Abstract
Mosquitoes are responsible for the transmission of numerous pathogens, including Plasmodium parasites, arboviruses and filarial worms. They pose a significant risk to public health with over 200 million cases of malaria per annum and approximately 4 billion people at risk of arthropod-borne viruses (arboviruses). Mosquito populations are geographically expanding into temperate regions and their distribution is predicted to continue increasing. Mosquito symbionts, including fungi, bacteria and viruses, have desirable traits for mosquito disease control including spreading horizontally and vertically through mosquito populations and potentially colonising multiple important vector species. Paratransgenesis, genetic modification of mosquito symbionts with effectors to target the pathogen rather than the vector, is a promising strategy to prevent the spread of mosquito-borne diseases. A variety of effectors can be expressed but venom toxins are excellent effector candidates because they are target specific, potent and stable. However, the only toxins to be explored in mosquito paratransgenesis to date are scorpine and mutated phospholipase A2. To enhance the scope, effectiveness and durability of paratransgenesis, an expanded arsenal of effectors is required. This review discusses other potential toxin effectors for future paratransgenesis studies based on prior in vitro and in vivo antiparasitic and antiviral studies and highlights the need for further research and investment in this area. In terms of mosquito-borne diseases, paratransgenesis strategies have been developed to target Plasmodium. We postulate the potential to apply this principle to target arboviruses using antiviral toxin effectors.
Graphical Abstract
Supplementary Information
The online version contains supplementary material available at 10.1186/s13071-025-06663-9.
Keywords: Rift Valley fever virus, Yellow fever virus, Japanese encephalitis virus, West Nile virus, Chikungunya virus, Dengue virus, Zika virus, Snake, Scorpion, Spider, Aedes, Anopheles
Background
Mosquito-borne pathogens such as parasites and arthropod-borne viruses (arboviruses) pose a significant risk to public health [1]. Malaria is one of the most common parasitic diseases globally with an estimated 249 million cases and 608,000 deaths reported in 2022, mostly in children under 5 years in sub-Saharan Africa [2]. Over half the world’s population is at risk of infection by arboviruses, including Rift Valley fever virus (RVFV), yellow fever virus (YFV), Zika virus (ZIKV), Japanese encephalitis virus (JEV), West Nile virus (WNV), dengue virus (DENV) and chikungunya virus (CHIKV) [3].
Due to climate change and other anthropogenic factors, the burden of mosquito-borne diseases is intensifying [4–6]. There is no single solution for the control of mosquito-borne disease and multiple strategies are required. This multi-pronged approach will require location-specific strategies influenced by environmental and economic factors, governing bodies and disease prevalence [7]. In this regard, novel strategies and tools are urgently required to develop an integrated control strategy.
Paratransgenesis, the genetic engineering of symbionts with anti-pathogenic effectors to control disease transmission, represents a potentially promising strategy. The technique was originally developed by Beard et al. to control Rhodnius prolixus (triatomine/kissing bug) from spreading the causal parasite of Chagas disease (Trypanosoma cruzi) [8]. A gram-positive bacteria, Rhodococcus rhodnii, that occurs at high concentrations within the hindgut of R. prolixus was genetically engineered to express a trypanocidal immune peptide, Cecropin A. This resulted in a decreased T. cruzi infection rate in R. prolixus and was approved as an integrated pest management program in South and Central America [8].
Paratransgenesis offers several advantages. It is scalable because transgenic microorganisms can be grown to large quantities at low cost [9, 10]. The technique is not limited to single mosquito species because symbiotics can potentially colonise multiple important vector species [9, 10]. Moreover, the symbiont can be maintained within the ecosystem by vertical, horizontal and trans-stadial transmission, mitigating the need for re-introduction [9, 10]. Finally, and perhaps most importantly, it is a manipulable system that can be altered to target different pathogens or keep pace with resistance by exploiting different effectors. As such, the discovery and development of novel anti-pathogen molecules are critical for paratransgenesis implementation.
