the environments. NIL-KN9204 showed increased GL by 1.65% and 2.15% in E2 and E3, respectively, compared with that of NIL-J411. There was no significant difference in KNPS between the NIL pairs, however, except for E4, in which the NIL-KN9204 had a higher KNPS. NIL-KN9204 had a shortened SL in E1 and E4 compared with NIL-J411, along with a lower SNPP in E3.
Table 2 Comparison of agronomic traits between NIL-KN9204 and NIL-J411 in four environments
Environment
|
Genotype
|
PH (cm)
|
SNPP
|
SL (cm)
|
KNPS
|
TGW (g)
|
GL (mm)
|
GW (mm)
|
E1
|
NIL-KN9204
|
85.29±4.7
|
12.9±3.43
|
7.97±0.86
|
44.42±5.11
|
50.99±5.42
|
7.01±0.54
|
3.31±0.28
|
|
NIL-J411
|
74.56±5.85
|
13.36±3.46
|
8.47±0.93
|
44.53±4.78
|
47.47±4.46
|
6.94±0.45
|
3.18±0.24
|
|
Percentage
|
14.4%**
|
3.57% ns
|
6.27%**
|
0.25% ns
|
7.42%**
|
1.01% ns
|
4.09%**
|
E2
|
NIL-KN9204
|
90.32±3.85
|
18.00±4.66
|
10.04±0.67
|
57.78±4.02
|
40.53±3.82
|
6.76±0.12
|
3.20±0.13
|
|
NIL-J411
|
73.29±4.83
|
22.22±4.32
|
10.11±0.46
|
58.50±4.59
|
33.25±2.62
|
6.65±0.09
|
2.97±0.10
|
|
Percentage
|
23.24%**
|
23.4% ns
|
0.70% ns
|
1.25% ns
|
21.89%**
|
1.65%*
|
7.74%**
|
E3
|
NIL-KN9204
|
92.70±4.32
|
13.75±3.49
|
9.61±0.98
|
57.88±3.83
|
47.64±4.91
|
6.66±0.15
|
3.56±0.22
|
|
NIL-J411
|
84.20±3.91
|
18.78±4.41
|
9.79±0.58
|
55.50±3.51
|
36.88±5.29
|
6.52±0.12
|
3.21±0.23
|
|
Percentage
|
10.1%**
|
36.58%*
|
1.87% ns
|
4.29% ns
|
29.18**
|
2.15%*
|
10.9%**
|
E4
|
NIL-KN9204
|
86.02±4.33
|
28.38±3.89
|
9.49±0.70
|
59.13±4.45
|
-
|
-
|
-
|
|
NIL-J411
|
78.60±4.48
|
29.75±4.75
|
10.62±0.75
|
45.33±5.09
|
-
|
-
|
-
|
|
Percentage
|
9.44%**
|
4.83% ns
|
11.91**
|
30.44%**
|
|
|
|
*P < 0.05, **P < 0.01; ns: indicates not significant; - indicates missing data. E1: 2018-2019 Yantai; E2: 2019-2020 Weifang; E3: 2019-2020 Yantai; E4: 2019-2020 Shijiazhuang. PH: Plant height; SNPP: Spike number per plant; SL: Spike length; KNPS: Kernel number per spike; TGW: 1000-grain weight; GL:Grain length; GW: grain width
Differential gene expression of NIL pairs and candidate gene prediction
To identify DEGs between NIL-KN9204 and NIL-J411, RNA sequencing was performed on the flag leaves of NIL-KN9204 and NIL-J411 during the HD and GF periods. A total of 601 and 796 DEGs were identified between the NIL pairs during the HD and GF periods, respectively. Of these, one DEG, TraesKN5B01HG44240, was in the targeted QTL region of 598.10–600.596 Mb (Supplementary Table S2).
Gene ontology (GO) term enrichment analysis (P value < 0.05) indicated that the genes were enriched in various biological processes, especially the carbohydrate metabolic process (GO:0005975), cell wall macromolecule catabolic process (GO:0016998), response to carbohydrate (GO:0009743) and (1−>3)−beta−D−glucan catabolic process (GO:0006076) during the HD period (Supplementary Table S3). The molecular functions during the HD period were enriched for genes involved in sucrose1F−fructosyltransferase activity (GO:0050306), sucrose alpha−glucosidase activity (GO:0004575) and chitinase activity (GO:0004568). During the GF period, genes were mainly enriched in allantoin transport (GO:0015720), uracil transport (GO:0015857) and pyrimidine nucleobase salvage (GO:0043100), in terms of biological processes. The molecular functions were mainly involved in allantoin: proton symporter activity (GO:0005274), uracil: cation symporter activity (GO:0015505) and receptor signaling activity (GO:0038023).
According to the KN9204 genome annotation, the region contained 33 predicted genes (TraesKN5B01HG44080 to TraesKN5B01HG44400), including six low confidence genes (TraesKN5B01HG44200LC, TraesKN5B01HG44260LC, TraesKN5B01HG44280LC, TraesKN5B01HG44300LC, TraesKN5B01HG44310LC and TraesKN5B01HG44350LC) (Supplementary Table S4) and 27 high confidence genes (Supplementary Table S5). We determined the relative expression levels of these 27 genes in the flag leaves from NIL-KN9204 and NIL-J411 by RNA-Seq. The FPKM values of the 27 genes are listed in Supplementary Table S6. Fifteen (TraesKN5B01HG44090, TraesKN5B01HG44100, TraesKN5B01HG44130, TraesKN5B01HG44190, TraesKN5B01HG44220, TraesKN5B01HG44270, TraesKN5B01HG44290, TraesKN5B01HG44320, TraesKN5B01HG44330, TraesKN5B01HG44340, TraesKN5B01HG44360, TraesKN5B01HG44370, TraesKN5B01HG44380, TraesKN5B01HG44390 and TraesKN5B01HG44400) were not expressed or expressed at very low levels (FPKM ≤ 0.14) during the two stages; therefore, they were excluded from the list of candidate genes. Eight genes (TraesKN5B01HG44080, TraesKN5B01HG44110, TraesKN5B01HG44120, TraesKN5B01HG44160, TraesKN5B01HG44170, TraesKN5B01HG44180, TraesKN5B01HG44210 and TraesKN5B01HG44250) showed similar relative expression levels between NIL-KN9204 and NIL-J411 at the two stages; therefore, these genes may not affect FLW development and they were also excluded as candidate genes. Four genes remained, TraesKN5B01HG44140, TraesKN5B01HG44150, TraesKN5B01HG44230 and TraesKN5B01HG44240, of which TraesKN5B01HG44140 and TraesKN5B01HG44230 were differentially expressed between NIL-KN9204 and NIL-J411 only during one period (GF and HD, respectively). TraesKN5B01HG44150 and TraesKN5B01HG44240 were differentially expressed in both of the two flag leaf developmental stages (Fig. 5, Supplementary Table S6), and these presented as the candidate genes with great potential.