Skip to main content
Scientific Reports logoLink to Scientific Reports
. 2017 Feb 17;7:42825. doi: 10.1038/srep42825

Interference between variants of peach latent mosaic viroid reveals novel features of its fitness landscape: implications for detection

Pedro Serra 1, Edson Bertolini 2,3, M Carmen Martínez 2, Mariano Cambra 2, Ricardo Flores 1,a
PMCID: PMC5314366  PMID: 28211491

Abstract

Natural populations of peach latent mosaic viroid (PLMVd) are complex mixtures of variants. During routine testing, TaqMan rtRT-PCR and RNA gel-blot hybridization produced discordant results with some PLMVd isolates. Analysis of the corresponding populations showed that they were exclusively composed of variants (of class II) with a structural domain different from that of the reference and many other variants (of class I) targeted by the TaqMan rtRT-PCR probe. Bioassays in peach revealed that a representative PLMVd variant of class II replicated without symptoms, generated a progeny with low nucleotide diversity, and, intriguingly, outcompeted a representative symptomatic variant of class I when co-inoculated in equimolecular amounts. A number of informative positions associated with the higher fitness of variants of class II have been identified, and novel sets of primers and probes for universal or specific TaqMan rtRT-PCR detection of PLMVd variants have been designed and tested.


Viroids, subviral replicons consisting only of a small non-protein-coding RNA, may either incite disease or infect their host plants latently1,2,3,4,5,6,7. This is even the case between sequence variants of certain viroids, as illustrated by peach latent mosaic viroid (PLMVd), genus Pelamoviroid, family Avsunviroidae8,9. Most PLMVd variants replicate without inciting conspicuous leaf symptoms —the term latent in the name of the viroid refers to this feature— while a few cause mosaics/blotches of different severity and still others an extreme albinism (peach calico)10,11,12,13,14,15,16,17. Because these phenotypic alterations may fluctuate over time, with a latent strain evolving into symptomatic or, more frequently, the other way around10,11,12, proper diagnosis of field plants and propagation material is crucial to control or mitigate the disease effects.

Before a viroid was identified as the causal agent of peach latent mosaic, the disease was diagnosed by a cross-protection assay in greenhouse-grown GF305 (a peach seedling indicator for most viruses and viroids infecting Prunus spp.)18. Following identification of PLMVd as a physical entity by a double polyacrylamide gel electrophoresis (PAGE) approach specific for small circular RNAs19, this technique was applied for detecting the viroid and fulfilling Koch’s postulates20. Following PLMVd cloning and sequencing8, more sensitive diagnostic tools including dot-blot hybridization with radioactively- and chemically-labeled full-length riboprobes21,22,23,24,25, and RT-PCR with specific primers26,27,28,29, were developed. Subsequently, several real-time RT-PCR (rtRT-PCR) approaches using different primers and probes were implemented30,31,32. Finally, PLMVd can be also detected with microarrays33 and next-generation sequencing34,35,36,37.

When routinely testing the presence of PLMVd in commercial peach trees, some that did not react by TaqMan rtRT-PCR produced a clear signal by RNA gel-blot hybridization. This unexpected observation, given the higher sensitivity of the former approach, prompted a search that resulted in the finding of PLMVd isolates composed exclusively of variants with specific sequence changes with respect to those of PLMVd isolates characterized initially. The changes, nevertheless, preserved the global conformation of the viroid RNA as well as key elements of its higher-order structure. Importantly, some of the changes mapped at the RNA segment used to synthesize the TaqMan probe, thus explaining the negative results observed. The new PLMVd isolates displayed relatively low internal genetic heterogeneity, and GF305 peach seedlings infected with one representative variant of these isolates expressed no symptoms. Moreover, in co-inoculation experiments, this variant outcompeted one previously characterized symptomatic variant (both in the resulting progeny and in the associated phenotype), thus denoting the higher biological fitness of the former. Although we have designed a novel set of primers and probes able to detect by TaqMan rtRT-PCR the two classes of PLMVd isolates, our results warn of the risks of diagnosis tests based on just a small sequence fragment of the pathogen genome, and attest to the need for further periodic validation with another alternative approach.

Results

TaqMan rtRT-PCR and RNA gel-blot hybridization show discordant results with certain PLMVd isolates

In initial experiments10 in which full-length PLMVd-cDNA clones were prepared by RT-PCR with a pair of primers overlapping a PstI site delimited by positions 91 to 135 of the PLMVd reference variant —GenBank accession number M83545.18 with two minor corrections10— a region of low variability between positions 140 and 270 was found (hereafter numbering refers to the reference variant). This region served for designing primers RF43 and RF44 (Supplementary Table S1), which were used in the characterization of PLMVd isolates and progeny variants10,11. A subsequent study confirmed the low variability of the region between positions 140 and 27038, thus reinforcing its potential use for detection. Moreover, several in vitro approaches revealed a kissing-loop interaction in the same region of the PLMVd (+) strand39,40,41. Such tertiary structural element, which is critical for the in vivo viability of another viroid of the same genus42 and presumably also for PLMVd40, should impose additional restrictions to the sequence variability.

Accordingly, examination for PLMVd in commercial peach cultivars has been performed at the Instituto Valenciano de Investigaciones Agrarias (IVIA, Spain) by an rtRT-PCR approach based on TaqMan chemistry using two primers, RP1 and FP1, and a fluorescent probe P1 (Supplementary Table S1), derived from the PLMVd region displaying low variability. TaqMan rtRT-PCR is a specific, sensitive and simple approach particularly adaptable to massive analysis43. Periodic assessment with a second technique showed that, unexpectedly, two samples (V1 and V2) that did not react by rtRT-PCR produced strong signals by RNA gel-blot hybridization with a full-length riboprobe for detecting PLMVd (+) strands (Fig. 1b, lanes 5 and 6). This discrepancy was neither due to poor nucleic acid extraction, because the non-denaturing polyacrylamide gel stained with ethidium bromide revealed the cellular 5S and 4S RNAs in all samples (Fig. 1a), nor to the presence in the RNA preparations of DNA polymerase inhibitors blocking rtRT-PCR, because the PLMVd-infected GF305 peach seedling serving as control reacted positively (data not shown). Moreover, considering that conventional RT-PCR with the same two primers used in rtRT-PCR amplified a PLMVd fragment of the expected length (data not shown), we concluded that the probe was most likely responsible for the negative results obtained by rtRT-PCR with samples V1 and V2. As a corollary, given the high sensitivity of rtRT-PCR, these two samples should contain only variants not recognized by the probe.

