Analysis of RNA-Seq datasets
As shown in Figure S1, the M. hupehensis seedlings were wilting seriously after salt treatment for one and 6 h compared with the control. The 30 libraries of RNA-Seq were shown in Table 1. After removing the low-quality reads and adapter sequences, 1,702,856,596 clean reads and 255.42G clean bases were obtained. In addition, the average of sample GC content was 48.61%. The sequencing error rate was only 0.03% of every sample, and the average Q20 and Q30 was 96.43% and 90.78%, respectively (Table S1). The clean reads mapped in M. hupehensis genome’s ratios ranged from 32.33–84.71% among the 30 RNA-Seq libraries, and 31.54–82.68% unique reads were mapped to the reference genome (Table S2). The read1 mapped ratios were similar with read2 mapped ratios, and the positive mapped ratios were also similar with the negative mapped ratios. These results indicated that the root and leaf sample libraries data could be used for further analysis.
Table 1
Sample information of all 30 libraries in apple for RNA-Seq
Group name | Sample name | Species name | Tissues | Treatment | Treatment time (h) |
CKR | CKR1 | Malus hupehensis | Root | Control | 0 |
CKR2 | Malus hupehensis | Root | Control | 0 |
CKR3 | Malus hupehensis | Root | Control | 0 |
CKL | CKL1 | Malus hupehensis | Leaf | Control | 0 |
CKL2 | Malus hupehensis | Leaf | Control | 0 |
CKL3 | Malus hupehensis | Leaf | Control | 0 |
Na1R | Na1R1 | Malus hupehensis | Root | NaCl | 1 |
Na1R2 | Malus hupehensis | Root | NaCl | 1 |
Na1R3 | Malus hupehensis | Root | NaCl | 1 |
Na6R | Na6R1 | Malus hupehensis | Root | NaCl | 6 |
Na6R2 | Malus hupehensis | Root | NaCl | 6 |
Na6R3 | Malus hupehensis | Root | NaCl | 6 |
Na1L | Na1L1 | Malus hupehensis | Leaf | NaCl | 1 |
Na1L2 | Malus hupehensis | Leaf | NaCl | 1 |
Na1L3 | Malus hupehensis | Leaf | NaCl | 1 |
Na6L | Na6L1 | Malus hupehensis | Leaf | NaCl | 6 |
Na6L2 | Malus hupehensis | Leaf | NaCl | 6 |
Na6L3 | Malus hupehensis | Leaf | NaCl | 6 |
K1R | K1R1 | Malus hupehensis | Root | KCl | 1 |
K1R2 | Malus hupehensis | Root | KCl | 1 |
K1R3 | Malus hupehensis | Root | KCl | 1 |
K6R | K6R1 | Malus hupehensis | Root | KCl | 6 |
K6R2 | Malus hupehensis | Root | KCl | 6 |
K6R3 | Malus hupehensis | Root | KCl | 6 |
K1L | K1L1 | Malus hupehensis | Leaf | KCl | 1 |
K1L2 | Malus hupehensis | Leaf | KCl | 1 |
K1L3 | Malus hupehensis | Leaf | KCl | 1 |
K6L | K6L1 | Malus hupehensis | Leaf | KCl | 6 |
K6L2 | Malus hupehensis | Leaf | KCl | 6 |
K6L3 | Malus hupehensis | Leaf | KCl | 6 |
Identification Of Degs Related To Nacl And Kcl Stress
According to FPKM values of all genes in each sample, the correlation coefficients of samples within and between groups were calculated, and a heat map was drawn. In all samples, the R2 of almost all samples’ correlation coefficients were > 0.9 (Fig. 1). This result indicated that the samples can be used to identify DEGs.
Scatter plot of the upregulated genes and downregulated genes in different tissue samples compared with control are shown in Fig. 2. In general, the upregulated DEGs were slightly more than the downregulated DEGs, except K6L and Na6L samples compared with the control (Figs. 2d and h). Moreover, the upregulated and downregulated DEGs in the roots were more than in the leaves, particularly in Na1R were 11,917 with Na1L only 4391 (Figs. 2a and c). In addition, the amount of the response genes at 6 h after KCl and NaCl treatments were more than one hour in the roots and leaves. These results indicated that the roots may be more responsive than the leaves under salt stress. DEGs quantity also increased with the extension of treatment time.