Venom toxins are excellent candidates for effectors in paratransgenesis. Venoms are complex mixtures of toxic proteins, peptides and small molecules delivered through the infliction of a wound from a bite or sting [11, 12]. Venoms of hymenopteran insects such as bees and wasps are diverse, consisting of peptides, enzymes and neurotransmitters [13], whilst scorpion and spider venoms largely consist of neurotoxins, which modulate a variety of channels including voltage-gated potassium, sodium and calcium ion channels, acid-sensing ion channels, calcium-activated potassium channels, glutamate receptors and glutamate transporters [14, 15]. Snake venom consists of haemotoxins, cytotoxins and neurotoxins that can be grouped into superfamilies by structure, with snake venom phospholipase A2s (PLA2s), metalloproteinases, serine proteinases and three-finger toxins being the most abundant [16]. Venom toxins have high specificity, potency and stability [11] and are less susceptible to bioaccumulation than chemical insecticides [17]. The venoms of many hymenopteran insects, scorpions, spiders and snakes have been studied for their potential antiparasitic [18–20] and antiviral [21–24] properties. This review highlights the untapped potential of venom toxins as effectors in paratransgenesis. We discuss successful paratransgenesis studies that have been undertaken with antimalarial venom toxins as proof of principle and the need for specific screening of venom toxins to identify effectors is highlighted. Regarding mosquito-borne diseases, paratransgenesis strategies have focused on targeting Plasmodium, the causal agent of malaria. However, we suggest that paratransgenesis could be applicable to target arboviruses through the use of antiviral venom toxins.
Antiparasitic venom toxins as effectors to target Plasmodium: current position
Previous mosquito paratransgenesis strategies have focussed on targeting Plasmodium, the causal parasite of malaria. The species of Plasmodium responsible for causing malaria in humans are Plasmodium falciparum, P. vivax, P. ovale, P. knowlesi and P. malariae, with the former being responsible for > 90% of malaria deaths [2]. Mosquitoes from the Anopheles genus are responsible for the transmission of malaria. Paratransgenesis targeting Plasmodium must use effectors that inhibit the parasite stages within the mosquito: gametes, ookinetes, oocysts or sporozoites (Fig. 1) [25]. Two venom toxins have effectively been utilised as effectors (Table 1): scorpine, an excitatory neurotoxin from Pandinus imperator with antibacterial and antiparasitic properties, and mPLA2, a PLA2 from bee venom with a point mutation (H67N) to prevent enzyme activity and toxicity to bacteria. mPLA2 expressed in Escherichia coli induced a moderate reduction of oocyst numbers from Plasmodium berghei, a rodent malaria model, when fed to Anopheles stephensi. However, the bacterium survived poorly in the mosquito [26]. Scorpine and mPLA2 expressed in Serratia [27] and Plasmodium agglomerans [28] were able to effectively colonise the midgut of Anopheles gambiae and decreased the number of P. falciparum oocytes in infected mosquitoes. Scorpine has also been expressed in Asaia [29], a bacteria found in Anopheles sp., Aedes aegypti and Ae. albopictus [30–36] that is transmitted vertically, horizontally and transstadially [31], and Metarhizium anisopliae, a fungus pathogenic to adult mosquitoes that infect through direct contact with the cuticle [37]. Transgenic Asaia expressing scorpine significantly reduced the number of P. berghei oocytes in the mosquito midgut; however, constitutive expression of the toxin compromised bacterial fitness. To improve bacterial fitness, blood meal-inducible promoters within the mosquito microbiome were identified and used to conditionally express scorpine. This enabled Asaia to maintain fitness and compete with wild-type Asaia, whilst oocyst midgut numbers in A. stephensi decreased by ~ 90% and prevalence decreased by up to 20%, indicating a decrease in infection potential [38]. Transgenic M. anisopliae expressing scorpine inhibited sporozoite invasion of the salivary glands by 90% compared to control mosquitoes without M. anisopliae [37].
Fig. 1.
Overview of in vitro and in vivo studies showing activity of toxins against the mosquito stages of Plasmodium sp. Venom toxins have shown anti-plasmodial activity within mosquitoes (in vivo, pink panel) and anti-plasmodial activity when added directly to isolated Plasmodium stages (in vitro, orange panels). The cycle shows the developmental stages of Plasmodium sp. within the mosquito vector and inhibitory arrows indicate the stage targeted by the venom toxin. Plasmodium male and female gametocytes, the sexual stages that differentiate into gametes, are taken up by the mosquito in a blood meal and merge to form a zygote which develops into a motile ookinete. The ookinetes invade the epithelial lining of the mosquito midgut and differentiate into oocysts that generate sporozoites which are released into the haemolymph, invade the salivary gland and are injected in the skin of the next host during a blood meal
Table 1.
