Skip to main content
PLOS One logoLink to PLOS One
. 2021 Oct 21;16(10):e0257383. doi: 10.1371/journal.pone.0257383

Genome-wide identification, structural and gene expression analysis of the nitrate transporters (NRTs) family in potato (Solanum tuberosum L.)

Jingying Zhang 1, Zhijun Han 1, Yue Lu 1, Yanfei Zhao 1, Yaping Wang 1, Jiayue Zhang 1, Haoran Ma 1, Yu Zhu Han 1,*
Editor: Anil Kumar Singh2
PMCID: PMC8530285  PMID: 34673820

Abstract

Nitrogen (N2) is the most important source of mineral N for plant growth, which was mainly transported by nitrate transporters (NRTs). However, little is known about the NRT gene family in potato. In this study, StNRT gene family members were identified in potato. In addition, we performed StNRT subfamily classification, gene structure and distribution analysis, and conserved domain prediction using various bioinformatics tools. Totally, 39 StNRT gene members were identified in potato genome, including 33, 4 and 2 member belong to NRT1, NRT2, and NRT3, respectively. These 39 StNRT genes were randomly distributed on all chromosomes. The collinearity results show that StNRT members in potato are closely related to Solanum lycopersicum and Solanum melongena. For the expression, different members of StNRT play different roles in leaves and roots. Especially under sufficient nitrogen conditions, different members have a clear distribution in different tissues. These results provide valuable information for identifying the members of the StNRT family in potato and could provide functional characterization of StNRT genes in further research.

Introduction

Nitrogen (N) play an essential role that affects plant growth and development, which is an important component of chlorophyll, amino acids, nucleic acids, and secondary metabolites [1]. Nitrate (NO3¯) is the most important source of mineral N for plants growth [2]. NO3¯ can act as a signaling molecule that regulates gene expression in many processes, such as plant growth, root system architecture development [3], leaf growth and development [4,5], seed dormancy [6], and flowering time [7]. Plants can uptake NO3¯ from soil and store it in vacuoles through a series of transport pathways [810], but mainly performed by nitrate transporters (NRTs) that are encoded by a multigene family [11]. According to their affinity for the substrate, NRTs are divided into two systems: the low-affinity transport system (LATS) (via nitrate transporter 1 family, NRT1) [12,13] and the high-affinity transport system (HATS) (via nitrate transporter 2 family, NRT2) [14,15]. Therefore, plants had evolved a series of NRT gene family members to make better use of NO3¯. There were three NRT gene subfamilies: NRT1, NRT2, and NRT3 [16]. Till now, several studies have elucidated NRT genes functions and evolutionary history in many plant species such as Arabidopsis thaliana [17,18], rice [19], poplar [20] and pineapple [21]. Our previous study found that NRT gene responded positively to nitrogen deficiency stress [22]. Besides that, Pieczynski et al reported that some NRT family members were not only involved in the nitrogen transportation, but also responded to drought [23]. Phylogenetic studies have revealed that NRT1 families gather a large number of genes and could be divided in 8 to 10 subfamilies [13,24], which had been shown to incorporate transporters not only for NO3¯, but also for peptides, amino acids, nitrite, glucosinolates, abscisic acid and gibberelins [2]. As compared to NRT1 families, NRT2 families analyzed in various species contain a much lower number of genes. In A. thaliana, there are seven members of the NRT2 gene family from NRT2.1 to NRT2.7 [17,25]. Gene structure of the AtNRT family members were reviewed by Okamoto, but the functions of NRT1 and NRT2 transporters are largely unknown [25]. Further physiological analysis is needed to understand the precise role of individual NRT gene, in particular for potato, because there were no systematic reports on the NRT gene family members in potato.

As for potato, large amount of nitrogen is needed in the growth and development. Therefore, it can provide theoretical basis for potato breeding to understand the family members of StNRT and their relationship. In this study, StNRT gene family members were identified in potato. In addition, we performed StNRT subfamily classification, gene structure and distribution analysis, and conserved domain prediction using various bioinformatics tools. This study could be helpful for further functional study of StNRT genes and molecular breeding of potato.

Materials and methods

Genome-wide identification of NRT proteins and genes

A total of 60 AtNRT family members sequences from Arabidopsis thaliana were collected from TAIR (https://www.arabidopsis.org/) and some previous studies [25,26]. Also, according to Tsay’s report, 81 OsNRTs were collected [26]. All these collected NRT members were used as queries to search against sequence homologs in the potato genome from the Ensemblplants (http://plants.ensembl.org/info/website/ftp/index.html). The candidate StNRT members were identified using BLAST method and HMMER 3.0 software (http://hmmer.janelia.org/). Then, the candidate members were further confirmed according to Uniport database (https://www.uniprot.org/) and those without NRT gene annotation were discarded. To identify the domains of the candidate members, online programmes NCBI conserved domain database (CDD) (https://www.ncbi.nlm.nih.gov/cdd/Structure/cdd/wrpsb.cgi) was used with expect value <0.05 and the results were displayed with TBtools (V0.67, https://github.com/CJ-Chen/TBtools) [27].

Chromosomal localization and gene duplication of potato StNRT genes

All the candidate StNRTs were mapped on potato chromosomes and displayed by TBtools software according to the potato StNRT gene positions in the annotation file from ensemble plant genome database. To identify the duplicated and tandem repeated genes, ClustalW alignment comparison of all StNRT members was carried out with a threshold of similarity >75% and their genomic locations. The tandem duplicated genes were restricted within the range of 100 kb distance [28].

StNRTs structure, conserved domain, motif, and phylogenetic analysis

StNRTs structure were analyzed by aligning the coding sequence (CDS) regions to the genomic DNA sequences. The gene structure and conserved domains obtained from CDD database of all the members were displayed using the TBtools software. The motifs were predicted via the Multiple Expectation Maximisation for Motif elicitation (MEME) online tool (http://meme-suite.org/tools/meme). As for molecular weight (MW) and the theoretical isoelectric point (pI) prediction, the online tool ExPASy (https://www.expasy.org/tools/) were used basing on the proteins sequence of all the StNRT members.

Phylogenetic tree construction

To evaluate the evolution relationship of all the family members of StNRTs, phylogenetic tree was constructed via MEGA (version 7.0.26). Firstly, the ClustalX program was used to perform multiple sequence alignments of the StNRTs of Arabidopsis thaliana and potato. Then, Maximum Likelihood (ML) tree was constructed basing on the optimal model prediction results with 1000 bootstrap tests.

Identification of gene synteny

Gene synteny analysis were performed by BLAST and the Multiple Collinearity Scan toolkit (MCScanX) [29] according to Song’s report [30]. Briefly, the sequence of potato candidate gene family members were searched against itself using BLASTP with an E-value cut-off of 1 × 10−10 and identity >75%. Then, the acquired BLASTP results were next used as the MCScanX input to assess the collinear blocks. For the gene synteny among different genomes, we selected 4 plant genomes for collinear analysis, including Arabidopsis thaliana, Oryza sativa, Solanum lycopersicum and Solanum melongena. The assembly of Arabidopsis thaliana, Oryza sativa and Solanum lycopersicum were obtained from Ensemblplants (http://plants.ensembl.org/info/website/ftp/index.html) and the assembly sequence of Solanum melongena was obtained from China National Genebank (CNGB, https://www.cngb.org/index.html). The analysis process refered to the instruction of MCScanX software.

Transcriptome expression analysis

The Illumina RNA-seq data were downloaded from the SRA database (https://submit.ncbi.nlm.nih.gov/subs/sra/) with the submission number of SRS4186597 (the data was up loaded in our previous study [22]) to study the expression patterns of all the identified StNRT members in response to nitrogen deficiency. Briefly, Potato cultivar cv. Shepody was treated with sufficient-N- and deficient-N-fertilizer. Then, leaf and root transcriptomes were analyzed and differentially expressed genes (DEGs) in response to N deficiency were identified. We compared the expression differences of these StNRT members between the sufficient N fertilizer group and the deficient N group in leaf and root. The sequence data used was obtained from Solanum tuberosum cv. Shepody. The expression of StNRT members were showed in a heatmap via TBtools software.

Cis-element enrichment analysis

The upstream sequences (2 kb) of the StNRT sequences were retrieved and then submitted to PlantCARE (http://bioinformatics.psb.ugent.be/webtools/plantcare/html/) to identify six regulatory elements, abscisic acid (ABA)-responsive elements (ABRE), ACE, CAT-box, estrogen response element (ERE), MYB and MYC. Then GSDS 2.0 (http://gsds.cbi.pku.edu.cn/index.php) was used to plot the location of these elements.