The Venn diagrams showed the distribution of similarly regulated genes in the treatment and comparison groups in the roots and leaves to further survey DEGs, which respond to different salt stress (Fig. 3). A total of 11,455, 16,516, 11,917, and 15,234 DEGs were observed in K1R, K6R, Na1R, and Na6R treatment groups, compared with the control group, respectively (Fig. 3). In the roots, 7144 DEGs were noted co-responding to NaCl stress at one and 6 h with 7528 DEGs to KCl stress. We also found 4278 DEGs collectively responded to KCl and NaCl stress at one and 6 h in the roots (Fig. 3a). In the leaves, 3009 DEGs were found responding to NaCl stress at one and 6 h, and 3830 DEGs were changed to responding to KCl stress at one and 6 h. Among these DEGs, 2295 DEGs were collectively responded to KCl and NaCl stress at one and 6 h (Fig. 3b). Moreover, 762 genes responded together to NaCl and KCl stress in the roots and leaves (Fig. 3c).
GO enrichment analysis of DEGs related to NaCl and KCl stress
To identify the DEGs functions responding to NaCl and KCl stress, we successfully analyzed the DEGs enrichment on the basis of the GO classifications. The DEGs were separated into three categories: molecular function (MF), cellular component (CC), and biological process (BP) (Tables 2 and 3). The functions of DEGs were similar between NaCl and KCl stress in the roots and leaves, indicating the similar signaling pathways responding to NaCl and KCl stress. 31 GO terms enriched in the three categories in the roots and leaves, and they may play major roles in plant response to NaCl and KCl stress. In the category of molecular function, the GO terms were enriched in ion (such as potassium ion, metal ion, and cation) transmembrane transporter activity, ion (such as iron and calcium) binding, oxidoreductase activity, ion channel activity, hydrolase activity, and antiporter activity. In cellular component, membrane protein complex, endomembrane system, and organelle membrane were significantly enriched. The enriched biological process includes signal transduction, cation and metal ion transport, response to stress, chemical and oxidative stress, cellular component organization or biogenesis. In addition, two new GO terms (ADP binding and hydrolase activity, hydrolyzing O-glycosyl compounds) were enriched in the leaves but not in roots, indicating the unique mechanism responding to salt stress in the leaves.
Table 2
GO enrichment analysis of the consistent DEGs in roots
GO ID | GO Name | Category | K1R vs CKR DEGs number | K6R vs CKR DEGs number | Na1R vs CKR DEGs number | Na6R vs CKR DEGs number |
GO:0016758 | transferase activity | MF | 147 | 231 | 154 | 204 |
GO:0046906 | tetrapyrrole binding | MF | 162 | 239 | 172 | 213 |
GO:0022891 | substrate-specific transmembrane transporter activity | MF | 146 | 201 | 138 | 182 |
GO:0046983 | protein dimerization activity | MF | 152 | 209 | 146 | 201 |
GO:0015079 | potassium ion transmembrane transporter activity | MF | 13 | 18 | 11 | 18 |
GO:0008233 | peptidase activity | MF | 150 | 195 | 149 | 163 |
GO:0016705 | oxidoreductase activity | MF | 124 | 191 | 129 | 185 |
GO:0046873 | metal ion transmembrane transporter activity | MF | 37 | 38 | 36 | 41 |
GO:0005506 | iron ion binding | MF | 127 | 191 | 127 | 176 |
GO:0015075 | ion transmembrane transporter activity | MF | 146 | 199 | 135 | 179 |
GO:0005216 | ion channel activity | MF | 31 | 50 | 28 | 51 |
