‘Isabelona’ and ‘Lauranne’ vigor was influenced by the rootstock
Tree architecture data was collected for the four combinations, ‘Isabelona’/Garnem®, ‘Isabelona’/‘GN-8’, ‘Lauranne’/Garnem® and ‘Lauranne’/‘GN-8’ (Fig. 1). Since trees were too young to have developed any branches, only trunk length (Length) and the diameter of both the scion (d_Scion) and the rootstock (d_Rootstock) was measured. Due to the intrinsic difficulties of its measurement, no data was collected of the root architecture.
In a previous study with thirty different scion/rootstock combinations [39], we reported that ‘Isabelona’ displayed reduced vigor paired with strong apical dominance, which resulted in a phenotype with reduced branching and long trunks. On the contrary, ‘Lauranne’ presented high vigor and weak apical dominance, resulting in numerous branching and a shortening of the trunk. Here, combinations with ‘Lauranne’ as scion presented higher Length values, and hence, longer trunks (Table 1, Fig. 1). In this case, trees are in their first year of growth, so there are no branches yet that compete with the main axis growth. As a result, ‘Lauranne’ more vigor leads to higher Length values. Regarding the rootstocks, Garnem® effect as a vigorous rootstock was present on both cultivars, presenting higher Length values than when grafted onto the dwarfing rootstock ‘GN-8’ (Table 1, Fig. 1).
Table 1
Analysis of architectural traits related to vigor in one-year-old scion/rootstock combinations.
Cultivar
|
Rootstock
|
Length (mm)
|
d_Scion (mm)
|
d_Rootstock (mm)
|
‘Isabelona’
|
‘GN-8’
|
210 a
|
2.63 a
|
4.25 a
|
Garnem®
|
260 b
|
3.25 ab
|
4.36 a
|
‘Lauranne’
|
‘GN-8’
|
310 c
|
2.97 ab
|
4.50 a
|
Garnem®
|
400 d
|
3.32 b
|
4.56 a
|
Assessed with Tukey’s test. Values within columns followed by the same letter were not significantly different (p < 0.05).
Trunk diameter (d_Scion) is typically used as a vigor measure, normally presented as TCSA (Trunk Cross Sectional Area). As it happened with Length values, ‘Lauranne’ presented higher d_Scion values than ‘Isabelona’. Besides, cultivars grafted onto Garnem® had also higher d_Scion values than when grafted onto ‘GN-8’ (Table 1). However, we did not observe a significant difference in the rootstock diameters (d_Rootstock), though mean values were slightly lower with ‘Isabelona’ (Table 1).
The observed phenotype differences seem to depend mostly on the vigor that each combination displays. Though is likely that the biological processes that will shape the specific tree architecture of each combination are already developed and their phenotypic effects are not yet visible in these one-year-old plants.
Rootstock only influenced gene expression in combinations with ‘Isabelona’
We reported in a previous experiment that combinations with ‘Lauranne’ and ‘Isabelona’ did show little phenotypic differences when grafted onto different rootstocks, which was correlated with a lack of differentially expressed genes (DEGs) [39]. However, in the present experiment, ‘Lauranne’ and ‘Isabelona’ were selected because of their consistent scion phenotype, expecting that they could influence rootstock transcriptome. In addition, we analyzed the gene expression in the scion in order to determine if the rootstock influences gene expression at an early development stage (Supplementary Data 1).
A PCA (Principal Component Analysis) was carried out using expression for each gene as variables for the four combinations, with the first (PC1; 33.2% of variability explained) and third (PC3; 11.8%) component selected to represent the data (Fig. 2). As we observed previously, combinations with ‘Lauranne’ as scion were not differentiated according to rootstock, grouping together (Fig. 2). However, we did observe that gene expression in combinations with ‘Isabelona’ is influenced by the rootstock. These individuals could be separated in two groups in the PCA, depending on whether they were grafted onto Garnem® or ‘GN-8’.