Figure 1. Analysis by molecular hybridization for detecting PLMVd in commercial peach samples.

Figure 1

(a) Non-denaturing electrophoresis in a 5% polyacrylamide gel stained with ethidium bromide. Arrows on the right indicate the bands generated by 5S and 4S RNAs. (b) RNA gel-blot hybridization, with a full-length digoxigenin-labeled riboprobe for detecting PLMVd (+) strands, of the RNAs migrating in gel segment delimited by the 200- and 500-bp DNA size markers. Lane 1, 100-bp DNA multimers size markers. Lanes 2 and 3, RNA preparations from PLMVd-infected and mock-inoculated GF305 peach seedlings, respectively. Lanes 4 to 11, RNA preparations from commercial peach trees. The intense hybridization signals observed in the positive control (lane 2) and in two of the samples (V1 and V2, lanes 5 and 6, respectively) correspond to a size around the 300-bp marker. Even if the RNA amount loaded in the mock-inoculated control (lane 3) was lower than in some samples (e.g. lane 6), it was similar to another one that generated a strong hybridization signal (lane 5).

The novel PLMVd isolates are exclusively composed of variants with a structural domain different from that of the reference and many other variant

To find an explanation for the discordant results obtained with the two techniques for samples V1 and V2, we performed RT-PCR amplifications of the corresponding RNA preparations with primers RF43 and RF44 followed by cloning and sequencing of the full-length products. Analysis of 10 clones of each sample showed that they were just composed of variants with multiple changes in the region delimited by positions 161–197, forming the so-called stems P6a and P6b39, the latter capped by one of the loops involved in the kissing-loop interaction (Fig. 2). This observation accounted for the negative results obtained by rtRT-PCR, considering that probe P1 (positions 175–193) mapped at a segment of this region with several substitutions with respect to the reference variant (Fig. 2).

Figure 2. Primary and proposed secondary structure for the PLMVd plus strand of the reference variant GenBank M83545. 18 with two minor corrections10.

Figure 2

Changes in the representative symptomatic variant of class I (gds6)10 and in the representative variant of class II (v1.1) (this work), are denoted with blue and red characters, respectively. Symbols (+) and (Δ) refer to insertions and deletions, respectively, and broken lines to the kisssing-loop interaction39. Upper inset, hammerhead structures of the PLMVd plus and minus strands with the self-cleavage sites marked with arrows. Substitutions in variants gds6 and v1.1 do not disrupt the helices flanking the central core of 13 nucleotide residues (boxed) conserved in most natural hammerhead structures of viroid and viroid-like satellite RNAs. The same numbering is used for both polarities. Lower inset, domain 6a/6b harboring characteristic changes between variants of both classes. Note that helix 6a of variant v1.1 is one base-pair shorter. Fragments covered by the TaqMan rtRT-PCR probes recognizing variants of class I, class II, and of both classes, are indicated with green, blue and purple backgrounds, respectively. Sequence changes in variants gds6 and v1.1 may result in minor rearrangements of the secondary structure not represented here (see Supplementary Fig. S1).

To better characterize the population structure of samples V1 and V2, particularly in the region covered by primers RF43 and RF44, we performed a second RT-PCR amplification with another pair of adjacent primers of opposite polarity (RF1251 and RF1252) (Supplementary Table S1), designed on a region of low variability observed in variants of the V1 and V2 populations obtained with the first primer pair. Cloning and sequencing of the full-length products from the second amplification, 10 clones from each sample, corroborated and expanded the previous results by showing additional changes in stems P6a and P6b with respect to the reference variant. Interestingly, the same changes were observed in all variants: co-variations or replacement of a canonical by a wobble pair (or vice versa) that did not disrupt the double-stranded structure of stems P6a and P6b and, therefore, the kissing-loop interaction (Fig. 2). Direct sequencing of the amplification product confirmed without ambiguities the same sequence for the region P6a/P6b (data not shown), thus reinforcing its lack of variability. On the basis of the different P6a/P6b stems, hereafter we will refer to V1 and V2 variants as class II variants to discriminate them from those more frequent of class I, like the reference and many other variants including gds6 (see below). Although the sequence changes of class II variants in one strand of stem P6b reduced the stability of the hybrid formed by primer RF43 and the RNA template, it did not preclude RT-PCR amplification because no changes were observed in those positions complementary to the nine 3′-terminal nucleotides of this primer.

The changes observed in V1 and V2 variants neither affected the nucleotides conserved in most natural hammerhead structures of viroid and viroid-like satellite RNAs44,45,46 nor their thermodynamic stability, because they mapped at loops or, when found in the stems, they were co-variations replacing a canonic base-pair by another or by a wobble pair (Fig. 2 and Supplementary Fig. S1). Hammerhead structures are ribozymes that play a key role mediating the self-cleavage of the oligomeric RNA strands generated in the rolling-circle replication of members of the family Avsunviroidae and of viroid-like satellite RNAs47,48. Furthermore, the changes in V1 and V2 variants did not have major effects on the secondary structure of minimal free energy predicted for the PLMVd (+) strand, preserving the long hammerhead arm10, although some local elements of secondary structure differed from those of the reference variant (Supplementary Fig. S1). A similar overall conformation is supported by selective 2′-hydroxyl acylation analyzed by primer extension (SHAPE) in vitro49. Regarding the global secondary structure of the PLMVd (−) strand proposed here (Supplementary Fig. S2), the co-variations detected between the reference and gds6 variants (both of class I) and the representative variant of class II (v1.1) (see below) are more consistent with a conformation proposed recently49 than with another presented previously40,41, in both instances obtained by SHAPE in vitro. Therefore, one single secondary structure of the PLMVd (−) strand (Supplementary Fig. S2) accounts for the variability observed in variants of the two classes.

To better define and map the variability of samples V1 and V2, we next performed an alignment of the 17 different variants of class II obtained with primers RF1251 and RF1252 (variants 2.1 and 2.2 were recovered two and three times, respectively), and extracted their characteristic informative positions when compared to the reference and gds6 variants of class I. These informative positions mostly include single to up to five consecutive nucleotide substitutions, and they are distributed throughout the whole molecule (Fig. 3). The estimated nucleotide diversity was 0.0273+/−0.0002.