Summary of the toxin effectors used in paratransgenesis studies that target Plasmodium
| Venom effector | Mosquito species | Vector symbiont | Effect | Refs. |
|---|---|---|---|---|
| Scorpine | Anopheles stephensi | Asaia bogorensis | 63% reduction in oocyst number of Plasmodium berghei | [29] |
| Scorpine | An. stephensi | Asaia bogorensis | 90% reduction in oocyst number of Plasmodium berghei | [38] |
| mPLA2 | An. stephensi | Escherichia coli | 23% reduction in oocyst number of Plasmodium berghei | [26] |
| Scorpine and mPLA2 |
An.gambiae An. stephensi |
Pantoea agglomerans | 98% reduction (scorpine) and 85% reduction (mPLA2) in oocyst number of Plasmodium falciparum | [28] |
| Scorpine and mPLA2 | An. gambiae | Serratia marcescens | 93% reduction (scorpine) and 86% reduction (mPLA2) in oocyst number of Plasmodium falciparum | [27] |
| Scorpine | An. gambiae | Metarhizium anisopliaea | 90% reduction in sporozoite invasion of salivary glands | [37] |
mPLA2 inactive mutant (H67N) PLA2
aNot traditional paratransgenesis as defined by Ratcliffe et al. [10] given Metarhizium anisopliae is a mosquito parasite
Despite promising preliminary mosquito paratransgenesis data, only a limited number of effector molecules have been assessed with mPLA2, with scorpine being the only venom toxin effector that has been experimentally tested in mosquito paratransgenesis. An expanded arsenal of molecules is required to allow a multi-faceted and adaptable approach to paratransgenesis. Importantly, expression of multiple effectors has been shown to enhance efficacy [27, 28] and can enable several stages of the pathogen life cycle to be targeted, increasing robustness. The risk of resistance development can be reduced through identification and use of multiple effectors with different mechanisms of actions and/or broad-spectrum actions. There is also potential to target multiple pathogens through co-expression of effectors or use of effectors with multiple mechanisms of action. Finally, it is important to have a diverse effector library available to mitigate resistance and enable new paratransgenesis replacement strategies.
Venom toxins have the potential to act as effectors due to their antiparasitic activity (Fig. 1, Additional file 1: Table S1). However, most of these studies have focussed on the intraerythrocytic asexual stages of Plasmodium within the mammalian host [19], in line with research more applicable to the identification of antimalaria therapeutics. Few studies have screened toxins to identify effectors for paratransgenesis, but for effectors to be useful they must target the Plasmodium stages occurring in the mosquito [25].
Several α-helical linear peptides such as anoplin and mastoparan-X from wasp venom [39], melittin from European honeybee venom [39] and MeuTXKβ [40] from Mesobuthus scorpion venom inhibit ookinete development. Another linear helical peptide, specifically scorpion toxin VmCT1 from Vaejovis mexicanus, is effective in vitro against Plasmodium gallinaceum sporozoites, a poultry model of the last stage of Plasmodium development within the mosquito [41]. Antimicrobial peptides from scorpions including scorpine and synthetic peptides based on vejovine and hadrurin also inhibit ookinete development in vitro [42–44]. In vivo studies have found PLA2 derived from the venom of the rattlesnake Crotalus adamanteus reduced the number of oocysts by 99% when mixed with cultured P. falciparum gametocytes and fed to An. gambiae or An. stephensi mosquitoes [45]. A similar reduction in P. gallinaceum oocyst number in Ae. aegypti was achieved. Interestingly, the PLA2 toxin did not affect ookinete viability but acted on the midgut surface, preventing ookinete maturation to oocytes. A similar effect was observed for a PLA2 from bee venom in Aedes fluviatilis [46] and melittin [39].