Results

Identification and analysis of StNRT genes

A total of 46 and 47 StNRT peptides sequence obtained in BLAST and HMMER3 analysis results, respectively, of which 46 members were the common genes. According to the annotation information of uniport database, all these 44 genes belong to NRT family. After removing the duplicate sequence, 39 genes were obtained. All these 39 sequences were reserved and submitted to CDD to confirm the conserved domain. The results showed that nine domains were identified and seven of them were MFS-related domains. These 39 sequences were named based on their chromosomal locations (Table 1). The lengths of the StNRT proteins ranged from 203 (StNRT07) to 653 amino acids (StNRT33) with mean length of 559.10. The conserved domain results showed that the StNRT genes in potato contained the same domains with that of Arabidopsis thaliana and Oryza sativa (S1a and S1b Fig) and most of the genes contained complete domains (Fig 1). The molecular weights of StNRT genes were between 22.65 kDa (StNRT07) and 71.9 kDa (StNRT33). Theoretical pI value range from 6.03 (StNRT20) to 9.36 (StNRT34).

Table 1. StNRT genes identified in potato and their sequence characteristics.

StNRT ID Protein ID Gene ID Chromosomal localization Gene length (bp) Amino acid length (aa) pI* MW (kD)* CDS length (bp)*
StNRT01 PGSC0003DMP400002994 PGSC0003DMG400001671 67991306 67996008 4702 554 6.39 66441.93 1665
StNRT02 PGSC0003DMP400047815 PGSC0003DMG402027501 74630384 74633515 3131 593 9.12 63512.61 1782
StNRT03 PGSC0003DMP400036006 PGSC0003DMG400020708 79794672 79799593 4921 530 8.8 67005.04 1593
StNRT04 PGSC0003DMP400012236 PGSC0003DMG400006913 26506508 26508700 2192 512 9.03 45858.84 1539
StNRT05 PGSC0003DMP400002522 PGSC0003DMG400001393 46706587 46710386 3799 596 7.99 57116.7 1791
StNRT06 PGSC0003DMP400031706 PGSC0003DMG400018193 51862141 51866797 4656 584 6.23 35792.95 1755
StNRT07 PGSC0003DMP400031592 PGSC0003DMG400018129 51871879 51873422 1543 590 9.29 22651.25 1773
StNRT08 PGSC0003DMP400043961 PGSC0003DMG400025339 53135911 53138548 2637 552 8.63 66220.39 1659
StNRT09 PGSC0003DMP400043959 PGSC0003DMG400025337 53160486 53162884 2398 424 9.02 65517.71 1275
StNRT10 PGSC0003DMP400043958 PGSC0003DMG400025336 53169753 53173630 3877 589 9.32 66164.32 1770
StNRT11 PGSC0003DMP400005176 PGSC0003DMG400002865 388737 394987 6250 582 8.99 64393.43 1749
StNRT12 PGSC0003DMP400020732 PGSC0003DMG400011693 68832667 68834950 2283 585 9.09 65181.01 1758
StNRT13 PGSC0003DMP400020731 PGSC0003DMG400011692 68837821 68840580 2759 590 9.15 64547.23 1773
StNRT14 PGSC0003DMP400025609 PGSC0003DMG400014539 2690484 2695466 4982 581 8.86 65222.23 1746
StNRT15 PGSC0003DMP400030769 PGSC0003DMG400017620 6018942 6027657 8715 585 8.99 68498.12 1758
StNRT16 PGSC0003DMP400030807 PGSC0003DMG400017637 6118146 6121903 3757 553 8.4 67732.91 1662
StNRT17 PGSC0003DMP400029708 PGSC0003DMG400016996 9714775 9717165 2390 580 8.81 54353.09 1743
StNRT18 PGSC0003DMP400044048 PGSC0003DMG400025395 8311895 8316339 4444 500 8.35 68301.19 1503
StNRT19 PGSC0003DMP400064739 PGSC0003DMG400042635 31438515 31443669 5154 608 8.72 65380.81 1827
StNRT20 PGSC0003DMP400054567 PGSC0003DMG401031322 47048581 47054364 5783 627 6.03 62394 1884
StNRT21 PGSC0003DMP400011673 PGSC0003DMG400006606 56077004 56080118 3114 606 8.55 60265.93 1821
StNRT22 PGSC0003DMP400052968 PGSC0003DMG400030438 57021923 57025262 3339 203 8.12 64066.11 612
StNRT23 PGSC0003DMP400039866 PGSC0003DMG400022993 5775617 5778627 3010 319 8.87 65275.63 960
StNRT24 PGSC0003DMP400001318 PGSC0003DMG402000668 45033113 45036254 3141 566 9.16 65119.92 1701
StNRT25 PGSC0003DMP400022078 PGSC0003DMG400012479 479008 483551 4543 605 8.85 65321.31 1818
StNRT26 PGSC0003DMP400008499 PGSC0003DMG400004795 52567376 52571923 4547 584 9.15 65171.39 1755
StNRT27 PGSC0003DMP400024739 PGSC0003DMG400014054 395745 398087 2342 597 8.37 63771.68 1794
StNRT28 PGSC0003DMP400035282 PGSC0003DMG400020318 402706 405477 2771 591 8.66 63508.52 1776
StNRT29 PGSC0003DMP400030052 PGSC0003DMG400017204 56806392 56815251 8859 585 9.31 68098.05 1758
StNRT30 PGSC0003DMP400041720 PGSC0003DMG400024120 37692715 37696235 3520 595 6.57 66177.4 1788
StNRT31 PGSC0003DMP400019579 PGSC0003DMG400011085 54161108 54166759 5651 555 9.15 66165.74 1668
StNRT32 PGSC0003DMP400064264 PGSC0003DMG400042160 55059494 55061848 2354 611 9.04 57804.32 1836
StNRT33 PGSC0003DMP400048707 PGSC0003DMG400028026 19452106 19456164 4058 599 9.06 71898.12 1800
StNRT34 PGSC0003DMP400002117 PGSC0003DMG400001145 41898143 41899905 1762 575 9.36 57595.05 1728
StNRT35 PGSC0003DMP400044035 PGSC0003DMG400025389 44400838 44404224 3386 653 9.03 61353.52 1962
StNRT36 PGSC0003DMP400000603 PGSC0003DMG400000303 4387465 4391552 4087 574 8.44 62005.02 1725
StNRT37 PGSC0003DMP400025448 PGSC0003DMG400014449 48920928 48925553 4625 568 7.03 64698.13 1707
StNRT38 PGSC0003DMP400025503 PGSC0003DMG400014473 48944132 48959296 15164 534 8.08 61286.58 1605
StNRT39 PGSC0003DMP400045945 PGSC0003DMG400026455 50643015 50647292 4277 570 8.97 66547.84 1713

*pI, Isoelectric point; MW (kD), Molecular weight; CDS length (bp), Coding DNA Sequence length.

For the column chromosomal localization, the number in the left-hand list is the starting position and the right-hand list is the end position.

Fig 1. Conserved domain identification of StNRT genes.

Fig 1

The nine type domains are displayed in different colored boxes. The information for each domain is shown on the right. The length of gene/protein can be estimated using the scale at the bottom.

Phylogenetic analysis of potato StNRT genes

To decipher the evolutionary relationships and functional associations of NRT genes in potato, the multi-species phylogenetic tree was constructed based on the full-length amino acid sequences of NRTs from potato, Arabidopsis thaliana, and rice with the Maximum Likelihood method. In total, 60 sequences from Arabidopsis thaliana, 81 sequences from rice, 39 sequences from potato were assessed in the phylogenetic tree (Fig 2). The phylogenetic analysis revealed that all the NRTs could be divided into four groups: NRT1, NRT2, and NRT3.1 and NRT3.2. There were 33 StNRT genes belong to NRT1. There were 4 StNRT genes belong to NRT2, including StNRT04, StNRT17, StNRT32 and StNRT34. In addition, we identified two StNRT3 gene: StNRT06 (StNRT3.2) and StNRT07 (StNRT3.1). In addition, we found that StNRT genes in potato prefers to cluster with the AtNRT genes of Arabidopsis thaliana, rather than Oryza sativa.

Fig 2. The phylogenetic tree of potato, rice and Arabidopsis thaliana NRT genes.

Fig 2

The 39 potato, 81 rice and 60 Arabidopsis thaliana NRT protein sequences were aligned by Clustal X and the phylogenetic tree was constructed using MGA 7.0 by the Maximum likelihood (ML) method. The Bootstrap value was 1,000 replicates. The colored background indicates the different subfamily. Different geometric makers represent NRTs of different plants.