Figure 3. Alignment of the 17 different variants obtained from two PLMVd isolates of class II (V1 and V2) by RT-PCR using the pair of adjacent primers of opposite polarity RF1251 and RF1252 (Supplementary Table S1).

Figure 3

The reference and gds6 variants (of class I), included for comparative purposes, appear at the top. Dashes denote gaps and dots nucleotide identity with respect to the reference sequence. Regions forming the plus and minus hammerhead structures are flanked by flags, the nucleotide residues conserved in most natural hammerhead structures of viroid and viroid-like satellite RNAs are within boxes, and the self-cleavage sites are shown by arrows; black and white backgrounds refer to plus and minus polarities, respectively. Informative positions of the 17 variants of class II, with respect to the reference and gds6 variants of class I, are with grey background. When the same variant was recovered more than once it is indicated between parentheses. Other details as in the legend to Fig. 2.

Finally, to detect specifically variants of class II by TaqMan rtRT-PCR with the same pair of primers used before, FP1 and RP1, we designed a novel probe P2 covering the same positions (175–193) as the previous one, but identical to the sequence of class II variants (Supplementary Table S1). Such specific detection was confirmed in experiments with singly-inoculated and with co-inoculated variants of both classes (see below).

A representative PLMVd variant of class II replicates without symptoms, generates a progeny with low nucleotide diversity, and outcompetes a representative symptomatic variant of class I when co-inoculated

To examine the biological properties of class II variants, we focused on the 17 different ones obtained from samples V1 and V2 with primers RF1251 and RF1252, (Supplementary Table S1) (GenBank accession numbers KX430152 to KX430168), and selected as representative of class II one of the variants more similar to the consensus sequence of the series (Fig. 3). Importantly, this representative variant (v1.1) (GenBank accession number KX430152) does not have the deletion of the U located 3′ to the self-cleavage site of the plus hammerhead structure. Such deletion, observed in some PLMVd variants previously and in the present work, strongly reduces the self-cleavage activity and the infectivity10,11, and it is most likely an artifact introduced by the reverse transcriptase50.

First, in a preliminary bioassay, dimeric head-to-tail in vitro transcripts of variant v1.1 were mechanically inoculated into 10 GF305 peach seedlings, with four control seedlings being mock-inoculated with buffer. RNA gel-blot hybridization of preparations from leaves collected four months later revealed that the 10 plants inoculated with variant v1.1 were infected (data not shown), thus attesting to its high infectivity. However, none expressed any differential phenotype with respect to that of the mock-inoculated controls, suggesting that variant v1.1 was latent. Moreover, RT-PCR with primers RF1251 and RF1252 (Supplementary Table S1), cloning and sequencing of 10 clones (five from one plant and five from a second one) showed that all were of class II (data not shown).

To confirm that variant v1.1 was indeed latent and to examine another biological features thereof, we performed a second bioassay in which three blocks of 10 GF305 seedlings each were singly-inoculated with equal amounts of dimeric transcripts of variants v1.1 or gds6 (the latter a representative variant of class I that induces a severe mosaic)10,11, and co-inoculated with equal amounts of dimeric transcripts of the two variants; six mock-inoculated GF305 seedlings served as controls. When three months post-inoculation gds6-inoculated plants were examined by RNA gel-blot hybridization and TaqMan rtRT-PCR with primers FP1 and RP1 and probe P1 (Supplementary Table S1), only 2/10 plants tested positive (Table 1). In contrast, 8/10 plants inoculated with variant v1.1 were infected according to RNA gel-blot hybridization and rtRT-PCR with the same primers and the second probe (P2); the discrepancy between both approaches observed for the two remaining plants (Table 1, number 4 and 5) most likely resulted from the higher sensitivity of rtRT-PCR. As anticipated, none of the seedlings singly-inoculated with variants gds6 and v1.1 reacted with probes P2 and P1, respectively (the high threshold cycle, Ct, of number 8 with P1 suggests that a minor contamination occurred during analysis), showing that such probes were indeed class-specific (Table 1). Altogether these data supported that variant v1.1 was more infectious than gds6. On the other hand, in the co-inoculated block, 5/10 plants tested positive by RNA gel-blot hybridization; interestingly, they and at least four more plants (Table 1, number 15, 18, 19 and 20) reacted clearly by rtRT-PCR, but only with probe P2 for class II variants (while no signal was generated with probe P1 for class I variants) (Table 1). These results confirmed the higher infectivity of variant v1.1 and, unexpectedly, they also revealed that it was able to fully outcompete variant gds6.

Table 1. Detection of PLMVd in singly-inoculated and co-inoculated GF305 peach seedlings with two independent techniques.

Plant code Variant inoculated 3 months p.i. 5 months p.i.
rtRT-PCR Gel-blot hybridization rtRT-PCR Gel-blot hybridization
Probe P1 Probe P2 Probe P1 Probe P2 Probe P3
1 v1.1 a 12.82b +++c 12.06 12.99 +++
2 v1.1 13.13 +++ 11.62 12.81 +++
3 v1.1 12.71 +++ 10.62 12.97 +++
4 v1.1 14.66 12.92 14.11 +++
5 v1.1 27.52 12.13 13.79 +++
6 v1.1 12.56 +++ 12.61 13.82 +++
7 v1.1 20.68 +++ 12.04 12.97 +++
8 v1.1 31.21 27.53 + 12.03 12.83 +++
9 v1.1 12.67 +++ 10.99 12.96 +++
10 v1.1 13.92 + 12.94 13.92 +++
11 v1.1 + gds6 25.14 12.16 12.96 +++
12 v1.1 + gds6 13.24 +++ 11.80 13.53 +++
13 v1.1 + gds6 12.58 +++ 34.15 11.30 14.09 +++
14 v1.1 + gds6 12.96 +++ 12.10 13.59 +++
15 v1.1 + gds6 20.31 12.78 13.98 +++
16 v1.1 + gds6 12.79 +++ 12.13 13.06 +++
17 v1.1 + gds6 12.72 +++ 23.17 12.57 13.35 +++
18 v1.1 + gds6 18.59 31.52 12.68 13.90 +++
19 v1.1 + gds6 15.65 11.99 13.63 +++
20 v1.1 + gds6 14.77 24.22 13.13 13.46 +++
21 gds6 13.56 13.83 +++
22 gds6 15.55 16.67 +++
23 gds6 13.31 14.62 +++
24 gds6 15.18 +++ 13.79 15.37 +++
25 gds6 29.53 16.31 17.67 +++
26 gds6 14.57 ++ 13.71 14.93 +++
27 gds6 31.87 16.21 16.91 +++
28 gds6 33.58 13.82 14.89 +++
29 gds6 32.79 13.58 14.44 +++
30 gds6 32.89 18.44 18.85 +++
31 Mock 34.67d
32 Mock 34.19d
33 Mock 35.72d

aUndetected.