Antiparasitic venom toxins as effectors to target Plasmodium: future studies
Ookinete to oocyst development in the midgut, the bottleneck of malaria transmission [47], is the best target for effector screening. Future studies should focus on P. falciparum, the species primarily infecting humans and causing most malaria deaths. Although experiments with P. falciparum are challenging and limited to in vitro culture of the intraerythrocytic stages of the parasite, ookinetes can be generated in vitro by gametocyte differentiation in specialised medium enabling toxins to be rapidly screened [48]. However, studies have mainly been performed with P. berghei and P. gallineceum, species that infect rodents and poultry, respectively, as described above [39–46]. This is because they can be maintained as intraerythrocytic stages in mice or chickens to generate a high density of gametocytes [49], the sexual stage required for oocyst development within the mosquito.
An ideal high-throughput pipeline would involve the screening of toxins on ookinete development in vitro with successful candidates taken forward to in vivo development of Plasmodium in the mosquito, as described by Carter et al., 2013 [39]. Using multiple toxins could potentially help prevent resistance and can have synergistic effects [37]. Fang et al. showed that co-expression of scorpine with either eight copies of salivary gland and midgut peptide 1 (SM1) or a single-chain antibody that binds P. falciparum (PfNPNA-1) reduced Plasmodium sporozoite count to a greater extent than either of the three peptides alone. Therefore, toxins that pass initial screening should be screened in combination with known anti-Plasmodium peptides.
The compatibility of the toxins with mosquito symbionts must also be assessed, with particular focus on symbionts such as Asaia bogorensis, Serratia marcescens and M. anisopliae, which have yielded promising results in paratransgenesis studies. Toxicity towards specific bacteria and fungi can be tested relatively easily by carrying out minimum inhibitory concentration assays. Asaia warrants particular attention because it is an excellent candidate for paratransgenesis as it colonises the midgut of a range of mosquitoes, including Anopheles sp., Aedes aegypti and Ae. albopictus [30, 31, 34, 35, 50, 51], and is transmitted vertically and horizontally [31, 32]. Asaia also contains known blood meal-inducible promoters that have been validated in a scorpine secretion plasmid [38].
In addition, assays must be undertaken to ensure the toxin is specific for the pathogen. This should involve assessing any potential effect on mosquito fitness [39]. Assays include basic in vitro cell viability assays on mosquito cell lines and in vivo studies evaluating the effect of toxin feeds on mosquito longevity and fecundity. Maintained longevity and fecundity are important to ensure the symbiont spreads effectively throughout the mosquito population, a critical determinant of paratransgenesis success. The impact of toxins on mosquito behaviour should also analysed, such as biting and mating frequency, because these can affect disease transmission. This has previously been tested downstream for wild-type and recombinant Serratia strains expressing antimalarial effectors [27]; however, additional upstream testing would allow toxins to be down-selected. Nevertheless, the importance of also undertaking the above studies with transformed symbionts cannot be overstated.
From an ecological and safety perspective, it is important to assess potential off-target effects because of the possibility of transgenic symbionts colonising other species. Toxicity of toxin peptides towards pollinator species should be evaluated by in vivo feeding assays, and mammalian toxicity should also be assessed using in vivo and in vitro assays. Again, these studies must also be conducted with the transformed symbionts.
In summary, effector candidates should be anti-pathogenic to the pathogen of interest and have negligible effects on mosquitoes, off-target organisms and symbionts. Undertaking the aforementioned studies would allow the array of potential toxins to be down-selected to generate a library of anti-Plasmodium effectors matched with compatible symbionts. These studies have largely been neglected to date but are an important first step for advancing paratransgenesis.
Could paratransgenesis be used to target arboviruses? Current position
Paratransgenesis to target arboviruses has not been attempted thus far but the antiviral properties of venom toxins are encouraging for this strategy. Antiviral compounds can target various stages of virus infection including pre-entry and/or post-entry stages [52]. Compounds can inactivate the virus pre-entry by inactivating the virus before it attaches to the cell, a process known as neutralisation, inhibiting surface proteins required for attachment, inhibiting virus endocytosis or inhibiting fusion of the viral envelope and host cell membrane. Alternatively, compounds can act at the post-entry stages, by inhibiting viral uncoating, replication, transcription, translation, virus assembly and virus release. Antivirals can also induce the host immune response by stimulating the production of interferons, other cytokines and chemokines, affecting both pre- and post-entry stages. Targeting these stages within the mosquito midgut, as the location of arbovirus infection after the mosquito takes a blood meal from an infected host, may provide the potential to prevent viral dissemination into salivary glands. Blocking this step, as with Plasmodium, could prevent the mosquito becoming infectious and transmitting the arbovirus. This approach has been suggested previously as a strategy to control arbovirus transmission [53] but as yet has not been tested.
