Effect of applying potassium fertilizer on silage maize field biomass yield
Potassium is one of three essential macronutrients required for crop growth. From field trials, the maize plant height and stem diameter were significantly reduced without additional potassium fertilizer application (Table S1). The fresh weight per plant without applying additional potassium fertilizer was dramatically lower than maize supplying potassium fertilizer, thus significantly decreased the silage maize biomass (Table S1). With potassium fertilizer application in 2019 and 2020, the biomass yield increased by 17% and 14%, respectively (Fig. 1).
Effect of K + deficiency on maize growth
To investigate the mechanism of K+ deficiency for maize growth, two varieties (DH605 and Z58) were used to investigate their responses to K+ deficiency (0.1 mM) in hydroponic experiment. The results showed that K+ deficiency significantly decreased the shoot height and root length of both varieties and their stems were slender (Fig. 2A-D). Moreover, the fresh weight of shoots significantly decreased by 57.5% and 65.5% in DH605 and Z58 under K+ deficiency condition and the root fresh weight also showed a similar trend (Fig. 2E). The K+ deficiency in the hydroponic solution resulted in a larger reduction in K+ content of shoots, with the K+ concentration reduced by 80.16% and 83.54% in DH605 and Z58, respectively (Fig. 3A). Under K+ deficiency condition, maize net photosynthetic rate displayed a dramatic reduction in both varieties compared to plants grown under K+ sufficiency condition (Fig. 3B).
Global transcriptional changes in response to K + deficiency
To obtain a global overview of the transcriptome relevant to K+ deficiency in maize, RNA-seq libraries from shoot samples of DH605 and Z58 were set up after 12 days treatment under K+ deficiency condition. After the removal of low-quality reads, an average of 4.5 × 107 clean reads were obtained for each sample, and the total length of the clean reads reached above 6.2 × 109 nt. For each sample, 97.5% of the clean reads were mapped to the maize reference transcriptome (Table S2). The DEGs were 922 in DH605, including 676 upregulated and 246 downregulated genes (Fig. 3C; Table S3a). 1106 DEGs were detected in Z58, including 922 upregulated and 184 downregulated genes (Fig. 3C; Table S3b). Moreover, 352 genes were upregulated in both DH605 and Z58, and the number of co-downregulated genes was only 38 (Fig. 3C). Among the co-regulated DEGs, the expression of specific K+ transporters related genes were indeed induced in a K+ deficient environment (Table 1). The expression levels of high-affinity K+ transporter (HAK) genes (LOC100502520-HAK1 and LOC100384472-HAK5) were up-regulated under K+ deficiency condition. Gene encoding inward potassium channels (LOC100281406-AKT2) was also up-regulated to promote uptake of K+ both in maize shoots. Moreover, ten genes encoding ABC transporters were also up-regulated for both two varieties, which are reported to be involved in transport mineral and organic ions, amino acids, oligosaccharide, lipids, and metal ions (Table 1) (Xie et al. 2020).
Table 1
Genes encoding transporters showed differential expression in response to K+ deficiency (0.1 mM). The value indicates increase or decrease in log2 (fold change) ≥ 1 (treatment/control).
Gene family
|
Seq ID
|
DH605
|
Z58
|
Gene description
|
ABC transporter
|
LOC100274125
|
1.74
|
1.36
|
ABC transporter C family member 3
|
LOC100286314
|
2.67
|
3.17
|
ABC transporter B family member 2-like
|
LOC100381832
|
2.01
|
1.55
|
ABC transporter C family member 4
|
LOC100384044
|
1.97
|
2.85
|
ABC transporter G family member 36
|
LOC100501068
|
2.23
|
1.38
|
ABC transporter G family member 9-like
|
LOC103633239
|
2.19
|
2.55
|
ABC transporter G family member 43
|
LOC103636202
|
2.46
|
3.66
|
ABC transporter B family member 11
|
LOC103641937
|
2.90
|
3.76
|
ABC transporter C family member 15
|
LOC103652531
|
2.52
|
1.91
|
ABC transporter B family member 9
|
LOC103653413
|
5.22
|
5.11
|
ABC transporter A family member 7
|
AKT
|
LOC100281406
|
2.36
|
1.92
|
potassium channel AKT2
|
HAK/KT/KUP
|
LOC100502520
|
1.61
|
1.51
|
potassium high-affinity transporter HAK1
|
LOC100384472
|
4.38
|
4.97
|
potassium high-affinity transporter HAK5
|
LOC100281081
|
-1.82
|
-1.34
|
potassium transporter HAK10
|
LOC103645946
|
-1.72
|
-1.79
|
potassium transporter HAK11
|
To gain a general understanding of the responses to K+ deficiency, GO and KEGG pathway enrichment analyses were performed (Fig. 4; Table S4). Among the induced pathways under K+ deficiency condition, the top 15 pathways of significant enrichment are shown in Figure 4C. Most of the pathways were co-regulated in DH605 and Z58, associated primarily with regulatory processes, transport, primary and secondary metabolism, including “ABC transporters”, “MAKP signaling pathway”, “Plant hormone signaling transduction”, “amino sugar and nucleotide sugar metabolism”, “biosynthesis of amino acids”, “starch and sucrose metabolism”, “glutathione metabolism”, and “glycerophospholipid metabolism” (Fig. 4).