bThreshold cycle (Ct).

cSignal intensity from weak (+) to strong (+++).

dThe high Ct values suggest a minor contamination during analysis because no signal was detected with probe P3 in non-inoculated controls of Prunus persica. P. dulcis. P. avium and P. armeniaca.

When the same 30 plants were assessed five months post-inoculation, every one generated strong signals by RNA gel-blot hybridization. In agreement with such results: i) all plants of the two blocks of 10 seedlings singly-inoculated with variants gds6 and v1.1 tested positive by rtRT-PCR, but only with the probes specific for class I and II variants, respectively, and ii) all plants of the block of 10 seedlings co-inoculated with variants gds6 and v1.1 tested positive by rtRT-PCR, but only with the probe specific for class II variants (Table 1). These data further corroborated the ability of variant v1.1 to exclude variant gds6. The exclusion did not result from their different accumulation levels, as revealed by the Ct values at five months post-inoculation (once infection was established) (Table 1).

Because after eight months in the greenhouse the plants —including those inoculated with the mosaic-inducing variant gds6— did not express symptoms, they were pruned, chilled at 4 °C for one month in darkness and then transferred back to the greenhouse to stimulate growth of new flushes. While all seedlings singly-inoculated with variant gds6 displayed the expected symptoms in the emerging leaves, phenotypic alterations were neither observed in any of the mock-inoculated seedlings nor in those inoculated with variant v1.1, thus showing that the latter variant was indeed latent as previously suspected. Moreover, none of the seedlings co-inoculated with variants gds6 and v1.1 expressed the typical symptoms associated with gds6, consistent with the absence of gds6-like variants in the resulting progeny. To better document this point, following RT-PCR with another pair of adjacent primers of opposite polarity RF1332 and RF1333 (Supplementary Table S1) and cloning, we sequenced 10 clones from one seedling singly-inoculated with variant gds6, 10 clones from one seedling singly-inoculated with variant v1.1, and 12 clones from four seedlings (three clones from each) co-inoculated with both variants. Subsequent analysis revealed that, as expected, all clones from the seedling singly-inoculated with variant gds6 were of class I and different from each other (nucleotide diversity 0.02716+/−0.00007), while all clones from the seedling singly-inoculated with variant v1.1 were of class II and 8/10 different from each other (nucleotide diversity 0.0173+/−0.0001) (GenBank accession numbers KX430169 to KX430186). On the other hand, all clones from the seedlings co-inoculated with both variants were of class II and 10/12 different from each other (nucleotide diversity 0.0228+/−0.0002). These results showed a lower genetic diversity in the progeny of variant v1.1, and they further confirmed that variants of each class did not evolve one into the other, and that variant v1.1 had a higher fitness than variant gds6 leading to its exclusion when co-inoculated.

Design of a new set of primers and probe for detecting PLMVd variants of class I and II by TaqMan rtRT-PCR

Finally, with the information gained from the previous experiments, we went back to circumvent the original discrepancy between results from RNA gel-blot hybridization and TaqMan rtRT-PCR by implementing changes to adapt the latter for detecting variants of both classes. As a first step, we performed an alignment of the full-length PLMVd variants reported here and in the literature excluding: i) those with changes affecting the conserved motifs of the hammerhead structures that would turn them non-functional, and ii) the progeny (3,939 different variants) of a single variant of class II examined by next-generation sequencing36 using an approach prone to generate sequencing artifacts when compared to conventional Sanger sequencing. Based on this curated and non-redundant alignment (394 sequences) (Supplementary Data file S1), we chose three regions with low variability for designing primers RP2 and FP2 and probe P3 (Supplementary Table S1).

Then, we re-examined with the novel primers and probe the three blocks of 10 GF305 seedlings that were singly-inoculated with equal amounts of dimeric transcripts of variants gds6 and v1.1, and co-inoculated with equal amounts of dimeric transcripts of the two variants. The samples from each plant were those taken 5 months after inoculation. All plants tested positive with a low Ct (Table 1), thus showing the ability of primers RP2 and FP2, in combination with probe P3, to sensitively detect PLMVd variants of class I and II.

Discussion

The failure of TaqMan rtRT-PCR to detect PLMVd in samples producing strong signals by RNA gel-blot hybridization with a full-length riboprobe was unexpected because, even if PLMVd isolates examined previously in detail10,12,13,15,16,17,38 display high sequence variability consistent with a quasispecies model11,36,51,52, the extreme sensitivity of TaqMan rtRT-PCR would anticipate detection of low-abundant variants. Cloning and sequencing of two isolates, V1 and V2, with such atypical behavior showed the exclusive existence of variants (here termed of class II) with a P6a/P6b domain different from that initially found in the reference and in many other variants (here termed of class I). PLMVd variants of class II have been reported previously35,37,53,54, but their properties have not been thoroughly assessed. Our observation that isolates V1 and V2 are exclusively composed of variants of class II explains the unexpected results —given that the initial TaqMan probe (P1) targets a fragment of domain P6a/P6b of class I variants— and, most importantly, indicates a strong interference/exclusion between variants of both classes. This assumption was confirmed in co-inoculations with representative variants of class I (gds6) and class II (v1.1): the latter, possibly due to its higher infectivity (detected soon after inoculation), outcompeted the former. Such results are in line with those of the original cross-protection tests, wherein pre-inoculated latent strains protected GF305 peach seedlings against challenge inoculations with a severe strain18. However, some important distinctions should be made. Specifically, in the bioassay reported here: i) variants, not strains composed of many variants, were used, ii) variants were co-inoculated, and not inoculated one after the other, and iii) the resulting progeny, and not only the presence or absence of symptoms, was analyzed. Furthermore, in a different experimental context, when the sectors of the same symptomatic leaf expressing peach calico (PC) were dissected from the adjacent green tissues before extraction, the respective PLMVd progeny was enriched in the characteristic PC- and non-PC-inducing variants, respectively13,15, thus indicating strong competition between variants during host colonization. Hence, interference/exclusion between PLMVd variants seems a general phenomenon.