Venom toxins have shown antiviral activity against ZIKV, DENV, YFV, JEV and CHIKV [43, 54–68]. However, there is limited research on the antiviral properties of venom toxins against RVFV. Many antiviral venom toxins have been shown to target the pre-entry stages; the most studied of which are group I and II snake venom PLA2 toxins (Fig. 2, Additional file 2: Table S2). Group I PLA2 consists of PLA2 produced by Elapidae (cobras, mambas, coral snakes) and Hydrophidae (sea snakes), whilst group II PLA2 are produced by Viperidae (rattlesnakes) [12]. Group II PLA2s derived from Bothrops alteratus [54], B. leucurus [55] and B. asper venom [56] can neutralise several strains of DENV, whilst group II PLA2s from B. jararacussu [57, 58] and Crotalus durissus terrificus venom have shown inhibition activity against YFV, CHIKV, DENV and ZIKV [59–63]. LaPLA2-1, a group III PLA2 from the scorpion Liocheles australasiae, can neutralise DENV and JEV [64]. Interestingly, DENV propagated in mosquito cell lines was more sensitive to Mt-I, a catalytically inactive PLA2 from B. asper venom, than viruses propagated in mammalian cells [56]. Neutralisation by group I, II and III PLA2 likely occurs by hydrolysis of the virus lipid bilayer [59, 63, 64]. Viral neutralisation has also been shown to occur with ZY13, a peptide analogue of cathelicidin from Bungarus fasciatus venom [65] and the scorpine-like peptide Smp76 from Scorpio maurus palmatus venom [66, 67].
Fig. 2.
Orthoflavivirus (ZIKV, DENV, YFV, JEV) and Alphavirus chikungunya (CHIKV) stages of infection and venom toxin targets. Venom toxins that have shown antiviral activity against (A) Orthoflavivirus and (B) Alphavirus chikungunya. The illustration shows the infection stages of the two classes of virus and inhibitory arrows indicate the stage targeted by the venom toxin. Viral particles attach and are internalized through clathrin-mediated endocytosis. Acidification of the endosome facilitates membrane fusion. A Once the Orthoflavivirus capsid protein is released, the capsid is disassembled and virus genomic RNA transported to the ER for translation and replication. Immature virions bud from the ER and undergo maturation in the trans-Golgi network. Virus exits by exocytosis [69]. B After the CHIKV genome release, viral RNA is directly translated into non-structural proteins (nsPs) and forms replication spherules, where viral genome replication occurs. Viral RNA is then translated to produce structural proteins. Capsid proteins and genomic RNA are assembled in the cytoplasm to form icosahedral nucleocapsid, and other structural polyproteins are translocated into ER for post-translational modification and delivered to the cell surface through the secretory pathway. Virus budding occurs when the nucleocapsid assembles with the modified structural proteins [70]. CHIKV chikungunya virus, DENV dengue virus, JEV Japanese encephalitis virus, YFV yellow fever virus, ZIKV Zika virus
Venom toxins can also inhibit virus post-entry stages (Fig. 2). Ev37 is a scorpine-like peptide from scorpion Euscorpiops validus venom that selectively inhibits Kv1.3 potassium channel and prevents viral genome release into the cytoplasm by acidifying viral genome-containing vesicles, preventing membrane fusion [68]. The host defense peptide Av-LCTX-An1a from Alopecosa nagpag spider venom can inhibit viral protease activity preventing virus maturation [67]. Studies assessing the host immune response have found that scorpine-like peptide rSmp76 from scorpion Scorpio maurus palmatus venom and ZY13 have antiviral effects by activating interferon signaling [65, 67]. It is important to stress that most of these studies have been undertaken with mammalian cell lines, and their translatability into mosquito cells is unknown. Promisingly, recombinant scorpine generated in Anopheles gambiae cells can inhibit DENV serotype 2 replication in mosquito cells [43], showing the potential of venom toxins to have antiviral activity within mosquitoes.