Looking at the global picture of gene expression by functional categories, we performed a Gene Ontology (GO) enrichment analysis but due to the low number of genes we did not obtain any significant categories. However, we found a molecular response similar to what we observed in previous analysis of almond scion-rootstock combinations. When grafted onto the vigor-conferring rootstock Garnem®, ‘Isabelona’ displayed several DEGs overexpressed involved in auxin regulation, mostly in a repressive manner. Besides, DEGs promoting CKs or GA activity or repressing abscisic acid (ABA) response were also overexpressed in these combinations (Supplementary Data 2). Therefore, Garnem® influence hormonal regulation here in a similar manner to what we observed before, with auxin responses being downregulated, hence reducing apical dominance [40,41]. Moreover, as it happened previously, we found overexpression of DEGs involved in processes associated with active growth, like cell proliferation and cell expansion, or promoting nitrogen and sugar assimilation (Supplementary Data 2).
Genes related to ET regulation were overexpressed when ‘Isabelona’ was grafted onto the dwarfing rootstock ‘GN-8’ (Supplementary Data 2). Contrary to what happened when grafted onto Garnem®, DEGs related to low nitrogen or sugar content were upregulated (Supplementary Data 2). However, some genes involved in cell wall reorganization were overexpressed (Supplementary Data 2), while in a previous experiment, these genes were only upregulated in combinations with vigor-conferring rootstocks.
In general, although the effects in the phenotype are not yet visible, we observed a similar expression profile to what has been previously described, with auxin responses downregulated in combinations with a vigor-inducing rootstock, while branching and growth are upregulated in combinations with Garnem®.
Scion/rootstock interaction in almond affected rootstock molecular profile
The cultivar effect of commercial almond cultivars ‘Lauranne’ and ‘Isabelona’ on the rootstock development was analyzed in a vigorous rootstock like Garnem®, and a dwarfing rootstock such as ‘GN-8’ (Supplementary Data 3). We carried out a PCA using the expression of each gene as variables for the four different scion/rootstock combinations. The first two components explained 50.1% of the variability, while none of the other variables explained more than a 10%. PC1 and PC2 explained 32.6% and 17.6% of the variability respectively. In the PCA, there was a clear separation between the four different combinations (Fig. 3). Combinations with Garnem® as rootstock are in the lower-left corner while combinations with ‘GN-8’ are in the upper-right corner. Therefore, there is a clear effect of the rootstock and it can be observed in the gene expression, with individuals clearly segregating depending on which scion, ‘Lauranne’ or ‘Isabelona’, is grafted onto them (Fig. 3).
A total of 168 DEGs were overexpressed in combinations with ‘Isabelona’ as scion respective to those with ‘Lauranne’, of which 100 appeared in the combination with Garnem® and 52 in combination with ‘GN-8’, while only 16 DEGs were in both combinations (Fig. 4a). A similar display was observed with DEGs that were underexpressed when ‘Isabelona’ was the scion. A total of 71 DEGs appeared only in Garnem®, while 74 DEGs were found in ‘GN-8’. A total of 34 DEGs were present in both rootstocks (Fig. 4b).
Therefore, while both Garnem® and ‘GN-8’ expression profiles are influenced by the scion that is grafted onto them, responses seem to be specific for each rootstock; at least regarding which specific genes are involved. In any case, that does not mean that the regulatory pathways affected by the scion influence are not similar.
DEGs associated with hormonal regulation were influenced by the cultivar in rootstock tissue
We have seen that changes in hormonal response prompted by a different rootstock affect the almond scion architecture, modifying the number of branches or the growth of the main axis. Therefore, it is likely that the grafted scion also has an effect on the rootstocks, triggering different mechanisms that could affect the rootstock properties. This reciprocal effect has been already described in other species regarding different traits (regulation of rootstock responses to low Pi and phloem sap metabolites) [42,43]. Here, we reported that hormonal response is affected by the scion, presumably leading to changes in the root architecture. Although samples were collected from the rootstock trunk, we expect that the variation of the dynamics of hormone flux found there affect the rest of the root system.