Analysis of the population structure of other PLMVd isolates reported previously also supports interference/exclusion between class variants I and II in natural infections: either they do not co-exist10,12,13,16,54 (and this work) or when they do, variants of class I were detected at low frequency in populations of class II variants and, less frequently, the reverse situation35,37,53. This low frequency might be artifactual or, at least in some cases, result from erroneously annotated sequences. Moreover, under field conditions, trees may become re-infected as a result of diverse agronomic practices, thus complicating interpretation of the results.

Interference between viroids, or strains of the same viroid, has been noticed before55 (for a review see ref. 2). Pertinent to the present context is the interference reported between variants of chrysanthemum chlorotic mottle viroid (CChMVd), grouped with PLMVd into the genus Pelamoviroid56. Co-inoculations with equal amounts of two CChMVd representative variants —one symptomatic and the other latent, differing in a tetraloop with which pathogenicity is strictly associated— resulted in a progeny in which variants of both classes accumulated in a ratio 3:1 in favor of that associated with symptoms57. Thus, in contrast with the PLMVd case, complete exclusion was not observed in CChMVd, at least along the period covered in the experiment. The mechanism mediating this partial/total exclusion is not known, but there is some evidence supporting the involvement of RNA silencing2,58.

It is worth noting that in the progenies of variants gds6 and v1.1 (and in the populations of isolates V1 and V2) here reported, we have not found single co-variations or replacements of a canonical by a wobble pair (or vice versa) in the P6a/P6b domain. Moreover, a similar situation is predominantly observed in other full-length PLMVd variants reported previously (Supplementary Data file S1): they have the P6a/P6b domain of either gds6 or v1.1 with some minor exceptions. For instance, three single co-variations and one double co-variation have been independently observed in the P6b stem of different variants of class I (Table 2); however, such co-variations do not represent intermediate stages in the evolution of the P6b stem of variants of class I into the P6b stem of variants of class II because they do not appear in the latter. Altogether these data suggest that besides the involvement of the secondary structure of domain P6a/P6b in facilitating the kissing-loop interaction (Fig. 2), the sequence of this domain plays also a role in replication, movement or another key function ultimately resulting in the higher biological fitness of class II variants. We cannot rule out, however, that other informative changes discriminating variants gds6 and v1.1 (Fig. 3) may contribute to the higher fitness of the latter, although we deem unlikely that these changes, by themselves, could determine the different fitness. A clearer response to this issue, and to the differential pathogenicity of variants gds6 and v1.1, is very difficult at this stage given the high rate at which PLMVd accumulates variability11,36. On the other hand, the lack of intermediate P6a/P6b domains between those of gds6 and v1.1, makes it difficult to conceive how variants of one class have evolved from the other; perhaps the intermediate P6a/P6b domains have just a transient existence. Moreover, given the higher fitness displayed by variant v1.1 in the competition experiment with gds6, evolution of class II variants from those of class I appears more feasible than the other way around. It is even possible that variants of both classes may have evolved independently from a common ancestor.

Table 2. Single and double co-variations reported in the P6b stem.

Reference variant Co-variation Source
U183–A176 A183–U176 Hassen et al.53 Hadidi et al.24 Gazel et al.54 Yazarlou et al.16 Pechalt et al.38
U186–A173 G186–C173 Hassen et al.53
U187–A172 G187–C172 Hassen et al.53
G188–C171 U187–A172 U188–A171 G187–C172 Hassen et al.53 (double co-variation)

As a final point we would like to stress that our data, in addition to unveiling novel features in the fitness landscape of PLMVd, also alert on the risks intrinsic to detection methods, like TaqMan rtRT-PCR, based on a short fragment of the target RNA. The high specificity of this approach is its main advantage but also its “Achilles’ heel”. Another TaqMan rtRT-PCR approach30 may suffer similar constraints because the probe also maps at the PLMVd domain P6a/P6b. However, the TaqMan rtRT-PCR alternatives proposed previously32 and here, as well as another rtRT-PCR using a different detection technology (SYBR Green)31, should avoid the problem. In any case, our results stress the need of periodic validation of rtRT-PCR approaches with a second independent technique as recommended by OEPP/EPPO (www.eppo.org).

Materials and Methods

Plant material and bioassay

Young leaves were collected in Catalonia (Spain) from nursery-grown peach trees (Prunus persica L. Batsch) of different commercial varieties, and from greenhouse-grown GF305 peach seedlings inoculated by repeated stem slashing with dimeric head-to-tail in vitro transcripts (approximately 1 μg per plant) from specific PLMVd variants (resuspended in 50 mM K2HPO4) or mock-inoculated with buffer10. GF305 seedlings were examined weekly for symptom expression in emerging leaves. When indicated, the seedlings were pruned, chilled at 4 °C in darkness for one month, and moved back to the greenhouse to promote growth of new shoots, the leaves of which were observed for symptom appearance.

RNA extraction, fractionation, and analysis by PAGE and molecular hybridization

Total nucleic acids were extracted with buffer-saturated phenol and fractions enriched in viroid RNAs were obtained by partitioning with non-ionic cellulose as reported previously19. Aliquots were electrophoresed in non-denaturing 5% polyacrylamide gels prepared and run in 1X TAE (40 mM Tris, 20 mM acetate, 1 mM EDTA, pH 7.2 with acetic acid) that were stained with ethidium bromide. RNAs were subsequently electrotransferred to positively-charged nylon membranes (Amersham Hybond-N), hybridized at 70 °C in the presence of 50% formamide with a full-length digoxigenin-labeled RNA probe for detecting PLMVd (+) strands21, and revealed as recommended by the supplier (Roche).