Chromosome localization and duplication of the StNRT gene family

The location analysis showed that all these 39 StNRT members were randomly distributed on the 12 potato chromosomes (Fig 3). Chromosomes 02, 07 and 08 contain two StNRT genes, while chromosome 03 and 06 contains the most StNRT genes (5 in each) among all potato chromosomes. Gene duplication events have driven the expansion of potato StNRT genes, with 13 genes found in 6 duplicated blocks and 26 StNRT genes located outside of the duplicated blocks. Six pairs of genes, including StNRT06/07, 08/09/10, 12/13, 15/16, 27/28, and 37/38 were separated by less than a 100-kb region on chromosome 03, 03, 04, 05 and 09 and 12, respectively.

Fig 3. The chromosomal location and gene duplication of StNRT family member in potato.

Fig 3

The ordinate indicates the chromosome length (amino acid length). The tandem duplicated genes are marked by blue rectangles.

Gene structure and motifs in StNRT gene family

Conserved motifs were analyzed for all the 39 StNRT members using MEME software and 10 motifs were identified (Fig 4a). There were no motifs found on StNRT04, StNRT06, StNRT07 and StNRT34. Only one motif found on StNRT17 (Motif 2) and StNRT32 (Motif 2). Interestingly, these five genes mentioned above contained the PLN00028 domain (the typical characteristics of NRT gene). To identify the motifs that contained PLN00028 domain, we further compared the gene sequences of Arabidopsis thaliana and potato. The results showed that these genes in Arabidopsis thaliana and potato had the consistent motifs (S2 Fig). For genes structure, most genes consist of 4 exons (Fig 4b). But some genes are composed of five or more exons, such as StNRT25, StNRT26, StNRT03, StNRT15, etc. In addition, there was only one exon found in StNRT06.

Fig 4. Conserved motif and gene structure analysis.

Fig 4

(a). Distributions of conserved motifs in StNRT members. Ten putative motifs are indicated in different colored boxes. (b). Exon organization of StNRT members. Yellow boxes represent exons and black lines with same length represent introns.

Collinearity analysis of StNRT members

In order to study the locus relationship between the orthologous of different chromosomes, collinearity analysis was performed. The analysis showed that StNRT25 and StNRT26 were highly conserved in chromosome 8. StNRT08 and StNRT16 were highly conserved between chromosome 3 and 5 (Fig 5a). For StNRT members locus relationship between potato and Arabidopsis thaliana, we found that four StNRT genes had homologous genes in Arabidopsis thaliana (Fig 5b). However, no homologous genes found in Oryza sativa (Fig 5c). When comparing potatoes to their near-source species, we found that all StNRT members of potato had orthologous genes in eggplant and tomato (Fig 5d and 5e). Especially in tomato, the chromosomal position of the orthologous genes of all StNRT members was also highly consistent with that of potato.

Fig 5. Collinearity analysis of StNRT members.

Fig 5

(a). Collinearity analysis between different chromosomes within the potato genome. Different colors indicate different chromosomes. (b), (c), (d) and (e) showed the collinearity analysis between potato and Arabidopsis thaliana, potato and rice, potato and tomato, potato and eggplant, respectively. The red line indicates members of the StNRT gene with collinearity, and the gray line indicates other genes. Stu, Solanum tuberosum; Ath, Arabidopsis thaliana; Osa, Oryza sativa; Sly, Solanum lycopersicum; Sme, Solanum melongena.

Expression patterns of StNRT genes in different tissues

Using the RNA-seq data, we showed the expression (FPKM values) of 39 StNRT genes in a heatmap in different groups and tissues (Fig 6). The expression results showed that most of the StNRT members had a different expression pattern between leaf and root. In addition, the expression of some genes in the nitrogen-deficient group were higher than that in the normal nitrogen fertilizer group in root, and the expression profiles of these genes in the leaves are just the opposite. In leaf, StNRT02 and StNRT23 were up-regulated in nitrogen-deficient group, but StNRT27, StNRT39, StNRT17, StNRT26, StNRT18, StNRT04, StNRT05, StNRT14, StNRT16, StNRT24, and StNRT37 were down-regulated in nitrogen-deficient conditions. In root, genes like StNRT35, StNRT21, StNRT34 were down-regulated by nitrogen-deficient treatment, while StNRT11, StNRT22, StNRT30 and StNRT31 were up-regulated.

Fig 6. Expression of StNRT members in response to Nitrogen-deficiency.

Fig 6

The Illumina RNA-seq data were downloaded from the SRA database (https://submit.ncbi.nlm.nih.gov/subs/sra/) with the submission number of SRS4186597. Gene expression heatmap obtained by unsupervised comparison of genes differentially expressed in leaf and root. The heatmaps indicate high or low expression levels as green or blue colors, respectively. XN and X represented “Shepody” treated with and without N, respectively. a and b represented leaf and root, respectively.

Analysis of Cis-acting element in StNRT genes’ promoters

After identifying the Cis-acting elements in StNRT genes’ promoters, we found that MYB, MYC and ERE were the most three elements in all StNRT members (Fig 7). StNRT13 and StNRT23 had less elements than other members, StNRT13 contained three elements (MYB, MYC and ERE) and StNRT23 contained four elements (three MYC and one ABRE). StNRT31 (18 elements), StNRT26 (17 elements) and StNRT18 (16 elements) were the top three genes that contained the most Cis-acting elements.

Fig 7. Predicted cis-elements in StNRT promoters.

Fig 7

Promoter sequences (upstream 2000 bp) of 39 StNRT20 genes are analyzed by PlantCARE. The upstream length to the translation starts site can be inferred according to the scale at the bottom. Different color boxes represent different elements.

Discussion

Nitrate is necessary for plant growth and development. Understanding the gene function and evolution of NRT family members is important for plant research. Several studies have elucidated the NRT genes functions and evolutionary history in many plant species such as Arabidopsis thaliana [17,18], rice [19], poplar [20] and pineapple [21]. In this present study, 39 StNRT genes were identified including 33 StNRT1, 4 StNRT2, and 2 StNRT3. Acordding to previous studies, there were 24 AtNRTs in Arabidopsis thaliana and 48 candidate NRT genes in pineapple [18,21]. In total, we identified 39 StNRTs in our results, which is within a reasonable range.

As we know, the formation of gene family mainly includes the following ways: 1). whole genome duplication or polyploidization [31]; 2). tandem duplications (of one to a few adjacent genes) [32]; 3). wegmental duplication [33]; 4). transposable elements (TE) [34]; and 5). exon duplication and shuffling [35]. In this study, there were 39 StNRT members randomly distributed on the 12 potato chromosomes. Of which 13 genes found in 6 duplicated blocks. The gene family members that located in the same block might be formed by tandem duplications. These 13 StNRT genes mgiht reveal an early form of gene family member formation. It is speculated that the duplicated genes located in the same block might have closer gene homology, structure and function, which was also confirmed by the evolutionary tree and gene structure analysis in this study. In addition, we found that StNRT25 and StNRT26, StNRT08 and StNRT16 are collinear in the potato genome (Fig 5a), indicating that the formation of these genes may be due to segmental duplication or transposable elements.

Gene structure is related its function. Previous studies have shown that there are five conserved domains in the protein sequences of Arabidopsis thaliana NRT genes [36], which was consistent with our research. Most of the NRT genes are contained in MFS family, which has 12 transmembrane domains [37]. In this study, we found most StNRT genes contained MFS family domains. In plants, NRT proteins transport a wide variety of substrates: nitrate, peptides, amino acids, dicarboxylates, glucosinolates, IAA, and ABA [38]. Due to the long intron of StNRT38 and StNRT15, the squence length was greater than other StNRT members in potato; moreover, it contained a longer MFS family domain, suggesting that the function of these genes might be more complex. In addition, we found that StNRT32, StNRT34, StNRT17 and StNRT04 contained the same domain PLN00028, and these four genes belong to NRT2 subfamily, indicating that NRT2 subfamily might works through PLN00028 domian.

The collinearity analysis showed that these StNRT members in potato are closely related to Solanum lycopersicum and Solanum melongena. Especially for Solanum lycopersicum, the NRT genes also have a good correspondence in the position of the chromosome in both potato and tomato, indicating the close relationship between tomato and potato. These results suggested that StNRT family expanded through segmental duplication events during evolution, and the evolutionary events among potato, Solanum lycopersicum and Solanum melongena might be at an early stage.