In contrast to its function in shoots, auxin has been described to promote the formation of lateral roots [14–17]. Various DEGs involved positively in auxin response were downregulated when ‘Isabelona’ was the scion in Garnem® (Table 2). BUD2 (Prudul26A013026) is an auxin inducible member of the SAMDC family, playing a part in mechanisms promoted by auxin, like apical dominance and root branching [44,45]. IAR3 (Prudul26A016337) releases IAA from its conjugate form, regulating the levels of free auxin [46,47]. ZIFL1 (Prudul26A023995) positively regulates polar auxin transport, favoring processes like lateral root development (Remy et al., 2013). On the other hand, GH3.6 (Prudul26A017626), a negative regulator of auxin levels [48,49], appeared overexpressed in combinations with ‘Isabelona’ as scion (Table 2). Here, the fact that auxin processes are downregulated in combinations with ‘Isabelona’ as scion suggests that rootstocks with this cultivar may display hormonal conditions required to develop less lateral roots. Whereas, rootstocks with ‘Lauranne’ as scion could develop an increased number of lateral roots, which would correlate to higher substrate availability and therefore affect their vigor and aerial branching phenotype [39].
Table 2
Differentially expressed genes (DEGs) associated with hormonal regulation.
logFC 'Isabelona'/Garnem - 'Lauranne'/Garnem
|
logFC 'Isabelona'/'GN8' - 'Lauranne'/'GN-8'
|
P. dulcis ID
|
Gene
|
GO term
|
Biological process
|
0.920
|
1.003
|
Prudul26A011001
|
ACO
|
GO:0009693
|
ethylene biosynthetic process
|
-0.416
|
-1.243
|
Prudul26A007830
|
ACO
|
GO:0009693
|
ethylene biosynthetic process
|
1.404
|
0.024
|
Prudul26A030744
|
BAS1
|
GO:0055114
|
oxidation-reduction process
|
-0.731
|
-1.197
|
Prudul26A013026
|
BUD2
|
GO:0006557
|
S-adenosylmethioninamine biosynthetic process
|
1.228
|
0.717
|
Prudul26A008430
|
bZIP58
|
GO:0006355
|
regulation of transcription, DNA-templated
|
1.755
|
0.337
|
Prudul26A017801
|
CKX5
|
GO:0009823
|
cytokinin catabolic process
|
0.740
|
1.106
|
Prudul26A028543
|
CVIF2
|
GO:0043086
|
negative regulation of catalytic activity
|
0.808
|
1.014
|
Prudul26A016230
|
CVIF2
|
GO:0043086
|
negative regulation of catalytic activity
|
0.221
|
-1.434
|
Prudul26A017398
|
CYP94C1
|
GO:0009611
|
response to wounding
|
0.991
|
1.295
|
Prudul26A002650
|
ERF12
|
GO:0009873
|
ethylene-activated signaling pathway
|
0.423
|
1.232
|
Prudul26A022504
|
ERF12
|
GO:0009873
|
ethylene-activated signaling pathway
|
-2.000
|
-2.949
|
Prudul26A000689
|
GA2OX8
|
GO:0009686
|
gibberellin biosynthetic process
|
0.669
|
1.358
|
Prudul26A017626
|
GH3.6
|
GO:0010252
|
auxin homeostasis
|
-5.950
|
-0.941
|
Prudul26A016337
|
IAR3
|
GO:0009850
|
auxin metabolic process
|
1.007
|
0.135
|
Prudul26A016134
|
LOL1
|
GO:0034052
|
positive regulation of plant-type hypersensitive response
|
1.821
|
-0.772
|
Prudul26A022418
|
MAX1
|
GO:0016117
|
carotenoid biosynthetic process
|
-1.005
|
-1.005
|
Prudul26A005107
|
RCA
|
GO:0050790
|
regulation of catalytic activity
|
1.102
|
0.681
|
Prudul26A028381
|
SPL8
|
GO:0030154
|
cell differentiation
|
-1.640
|
-0.515
|
Prudul26A006492
|
SWEET2
|
GO:0008643
|
carbohydrate transport
|
-1.176
|
-0.730
|
Prudul26A023995
|
ZIFL1
|
GO:0010540
|
basipetal auxin transport
|
Only genes with a logFC superior or infertior to 1 (highlighted in bold) were considered as differentially expressed.