RT-PCR amplification, cloning, and sequencing

PLMVd-enriched preparations, or the monomeric forms eluted from polyacrylamide gels, were incubated with Moloney murine leukemia virus reverse transcriptase (RT Superscript II, Invitrogen), and the cDNA of an aliquot (1/20) of the RT reaction mixture was PCR-amplified with Pfu DNA polymerase (Agilent) essentially as described previously8,10 but using the primer pairs indicated in Results and Supplementary Table S1. The ensuing products were separated by non-denaturing PAGE in 5% gels, and the PLMVd-cDNAs of the expected full-length were eluted and ligated in the EcoRV restriction site of plasmid pBSII KS+(Stratagene). The resulting recombinant plasmids were cloned in competent Escherichia coli cells (DH5α), and their inserts sequenced by capillary electrophoresis using an ABI 3130XL apparatus (Life Technologies) and a Big Dye Terminator v3.1 cycle sequencing kit (Applied Biosystems). Alignments were performed with the ClustalW program within the MEGA integrated tool version 6.0659, and the nucleotide diversity (mean and variance) of isolates and progeny was estimated as indicated previously11,60 using also MEGA. For infectivity bioassays, the monomeric PLMVd-cDNA inserts of some specific recombinant plasmids were PCR-amplified with the same (previously phosphorylated) primers used in their generation. The resulting fragments of the expected full-length were gel-eluted and treated with DNA ligase (Fermentas) to produce head-to-tail dimers that were subsequently cloned in the same vector (pBSII KS+) and sequenced to confirm orientation and lack of artifactual mutations. The PLMVd nucleotide sequences obtained in this study have been deposited in GenBank (accession numbers KX430152 to KX430176).

Detection by TaqMan rtRT-PCR

Sample extraction and subsequent examination were essentially as reported previously43,61. In brief, leaf tissue was ground with a Homex-6 homogenizer (Bioreba) and extraction buffer (PBS pH 7.2, containing 0.2% sodium diethyldithiocarbamate and 2% polyvinil-pyrrolidone PVP-10) in a relation 1:20 (w/v), and an aliquot corresponding to 10 mg of fresh tissue was processed with a PowerPlant® RNA isolation kit (MO BIO) resulting in 50 μl of a partially purified RNA preparation. The reaction mixture (12 μl final volume) contained 1X AgPath-ID One-step RT-PCR master mix (Ambion), 1X RT-PCR enzyme mix (Ambion), 0.5 μM of each primer and 200 nM of the TaqMan probe, and 3 μl of the RNA preparation. The cycling profile consisted of one step of 45 °C for 10 min and 95 °C for 10 min, followed by 40 cycles of amplification (95 °C for 15 s and 60 °C for 1 min). TaqMan rtRT-PCR was performed with a StepOne Plus apparatus (Applied Biosystem) and the corresponding software. TaqMan probes were labeled with the fluorescent dye 6-carboxyfluoroscein (FAM) in the 5′-end, and the quencher N,N,N′,N′-tetramethyl-6-carboxyrhodamine (TAMRA) in the 3′-end.

Additional Information

How to cite this article: Serra, P. et al. Interference between variants of peach latent mosaic viroid reveals novel features of its fitness landscape: implications for detection. Sci. Rep. 7, 42825; doi: 10.1038/srep42825 (2017).

Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Material

Supplementary Tables and Figures
srep42825-s1.pdf (2.5MB, pdf)

Acknowledgments

We thank A. Ahuir for excellent technical assistance and Dr. Francesco Di Serio for suggestions. This work was supported by grant BFU2014–56812-P (to R.F.) from Ministerio de Economía y Competitividad (MINECO) of Spain. P.S. was the recipient of a postdoctoral contract from MINECO and E. Bertolini of an INIA-CCA 2011–2016 contract also from MINECO.

Footnotes

The authors declare no competing financial interests.

Author Contributions P.S., M.C. and R.F. conceived the study. P.S., E.B., and M.C.M. performed the experiments. P.S. and R.F. wrote the manuscript and prepared the figures. All authors reviewed the manuscript.

