- Open Access
Evidence of rapid spread and establishment of Tuta absoluta (Meyrick) (Lepidoptera: Gelechiidae) in semi-arid Botswana
© The Author(s) 2018
- Received: 1 February 2018
- Accepted: 11 July 2018
- Published: 17 July 2018
Tuta absoluta (Meyrick), a major invasive pest of Solanaceous plants, was recently detected in Botswana. Abiotic and biotic factors, together with a suite of population demographic traits are likely key for species propensity and invasion success. First, we determined the movement of T. absoluta from its core detection centre to new invasion areas using pheromone baiting and established likely biotic dispersal drivers. Second, we measured thermal tolerance vis critical thermal limits and lower and upper lethal limits to determine how these traits shape population establishment.
We detected T. absoluta in all 67 pristine sites across nine districts of Botswana. Within-district trap catches varied between cultivated and wild hosts but were generally not statistically significant (P > 0.001). We report three major wild host plants for T. absoluta as biotic dispersal drivers: Solanum coccineum (Jacq.), Solanum supinum (Dunal) and Solanum aculeatissimum (Jacq.). Solanum coccineum and S. supinum were omnipresent, while S. aculeatissimum distribution was sporadic. Thermal tolerance assays showed larvae were more heat tolerant, with a higher critical thermal maxima (CTmax) than adults (P < 0.001), whereas the adults were more tolerant to cold with a significantly lower (P < 0.001) critical thermal minima (CTmin) compared to larvae. The upper lethal temperatures ranged from 37–43 °C, whereas the lower lethal temperatures ranged from − 1 to − 12 °C for 0–100% mortality, respectively. In the light of prevailing environmental (habitat) temperatures (Thab), warming temperature (7.29 °C) and thermal safety margin (22.39 °C) were relatively high.
Tuta absoluta may not be under abiotic physiological or biotic constraint that could limit its geographical range extension within Botswana. The ubiquity of wild Solanaceous plants with the bridgehead of year-round intensive monocultures of Solanaceous crops within a favourable climatic framework may mean that environmental suitability aided the rapid spread of T. absoluta.
- Tomato leaf miner
- Insect invasion
- Thermal tolerance
- Global change
- Solanaceous plants
Invasive species are a major threat to agroecosystems and global change [1, 2] and increased global connectivity  has drastically increased the diversity and magnitude of such invasions especially in the hot-dry Afrotropical region. Tomato leaf miner, (Tuta absoluta) (Meyrick) (Lepidoptera: Gelechiidae), is one of the most destructive insect pests of tomatoes globally [2, 4]. It is of South American origin and was first detected in Spain in 2006 [5, 6] before rapidly spreading and establishing in novel environments in the Mediterranean Basin, Europe, Middle East, South Asia (India), north, east and west Africa [5–9] and recently Southern Africa [10–12]. Because of its high reproductive potential, multivoltinism and potential to acclimatize to different climatic conditions , T. absoluta is currently considered a key limiting phytosanitary factor affecting the global Solanaceous crops value chain .
The larvae of T. absoluta feeds on all aerial parts of the plants including the fruits, resulting in significant yield losses and cosmetic damages as well as secondary infection [14, 15]. Characteristic larval mesophyll mining also compromises photosynthetic capacity of crops significantly reducing yields . In the absence of control, yield losses ranging 80–100% have been reported in open and protected tomato fields . A cost–benefit analysis has shown a significant increase in cost of production through high use of insecticides [2, 16], increased tomato market prices as farmers try to recover the high production cost, spatial prohibition of tomato seedlings and fruits trade  culminating into overall increased food and nutrition insecurity .
In tropical sub-Saharan Africa, irrigated tomatoes are an essential component of horticulture, a major pillar of sustainable development, with a significant contribution to food and nutritional security as well as household source of income especially for resource-poor farmers . However, a major constraint to growing field horticultural crops in Southern Africa is the reduction in yield and quality caused by insect pests . The potential invasion of Southern Africa by T. absoluta has already been described [1, 3, 6] with models based on its invasion history and global warming . However, there are no reports based on field data on its thermal fitness and how this correlates with availability and distribution biotic resources, e.g. wild host plant species. Although T. absoluta survival on wild Solanaceae, Amaranthaceae, Fabaceae, Chenopodiaceae and Asteraceae plant families was reported, no report has so far combined this knowledge with its on-going invasive movement in the light of prevailing climate data.
