3.3. Presence of Symptoms
On Bar
Scheme 5, the presence of symptoms in the prospected plants is depicted. It can be inferred that the majority of samples did not exhibit any symptoms (91.1%) of bacterial presence.
After conducting the chi-square test to analyze the relationship between the species variable and the presence or absence of symptoms (
Table 1), we determined a statistically significant association (p < 0.0001). This suggests that the occurrence and expression of symptoms are influenced by distinctive factors characteristic of the Portuguese Northern region hosts.
Although infection in certain host species leads to noticeable visual changes, there are several species in which these bacteria establish colonization without producing any symptoms [
21]. In the context of North Portugal, it was observed that the majority of positive reports for Xf did not exhibit any symptoms (255 cases) on Citrus, Lavandula, Olea europaea and Prunus. In contrast, 45 positive reports did show symptoms on Lavandula dentata. It seems that Xf infection in perennial plants has the potential to evolve into a chronic state and endure over extended periods. The longevity of the bacterium within perennial plants is contingent upon factors such as the specific host species, cultivars [
22,
23,
24], bacteria strain [
25], time of infection [
23,
26] and winter temperatures.
Furthermore, the timing of infection can impact the presence or absence of symptoms. Plants infected early in the growing season were more likely to develop persistent infections and exhibit symptoms. This is because the pathogen had sufficient time to reproduce and spread within the plant’s perennial tissues, allowing it to endure through the winter [
23,
26]. Xf was previously reported to translocate and colonize the roots of perennial plants such as olive [
27,
28] almond [
29], peach [
30,
31] blueberry [
32], sycamore [
33] and citrus [
34,
35]. As trees transition into dormancy, there is a decrease in the presence and concentration of Xf within their leaves. This decline can be ascribed to leaf senescence, bacterial mortality, and the migration of viable cells into perennial tissues, where they endure the winter season [
36]. Consequently, these factors likely contribute to the presence or absence of symptoms. These results are in accordance with the report of Amanifar et al. (2016) in almond leaves [
29]. Upon the emergence of leaves in the spring, overwintering bacterial cells initiate their migration from perennial tissues towards the developing leaves. Substantial colonization of the leaves by Xf typically occurs approximately two months after leaf emergence, and the pathogen’s concentration continues to rise over time, reaching its peak in mid to late summer, coinciding with the period when foliar symptoms become most pronounced.
This pattern may clarify the absence of symptoms in our research findings. Among the 255 positive reports of Xf that didn’t exhibit any symptoms, 170 were collected in the first quarter of the year. According to the authors, Xf migrated into perennial tissues, causing the consequent absence of symptoms.
Additionally, Purcell (2013) suggested that infection or colonization by
Xf does not invariably lead to disease development.
Xf can effectively colonize its hosts to ensure its survival and facilitate transmission through vectors. This pathogen can also mitigate harm to the host by modulating its gene expression in response to external signals.[
37]. Bragard et al. (2019) reported that the duration of the asymptomatic period following infection can differ significantly, spanning from 1 month in ornamental plants to as long as 3-4 years in other hosts. [
38]. Queiroz-Voltan et al. (2004) observed that symptom severity varied even within the same variety grown under identical soil and climate conditions, cultural practices, and management [
39]. Hopkins et al. (2007) and Kadel et al. (2017) discovered that less infectious subspecies of the bacteria provide vine protection against more aggressive subspecies, all the while exhibiting reduced symptom manifestation [
40,
41]. On a recent investigation on
Quercus pyrenaica, the xylem vessels composed with intact pit membranes and fully coated with lignin, made them more restrictive to bacterial migration. Considering the oak’s limited manifestation of symptoms and the identification of a solitary bacterium, the authors conclude that the formation of tyloses may hinder the pathogen’s dissemination from the initial point(s) of introduction. Also, the presence of starch grains in stems may acted as a refilling mechanism, preventing the loss of plant hydraulic conductivity and potentially serving as a means to entrap the bacteria. All of these mechanisms can be considered examples of constitutive defense systems of the plant against
Xf.
It’s apparent that external symptoms aren’t solely determined by the presence or absence of Xf. The way symptoms respond and manifest is shaped by a multitude of physiological and environmental factors. These include variances in plant resistance or tolerance, fluctuating levels of bacterial concentration, diverse transpiration rates, and the occlusion capacity across different plant subspecies. Nevertheless, the presence of perennial plants in the Northern region of Portugal may account for our findings, as Xf infection in perennial plants have the capacity to persist in a chronic state over prolonged periods without exhibiting symptoms.