References

  1. Diener T. O. Discovering viroids - a personal perspective. Nat. Rev. Microbiol. 1, 75–80 (2003). [DOI] [PubMed] [Google Scholar]
  2. Flores R., Hernández C., Martínez de Alba, A. E., Daròs, J. A. & Di Serio F. Viroids and viroid–host interactions. Annu. Rev. Phytopathol. 43, 117–139 (2005). [DOI] [PubMed] [Google Scholar]
  3. Tsagris E. M., Martínez de Alba A. E., Gozmanova M. & Kalantidis K. Viroids. Cell Microbiol. 10, 2168–2179 (2008). [DOI] [PubMed] [Google Scholar]
  4. Ding B. The biology of viroid–host interactions. Annu. Rev. Phytopathol. 47, 105–131 (2009). [DOI] [PubMed] [Google Scholar]
  5. Kovalskaya N. & Hammond R. W. Molecular biology of viroid-host interactions and disease control strategies. Plant Sci. 228, 48–60 (2014). [DOI] [PubMed] [Google Scholar]
  6. Palukaitis P. What has been happening with viroids? Virus Genes 49, 175–184 (2014). [DOI] [PubMed] [Google Scholar]
  7. Flores R. et al. Viroids, the simplest RNA replicons: how they manipulate their hosts for being propagated and how their hosts react for containing the infection. Virus Res. 209, 136–145 (2015). [DOI] [PubMed] [Google Scholar]
  8. Hernández C. & Flores R. Plus and minus RNAs of peach latent mosaic viroid self-cleave in vitro via hammerhead structures. Proc. Natl. Acad. Sci. USA 89, 3711–3715 (1992). [DOI] [PMC free article] [PubMed] [Google Scholar]
  9. Flores R. et al. Peach latent mosaic viroid: not so latent. Mol. Plant Pathol. 4, 209–221 (2006). [DOI] [PubMed] [Google Scholar]
  10. Ambrós S., Hernández C., Desvignes J. C. & Flores R. Genomic structure of three phenotypically different isolates of peach latent mosaic viroid: implications of the existence of constraints limiting the heterogeneity of viroid quasi-species. J. Virol. 72, 7397–7406 (1998). [DOI] [PMC free article] [PubMed] [Google Scholar]
  11. Ambrós S., Hernández C. & Flores R. Rapid generation of genetic heterogeneity in progenies from individual cDNA clones of peach latent mosaic viroid in its natural host. J. Gen. Virol. 80, 2239–2252 (1999). [DOI] [PubMed] [Google Scholar]
  12. Malfitano M. et al. Peach latent mosaic viroid variants inducing peach calico contain a characteristic insertion that is responsible for this symptomatology. Virology 313, 492–501 (2003). [DOI] [PubMed] [Google Scholar]
  13. Rodio M. E., Delgado S., Flores R. & Di Serio F. Variants of peach latent mosaic viroid inducing peach calico: uneven distribution in infected plants and requirements of the insertion containing the pathogenicity determinant. J. Gen. Virol. 87, 231–240 (2006). [DOI] [PubMed] [Google Scholar]
  14. Rodio M. E. et al. A viroid RNA with a specific structural motif inhibits chloroplast development. Plant Cell 19, 3610–3626 (2007). [DOI] [PMC free article] [PubMed] [Google Scholar]
  15. Navarro B. et al. Small RNAs containing the pathogenic determinant of a chloroplast-replicating viroid guide the degradation of a host mRNA as predicted by RNA silencing. Plant J. 70, 991–1003 (2012). [DOI] [PubMed] [Google Scholar]
  16. Yazarlou A., Jafarpour B., Tarighi S., Habili N. & Randles J. W. New Iranian and Australian peach latent mosaic viroid variants and evidence for rapid sequence evolution. Arch. Virol. 157, 343–347 (2012). [DOI] [PubMed] [Google Scholar]
  17. Wang L. P. et al. Virulence determination and molecular features of peach latent mosaic viroid isolates derived from phenotypically different peach leaves: a nucleotide polymorphism in L11 contributes to symptom alteration. Virus Res. 177, 171–178 (2013). [DOI] [PubMed] [Google Scholar]
  18. Desvignes J. C. The virus diseases detected in greenhouse and in the field by the peach seedling GF 305 indicator. Acta Hortic. 67, 315–323 (1976). [Google Scholar]
  19. Flores R. & Llácer G. Isolation of a viroid-like RNA associated with peach latent mosaic disease. Acta Hortic. 235, 325–332 (1988). [Google Scholar]
  20. Flores R., Hernández C., Desvignes J. C. & Llácer G. Some properties of the viroid inducing the peach latent mosaic disease. Res. Virol. 141, 109–118 (1990). [DOI] [PubMed] [Google Scholar]
  21. Ambrós S., Desvignes J. C., Llácer G. & Flores R. Peach latent mosaic and pear blister canker viroids: detection by molecular hybridization and relationships with specific maladies affecting peach and pear trees. Acta Hortic. 386, 515–521 (1995). [Google Scholar]
  22. Loreti S., Faggioli F. & Barba M. A rapid extraction method to detect peach latent mosaic viroid by molecular hybridization. Acta Hortic. 386, 560–564 (1995). [Google Scholar]
  23. Skrzeczkowski L. J., Howell W. E. & Mink G. I. Occurrence of peach latent mosaic viroid in commercial peach and nectarine cultivars in the US. Plant Dis. 80, 823 (1996). [Google Scholar]
  24. Hadidi A., Giunchedi L., Shamloul A. M., Poggi-Pollini C. & Amer M. A. Occurrence of peach latent mosaic viroid in stone fruits and its transmission with contaminated blades. Plant Dis. 81, 154–158 (1997). [DOI] [PubMed] [Google Scholar]
  25. Xu W. X. et al. Probe binding to host proteins: a cause for false positive signals in viroid detection by tissue hybridization. Virus Res. 145, 26–30 (2009). [DOI] [PubMed] [Google Scholar]
  26. Shamloul A. M. et al. Peach latent mosaic viroid: nucleotide sequence of an Italian isolate, sensitive detection using RT-PCR and geographic distribution. Acta Hortic. 386, 522–530 (1995). [Google Scholar]
  27. Shamloul A. M. & Hadidi A. Sensitive detection of potato spindle tuber and temperate fruit tree viroids by reverse transcription-polymerase chain reaction-probe capture hybridization. J. Virol. Methods 80, 145–155 (1999). [DOI] [PubMed] [Google Scholar]
  28. Shamloul A. M., Faggioli F., Keith J. M. & Hadidi A. A novel multiplex RT-PCR probe capture hybridization (RT-PCR-ELISA) for simultaneous detection of six viroids in four genera: Apscaviroid, Hostuviroid, Pelamoviroid, and Pospiviroid. J. Virol. Methods 105, 115–121 (2002). [DOI] [PubMed] [Google Scholar]
  29. Ragozzino E., Faggioli F. & Barba M. Development of a one tube-one step RT-PCR protocol for the detection of seven viroids in four genera: Apscaviroid, Hostuviroid, Pelamoviroid and Pospiviroid. J. Virol. Methods 121, 25–29 (2004). [DOI] [PubMed]
  30. Luigi M. & Faggioli F. Development of quantitative real-time RT-PCR for the detection and quantification of peach latent mosaic viroid. Eur. J. Plant Pathol. 130, 109–116 (2011). [Google Scholar]
  31. Parisi O., Lepoivre P. & Jijakli M. H. Development of a quick quantitative real-time PCR for the in vivo detection and quantification of peach latent mosaic viroid. Plant Dis. 95, 137–142 (2011). [DOI] [PubMed] [Google Scholar]