Gene expression patterns can provide insights into gene function. Our results showed that most of the StNRT members expressed in leaf and root. Some genes were expressed differently in different organs, such as StNRT09, StNRT10, StNRT13, StNRT21 etc. Our present study identified that several StNRT members were down-regulated by N deficiency (e.g. StNRT30, StNRT17, StNRT39) in leaf, but up-regulated in root. Tiwari et al reported that StNRTs were the most down-regulated in roots under low N conditions [39]. According to our previous study, the NRT transcripts showed different expression profiles in different potato breeds, especially for varieties with different sensitivity to N deficiency [22]. Hence, we inferred that this might be due to the genetic differences in different potato breeds. However, the different expression profiles indicated that the NRTs are crucial for the acquiring N and its conversion to ammonia [40]. NRT2 family is known to control N uptake and transport and is widely distributed in plants [41]. Lezhneva et al [40] reported that the Arabidopsis thaliana AtNRT2.5 was only expressed in the shoot and root of Arabidopsis thaliana in response to N deficiency. Arabidopsis thaliana has 7 NRT2 family members, and NRT2.7 is the only NRT2 member located on the tonoplast membrane in the seeds, and it functions out of interaction with NAR2.1 in transporting nitrate [42,43]. However, the expression profiles of StNRT34, StNRT17 and StNRT04 were decreased in potato leaf by N deficiency, suggesting the increased N metabolism. Different members of StNRT play different roles in leaves and roots. Especially under sufficient nitrogen conditions, different members have a clear distribution in different organizations. However, in the Nitrogen-deficiency conditions, all members of the StNRT family are widely expressed.

The Cis-acting elements in StNRT showed that most of the StNRTs might be regulated by TFs like MYB, MYC and ERE. MYB, MYC and ERE are TFs that known to play roles in abiotic stress [44,45]. The widespread recognition site of MYB, MYC and ERE also indicates that these three TFs might be the regulatory factors for StNRT. Similarly, Bai et al also found the MYB element exists in the promoter region of pepper NRT gene [46], which makes our speculation more credible.

Conclusion

A total of 39 StNRT gene family members were identified in the potato genome, including 33 StNRT1, 4 StNRT2, and 2 StNRT3. The collinearity results show that StNRT members in potato are closely related to Solanum lycopersicum and Solanum melongena. For the expression, Different members of StNRT play different roles in leaves and roots. Especially under sufficient nitrogen conditions, different members have a clear distribution in different organizations. And most of the StNRTs might be regulated by TFs like MYB, MYC and ERE.

Supporting information

S1 Fig. Conserved domain identification of NRT genes in Arabidopsis thaliana and rice.

(a) and (b) shows the Conserved domain identification of NRT genes in Arabidopsis thaliana and rice, respectively. The abscissa represents the amino acid length. Different colors represent different domains.

(TIF)

S2 Fig. Conserved motif identification of PLN00028 domain.

Distributions of conserved motifs in StNRT members. Ten putative motifs are indicated in different colored boxes.

(TIF)

Data Availability

All relevant data are within the paper and its Supporting information files.

Funding Statement

The author thanks Jilin Agricultural University Potato Innovation Team platform.The research was funded Jilin Potato Genetic breeding and Improved seed Breeding Innovation team 20200301025RQ.