3.4. Hosts Observed
The initial step in organizing the observed host species and preparing the data for statistical analysis was to group all species with fewer than 10 observations into a single category, referred to others as “outros” (
Table 2).
Our findings (listed on
Table 2) indicated that, in a universe of 15345 samples, the most frequently prospected host genders or species included
Olea europeae (5.5%),
Citrus (2.7%),
Laurus nobilis (2.5%),
Rosa spp. (2.3%),
Nerium oleander L. (2.2%),
Pelargonium sp. (2.1%),
Hedera helix L. (2.1%), and
Lavandula dentata L. (2.1%). This observation aligns with the directives from DGAV, which emphasize the prospection of species listed in Annex I and II of Implementing Regulation (EU) 2020/1201, including the aforementioned species [
16].
Analyzing the positive plant species in
Table 3, it is evident that
Lavandula dentata (18.9%),
Hebe (2.0%),
Citrus (1.7%),
Lavandula angustifolia (1.7%), and
Olea europaea L. (1.7%) were the most commonly observed species with positive results.
Our results are not surprising because all those species are vulnerable to infection and can develop diseases caused by these bacteria. The plant genera or species referred are identified as susceptible to subspecies of the bacteria in Annex I or II on Commission Implementing Regulation (EU) 2020/1201 [
16].
On the other hand,
Citrus sinensis and
Vitis vinifera exhibited limited positive results, despite being also susceptible species. This outcome can be attributed to the genetic characteristics of the identified subspecies. In Portugal is commonly found the prevailing Sequence Type 7 of
Xf subsp
. multiplex (in
Santolina chamaecyparissus, Quercus suber, Lavandula dentata, Hebe sp
., Coprosma repens, Cytisus scoparius) [
42]. The Sequence Type with a closer affinity to
Citrus belongs to
Xf subsp.
pauca [
43] never found in our country, while for
Vitis vinifera, belongs to
Xf subsp.
fastidiosa [
44].
According to data from EFSA’s 2023 report, there are currently 690 plant species that have been identified as susceptible to the bacteria, corresponding to 306 genus and 88 families [
42]. The most common host species are
Olea europaea, Vitis vinífera, Prunus dulcis, Citrus sinensis, Nerium oleander and
Polygala myrtifolia. In comparison with the previous database, published in December 2022, 12 new species (and two genera) have been identified as
Xf hosts, 9 of them were identified naturally infected in Portugal (
Castanea sativa, Genista triacanthos, Grevillea rosmarinifolia, Lonicera periclymenum, Mentha suaveolens, Platanus hispanica, Pyracantha coccínea, Quercus pyrenaica, Ulex micranthus) [
6,
42]
.
The list of all known plant species that have been identified in Portugal are explained on
Table 4 [
45].
It seems that introgression events and its inherent ability to assimilate new genetic material have enabled Xf to expand its host range in our country [
42,
46]. However, also trophic interactions between insect vectors and their host plants can shape the epidemiology of Xf in North of Portugal. To understand the increase of Xf one must consider the behavior of the insect vectors.
Xf spreads naturally among plants through insect vectors from the order Hemiptera, primarily involving cycads, aphrophids, and cercopids [
15]. Among the key European insect vectors are members of the
Aphrophoridae family, such as
Philaenus spumarius (Ps), Philaenus italosignus, and
Neophilaenus campestris [
5,
47]. These insects are widely distributed in tropical and temperate climates, inhabiting forests, meadows, and grasslands [
48,
49,
50]. They acquire the bacteria while feeding on infected plants, becoming hosts themselves. Subsequently, they transmit the pathogen into the vascular system of host plants by piercing the leaf petiole with their stylets [
46], facilitating the spread of bacteria into the xylem of branches and stems [
5].