GA acts mostly in opposition to the auxin response, inhibiting lateral root formation while promoting cell elongation and proliferation in the central root [25,26]. Three genes related positively to GA activity were found to be upregulated in rootstock tissues in combinations with ‘Isabelona’ as the scion (Table 2). LOL1 (Prudul26A016134) and bZIP58 (Prudul26A008430) modulate GA levels, favoring its activity and acting in numerous pathways regulated by this hormone [50]. SPL8 (Prudul26A028381) can act both in a positive or negative manner, although has been described to negatively affect root elongation in Arabidopsis [51]. On the other hand, GA2OX8 (Prudul26A000689) is downregulated in combinations with ‘Isabelona’ (Table 2). GA2OX8 catalyzes the deactivation of active GA, hence reducing its levels and activity [52,53]. In general, genes related to increased GA levels are upregulated in rootstocks when ‘Isabelona’ is the scion. This could lead to the elongation of the central root, in a similar manner of what we observed in the scion, while inferior expression of GA responses in combinations with ‘Lauranne’ would favor the development of numerous lateral roots.
ET response was also affected by the scion. 1-Aminocyclopropane-1-Carboxylic Acid Oxidase (ACO) carries out a crucial step in ET biosynthesis, controlling ET production [54,55]. Homologues of this gene (Prudul26A011001, Prudul26A007830) were found both upregulated and downregulated in ‘Isabelona’/‘GN-8’ combinations (Table 2). ERF12 has been described to participate in floral transition and seed dormancy in response to ethylene, being activated by its presence [56,57]. Here, two homologues (Prudul26A002650, Prudul26A022504) where upregulated when ‘Isabelona’ was grafted onto ‘GN-8’ (Table 2). ET acts by opposing auxin effect in lateral root formation [29,30], which matches the reduced auxin response that has been reported in combinations with ‘Isabelona’. BRs have an opposite function to ET, favoring the initiation of lateral roots [28,58]. BAS1 (Prudul26A030744), an enzyme that catalyzes BR inactivation [59], is overexpressed in Garnem® when ‘Isabelona’ is the scion (Table 2).
Scion also influenced the expression of genes involved in other hormonal responses. CKX5 (Prudul26A017801) was overexpressed in the ‘Isabelona’/Garnem® combination (Table 2). As a CK dehydrogenase, CKX5 participates in degrading CKs [60]. MAX1 (Prudul26A022418), which is part of the SL biosynthetic pathway [61,62], is also upregulated when Garnem® had ‘Isabelona’ as scion (Table 2). Jasmonic acid (JA) is typically activated in stress responses [63]. CYP94C1 (Prudul26A017398) carries out the oxidative inactivation of this hormone [64]. This gene was less expressed in the ‘Isabelona’/‘GN-8’ combination too, suggesting a negative regulation of growth in this combination (Table 2). Finally, a couple of genes related to sugar availability were affected by the scion. Two CVIF2 homologues (Prudul26A028543, Prudul26A016230) were overexpressed in the ‘Isabelona’/‘GN-8’ combination (Table 2). CVIF2 might regulate sucrose cleaving, therefore negatively affecting plant sugar levels [65]. RCA (Prudul26A005107), which was downregulated with ‘Isabelona’ as scion (Table 2), promotes RuBisCO activity and therefore sugar production [66]. Moreover, the sugar transporter SWEET2 (Prudul26A006492), which is especially active in roots [67], was also less expressed when ‘Isabelona’ was the scion. Therefore, ‘Isabelona’ seems to negatively influence sugar production in roots, which might lead to a reduction in the formation of roots.
In conclusion, the presence of a different scion affects the hormonal response in the rootstock. In this case, we observed that rootstocks with ‘Isabelona’ as scion present a hormonal framework that should inhibit the formation of lateral roots, while those with ‘Lauranne’ as scion are prompted to develop more lateral roots.