References

  • 1.Amtmann A, Armengaud P. Effects of N, P, K and S on metabolism: new knowledge gained from multi-level analysis. Current Opinion in Plant Biology. 2009;12(3):275–83. doi: 10.1016/j.pbi.2009.04.014 [DOI] [PubMed] [Google Scholar]
  • 2.O’Brien José A, Vega A, Bouguyon E, Krouk G, Gojon A, Coruzzi G, et al. Nitrate Transport, Sensing, and Responses in Plants. Molecular Plant. 2016;9(6):837–56. doi: 10.1016/j.molp.2016.05.004 [DOI] [PubMed] [Google Scholar]
  • 3.Araya T, Kubo T, von Wirén N, Takahashi H. Statistical modeling of nitrogen-dependent modulation of root system architecture in Arabidopsis thaliana. Journal of Integrative Plant Biology. 2016;58(3):254–65. doi: 10.1111/jipb.12433 [DOI] [PubMed] [Google Scholar]
  • 4.Urlić B, Jukić Špika M, Becker C, Kläring H-P, Krumbein A, Goreta Ban S, et al. Effect of NO3 and NH4 concentrations in nutrient solution on yield and nitrate concentration in seasonally grown leaf lettuce. Acta Agriculturae Scandinavica, Section B—Soil & Plant Science. 2017;67(8):748–57. doi: 10.1080/09064710.2017.1347704 [DOI] [Google Scholar]
  • 5.Qiqige S, Jia L, Qin Y, Chen Y, Fan M. Effects of different nitrogen forms on potato growth and development. Journal of Plant Nutrition. 2017;40(11):1651–9. doi: 10.1080/01904167.2016.1269345 [DOI] [Google Scholar]
  • 6.Fawcett RS, Slife FW. Effects of Field Applications of Nitrate on Weed Seed Germination and Dormancy. Weed Science. 1978;26(6):594–6. Epub 2017/06/12. doi: 10.1017/S0043174500064626 [DOI] [Google Scholar]
  • 7.Castro Marín I, Loef I, Bartetzko L, Searle I, Coupland G, Stitt M, et al. Nitrate regulates floral induction in Arabidopsis, acting independently of light, gibberellin and autonomous pathways. Planta. 2011;233(3):539–52. doi: 10.1007/s00425-010-1316-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 8.Crawford NM, Glass ADM. Molecular and physiological aspects of nitrate uptake in plants. Trends in Plant Science. 1998;3(10):389–95. doi: 10.1016/S1360-1385(98)01311-9 [DOI] [Google Scholar]
  • 9.Lejay L, Gojon A. Chapter Six—Root Nitrate Uptake. In: Maurel C, editor. Advances in Botanical Research. 87: Academic Press; 2018. p. 139–69. [Google Scholar]
  • 10.Shitan N, Yazaki K. Chapter Nine—New Insights into the Transport Mechanisms in Plant Vacuoles. In: Jeon KW, editor. International Review of Cell and Molecular Biology. 305: Academic Press; 2013. p. 383–433. doi: 10.1016/B978-0-12-407695-2.00009-3 [DOI] [PubMed] [Google Scholar]
  • 11.Tavares OCH, Santos LA, Ferreira LM, Sperandio MVL, da Rocha JG, García AC, et al. Humic acid differentially improves nitrate kinetics under low- and high-affinity systems and alters the expression of plasma membrane H+-ATPases and nitrate transporters in rice. Annals of Applied Biology. 2017;170(1):89–103. doi: 10.1111/aab.12317 [DOI] [Google Scholar]
  • 12.Andrews M, Raven JA, Lea PJ. Do plants need nitrate? The mechanisms by which nitrogen form affects plants. Annals of Applied Biology. 2013;163(2):174–99. doi: 10.1111/aab.12045 [DOI] [Google Scholar]
  • 13.Léran S, Varala K, Boyer J-C, Chiurazzi M, Crawford N, Daniel-Vedele F, et al. A unified nomenclature of NITRATE TRANSPORTER 1/PEPTIDE TRANSPORTER family members in plants. Trends in Plant Science. 2014;19(1):5–9. doi: 10.1016/j.tplants.2013.08.008 [DOI] [PubMed] [Google Scholar]
  • 14.Vidmar J, Zhuo D, Siddiqi M, Glass A. Isolation and Characterization of HvNRT2.3 and HvNRT2.4, cDNAs Encoding High-Affinity Nitrate Transporters from Roots of Barley. Plant physiology. 2000;122:783–92. doi: 10.1104/pp.122.3.783 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15.Cerezo M. Major Alterations of the Regulation of Root NO3- Uptake Are Associated with the Mutation of Nrt2.1 and Nrt2.2 Genes in Arabidopsis. Plant Physiology—PLANT PHYSIOL. 2001;127:262–71. doi: 10.1104/pp.127.1.262 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16.Dechorgnat J, Chi Tam N, Armengaud P, Jossier M, Diatloff E, Filleur S, et al. From the soil to the seeds: The long journey of nitrate in plants. Journal of experimental botany. 2011;62:1349–59. doi: 10.1093/jxb/erq409 [DOI] [PubMed] [Google Scholar]
  • 17.Orsel M, Krapp A, Daniel-Vedele F. Analysis of the NRT2 Nitrate Transporter Family in Arabidopsis. Structure and Gene Expression. Plant Physiology. 2002;129(2):886. doi: 10.1104/pp.005280 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18.Lezhneva L, Kiba T, Feria-Bourrellier A-B, Lafouge F, Boutet-Mercey S, Zoufan P, et al. The Arabidopsis nitrate transporter NRT2.5 plays a role in nitrate acquisition and remobilization in nitrogen-starved plants. The Plant Journal. 2014;80(2):230–41. doi: 10.1111/tpj.12626 [DOI] [PubMed] [Google Scholar]
  • 19.Wang W, Hu B, Yuan D, Liu Y, Che R, Hu Y, et al. Expression of the Nitrate Transporter Gene OsNRT1.1A/OsNPF6.3 Confers High Yield and Early Maturation in Rice. The Plant Cell. 2018;30(3):638. doi: 10.1105/tpc.17.00809 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 20.Bai H, Euring D, Volmer K, Janz D, Polle A. The Nitrate Transporter (NRT) Gene Family in Poplar. PLOS ONE. 2013;8(8):e72126. doi: 10.1371/journal.pone.0072126 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21.Li W, Yan M, Hu B, Priyadarshani SVGN, Hou Z, Ojolo S, et al. Characterization and the Expression Analysis of Nitrate Transporter (NRT) Gene Family in Pineapple. Tropical Plant Biology. 2018. doi: 10.1007/s12042-018-9209-z [DOI] [Google Scholar]
  • 22.Zhang J, Wang Y, Zhao Y, Zhang Y, Zhang J, Ma H, et al. Transcriptome analysis reveals Nitrogen deficiency induced alterations in leaf and root of three cultivars of potato (Solanum tuberosum L.). PLOS ONE. 2020;15(10):e0240662. doi: 10.1371/journal.pone.0240662 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 23.Pieczynski M, Wyrzykowska A, Milanowska K, Boguszewska-Mankowska D, Zagdanska B, Karlowski W, et al. Genomewide identification of genes involved in the potato response to drought indicates functional evolutionary conservation with Arabidopsis plants. Plant Biotechnology Journal. 2018;16(2):603–14. doi: 10.1111/pbi.12800 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24.von Wittgenstein NJJB, Le CH, Hawkins BJ, Ehlting J. Evolutionary classification of ammonium, nitrate, and peptide transporters in land plants. BMC Evolutionary Biology. 2014;14(1):11. doi: 10.1186/1471-2148-14-11 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 25.Okamoto M, Vidmar JJ, Glass ADM. Regulation of NRT1 and NRT2 Gene Families of Arabidopsis thaliana: Responses to Nitrate Provision. Plant and Cell Physiology. 2003;44(3):304–17. doi: 10.1093/pcp/pcg036 [DOI] [PubMed] [Google Scholar]
  • 26.Tsay Y-F, Chiu C-C, Tsai C-B, Ho C-H, Hsu P-K. Nitrate transporters and peptide transporters. FEBS Letters. 2007;581(12):2290–300. doi: 10.1016/j.febslet.2007.04.047 [DOI] [PubMed] [Google Scholar]
  • 27.Chen C, Chen H, He Y, Xia R. TBtools, a Toolkit for Biologists integrating various HTS-data handling tools with a user-friendly interface. bioRxiv. 2018:289660. doi: 10.1101/289660 [DOI] [Google Scholar]
  • 28.Huang S, Gao Y, Liu J, Peng X, Niu X, Fei Z, et al. Genome-wide analysis of WRKY transcription factors in Solanum lycopersicum. Molecular Genetics and Genomics. 2012;287(6):495–513. doi: 10.1007/s00438-012-0696-6 [DOI] [PubMed] [Google Scholar]
  • 29.Wang Y, Tang H, Debarry JD, Tan X, Li J, Wang X, et al. MCScanX: a toolkit for detection and evolutionary analysis of gene synteny and collinearity. Nucleic Acids Res. 2012;40(7):e49. Epub 2012/01/06. doi: 10.1093/nar/gkr1293 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30.Song X, Duan W, Huang Z, Liu G, Wu P, Liu T, et al. Comprehensive analysis of the flowering genes in Chinese cabbage and examination of evolutionary pattern of CO-like genes in plant kingdom. Scientific reports. 2015;5:14631-. doi: 10.1038/srep14631 . [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 31.Paterson AH, Chapman BA, Kissinger JC, Bowers JE, Feltus FA, Estill JC. Many gene and domain families have convergent fates following independent whole-genome duplication events in Arabidopsis, Oryza, Saccharomyces and Tetraodon. Trends in Genetics. 2006;22(11):597–602. doi: 10.1016/j.tig.2006.09.003 [DOI] [PubMed] [Google Scholar]
  • 32.Adams KL, Wendel JF. Polyploidy and genome evolution in plants. Curr Opin Plant Biol. 2005;8(2):135–41. Epub 2005/03/09. doi: 10.1016/j.pbi.2005.01.001 . [DOI] [PubMed] [Google Scholar]
  • 33.Yin G, Xu H, Xiao S, Qin Y, Li Y, Yan Y, et al. The large soybean (Glycine max) WRKY TF family expanded by segmental duplication events and subsequent divergent selection among subgroups. BMC Plant Biology. 2013;13(1):148. doi: 10.1186/1471-2229-13-148 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 34.Bennetzen JL. Transposable element contributions to plant gene and genome evolution. Plant Molecular Biology. 2000;42(1):251–69. doi: 10.1023/A:1006344508454 [DOI] [PubMed] [Google Scholar]
  • 35.Morgante M, Brunner S, Pea G, Fengler K, Zuccolo A, Rafalski A. Gene duplication and exon shuffling by helitron-like transposons generate intraspecies diversity in maize. Nature Genetics. 2005;37(9):997–1002. doi: 10.1038/ng1615 [DOI] [PubMed] [Google Scholar]
  • 36.Nogia P, Tomar A, Sidhu GK, Mehrotra R, Mehrotra h, editors. Elucidation of an Array of Nitrate Transporter Paralogs in Arabidopsis Thaliana Genome2016. [Google Scholar]
  • 37.Yan N. Structural Biology of the Major Facilitator Superfamily Transporters. Annual Review of Biophysics. 2015;44(1):257–83. doi: 10.1146/annurev-biophys-060414-033901 [DOI] [PubMed] [Google Scholar]
  • 38.Léran S, Varala K, Boyer JC, Chiurazzi M, Crawford N, Daniel-Vedele F, et al. A unified nomenclature of NITRATE TRANSPORTER 1/PEPTIDE TRANSPORTER family members in plants. Trends Plant Sci. 2014;19(1):5–9. Epub 2013/09/24. doi: 10.1016/j.tplants.2013.08.008 . [DOI] [PubMed] [Google Scholar]
  • 39.Tiwari JK, Buckseth T, Zinta R, Saraswati A, Singh RK, Rawat S, et al. Transcriptome analysis of potato shoots, roots and stolons under nitrogen stress. Scientific Reports. 2020;10(1):1152. doi: 10.1038/s41598-020-58167-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 40.Lezhneva L, Kiba T, Feria‐Bourrellier AB, Lafouge F, Boutet‐Mercey S, Zoufan P, et al. The Arabidopsis nitrate transporter NRT 2.5 plays a role in nitrate acquisition and remobilization in nitrogen‐starved plants. The Plant Journal. 2014;80(2):230–41. doi: 10.1111/tpj.12626 [DOI] [PubMed] [Google Scholar]
  • 41.Kant S. Understanding nitrate uptake, signaling and remobilisation for improving plant nitrogen use efficiency. Seminars in Cell & Developmental Biology Academic Press. 2017;74:pp. 89–96. doi: 10.1016/j.semcdb.2017.08.034 [DOI] [PubMed] [Google Scholar]
  • 42.Kotur Z, Unkles SE, Glass AD. Comparisons of the Arabidopsis thaliana High-affinity Nitrate Transporter Complex AtNRT2. 1/AtNAR2. 1 and the Aspergillus nidulans AnNRTA: structure function considerations. Israel Journal of Plant Sciences. 2017;64(3–4):21–31. [Google Scholar]
  • 43.Kotur Z, Mackenzie N, Ramesh S, Tyerman SD, Kaiser BN, Glass AD. Nitrate transport capacity of the Arabidopsis thaliana NRT2 family members and their interactions with AtNAR2. 1. New Phytologist. 2012;194(3):724–31. doi: 10.1111/j.1469-8137.2012.04094.x [DOI] [PubMed] [Google Scholar]
  • 44.Nakashima K, Yamaguchi‐Shinozaki K. Regulons involved in osmotic stress‐responsive and cold stress‐responsive gene expression in plants. Physiologia plantarum. 2006;126(1):62–71. [Google Scholar]
  • 45.Abe H, Urao T, Ito T, Seki M, Shinozaki K, Yamaguchi-Shinozaki K. Arabidopsis AtMYC2 (bHLH) and AtMYB2 (MYB) function as transcriptional activators in abscisic acid signaling. Plant Cell. 2003;15(1):63–78. Epub 2003/01/02. doi: 10.1105/tpc.006130 . [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 46.Bai H, Euring D, Volmer K, Janz D, Polle A. The nitrate transporter (NRT) gene family in poplar. PloS one. 2013;8(8):e72126–e. doi: 10.1371/journal.pone.0072126 . [DOI] [PMC free article] [PubMed] [Google Scholar]

Decision Letter 0

Anil Kumar Singh

29 Dec 2020

PONE-D-20-33972

Genome-wide identification, structural and gene expression analysis of the nitrate transporters (NRTs) family in potato (Solanum tuberosum L.)