These insects undergo a biological cycle wherein they overwinter as eggs. Following a dormancy period of around 100 days, the eggs hatch in early spring. The nymphs then progress through five developmental stages over 5-8 weeks, all the while enveloped in a protective mucilaginous foam [
51]. Adults usually emerge in April or May and engage in mating during early summer, after which they tend to linger in the nearby vegetation [
48]. During spring, nymphs are typically found in weeds, while adults predominantly inhabit the canopy from May throughout the summer months. Come autumn, the adults retreat to the weeds within the plot and surrounding areas, or migrate to other nearby plants [
4]. According to Drosopoulos and Asche (1991) in Greece [
52], Godefroid and Durán (2022) [
53] in southern Spain, and Karban and Strauss (2004) in California [
54] humidity and temperature exerts a significant influence on the developmental duration of immature
Philaenus spumarius stages [
55]. Cooler and humid conditions seem to be more advantageous for egg hatching and larval development with the temperature ranging between 4 and 10°C [
55,
56]. Adequate humidity is conducive to both hatching and the survival of nymphs, as they rely on an ample sap supply for nourishment. Consequently, severe or prolonged summer droughts can significantly diminish
Philaenus spumarius populations [
54,
57]. This phenomenon may account for the transition in host plants, as the insect shifts from arid vegetation to shrubs and trees that are less water-stressed or migrates to cooler locales, such as areas near rivers. This underscores the significant influence of humidity and temperature in the ecological dynamics of this insect [
57].
In southern Italy, for instance, the summer migration of adult insects from ground-level vegetation to the canopy has been noted in conjunction with the desiccation of herbaceous plants [
49,
58]. In particular, adults of
Philaenus spumarius were observed from May to August in the vicinity of olive orchards, and on groves of
Quercus ilex,
Quercus crenata, Pistacia lentiscus, P. terebinthus, Hedera helix and
Myrtus communis [
49,
59]. In the Apulia region,
Philaenus spumarius adults have also been found on
Pinus halepensis from May to September and have been reported once on
Ulmus minor in October [
59].
The nymphal stages of
Philaenus spumarius exhibits a preference for specific plant species, primarily those belonging to families such as Asteraceae (Sonchus, Crepis, Picris), Fabaceae (Medicago, Vicia, Lathyrus), Rubiaceae (Galium), and Apiaceae (Daucus, Foeniculum), with G. album and F. vulgare being the favored species. On the other hand, certain species were categorized as “non-preferred” or actively avoided, including those from the Poaceae family (Avena, Lolium, Hordeum), Brassicaceae (Raphanus), Papaveraceae (Papaver), Fumariaceae (Fumaria), and Oxalidaceae (Oxalis) [
60]. On the other hand, in Belgium, Hasbroucq et al. (2020), reported adults of Philaenus spumarius on Ranunculaceae, Prunus sp., Rubus sp., Crataegus sp., Alnus sp., Picea sp., Quercus sp., Salix sp., Carex sp. and Urtica sp. [
61]. Recent studies performed in Corsica, France, suggest that Philaenus spumarius, at least locally, has affinity with Cistus monspeliensis [
62,
63]. Chatois et al. (2003), highlighted a positive relationship between Ps abundance and the density of Cistus monspeliensis. They also found larger populations of Ps in cooler and moister plots [
58]. Lester et al. observed that among the various botanical families, those with the highest occurrence of host plants harboring Philaenus spumarius nymphs included Lamiaceae (10%), Rosaceae (10%), Onagraceae (9%), and Poaceae (9%). Lavender (Lavandula sp.) emerged as the most frequently encountered host plant in gardens, while in unmanaged areas like waste grounds, parks, and natural areas, grasses (Poaceae) were the predominant hosts. Additionally, adult Philaenus spumarius were also collected from trees and hedges, such as birch (Betula sp.), hawthorn (Crataegus sp.), and willow (Salix sp.) during the month of August [
64].
Several studies have explored host associations of the insect vector in olive groves in Italy [
65,
66], Portugal [
67], Spain[
68] and Greece [
69].
Philaenus spumarius may have limited flight ranges, confining the spread of the disease to a localized area as well as specific host preferences for feeding. Variations in these preferences can impact the range of plant species that may serve as hosts for Xf, influencing the types of ecosystems and agricultural crops that are at greater risk of infection. If a vector has a limited flight range and prefers specific host plants, the disease may be prevalent in certain localized areas but constrained from spreading to distant regions. The interplay of these vector behaviors directly impacts the geographic range of Xf.
In addition to the insect vector, it is recognized that each subspecies of the bacteria also exhibits a preference for a specific group of hosts. However, their genetic plasticity allows them to infect other plant species to some extent [
14]. The taxonomic classification of Xf strains is a crucial step for identifying susceptible hosts. Additionally, in Europe, it holds practical significance as the management strategies mandated by the European Commission are tailored to the specific subspecies present in each outbreak.