Root development and root cell wall reorganization are negatively influenced by ‘Isabelona’
Root architecture is regulated by numerous genes that mediate the formation of the primary root and others, like lateral roots or adventitious roots [68]. Though samples were collected from below the grafting site in ‘GN-8’ and Garnem® rootstocks, we would expect that changes in the expression profile would condition the behavior of other parts of the rootstock.
Two inhibitors of lateral root formation were overexpressed in combinations with ‘Isabelona’ (Table 3). AGL79 (Prudul26A020939) acts as a repressor of lateral root development [69]. While not affecting lateral root initiation, LRP1 (Prudul26A023724) does affect its progression. Its overexpression in Arabidopsis reduced the number of lateral roots [70]. IAA4 (Prudul26A024452) is also overexpressed in the ‘Isabelona’/Garnem® combination (Table 3). IAA4 acts in opposition to auxin response, inhibiting the formation of adventitious roots [71]. Therefore, there is an upregulation of processes that lead to reduce lateral root formation when ‘Isabelona’ is the scion. Moreover, two homologues of FIP37 (Prudul26A025382, Prudul26A011653) were highly overexpressed in the ‘Isabelona’/Garnem® combination (Table 3). FIP37 effect in meristem development has been mostly described in shoots, but it acts preventing meristem proliferation and therefore bud outgrowth [72]. A similar function is carried out by TSO1 [73,74]. Here, we found a homologue of this gene, TCX2 (Prudul26A017201), which is downregulated when ‘Isabelona’ was the scion (Table 3).
Table 3
Differentially expressed genes (DEGs) associated with root development and root cell wall reorganization.
logFC 'Isabelona'/Garnem - 'Lauranne'/Garnem
|
logFC 'Isabelona'/'GN8' - 'Lauranne'/'GN-8'
|
P. dulcis ID
|
Gene
|
GO term
|
Biological process
|
-1.023
|
0.073
|
Prudul26A020211
|
4CLL6
|
GO:0006744
|
ubiquinone biosynthetic process
|
0.030
|
-1.627
|
Prudul26A014215
|
4CLL9
|
GO:0000272
|
polysaccharide catabolic process
|
1.094
|
0.291
|
Prudul26A020939
|
AGL79
|
GO:0006355
|
regulation of transcription, DNA-templated
|
-0.986
|
-1.062
|
Prudul26A005381
|
ERF3
|
GO:0072659
|
protein localization in plasma membrane
|
-1.265
|
1.319
|
Prudul26A009806
|
EXPL1
|
GO:0019953
|
sexual reproduction
|
3.089
|
0.646
|
Prudul26A025382
|
FIP37
|
GO:0010073
|
meristem maintenance
|
3.072
|
0.623
|
Prudul26A011653
|
FIP37
|
GO:0010073
|
meristem maintenance
|
1.048
|
1.468
|
Prudul26A000195
|
GRF4
|
GO:0006355
|
regulation of transcription, DNA-templated
|
-0.466
|
-1.032
|
Prudul26A031613
|
GUX3
|
GO:0045492
|
xylan biosynthetic process
|
1.180
|
0.462
|
Prudul26A024452
|
IAA4
|
GO:0009733
|
response to auxin
|
1.174
|
0.195
|
Prudul26A009950
|
KING1
|
GO:0042128
|
nitrate assimilation
|
0.401
|
1.024
|
Prudul26A023724
|
LRP1
|
GO:0048364
|
root development
|
1.334
|
1.832
|
Prudul26A008528
|
MYB103
|
GO:0006355
|
regulation of transcription, DNA-templated
|
-1.300
|
-0.538
|
Prudul26A012897
|
MYB20
|
GO:1901141
|
regulation of lignin biosynthetic process
|
-1.074
|
-0.532
|
Prudul26A014014
|
ROL1
|
GO:0071555
|
cell wall organization
|
-0.031
|
-1.022
|
Prudul26A008007
|
SKP2A
|
GO:0010311
|
lateral root formation
|
-1.694
|
-2.203
|
Prudul26A014041
|
SNAK2
|
GO:0006952
|
defense response
|
-0.794
|
-1.850
|
Prudul26A015706
|
SNAK2
|
GO:0006952
|
defense response
|
-1.034
|
-3.009
|
Prudul26A007951
|
TBL19
|
GO:0045492
|
xylan biosynthetic process
|
-0.544
|
-1.001
|
Prudul26A014994
|
TBL29
|
GO:0045492
|
xylan biosynthetic process
|
-1.405
|
0.011
|
Prudul26A017201
|
TCX2
|
GO:0006355
|
regulation of transcription, DNA-templated
|
Only genes with a logFC superior or infertior to 1 (highlighted in bold) were considered as differentially expressed.