Could paratransgenesis be used to target arboviruses? Future studies
The next step towards evaluating the feasibility of antiviral paratransgenesis would involve identification and validation of appropriate antiviral effectors. This should involve studies with the aforementioned venom toxins to confirm findings and determine whether the antiviral activity seen within mammalian cells is transferable to mosquitoes. Viral neutralization should be assessed by incubating the test compound with the virus and then assessing the virus titre. The effect of the toxins at pre-entry stages should be evaluated by simultaneously adding the toxin and virus to mosquito cells at 4 °C (to prevent virus internalisation) and quantifying the levels of bound virus as well as simultaneously adding the compounds and virus at 37 °C to determine effects on virus internalization and entry. Toxins should also be added after viral infection to evaluate post-entry antiviral activity. The ability of the toxin to induce a cellular antiviral response can be determined by addition of the toxin to the host cells pre-viral infection. In vivo studies assessing viral load, for example by RT-qPCR and plaque assays, in mosquitoes fed with toxins and virus must also be conducted to confirm in vitro findings. Similarly, with antiparasitic effectors, any potential candidates should be further tested as described above to determine any negative effects on mosquitoes, off-target organisms and symbionts. This is a vital step before moving forward with genetically engineering the symbiont to test the plausibility of antiviral paratransgenesis.
Conclusions
Generation of a paratransgenic approach involves several complex stages, each requiring advanced techniques and considerable time [10]. First, as discussed above, effectors must be identified that inhibit the pathogen without effecting the mosquito, symbiont or off-target organisms through in vitro and in vivo screening [10]. Second, a suitable mosquito symbiont is genetically engineered to appropriately express and secrete an active effector(s), usually by plasmid transformation. The fitness of the symbiont must not be compromised by genetic modification and the symbiont must survive and propagate throughout the mosquito population [10]. Finally, efficacy must be tested within the laboratory and findings confirmed in field trials. This must all be undertaken whilst addressing the safety and public concerns associated with working with and releasing genetically modified organisms [10]. A library of potential effectors would enable researchers to bypass the first stage in this process and venom toxins are excellent candidates to screen.
Venoms contain a highly diverse library of bioactive and stable peptides with antiparasitic and antiviral properties. Studies have shown that using venom toxins as transgenes in paratransgenesis can be useful for controlling mosquito-borne pathogens, specifically Plasmodium. However, few studies have screened toxins with the goal of identifying effector molecules [39] and therefore the choice of potential effectors is limited. Here, we have reviewed the toxin literature and have highlighted potential effector candidates for future paratransgenesis studies. However, we stress that additional screening aiming at generating a library of potential effectors is vital. These studies should involve in vitro and in vivo studies to select antiviral and antiparasitic toxins that target appropriate stages of the pathogen life cycle and that do not affect mosquito or symbiont fitness. We also argue the paratransgenesis strategy should be expanded to attempt to target arboviruses. The studies discussed here provide a strong foundation for further research in this area to identify toxin effector candidates.
Supplementary Information
Acknowledgements
Not applicable.
Abbreviations
- Arbovirus
Arthropod-borne viruses
- CHIKV
Chikungunya virus
- DENV
Dengue virus
- JEV
Japanese encephalitis virus
- mPLA2
Inactive mutant (H67N) phospholipase A2
- PLA2
Phospholipase A2
- RVFV
Rift Valley fever phlebovirus
- WNV
West Nile virus
- YFV
Yellow fever virus
- ZIKV
Zika virus
Author contributions
SAF: data curation, investigation, project administration, visualization, writing—original draft preparation, writing—review and editing. RDS, JS, CEW: data curation, investigation, writing—original draft preparation, writing—review and editing. IC and MTH: visualization. GH: writing—review and editing. CMM: conceptualization, writing—review and editing.
Funding
GLH is supported by the BBSRC (BB/T001240/1, BB/V011278/1, BB/X018024/1 and BB/W018446/1), UKRI (20197 and 85336), EPSRC (V043811/1), a Royal Society Wolfson Fellowship (RSWF\R1\180013), the NIHR (NIHR2000907) and the Bill and Melinda Gates Foundation (INV-048598). CMM is supported by the Royal Society (ICAO\R1\231068), Academy of Medical Sciences (SBF008\1127) and Medical Research Council Impact Accelerator Account (MR/X502911/1 to the Tropical Infectious Disease Consortium).
Availability of data and materials
No datasets were generated or analysed during the current study.
Declarations
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
No datasets were generated or analysed during the current study.