The techniques employed for detecting the bacterium and determining its sequence type (ST) in plants align with the guidelines outlined in the EPPO protocol PM7/244 [
10]. Briefly, the detection is performed using the real-time PCR and the identification of the ST by applying an Multilocus Sequence Typing (MLST) scheme of seven housekeeping genes and using the PubMLST database to identify allele numbers and ST [
10,
70].
Europe has reported four subspecies of the pathogen (Xyllela fastidiosa subsp. fastidiosa, multiplex, sandyi, and pauca) [
42]. The initial outbreak in the European Union was detected in 2013, affecting olive trees near Gallipoli, located in the Lecce province of Italy’s Puglia region [
7,
8]. Genetic analysis of the subspecies prevalent in this area suggests a strong correlation with the subspecies found in Costa Rica. Nunney et al. (2012) conducted an analysis using MLST on isolates from grapevines across the United States and identified ST2, which differed from ST1 by a single base pair. This distinct pattern strongly suggests a recent common ancestry and challenges the previous assumption that the bacterial pathogen responsible for Pierce’s disease of grapevine (PD) is native to the United States. Instead, it indicates that the pathogen descended from a single genotype introduced from Central America [
71]. Their invasion hypothesis is supported by five pieces of compelling evidence: a genome-wide lack of genetic diversity in Xf subsp. fastidiosa in the U.S., which is consistent with a recent common ancestor; evidence suggesting historical separation (allopatry) of the North American subspecies Xf subsp. multiplex and Xf subsp. fastidiosa; indications that Xf subsp. fastidiosa evolved in a more tropical climate compared to Xf subsp. multiplex; a considerably higher level of genetic variability in the proposed source population in Central America, within which the U.S. genotypes are phylogenetically nested; circumstantial evidence of the importation of known hosts (coffee plants) from Central America directly into southern California, just prior to the first documented outbreak of the disease [
71,
72]. Also, Yuan et al. (2010), using MLST scheme for the bacterial plant pathogen had consistent results with the hypothesis that Xf subsp. fastidiosa were introduced into the United States [
70].
In 2015, the subspecies multiplex ST6 and ST7 genotypes were detected in France and annual official surveys with plant and vector samplings confirmed the presence and dissemination of these STs in Corsica and PACA regions [
73,
74]. In 2020, a new region, Occitanic (Aude), was found to be impacted by the presence of this genotype. Landa et al. (2020) constructed a phylogenetic tree using the available genome sequences of Xf subsp. multiplex and incorporated Xf subsp. fastidiosa strains. They also conducted ancestral state reconstruction using the geographic location of the strains as a character. The findings suggest that the ancestral nodes within Xf subsp. multiplex originated in the southeastern United States, implying that isolates from California, Europe, and Brazil likely resulted from introductions [
75].
Up to now, 89 sequence types (ST) of Xf have been reported all around the world [
6]. The sequence types most found in the world are described on
Table 5 [
42].
In Europe, the most common sequence types are ST53 in Italy [
3,
7], ST06 found in Spain and France [
73], sequence type 07 in Portugal and France [
76]. All these records of different STs in distant areas are clear indications of various independent introductions of Xf strains. Most of these STs had previously been described in the Americas hence that represents their most probable source of introduction in Europe [
75]. These hypotheses were tested and confirmed by a first analysis of a limited number of strains from most EU outbreaks [
77].
In Portugal, until now, we can only find the subspecies multiplex ST7 [
76], and subspecies fastidiosa ST2 [
78]. We found majoritarian de ST7 (in Santolina chamaecyparissus, Quercus suber, Lavandula dentata, Hebe sp., Coprosma repens, Cytisus scoparius) [
42]. This indicated the potential maintenance of this variant over time in our country. The ST7 is closely related to STs already found in Europe, such as ST6 (France, and Spain mainland), ST81 (Balearic Islands) and ST87 (Italy) [
27,
79]. We can find this ST also in France, Balearic Islands and US [
42]. Moreover, five samples of ST2 were found to be infected. That means additionally, this variant was introduced. We interpret these results as a consequence of commercial trade of plant material infected with Xf. The first reason is due to Xf, as a species, infects hundreds of plants, initially symptomless, and simultaneously the insect vectors are unlikely to disseminate at continental scales. So, it is reasonable to assume that anthropogenic activities are linked to the introduction of these pathogen strains into Europe. According to Yoon et al. (2023), current phytosanitary regulations and airport inspection systems in some parts of the region may have vulnerabilities, potentially allowing passengers to unknowingly transport infected planting materials. This raises the possibility of Xf invading new countries, with the transport infrastructure inadvertently facilitating the movement of Xf insect vectors. In the vicinity of the Demarcated Area of Porto, two major entry points can be identified: Francisco Sá Carneiro Airport and the Harbor of Leixões, close to Porto city. The plant nurseries within this Demarcated Area could represent a potential source of outbreaks. Consequently, a genuine risk exists that Xf could continue to breach geographical barriers and potentially triggering significant disease outbreaks [
20,
50].