‘Lauranne’ has been proved to be a more vigorous scion than ‘Isabelona’. Here, we also observed several genes involved in cell proliferation being downregulated in the rootstock in combinations with ‘Isabelona’ (Table 3). ERF3 (Prudul26A005381) promotes cell division and cell elongation of the root meristem [75]. SKP2A (Prudul26A008007) is a regulator of cell proliferation, promoting cell division in lateral root primordium, whose degradation is stimulated by auxin [76,77]. Two homologues of SNAK2 (Prudul26A014041, Prudul26A015706) were found. SNAK1 has been described to promote cell division in response to external stimuli [78,79]. SnRK1 is involved in repressing growth in response to low energy supplies [81]. Here, a member of its family, KING1 (Prudul26A009950), was upregulated in the ‘Isabelona’/Garnem® combination (Table 3).
The regulation of several components that are part of the cell wall, like lignins, xyloglucans or pectins, is essential in the control of cell wall formation and cell wall reorganization [81–83]. Numerous genes associated to their synthesis or transport were downregulated in combinations with ‘Isabelona’ compared to those with ‘Lauranne’ as the scion (Table 3). Members of the 4CL family like 4CLL6 (Prudul26A020211) and 4CLL9 (Prudul26A014215) are part of the phenylpropanoid metabolism pathway, participating in lignin biosynthesis [84]. The MYB transcription factor, MYB20 (Prudul26A012897), promotes the lignin biosynthesis pathway [85]. However, another MYB TF linked to lignin biosynthesis, MYB103 (Prudul26A008528), was overexpressed in combinations with ‘Isabelona’ as scion [86]. GUX3 (Prudul26A031613) is involved in xylan modification while TBL19 (Prudul26A007951) and TBL29 (Prudul26A014994) participate in xylan acetylation [87–89]. These modifications are crucial to ensure xylan integrity and cell wall strength. Knockout mutants of ROL1 (Prudul26A014014) produce aberrant pectin structure which leads to reduced elongation growth, highlighting a role for ROL1 in cell wall reorganization [90,91]. Nevertheless, some genes associated also to cell wall formation were found to be upregulated when ‘Isabelona’ was the scion (Table 3). GRF4 (Prudul26A000195) promotes cellulose biosynthesis in a response involving MYB61 transcription factor [92]. EXPL1 (Prudul26A009806) is associated to cell wall remodeling in response to auxin and lateral root initiation [93]. Contradictorily, EXPL1 was overexpressed in ‘GN-8’, while being downregulated in the ‘Isabelona’/Garnem® combination (Table 3). This could mean a differential response for this gene depending on which rootstock is affected by the scion, maybe linked to the fact that ‘GN-8’ is a prominently less vigorous rootstock than Garnem®.
In general, processes related to root formation or active tissue growth like cell wall reorganization were downregulated when ‘Isabelona’ was the scion, expecting that these combinations should present a root system with fewer lateral roots. This response is in line with the hormonal status reported previously, that favored root formation in rootstocks with ‘Lauranne’ as scion, and not in those with ‘Isabelona’.