PLOS ONE

Dear Dr. Han,

Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.

Please submit your revised manuscript by Feb 12 2021 11:59PM. If you will need more time than this to complete your revisions, please reply to this message or contact the journal office at plosone@plos.org. When you're ready to submit your revision, log on to https://www.editorialmanager.com/pone/ and select the 'Submissions Needing Revision' folder to locate your manuscript file.

Please include the following items when submitting your revised manuscript:

  • A rebuttal letter that responds to each point raised by the academic editor and reviewer(s). You should upload this letter as a separate file labeled 'Response to Reviewers'.

  • A marked-up copy of your manuscript that highlights changes made to the original version. You should upload this as a separate file labeled 'Revised Manuscript with Track Changes'.

  • An unmarked version of your revised paper without tracked changes. You should upload this as a separate file labeled 'Manuscript'.

If you would like to make changes to your financial disclosure, please include your updated statement in your cover letter. Guidelines for resubmitting your figure files are available below the reviewer comments at the end of this letter.

If applicable, we recommend that you deposit your laboratory protocols in protocols.io to enhance the reproducibility of your results. Protocols.io assigns your protocol its own identifier (DOI) so that it can be cited independently in the future. For instructions see: http://journals.plos.org/plosone/s/submission-guidelines#loc-laboratory-protocols

We look forward to receiving your revised manuscript.

Kind regards,

Anil Kumar Singh, Ph.D.

Academic Editor

PLOS ONE

Journal Requirements:

When submitting your revision, we need you to address these additional requirements.

1. Please ensure that your manuscript meets PLOS ONE's style requirements, including those for file naming. The PLOS ONE style templates can be found at

https://journals.plos.org/plosone/s/file?id=wjVg/PLOSOne_formatting_sample_main_body.pdf and

https://journals.plos.org/plosone/s/file?id=ba62/PLOSOne_formatting_sample_title_authors_affiliations.pdf

2. We suggest you thoroughly copyedit your manuscript for language usage, spelling, and grammar. If you do not know anyone who can help you do this, you may wish to consider employing a professional scientific editing service.  

Whilst you may use any professional scientific editing service of your choice, PLOS has partnered with both American Journal Experts (AJE) and Editage to provide discounted services to PLOS authors. Both organizations have experience helping authors meet PLOS guidelines and can provide language editing, translation, manuscript formatting, and figure formatting to ensure your manuscript meets our submission guidelines. To take advantage of our partnership with AJE, visit the AJE website (http://learn.aje.com/plos/) for a 15% discount off AJE services. To take advantage of our partnership with Editage, visit the Editage website (www.editage.com) and enter referral code PLOSEDIT for a 15% discount off Editage services.  If the PLOS editorial team finds any language issues in text that either AJE or Editage has edited, the service provider will re-edit the text for free.

Upon resubmission, please provide the following:

  • The name of the colleague or the details of the professional service that edited your manuscript

  • A copy of your manuscript showing your changes by either highlighting them or using track changes (uploaded as a *supporting information* file)

  • A clean copy of the edited manuscript (uploaded as the new *manuscript* file)

[Note: HTML markup is below. Please do not edit.]

Reviewers' comments:

Reviewer's Responses to Questions

Comments to the Author

1. Is the manuscript technically sound, and do the data support the conclusions?

The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented.

Reviewer #1: No

Reviewer #2: Partly

**********

2. Has the statistical analysis been performed appropriately and rigorously?

Reviewer #1: No

Reviewer #2: N/A

**********

3. Have the authors made all data underlying the findings in their manuscript fully available?

The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.

Reviewer #1: No

Reviewer #2: Yes

**********

4. Is the manuscript presented in an intelligible fashion and written in standard English?

PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here.

Reviewer #1: No

Reviewer #2: No

**********

5. Review Comments to the Author

Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters)

Reviewer #1: Comments

Line 56-63. The authors are using NRT as well as NTR for referring same gene family. This needs clarification.

Line 65 and Line 288: whatever little is known about potato NRT should be mentioned in introduction, to explain the relevance and novelty of research. The under-mentioned references are a few that are relevant and demand due citation in this MS

Tiwari et al., 2020, Plant Physiol Biochem, 154:171-183

Zhang et al., 2020 PLOS ONE 15(10): e0240662

Pieczynski et al.. 2017, Plant Biotech j 16:603-614

Line 85: The authors should have also included solanacae family also to get a better overview

Line 139-141: The SRA ID given cannot be retrieved from NCBI, if the authors have performed any RNA seq analysis that should be published first to make the data more authentic

Line 165: Consistently the mistake of not italicising Arabidopsis thaliana is done. This is a serious concern it authors warrant publications in prestigious journals like Plos One.

Line 188: Same mistake repeated. It questions the scientific writing skill of the authors.

Line 202: suddenly CIPK gene is mentioned without any prior abbreviations or relevance.

Line 219: Explanation for mentioning PLN00028 domain suddenly is required.

Line 328: very vague justification is supplemented.

Line 342: what is the meaning of TFs, it has been used without prior citation.

Discussion: The section has been prepared with least effort with improper and insufficient references and justification. The importance, relevance, uniqueness of the work is not reflected. Corroboration with previous studies is also not mentioned and contradictory results not justified properly.

Reviewer #2: Authors have identified 39 StNRT gene family members the potato genome. The subfamily classification, gene structure and distribution analysis, and conserved domain prediction for StNRT genes were performed using various bioinformatics tools. Authors downloaded the publicly available RNA seq data and discussed the tissue specific and N2 specific expression of StNRT genes.

Minor comments:

1.Line 24: Nitrate (NO3¯) is the most important source of mineral N for plant growth (rewrite [Nitrogen (N2)]

2. Line 32: For the expression, 33 Different (different) members of StNRT play different roles in leaves and roots.

3. Line 34: different members have a clear distribution in different 35 organizations. (organs?)

4. Line 35: And most of the StNRTs might be regulated by TFs like MYB, MYC and 36 ERE. (rewrite, remove and)

5. Line 45: different organizations. (organs/tissues)

6. Line 35: (organs/tissues)

7. Line 62: Remove reference as text: Dechorgnat et al reported that 62 there were three NTR gene subfamilies: NRT1, NRT2, and NRT3 [16].

8. Line 95: To identified (identify) the domains of the candidate members,

9. Line 102: All the candidate StNRTs were mapped on potato chromosome (chromosomes)

10. Line 104: To identified (identify)

11. Line 105: comparison of all StNRT members were (was) carried

12. rearrange Column 1 in table 1. Make the gene name in one row.

13. Elaborate the Table 1 legend.

14. Elaborate the figure 1 legend.

15. Line 199: Rewrite: Figure 3 showed the location of all these 39 StNRT members, which were 200 randomly distributed on the 12 potato chromosomes.

16. Line 202: Why authors discussed about CIPK or it is just StNRT (clarify), StNRT genes, while chromosome 03 and 06 contains most CIPK genes (5 in each)

17. Line 209: Figure 3 Chromosomal location and gene duplication (mention species, gene family)

18. Line 215: software. The results showed that 10 motifs were identified (Figure 4a). Rewrite

19. Kine 220: we performed motif analysis base on genes of Arabidopsis thaliana (Rewrite)

20. Line 240: Rewrite: we found that all StNRT members in all potato had orthologous genes in

21. Line 227. Figure 4(.) Conserved motif and gene structure analysis

22. Line 245 Figure 5 (.) Collinearity analysis of StNRT members.

23. Line259-261: The expression of StNRT24, 260 StNRT14, StNRT22, StNRT26, StNRT20, StNRT10, StNRT09 and StNRT03 is 261 relatively high. (Which tissue or condition)

24. Line 266: The redder the color, the higher the expression; the bluer the color, the 267 lower the expression. (Write according to previous literature) follow the color range in box.

25. Line 278: Figure 7(.) Predicted cis-elements in StNRT promoters

26. Line 290: Lezhneva reported that there were 24 AtNRTs in Arabidopsis 291 [18] and Li identified 48 candidate NRT genes in pineapple [21] (Remove the named citations and rewrite the sentence)

27. Line 301-302: genes were closely related to each other and had not yet differentiated into fully differentiated gene subfamilies. (use another appropriate word).

Major comments:

1. Check English formatting, grammatical errors.

2. The details and proper condition/treatments of samples used in RNA seq is missing.

3. Verify the tissue specific expression pattern of some differentially expressed StNRT genes, also confirm the N2 specificity of StNRT genes by wet lab experiments.

**********

6. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files.