In their study, Godefroid et al. (2018) examined the potential spread of three Xf subspecies by utilizing datasets delineating both native and recently colonized territories alongside four distinct species distribution models. The findings suggest that the subspecies multiplex and fastidiosa pose a significant threat to vast swathes of Europe, whereas climatically suitable regions for the subspecies pauca are primarily confined to the Mediterranean basin. The potential distribution of French strains ST6 and ST7, belonging to subsp. multiplex, is further influenced by a gradual shift of suitable areas. These areas are transitioning from Southern France, Italy, and Portugal toward Northern France, Belgium, the Netherlands, and Southern England. The potential expansion of these strains, particularly in Corsica and Southern France, is substantial. However, the dynamics of their expansion rely more on plant exchanges and disease management than solely on climate suitability. Furthermore, Godefroid et al. (2018) have predicted a moderate to highly severe risk of Pierce’s Disease (subspecies fastidiosa) in numerous lowlands and coastal regions of the Mediterranean areas, encompassing Spain, Italy, the Balearic Islands, and North Africa. This risk extends along the Atlantic coasts of France, Northern Spain, and Portugal [
80]. Yoon et al. (2023) sought to determine the shared climatic traits of Xf. Furthermore, they calculated the spatiotemporal distances between occurrence areas and categorized them into either natural or anthropogenic spread. Among countries without ongoing outbreaks, those in the Mediterranean basin, notably Turkey at the highest level of risk, followed by Greece, Morocco, and Tunisia at a high-risk level, are most vulnerable to Xf’s arrival and establishment. The ranking model also underscores the susceptibility of southern European countries (Italy, Portugal, and Spain), where the pathogen has previously been detected [
50].
According to models’ predictions, the currently reported distribution of
Xf in Europe is small compared to the large extent of climatically suitable areas [
80]. Species distribution models serve as valuable tools for forecasting the presence of species within a particular location and facilitating investigations related to fields such as biogeography, species preservation, invasive species ecology, and the management of natural resources [
81]. These models empower researchers to untangle the influence of ecological and environmental factors on species distribution.
In their research, Hoddle et al. (2004) employed the CLIMEX algorithm to predict the global severity potential of PD. Their model indicated that while most Mediterranean regions are conducive to PD, the cold winter temperatures in certain areas might impede the expansion of
Xf into several economically crucial wine-producing regions of France, as well as central and northern parts of Spain and Italy. Based on the model predictions,
Xf had a high probability of colonizing areas characterized by low altitude (0–150 m a.s.l.), precipitations in the driest month < 10 mm, in the wettest month ranging between 80–110 mm and during the warmest quarter < 60 mm; mean temperature of coldest quarter ≥ 8°C; forest (essentially oak woodland) and Mediterranean shrubland [
82].
The main reason for the exclusion of
Xf from coldest and high altitudes is that cold stress on high altitudes can affect both, the bacterium and its vector [
83]. The pathogen is probably less harmful where winter temperatures are colder, such as at higher altitudes, because freezing events can strongly decrease
Xf infections [
82,
84]. European, and especially Euro-Mediterranean areas, are characterized by a broad spectrum of climatic conditions and plant species, providing the bacterium high chances to encounter hosts and environmental conditions favoring invasion and establishment. Conversely, the prospective behavior of
Xf in regions characterized by exceptionally high summer temperatures, such as southern and central Spain, remains largely ambiguous due to the limited understanding of the effects of extreme heat on
Xf. While elevated temperatures during spring and summer promote
Xf proliferation in plants, research suggests that
Xf populations decline in grapevines subjected to temperatures exceeding 37 °C [
85]. According to the National Institute of Statistics, in 2022, the Northern region of Portugal encountered average temperatures of 9.8ºC in the coldest quarter and around 22°C in the hottest quarter, indicating favorable conditions for
Xf [
86].