GO:0016798 | hydrolase activity, acting on glycosyl bonds | MF | 171 | 236 | 179 | 211 |
GO:0020037 | heme binding | MF | 162 | 239 | 172 | 213 |
GO:0015297 | antiporter activity | MF | 40 | 71 | 37 | 56 |
GO:0022804 | active transmembrane transporter activity | MF | 81 | 134 | 73 | 106 |
GO:0008324 | cation transmembrane transporter activity | MF | 96 | 116 | 84 | 96 |
GO:0005509 | calcium ion binding | MF | 101 | 126 | 115 | 122 |
GO:0005198 | structural molecule activity | MF | 114 | 92 | 87 | 125 |
GO:0098796 | membrane protein complex | CC | 55 | 69 | 83 | 52 |
GO:0012505 | endomembrane system | CC | 45 | 61 | 44 | 51 |
GO:0005618 | cell wall | CC | 42 | 58 | 37 | 51 |
GO:0031090 | organelle membrane | CC | 41 | 42 | 41 | 27 |
GO:0007165 | signal transduction | BP | 148 | 197 | 159 | 163 |
GO:0006812 | cation transport | BP | 137 | 193 | 139 | 159 |
GO:0006950 | response to stress | BP | 131 | 210 | 136 | 175 |
GO:0071840 | cellular component organization or biogenesis | BP | 130 | 186 | 129 | 177 |
GO:0071705 | nitrogen compound transport | BP | 83 | 108 | 74 | 94 |
GO:0030001 | metal ion transport | BP | 82 | 111 | 89 | 101 |
GO:0015031 | protein transport | BP | 66 | 79 | 58 | 67 |
GO:0042221 | response to chemical | BP | 60 | 96 | 61 | 72 |
GO:0006979 | response to oxidative stress | BP | 48 | 72 | 57 | 55 |
MF: Molecular Function, CC: Cellular Component, BP: Biological Process |
Table 3
GO enrichment analysis of the consistent DEGs in leaves
GO ID | GO Name | Category | K1L vs CKL DEGs number | K6L vs CKL DEGs number | Na1L vs CKL DEGs number | Na6L vs CKL DEGs number |
GO:0046983 | protein dimerization activity | MF | 110 | 144 | 82 | 159 |
GO:0046906 | tetrapyrrole binding | MF | 108 | 123 | 94 | 126 |
GO:0046873 | metal ion transmembrane transporter activity | MF | 22 | 20 | 16 | 20 |
GO:0043531 | ADP binding | MF | 115 | 58 | 97 | 76 |
GO:0022891 | substrate-specific transmembrane transporter activity | MF | 77 | 102 | 64 | 102 |
GO:0022804 | active transmembrane transporter activity | MF | 60 | 74 | 48 | 73 |
GO:0020037 | heme binding | MF | 108 | 123 | 94 | 126 |
GO:0016798 | hydrolase activity, acting on glycosyl bonds | MF | 119 | 147 | 91 | 141 |
GO:0016758 | transferase activity, transferring hexosyl groups | MF | 130 | 155 | 102 | 166 |
GO:0016705 | oxidoreductase activity | MF | 89 | 99 | 82 | 108 |
GO:0015297 | antiporter activity | MF | 27 | 38 | 25 | 39 |
GO:0015079 | potassium ion transmembrane transporter activity | MF | 12 | 7 | 9 | 6 |
GO:0015075 | ion transmembrane transporter activity | MF | 77 | 100 | 63 | 98 |
GO:0008324 | cation transmembrane transporter activity | MF | 42 | 54 | 31 | 54 |
GO:0008233 | peptidase activity | MF | 107 | 109 | 78 | 128 |
GO:0005509 | calcium ion binding | MF | 83 | 66 | 61 | 79 |
GO:0005506 | iron ion binding | MF | 92 | 100 | 61 | 106 |
GO:0005216 | ion channel activity | MF | 18 | 30 | 21 | 27 |
GO:0005198 | structural molecule activity | MF | 204 | 34 | 61 | 188 |
GO:0004553 | hydrolase activity, hydrolyzing O-glycosyl compounds | MF | 110 | 139 | 86 | 131 |
GO:0098796 | membrane protein complex | CC | 30 | 39 | 23 | 43 |
GO:0012505 | endomembrane system | CC | 27 | 25 | 23 | 24 |
GO:0005618 | cell wall | CC | 29 | 37 | 23 | 35 |
GO:0031090 | organelle membrane | CC | 28 | 26 | 14 | 29 |
GO:0007165 | signal transduction | BP | 117 | 93 | 106 | 119 |