If you choose “no”, your identity will remain anonymous but your review may still be made public.

Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy.

Reviewer #1: Yes: Ragini Sinha

Reviewer #2: Yes: Ritesh Kumar

[NOTE: If reviewer comments were submitted as an attachment file, they will be attached to this email and accessible via the submission site. Please log into your account, locate the manuscript record, and check for the action link "View Attachments". If this link does not appear, there are no attachment files.]

While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com/. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Registration is free. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email PLOS at figures@plos.org. Please note that Supporting Information files do not need this step.

Attachment

Submitted filename: Comments.docx

PLoS One. 2021 Oct 21;16(10):e0257383. doi: 10.1371/journal.pone.0257383.r002

Author response to Decision Letter 0


23 Jul 2021

Dear Editor and reviewers,

Thank you for your letter and for the reviewers’ comments concerning our manuscript entitled “Genome-wide identification, structural and gene expression analysis of the nitrate transporters (NRTs) family in potato (Solanum tuberosum L.)”. Those comments are all valuable. We have studied comments carefully and made corrections.

The revised manuscript is highlighted in Tracked Changes version.

Reviewer #1: Comments

Line 56-63. The authors are using NRT as well as NTR for referring same gene family. This needs clarification.

Response: We have unified the abbreviation of the full text. Thank you for your comment.

Line 65 and Line 288: whatever little is known about potato NRT should be mentioned in introduction, to explain the relevance and novelty of research. The under-mentioned references are a few that are relevant and demand due citation in this MS

Tiwari et al., 2020, Plant Physiol Biochem, 154:171-183

Zhang et al., 2020 PLOS ONE 15(10): e0240662

Pieczynski et al.. 2017, Plant Biotech j 16:603-614

Response: Thank you for your comment. We have revised this part according to your suggestions. The sentence in the abstract and line-288 are also deleted.

Line 85: The authors should have also included solanacae family also to get a better overview

Response: Thank you for your comment. Your opinions and suggestions are very valuable and worth our attention. However, the aim of this study was to screen the expression levels of NRT gene family members in potato under efficient nitrogen conditions, and to explore the effect of nitrogen deficiency on SRTs. Adding data of other Solanaceae plants can show the evolutionary relationship of NRT gene among different species, which is not consistent with the purpose of this study. But it is indeed a good research direction. Thank you again for your advice.

Line 139-141: The SRA ID given cannot be retrieved from NCBI, if the authors have performed any RNA seq analysis that should be published first to make the data more authentic

Response: Thank you for your comment. Here, we rephrase it to reduce the reader's misunderstanding. This data is uploaded from our previous research

Line 165: Consistently the mistake of not italicising Arabidopsis thaliana is done. This is a serious concern it authors warrant publications in prestigious journals like Plos One.

Response: Thank you for your reminding. We have revised it as required.

Line 188: Same mistake repeated. It questions the scientific writing skill of the authors.

Response: Done as required.

Line 202: suddenly CIPK gene is mentioned without any prior abbreviations or relevance.

Response: Dorry for the basic mistakes. It should be StNRT.

Line 219: Explanation for mentioning PLN00028 domain suddenly is required.

Response: Thank you for your comment. We have added the explanation for PLN00028.

Line 328: very vague justification is supplemented.

Response: Thank you for your comment. We cited our previous references for discussion. According to our previous study, the NRT transcripts showed different expression profiles in different potato breeds, especially for varieties with different sensitivity to N deficiency [22]. Hence, we inferred that this might be due to the genetic differences in different potato breeds.

Line 342: what is the meaning of TFs, it has been used without prior citation.

Response: Dorry for the basic mistakes. TFs is short for transcription factors

Discussion: The section has been prepared with least effort with improper and insufficient references and justification. The importance, relevance, uniqueness of the work is not reflected. Corroboration with previous studies is also not mentioned and contradictory results not justified properly.

Response: Thank you for your comment. In this round of revision, we have made major changes to the discussion part. We hope this revision will improve the quality of the manuscript.

Reviewer #2: Authors have identified 39 StNRT gene family members the potato genome. The subfamily classification, gene structure and distribution analysis, and conserved domain prediction for StNRT genes were performed using various bioinformatics tools. Authors downloaded the publicly available RNA seq data and discussed the tissue specific and N2 specific expression of StNRT genes.

Minor comments:

1.Line 24: Nitrate (NO3¯) is the most important source of mineral N for plant growth (rewrite [Nitrogen (N2)]

2. Line 32: For the expression, 33 Different (different) members of StNRT play different roles in leaves and roots.

3. Line 34: different members have a clear distribution in different 35 organizations. (organs?)

4. Line 35: And most of the StNRTs might be regulated by TFs like MYB, MYC and 36 ERE. (rewrite, remove and)

5. Line 45: different organizations. (organs/tissues)

6. Line 35: (organs/tissues)

7. Line 62: Remove reference as text: Dechorgnat et al reported that 62 there were three NTR gene subfamilies: NRT1, NRT2, and NRT3 [16].

8. Line 95: To identified (identify) the domains of the candidate members,

9. Line 102: All the candidate StNRTs were mapped on potato chromosome (chromosomes)

10. Line 104: To identified (identify)

11. Line 105: comparison of all StNRT members were (was) carried

12. rearrange Column 1 in table 1. Make the gene name in one row.

13. Elaborate the Table 1 legend.

14. Elaborate the figure 1 legend.

15. Line 199: Rewrite: Figure 3 showed the location of all these 39 StNRT members, which were 200 randomly distributed on the 12 potato chromosomes.

16. Line 202: Why authors discussed about CIPK or it is just StNRT (clarify), StNRT genes, while chromosome 03 and 06 contains most CIPK genes (5 in each)

17. Line 209: Figure 3 Chromosomal location and gene duplication (mention species, gene family)

18. Line 215: software. The results showed that 10 motifs were identified (Figure 4a). Rewrite

19. Kine 220: we performed motif analysis base on genes of Arabidopsis thaliana (Rewrite)

20. Line 240: Rewrite: we found that all StNRT members in all potato had orthologous genes in

21. Line 227. Figure 4(.) Conserved motif and gene structure analysis

22. Line 245 Figure 5 (.) Collinearity analysis of StNRT members.

23. Line259-261: The expression of StNRT24, 260 StNRT14, StNRT22, StNRT26, StNRT20, StNRT10, StNRT09 and StNRT03 is 261 relatively high. (Which tissue or condition)

24. Line 266: The redder the color, the higher the expression; the bluer the color, the 267 lower the expression. (Write according to previous literature) follow the color range in box.

25. Line 278: Figure 7(.) Predicted cis-elements in StNRT promoters

26. Line 290: Lezhneva reported that there were 24 AtNRTs in Arabidopsis 291 [18] and Li identified 48 candidate NRT genes in pineapple [21] (Remove the named citations and rewrite the sentence)

27. Line 301-302: genes were closely related to each other and had not yet differentiated into fully differentiated gene subfamilies. (use another appropriate word).

Response: Thank you very much for your careful review. We are sorry for the basic mistakes we made. We accept your suggestion and have made point-to-point modifications to the manuscript. We hope this revision can improve the quality of the manuscript.

Major comments:

1. Check English formatting, grammatical errors.

Response: Thank you for your comment. We invited our international student Vigo to edit the English, which improved the readability of this manuscript.

2. The details and proper condition/treatments of samples used in RNA seq is missing.

Response: Thank you for your comment. This data is uploaded from our previous research. We cited this article in the place of the data source. In addition, we described the design in the results section and the legend in Figure 6.

3. Verify the tissue specific expression pattern of some differentially expressed StNRT genes, also confirm the N2 specificity of StNRT genes by wet lab experiments.

Response: Thank you for your comment. Due to sample reasons, qRT-PCR experiments cannot be performed. But according to this previously published article [1], qRT-PCR data and RNA-seq data were in excellent consistency, so we believe that this RNA-seq data is reliable.

[1]. Zhang J, Wang Y, Zhao Y, Zhang Y, Zhang J, Ma H, et al. Transcriptome analysis reveals Nitrogen deficiency induced alterations in leaf and root of three cultivars of potato (Solanum tuberosum L.). PLOS ONE. 2020;15(10):e0240662. doi: 10.1371/journal.pone.0240662.

Attachment

Submitted filename: response.docx

Decision Letter 1

Anil Kumar Singh

18 Aug 2021

PONE-D-20-33972R1

Genome-wide identification, structural and gene expression analysis of the nitrate transporters (NRTs) family in potato (Solanum tuberosum L.)

PLOS ONE

Dear Dr. Han,

Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.