DEGs associated with light responses are affected by cultivar in rootstock tissue
Light regulates numerous processes related to plant development, and several pathways are involved in growth control [94,95]. Light availability mediates the formation of lateral branches, through several responses like shade avoidance [34,35]. In the root, we observed an upregulation of genes involved in responses related to reduced light in combinations that had ‘Isabelona’ as scion, with ABR (Prudul26A020068) being overexpressed and several homologues of phyE (Prudul26A014761, Prudul26A002019) and UVR8 (Prudul26A018495, Prudul26A003343, Prudul26A011979) downregulated (Table 4). ABR is involved in ABA responses and it is induced by light deprivation [96]. phyE regulates responses to low R/FR, in consonance with phyB [97]. The photoreceptor UVR8 mediates the signal produced by UV-B that inhibits shade avoidance responses [98]. Auxin and light responses are tightly integrated, affecting tree architecture [99]. Two inhibitors of auxin response affected by light were overexpressed in combinations with ‘Isabelona’ (Table 4). NPH3 (Prudul26A013341) participates in an auxin feedback response, modifying auxin transport in response to phototropism [100]. RVE7 (Prudul26A019438) is a member of the same family of RVE1, which modulates plant growth through repression of auxin levels [101]. ‘Lauranne’, which shows numerous branching, is expected not to be affected as acutely by light availability than ‘Isabelona’, which displays reduced branching. Here, this effect is more prevalent in Garnem®, while ‘GN-8’ is less affected by the scion light perception. This could be caused by the higher vigor presented by Garnem®, which is more influenceable by changes that favor growth.
Table 4
Differentially expressed genes (DEGs) associated with light responses and circadian clock regulation
logFC 'Isabelona'/Garnem - 'Lauranne'/Garnem
|
logFC 'Isabelona'/'GN8' - 'Lauranne'/'GN-8'
|
P. dulcis ID
|
Gene
|
GO term
|
Biological process
|
1.899
|
1.208
|
Prudul26A020068
|
ABR
|
GO:0009733
|
response to auxin
|
1.596
|
-0.580
|
Prudul26A024462
|
COL6
|
GO:0006355
|
regulation of transcription, DNA-templated
|
-1.751
|
-1.054
|
Prudul26A016707
|
GI
|
GO:0042752
|
regulation of circadian rhythm
|
1.061
|
0.101
|
Prudul26A014609
|
JMJD5
|
GO:0042752
|
regulation of circadian rhythm
|
-1.542
|
0.905
|
Prudul26A026608
|
MDL1
|
GO:0055114
|
oxidation-reduction process
|
1.368
|
1.015
|
Prudul26A013341
|
NPH3
|
GO:0009638
|
phototropism
|
-1.339
|
0.051
|
Prudul26A014761
|
phyE
|
GO:0009585
|
red, far-red light phototransduction
|
-1.364
|
0.042
|
Prudul26A002019
|
phyE
|
GO:0009585
|
red, far-red light phototransduction
|
-1.453
|
-0.886
|
Prudul26A027917
|
PRR7
|
GO:0007623
|
circadian rhythm
|
1.009
|
0.772
|
Prudul26A019438
|
RVE7
|
GO:0007623
|
circadian rhythm
|
-1.078
|
-0.643
|
Prudul26A018495
|
UVR8
|
GO:0009649
|
entrainment of circadian clock
|
-1.078
|
-1.143
|
Prudul26A003343
|
UVR8
|
GO:0009649
|
entrainment of circadian clock
|
-1.798
|
-1.042
|
Prudul26A011979
|
UVR8
|
GO:0009649
|
entrainment of circadian clock
|
Only genes with a logFC superior or infertior to 1 (highlighted in bold) were considered as differentially expressed.
The circadian clock, which is controlled by light, among other environmental responses, regulates numerous processes in plant development, including root growth [31–33]. We detected a mixed pattern of expression profiles of genes involved in circadian clock regulation. COL6 (Prudul26A024462) and JMJD5 (Prudul26A014609) were overexpressed in the ‘Isabelona’/Garnem® combination (Table 4). CO-like genes are light responsive genes under circadian clock control and affecting circadian rhythms [102,103]. JMJD5 is integrated in various responses regulated by circadian period, including flowering regulation [104]. On the other hand, the circadian clock regulator GI (Prudul26A016707) was downregulated in combinations with ‘Isabelona’ (Table 4). This gene participates in regulating daily CO expression and in activating FT expression, being controlled by light [105–107]. While we do not observe any clear trend in the influence of the scion in the circadian clock regulation, it seems clear that these processes can be affected by the interaction between scion and rootstock.