GO:0006812 | cation transport | BP | 89 | 99 | 60 | 96 |
GO:0006950 | response to stress | BP | 105 | 139 | 68 | 152 |
GO:0071840 | cellular component organization or biogenesis | BP | 98 | 114 | 48 | 132 |
GO:0071705 | nitrogen compound transport | BP | 51 | 59 | 38 | 63 |
GO:0030001 | metal ion transport | BP | 61 | 59 | 45 | 58 |
GO:0015031 | protein transport | BP | 40 | 47 | 31 | 46 |
GO:0042221 | response to chemical | BP | 68 | 76 | 54 | 84 |
GO:0006979 | response to oxidative stress | BP | 37 | 41 | 21 | 36 |
MF: Molecular Function, CC: Cellular Component, BP: Biological Process |
KEGG pathway enrichment analyses of DEGs related to NaCl and KCl stress
We conducted the KEGG pathway enrichment analyses of DEGs to explore the signaling pathways responding to KCl and NaCl stress. 13 KEGG pathways were identified under NaCl and KCl stress in the roots and leaves. The KEGG pathways focused on plant hormone signal transduction, carbon metabolism, biosynthesis of amino acids, ribosome, protein processing in endoplasmic reticulum, endocytosis, MAPK signaling pathway, and starch and sucrose metabolism (Tables 4 and 5).
Table 4
KEGG enrichment analysis of the DEGs in roots
KEGG ID | KEGG pathway | K1R vs CKR DEGs number | K6R vs CKR DEGs number | Na1R vs CKR DEGs number | Na6R vs CKR DEGs number |
mdm04075 | Plant hormone signal transduction | 138 | 179 | 141 | 151 |
mdm01200 | Carbon metabolism | 106 | 148 | 129 | 122 |
mdm01230 | Biosynthesis of amino acids | 97 | 129 | 93 | 105 |
mdm03010 | Ribosome | 96 | 73 | 76 | 104 |
mdm04141 | Protein processing in endoplasmic reticulum | 92 | 122 | 81 | 108 |
mdm04626 | Plant-pathogen interaction | 81 | 107 | 72 | 96 |
mdm03040 | Spliceosome | 77 | 103 | 75 | 79 |
mdm04144 | Endocytosis | 76 | 97 | 60 | 72 |
mdm04016 | MAPK signaling pathway - plant | 73 | 83 | 75 | 85 |
mdm00940 | Phenylpropanoid biosynthesis | 69 | 97 | 75 | 87 |
mdm00500 | Starch and sucrose metabolism | 60 | 89 | 75 | 82 |
mdm03013 | RNA transport | 59 | 88 | 53 | 72 |
mdm04120 | Ubiquitin mediated proteolysis | 51 | 73 | 46 | 50 |
Table 5
KEGG enrichment analysis of the DEGs in leaves
KEGG ID | KEGG pathway | K1L vs CKL DEGs number | K6L vs CKL DEGs number | Na1L vs CKL DEGs number | Na6L vs CKL DEGs number |
mdm03010 | Ribosome | 194 | 30 | 57 | 186 |
mdm04075 | Plant hormone signal transduction | 133 | 142 | 105 | 149 |
mdm01200 | Carbon metabolism | 91 | 92 | 37 | 100 |
mdm01230 | Biosynthesis of amino acids | 85 | 84 | 40 | 90 |
mdm04141 | Protein processing in endoplasmic reticulum | 73 | 70 | 52 | 63 |
mdm04016 | MAPK signaling pathway - plant | 67 | 63 | 48 | 70 |
mdm04144 | Endocytosis | 63 | 61 | 52 | 59 |
mdm04626 | Plant-pathogen interaction | 62 | 58 | 51 | 56 |
mdm03013 | RNA transport | 57 | 39 | 20 | 59 |
mdm00500 | Starch and sucrose metabolism | 51 | 71 | 40 | 62 |
mdm00940 | Phenylpropanoid biosynthesis | 39 | 50 | 30 | 50 |
mdm03040 | Spliceosome | 37 | 24 | 20 | 40 |
mdm04120 | Ubiquitin mediated proteolysis | 39 | 35 | 19 | 38 |
In the roots, plant hormone signal transduction pathway was the largest group with 138 and 179 DEGs enriched after KCl treatment for one and 6 h, whereas 141 and 151 DEGs were enriched after NaCl treatment for one and 6 h, respectively. This pathway was also enriched in the leaves for multiple DEGs. These results suggested that plant hormone may play an important role in response to salt stress.