Transcription factors (TFs) also play pivotal roles in regulating related genes in response to stress in plants (Ulm et al. 2004). In this study, 38 transcription factors were identified for both DH605 and Z58 (Table S5). These TFs belonged to diverse families, including AP2/ERF (2), bZIP (2), WRKY (9), MYB and MYB-related (5), NAC (3), bHLH (3), zinc finger (2), PLATZ (3), HB-HD-ZIP (2), GARP-G2-like (1), SRS (1), Tify (1), HSF (1), LOB (1), GNAT (1), MBF1(1). Among them, the number of WRKY genes accounted for 23.6% of the total regulated TFs.
Metabolic responses to K + deficiency treatment
Primary metabolites were profiled by UPLC-MS/MS to gain insight into the possible molecular metabolic mechanism of maize under K+ deficiency treatment. Principal component analysis (PCA) was conducted on a total of 273 and 120 differential accumulated metabolites (DAMs) in DH605 and Z58, respectively (Table S6). The PCA results showed a trend of separation among the groups (Fig. S1).
Profiled metabolites can be classified into seven categories, including amino acids, organic acids, phenolic acids, nucleotides and derivatives, sugars and sugar alcohols, alkaloids, and lipids. In general, levels of most amino acids, alkaloids, phenolic acids and nucleotides and derivatives increased with K+ stress in both DH605 and Z58 (Table 2; Table S6). The accumulated amino acids in both varieties including Ser, Val, Asn, Thr, and homoserine, as well as the non-proteinogenic amino acids such as γ-amino-butyric acid (GABA). The saccharide, like raffinose, also accumulated in shoots. Carbohydrates, such as galactinol, sucrose, maltose, and trehalose, were decreased in DH605 shoots (Table S6a). Part of the organic acids level (L-homoserine, 4-guanidinobutyric acid, citric acid, and isocitrate) increased, while organic acid like methylene succinic acid and shikimic acid decreased in both varieties. The lipids decreased with K+ stress. Sugars and sugar alcohols levels, such as turanose, nicotinate D-ribonucleoside, D-glucosamine and raffinose increased under K+ stress in both varieties, while gluconic acid and D-saccharic acid decreased. Other sugars and sugar alcohols showed a variation under K+ deficiency treatment of DH605 and Z58 shoots.
Arginine metabolism under K + deficiency
Remarkably, the top 30 pathways of different accumulated metabolites included “ABC transporters”, “biosynthesis of amino acids”, “glycine, serine, and threonine metabolism”, “carbon metabolism”, “2-Oxocarboxylic acid metabolism”, and “Aminoacyl-tRNA biosynthesis” (Fig. 4). Based on the above metabolome results, metabolites in arginine metabolism and the related metabolites were of interest due to their accumulation under K+ deficiency treatment (Fig. 5). The related arginine metabolites, such as omithine, agmatine, N-Acetyl-putrescine, 4-Acetamidobutyric acid and γ-Aminobutyric acid were also accumulated both in DH605 and Z58 (Fig. 5). Also, putrescine derivatives were accumulated as N-Caffeoyl putrescine, N-p-Coumaroyl-N'-feruloyl putrescine, p-Coumaroyl putrescine and N-Acetyl putrescine (Table 2). Additionally, the expression of arginine decarboxylase genes (ADC, LOC100193626 and LOC103638134), mainly responsible for putrescine synthesis, were both upregulated in maize under K+ deficiency condition, which was consistent with the accumulation of putrescine in maize shoots (Fig. 5; Table S3).