Please submit your revised manuscript by Oct 02 2021 11:59PM. If you will need more time than this to complete your revisions, please reply to this message or contact the journal office at plosone@plos.org. When you're ready to submit your revision, log on to https://www.editorialmanager.com/pone/ and select the 'Submissions Needing Revision' folder to locate your manuscript file.

Please include the following items when submitting your revised manuscript:

  • A rebuttal letter that responds to each point raised by the academic editor and reviewer(s). You should upload this letter as a separate file labeled 'Response to Reviewers'.

  • A marked-up copy of your manuscript that highlights changes made to the original version. You should upload this as a separate file labeled 'Revised Manuscript with Track Changes'.

  • An unmarked version of your revised paper without tracked changes. You should upload this as a separate file labeled 'Manuscript'.

If you would like to make changes to your financial disclosure, please include your updated statement in your cover letter. Guidelines for resubmitting your figure files are available below the reviewer comments at the end of this letter.

If applicable, we recommend that you deposit your laboratory protocols in protocols.io to enhance the reproducibility of your results. Protocols.io assigns your protocol its own identifier (DOI) so that it can be cited independently in the future. For instructions see: http://journals.plos.org/plosone/s/submission-guidelines#loc-laboratory-protocols. Additionally, PLOS ONE offers an option for publishing peer-reviewed Lab Protocol articles, which describe protocols hosted on protocols.io. Read more information on sharing protocols at https://plos.org/protocols?utm_medium=editorial-email&utm_source=authorletters&utm_campaign=protocols.

We look forward to receiving your revised manuscript.

Kind regards,

Anil Kumar Singh, Ph.D.

Academic Editor

PLOS ONE

Journal Requirements:

Please review your reference list to ensure that it is complete and correct. If you have cited papers that have been retracted, please include the rationale for doing so in the manuscript text, or remove these references and replace them with relevant current references. Any changes to the reference list should be mentioned in the rebuttal letter that accompanies your revised manuscript. If you need to cite a retracted article, indicate the article’s retracted status in the References list and also include a citation and full reference for the retraction notice.

[Note: HTML markup is below. Please do not edit.]

Reviewers' comments:

Reviewer's Responses to Questions

Comments to the Author

1. If the authors have adequately addressed your comments raised in a previous round of review and you feel that this manuscript is now acceptable for publication, you may indicate that here to bypass the “Comments to the Author” section, enter your conflict of interest statement in the “Confidential to Editor” section, and submit your "Accept" recommendation.

Reviewer #1: (No Response)

Reviewer #2: All comments have been addressed

**********

2. Is the manuscript technically sound, and do the data support the conclusions?

The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented.

Reviewer #1: Partly

Reviewer #2: Yes

**********

3. Has the statistical analysis been performed appropriately and rigorously?

Reviewer #1: N/A

Reviewer #2: Yes

**********

4. Have the authors made all data underlying the findings in their manuscript fully available?

The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.

Reviewer #1: No

Reviewer #2: Yes

**********

5. Is the manuscript presented in an intelligible fashion and written in standard English?

PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here.

Reviewer #1: No

Reviewer #2: Yes

**********

6. Review Comments to the Author

Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters)

Reviewer #1: Prior to the acceptance, the authors needs to rectify the MS for grammatical and scientific errors, like use of botanical names at all places and missing italics at some places. In the abstract the authors have mentioned, evolutionary relationship as a scope of the study, however, in the justification to reviewers, they have mentioned that evolutionary studies is beyond the scope of the study. This needs to be rectified.

lFewexamples:i

9line no. 29-30: proper meaning is not reflected.

Table 1: use pI; PI is not the proper notion.

line 204: MEGA 7.0, incorrectly written

Reviewer #2: Authors have carefully edited the manuscript and addressed all previous concerns. Authors should proof read the manuscript one more time before publishing.

**********

7. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files.

If you choose “no”, your identity will remain anonymous but your review may still be made public.

Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy.

Reviewer #1: No

Reviewer #2: Yes: Ritesh Kumar

[NOTE: If reviewer comments were submitted as an attachment file, they will be attached to this email and accessible via the submission site. Please log into your account, locate the manuscript record, and check for the action link "View Attachments". If this link does not appear, there are no attachment files.]

While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com/. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Registration is free. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email PLOS at figures@plos.org. Please note that Supporting Information files do not need this step.

PLoS One. 2021 Oct 21;16(10):e0257383. doi: 10.1371/journal.pone.0257383.r004

Author response to Decision Letter 1


27 Aug 2021

Dear Editor and reviewers,

Thank you for your letter and for the reviewers’ comments concerning our manuscript entitled “Genome-wide identification, structural and gene expression analysis of the nitrate transporters (NRTs) family in potato (Solanum tuberosum L.)”. Those comments are all valuable. We have studied comments carefully and made corrections.

The revised manuscript is highlighted in Tracked Changes version.

Reviewer #1: Comments

Comments:

Prior to the acceptance, the authors needs to rectify the MS for grammatical and scientific errors, like use of botanical names at all places and missing italics at some places. In the abstract the authors have mentioned, evolutionary relationship as a scope of the study, however, in the justification to reviewers, they have mentioned that evolutionary studies is beyond the scope of the study. This needs to be rectified.

Response: thank you for your comments. First of all, thank you for your recognition. We further revised the graphical and scientific errors as required. Also, we revised the scope in the abstract section.

Comments:

line no. 29-30: proper meaning is not reflected.

Response: thank you for your comments. We rephased the sentence to “Totally, 39 StNRT gene members were identified in potato genome, including 33, 4 and 2 member belong to NRT1, NRT2, and NRT3, respectively.”

Comments:

Table 1: use pI; PI is not the proper notion.

line 204: MEGA 7.0, incorrectly written

Response: thank you for your comments. Both the two errors were revised as required.

Reviewer #2: Comments

Comments:

Authors have carefully edited the manuscript and addressed all previous concerns. Authors should proof read the manuscript one more time before publishing.

Response: Thank you for your recognition. We have revised the grammatical and scientific errors of the manuscript. Thank you again for your review.

Attachment

Submitted filename: response.docx

Decision Letter 2

Anil Kumar Singh

1 Sep 2021

Genome-wide identification, structural and gene expression analysis of the nitrate transporters (NRTs) family in potato (Solanum tuberosum L.)

PONE-D-20-33972R2

Dear Dr. Han,

We’re pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it meets all outstanding technical requirements.

Within one week, you’ll receive an e-mail detailing the required amendments. When these have been addressed, you’ll receive a formal acceptance letter and your manuscript will be scheduled for publication.

An invoice for payment will follow shortly after the formal acceptance. To ensure an efficient process, please log into Editorial Manager at http://www.editorialmanager.com/pone/, click the 'Update My Information' link at the top of the page, and double check that your user information is up-to-date. If you have any billing related questions, please contact our Author Billing department directly at authorbilling@plos.org.

If your institution or institutions have a press office, please notify them about your upcoming paper to help maximize its impact. If they’ll be preparing press materials, please inform our press team as soon as possible -- no later than 48 hours after receiving the formal acceptance. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org.

Kind regards,

Anil Kumar Singh, Ph.D.

Academic Editor

PLOS ONE

Additional Editor Comments (optional):

Reviewers' comments:

Acceptance letter

Anil Kumar Singh

13 Oct 2021

PONE-D-20-33972R2

Genome-wide identification, structural and gene expression analysis of the nitrate transporters (NRTs) family in potato (Solanum tuberosum L.)

Dear Dr. Han:

I'm pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now with our production department.

If your institution or institutions have a press office, please let them know about your upcoming paper now to help maximize its impact. If they'll be preparing press materials, please inform our press team within the next 48 hours. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information please contact onepress@plos.org.

If we can help with anything else, please email us at plosone@plos.org.

Thank you for submitting your work to PLOS ONE and supporting open access.

Kind regards,

PLOS ONE Editorial Office Staff

on behalf of

Dr. Anil Kumar Singh

Academic Editor

PLOS ONE

Associated Data

    This section collects any data citations, data availability statements, or supplementary materials included in this article.

    Supplementary Materials

    S1 Fig. Conserved domain identification of NRT genes in Arabidopsis thaliana and rice.

    (a) and (b) shows the Conserved domain identification of NRT genes in Arabidopsis thaliana and rice, respectively. The abscissa represents the amino acid length. Different colors represent different domains.

    (TIF)

    S2 Fig. Conserved motif identification of PLN00028 domain.

    Distributions of conserved motifs in StNRT members. Ten putative motifs are indicated in different colored boxes.

    (TIF)

    Attachment

    Submitted filename: Comments.docx

    Attachment

    Submitted filename: response.docx

    Attachment

    Submitted filename: response.docx

    Data Availability Statement

    All relevant data are within the paper and its Supporting information files.


    Articles from PLoS ONE are provided here courtesy of PLOS

    RESOURCES