Identification of novel transcripts related to NaCl and KCl stress
To identify the key genes related to the NaCl and KCl stress, we screened them out from the 762 candidate genes, which responded together to NaCl and KCl stress in the roots and leaves by RNA-Seq (Fig. 3). 28 candidate genes were identified through GO enrichment analysis and KEGG pathway enrichment analysis (Fig. 4). As shown in Fig. 4, these genes were significantly changed by NaCl and KCl stress in the roots and leaves, indicating their crucial role under salt stress. These genes were classified into six categories. The first category was ion transmembrane transporter, including MdNHX2, MdCHX15, MdCAX5, MdCCX2, MdPOT3, MdPOT6, MdTPK1, MdSKOR, MdVIT1, MdABCG11, MdACA2, and MdACA13. The second category was transcription factors, which would be important in transcriptional regulation under salts stress, such as MdWRKY28, MdNAC56, MdMYB108, MdbHLH28, MdbHLH162, MdERF019, and MdERF109. The third category was hormone signal, like MdPP2C24, MdPP2C51, MdCYP82, and MdPYL4. The remaining categories were antioxidant enzymes (MdPER19 and MdAPXT), MAPK signal pathway (MdMAPKKKa), and others (MdHIPP26 and MdPFK2). 17 genes were upregulated and 4 genes were downregulated by NaCl and KCl stress.
Qrt-pcr Validation Of Degs
To further confirm the candidate genes responding to NaCl and KCl stress in apple rootstock, M26 (salt-sensitive), Malus hupehensis (low salt-tolerance), and Malus zumi (high salt-tolerance) were treated with NaCl and KCl stress (Fig. S2). Under KCl stress, M. zumi exhibited high salt tolerance, M26 and M. hupehensis were suffered seriously damage in 5d and 10d, respectively (Fig. S2a). Under NaCl stress, the plants of M. zumi and M. hupehensis showed salt tolerance, but M26 showed significantly withered (Fig. S2b).
For detected the expression of candidate genes under NaCl and KCl treatments in different rootstocks, the qRT-PCR experiment was performed. The result shows that in the first category (Fig. 5), the expression of MdNHX2, MdCHX15, MdCAX5, MdSKOR, MdPOT6, and MdVIT1 were induced by NaCl and KCl treatments in M26, M. hupehensis and M. zumi. Furthermore, these genes are sustainable response to salt stress in 5d and 10d. However, the expression of these genes in M. hupehensis and M. zumi were significantly higher than M26.The expression of MdACA2 and MdACA13 was only induced by NaCl stress in M. hupehensis and M. zumi. In addition, the MdTPK1 expression was only induced by KCl treatment with no change under NaCl stress in M26, M. hupehensis and M. zumi.
In the second category (Fig. 6), the kinase MdMAPKKKa, transcription factors of MdWRKY28, MdNAC56, MdMYB108, MdERF019 and MdERF109 were induced by NaCl and KCl stress in three rootstocks, resembling with RNA-SEq. In the hormone signaling pathway (Fig. 7a), the MdPP2C24 and MdPP2C51 were continue significantly upregulated under NaCl and KCl treatments in M26, M. hupehensis and M. zumi. This outcome was consistent with the RNA-Seq results. The expression of MdCYP82 was only induced by KCl stress in M. hupehensis. In three rootstock, MdPYL4 was upregulated in roots but downregulated in leaves. In contrast, the antioxidant enzyme genes MdPER19 and MdAPXT were induced by NaCl and KCl stress in the roots but reduced in the leaves (Fig. 7b). In accordance with RNA-Seq, the MdHIPP26, and MdPFK2 expression was all significantly induced by NaCl and KCl treatments in M. hupehensis and M. zumi, whereas no change in M26 (Fig. 7b).