Bosso et al
. (2016), concluded that the analysis of single variable contribution showed that precipitation of the driest (40.3%) and wettest (30.4%) months were the main factors influencing model performance. Altitude, precipitation of warmest quarter, mean temperature of coldest quarter, and land cover provided a total contribution of 19.5% [
87]. Yoon et al. (2023), reported that 90 % of precipitation density ranged from 19 to 112 mm, was suitable for
Xf occurrence. Moreover, the average precipitation and high standard deviation suggested that the infections occurred easily in environments with regular precipitation with relatively large seasonal variations [
50]. According to the National Institute of Statistics, in 2022, the average precipitation during the first and second quarters of the year was 37.2mm and 35.4mm respectively, creating favorable conditions for the establishment of
Xf on North of Portugal.
Forest coverage or Mediterranean shrubland was associated to a higher probability of detecting the insect vector of
Xf. This habitat likely provides a shelter for
Ps, especially adults, which may move into woodland areas when the conditions in olive orchards or vineyards are less favorable (i.e., during hot days or crop management practices). Moreover, forests can provide nutritious hosts such as actinorhizal plants, which are characterized by a reliable supply of xylem-borne organic nitrogen compounds and are exploitable by spittlebugs when plants within crops are under stress [
88]. According to Hoddle et al. (2004), the oak woodland creates a high probability of
Xf colonization.
Quercus pyrenaica Willd dominates nearly 95% of its natural distribution area in Spain, covering approximately 600,000 hectares, and 62,000 hectares in Portugal. In Portugal, the primary concentration of this species is observed in the Bragança region, encompassing around 40% of the total rangeland area [
89]
. It stands out as one of the most prevalent and distinctive species in Northern Portugal, making it favorable for
Xf infection
.
Godefroid et al. (2018) meticulously documented the natural and invaded territories of
Xf subspecies
fastidiosa, pauca, and
multiplex. They employed bioclimatic species distribution models (SDMs) to gauge the potential climatic adaptability of these pathogens across Europe. Their findings highlight regions at heightened risk, including the coastal Mediterranean zones of Spain, Greece, Italy, and France, along with the Atlantic coastal regions of France, Portugal, and Spain, as well as the southwestern areas of Spain and low-lying regions in southern Italy. The subspecies
multiplex, and to some extent
fastidiosa, pose significant threats to much of Europe, whereas areas climatically suitable for subspecies
pauca are primarily confined to the Mediterranean basin [
80]. Bosso et al
. (2016), developed a Maxent model to detect the current and future potential distribution of
Xf in the Mediterranean under climate change. The potential distribution obtained comprises Portugal, Spain, Italy, Corsica, Albania, Montenegro, Greece and Turkey as well as all countries of Northern Africa and the Middle East [
90]. That means that the bacterium could colonize those areas whose climatic regime is especially favorable for it. In contrast, cold stress would not allow the bacterium to spread [
82,
91].
Xf was not predicted to change its distribution in the Basin in response to climate change. Also, Cardone et al
. (2022), confirmed the vulnerability of Euro-Mediterranean countries in terms of
Xf dispersal. In the MENA and Balkans regions, countries with fragmented and small farms are likely to face the worst social impacts, whereas the Euro-Mediterranean region runs the highest economic losses on the target crops [
92].
It seems that this disease occurs in a wide range of climatic zones, including tropical, subtropical, and continental areas, but is concentrated in temperate climate zones [
38]. Similar to the studies mentioned earlier, our findings provide essential insights, suggesting that the Northern region of Portugal is highly conducive to
Xf. The presence of a bacterial species with highly infectious genetic capabilities, along with hosts that are ideal for the bacteria, is evident. External conditions affecting the interaction between bacteria and hosts, such as environmental factors (temperature, humidity), are also present. This, combined with anthropogenic activities like the transport of infected planting materials from the first DZ of the Area Metropolitana of Porto, could be linked to the introduction and spread of
Xf, potentially triggering new disease outbreaks in our country. Also, different subspecies of
Xf and insect vector distributions must be considered. Another significant area of uncertainty lies in the potential adaptation of
Xf to novel environmental pressures within its invaded territories, possibly through mechanisms like genetic recombination. Additionally, microclimate variations, yearly climate fluctuations, host plant susceptibility, interactions between hosts and pathogens, landscape configurations, and the spatiotemporal distribution of potential vectors all play crucial roles in shaping the epidemiology of the bacteria.