  32. Lin L., Li R., Bateman M., Mock R. & Kinard G. Development of a multiplex TaqMan real-time RT-PCR assay for simultaneous detection of Asian prunus viruses, plum bark necrosis stem pitting associated virus, and peach latent mosaic viroid. Eur. J. Plant Pathol. 137, 797–804 (2013). [Google Scholar]
  33. Zhang Y. J. et al. A universal oligonucleotide microarray with a minimal number of probes for the detection and identification of viroids at the genus level. PLoS One 8, e64474 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
  34. Di Serio F. et al. Deep sequencing of the small RNAs derived from two symptomatic variants of a chloroplastic viroid: implications for their genesis and for pathogenesis. PLoS One 4, e7539 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
  35. Bolduc F., Hoareau C., St-Pierre P. & Perreault J. P. In-depth sequencing of the siRNAs associated with peach latent mosaic viroid infection. BMC Mol. Biol. 11, 16 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
  36. Glouzon J. P. S., Bolduc F., Wang S., Najmanovich R. J. & Perreault J. P. Deep-sequencing of the peach latent mosaic viroid reveals new aspects of population heterogeneity. PLoS One 9, e87297 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
  37. Jo Y. et al. Complete genome sequences of peach latent mosaic viroid from a single peach cultivar. Genome Announc. 3, e01098–15 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
  38. Pelchat M. et al. Sequencing of peach latent mosaic viroid variants from nine North American peach cultivars shows that this RNA folds into a complex secondary structure. Virology 271, 37–45 (2000). [DOI] [PubMed] [Google Scholar]
  39. Bussière F., Ouellet J., Côté F., Lévesque D. & Perreault J. P. Mapping in solution shows the peach latent mosaic viroid to possess a new pseudoknot in a complex, branched secondary structure. J. Virol. 74, 2647–2654 (2000). [DOI] [PMC free article] [PubMed] [Google Scholar]
  40. Dubé A., Baumstark T., Bisaillon M. & Perreault J. P. The RNA strands of the plus and minus polarities of peach latent mosaic viroid fold into different structures. RNA 16, 463–473 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
  41. Dubé A., Bolduc F., Bisaillon M. & Perreault J. P. Mapping studies of the peach latent mosaic viroid reveal novel structural features. Mol. Plant Pathol. 12, 688–701 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
  42. Gago S., De la Peña M. & Flores R. A kissing-loop interaction in a hammerhead viroid RNA critical for its in vitro folding and in vivo viability. RNA 11, 1073–1083 (2005). [DOI] [PMC free article] [PubMed] [Google Scholar]
  43. Olmos A., Bertolini E., Gil M. & Cambra M. Real-time assay for quantitative detection of non-persistently transmitted plum pox virus RNA targets in single aphids. J. Virol. Methods 128, 151–155 (2005). [DOI] [PubMed] [Google Scholar]
  44. Ruffner D. E., Stormo G. D. & Uhlenbeck O. C. Sequence requirements of the hammerhead RNA self-cleavage reaction. Biochemistry 29, 10695–10702 (1990). [DOI] [PubMed] [Google Scholar]
  45. Symons R. H. Plant pathogenic RNAs and RNA catalysis. Nucleic Acids Res. 25, 2683–2689 (1997). [DOI] [PMC free article] [PubMed] [Google Scholar]
  46. Flores R., Hernández C., De la Peña M., Vera A. & Daròs, J. A. Hammerhead ribozyme structure and function in plant RNA replication. Meth. Enzymol. 341, 540–552 (2001). [DOI] [PubMed] [Google Scholar]
  47. Hutchins C., Rathjen P. D., Forster A. C. & Symons R. H. Self-cleavage of plus and minus RNA transcripts of avocado sunblotch viroid. Nucleic Acids Res. 14, 3627–3640 (1986). [DOI] [PMC free article] [PubMed] [Google Scholar]
  48. Prody G. A., Bakos J. T., Buzayan J. M., Schneider I. R. & Bruening G. Autolytic processing of dimeric plant virus satellite RNA. Science 231, 1577–1580 (1986). [DOI] [PubMed] [Google Scholar]
  49. Giguère T., Adkar-Purushothamam C., Bolduc F. & Perreault J. P. Elucidation of the structures of all members of the Avsunviroidae family. Mol. Plant Pathol. 15, 767–779 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
  50. Sheldon C. C. & Symons R. H. Is hammerhead self-cleavage involved in the replication of a virusoid in vivo? Virology 194, 463–474 (1993). [DOI] [PubMed] [Google Scholar]
  51. Biebricher C. K. & Eigen M. What is a quasispecies? Curr. Top. Microbiol. Immunol. 299, 1–31 (2006). [DOI] [PubMed] [Google Scholar]
  52. Ojosnegros S., Perales C., Mas A. & Domingo E. Quasispecies as a matter of fact: viruses and beyond. Virus Res. 162, 203–215 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
  53. Fekih Hassen I. et al. Molecular features of new Peach latent mosaic viroid variants suggest that recombination may have contributed to the evolution of this infectious RNA. Virology 360, 50–57 (2007). [DOI] [PubMed] [Google Scholar]
  54. Gazel M., Ulubas Serce C., Caglayan K., Luigi M. & Faggioli F. Incidence and genetic diversity of peach latent mosaic viroid isolates in Turkey. J. Plant Pathol. 90, 495–503 (2008). [Google Scholar]
  55. Niblett C. L., Dickson E., Fernow K. H., Horst R. K. & Zaitlin M. Cross-protection among four viroids. Virology 91, 198–203 (1978). [DOI] [PubMed] [Google Scholar]
  56. Navarro B. & Flores R. Chrysanthemum chlorotic mottle viroid: unusual structural properties of a subgroup of self-cleaving viroids with hammerhead ribozymes. Proc. Natl. Acad. Sci. USA 94, 11262–11267 (1997). [DOI] [PMC free article] [PubMed] [Google Scholar]
  57. De la Peña M. & Flores R. Chrysanthemum chlorotic mottle viroid RNA: dissection of the pathogenicity determinant and comparative fitness of symptomatic and non-symptomatic variants. J. Mol. Biol. 321, 411–421 (2002). [DOI] [PubMed] [Google Scholar]
  58. Carbonell A., Martínez de Alba A. E., Flores R. & Gago S. Double-stranded RNA interferes in a sequence-specific manner with the infection of representative members of the two viroid families. Virology 371, 44–53 (2008). [DOI] [PubMed] [Google Scholar]
  59. Tamura K., Stecher G., Peterson D., Filipski A. & Kumar S. MEGA6: Molecular Evolutionary Genetics Analysis version 6.0. Mol. Biol. Evol. 30, 2725–2729 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
  60. Nei M. & Li J. Variances of the average numbers of nucleotide substitutions within and between populations. Mol. Biol. Evol. 6, 290–300 (1989). [DOI] [PubMed] [Google Scholar]
  61. Capote N. et al. Direct sample preparation methods for the detection of Plum pox virus by real-time RT-PCR. Interntl. Microbiol. 12, 1–6 (1999). [PubMed] [Google Scholar]

Associated Data

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

Supplementary Materials

Supplementary Tables and Figures
srep42825-s1.pdf (2.5MB, pdf)

Articles from Scientific Reports are provided here courtesy of Nature Publishing Group

RESOURCES