For an invasive species to be established, it first has to overcome several environmental barriers  including transport, introduction, population establishment and spread . Upon introduction into a novel environment, high propagule pressure , species genetic and demographic characteristics  and physiological tolerance allow the establishment and habitat permeability . Climate synchrony should exist between introduced areas’ and species’ environmental stress tolerance to allow successful spread during transience and niche occupation post-invasion [3, 25]. As such, physiologists often use species’ thermal tolerance assays as proxy for determining potential for establishment of invasive species. Similarly, it has also been clear from modelling studies, that even when propagule material is high, environmental suitability remains an overriding factor for invasive species successful establishment [3, 23, 26]. Indeed, physiological assays have found use in niche modelling and invasive species risk assessments to determine critical risk invasion areas [27, 28]. Tuta absoluta is known to respond naturally to rapidly changing environments . This is characteristic of successful invaders, which should inherently possess high basal and plastic physiological tolerance, including rapid genetic adaptive shifts . Nevertheless , also show that native environmental heterogeneity may contribute to species invasive success. This means, species coming from a more heterogeneous environment may likely cope with a changing novel environment through phenotypic adjustment, compared to those coming from a more stable environment.
Temperature is the most important abiotic factor exerting direct and indirect effects on T. absoluta population dynamics  and consequently invasion success [31, 32]. Therefore, temperature forms a first abiotic ‘ecological filter’  for successful invasion in a new environment , and failure to mount any compensatory mechanisms against it may result in the species failing to establish [35, 36]. The proximity of the environmental temperatures to species thermal physiological limits can therefore indicate species vulnerability and dispersal fitness . Species introduced into habitats close to their thermal tolerance limits are more affected by environmental temperature  than those introduced into habitats far from their thermal tolerance limits.
Insects have been reported to experience multiple overlapping abiotic and biotic stressors such as temperature, starvation and desiccation in the wild [3, 38, 39]. Hence, an understanding of bioecology of invasive species is of paramount importance in enlightening mechanisms underlying the successful spread and establishment of invasive alien species [1, 40]. This will also involve determining how the invasive species may respond to native wild host plants. The availability and distribution of alternative wild (non-cultivated) host plants play a significant inoculum sink–source role across the novel landscapes . Since its detection in Zambia , South Africa [10, 42] and Botswana , no work has documented T. absoluta spread and establishment across the biotic and abiotic frontiers. Here, we ought to establish whether T. absoluta was indeed spreading and elucidate the major environmental drivers to successful establishment in Botswana. We measured its thermal tolerance vis limits to activity (critical thermal minima [CTmin] and critical thermal maxima [CTmax]) and lethal limits (lower and upper lethal limits [LLT] and [ULT], respectively) and compared this with prevailing ambient climatic environment. Second, we investigated wild Solanaceous host diversity and linked this to T. absoluta invasion. To date, data on T. absoluta invasion potential in tropical climates have only been derived from modelling [1, 2]. No studies have looked at T. absoluta physiological thermal tolerance limits with field climate data to test the possible role of climate on its range expansion and spread. Similarly, no study has coupled physiological tolerance and its interaction with host availability on T. absoluta invasion pathway. The objective of this study was therefore to investigate whether T absoluta has spread and established from its core detection site across other pristine districts of Botswana, since its first detection . Such information is important for pest risk assessments, niche modelling and may aid in developing phytosanitary regulations for effective invasive pest management.
Insect trapping and sites
Basal thermal tolerance experiments
Larvae were collected on damaged tomato fruits into insect cages (BugDorm®, MegaView Science Co., Ltd. Taiwan) from Noka farm (North East District) (S21.12860; E27.48830), with a general temperature range of 3.4–35.5 °C; mean, mean minimum and monthly temperature range of 20.5–22.6 °C, 11.9–13.3 and 29.1–30.4 °C, respectively . These were allowed to pupate in the laboratory in climate chambers Memmert® climate chambers (HPP 260, Memmert GmbH + Co.KG, Germany) set at 25 ± 1 °C, 65 ± 5% relative humidity (RH) and 12L–12D photoperiod. This laboratory rearing temperature closely approximated mean annual temperature from the environment from which the specimens were collected. Eclosed T. absoluta adults were placed in 25-cm3 clean cages, where they fed on 10% sucrose solution ad libitum using the cotton dental wick source method (a feeding apparatus for liquid-feeding insects; insects suck the liquid from a wet cotton wick that draws the solution through capillarity) and provided with organically produced tomato-fruiting plants to lay eggs. Experiments were conducted using fourth instar F1 generation larvae and freshly emerged unsexed adults (± 2 days old). Sex was not considered a factor in our experiments since it has been reported not to affect thermal tolerance traits in some related species (e.g. [45–47]).
Lethal temperature assays
Lethal temperatures were determined using established methods as outlined in . Upper and lower lethal temperatures (ULTs and LLTs) were determined using direct plunge protocol at 2-h duration at temperatures that elicited 0–100% mortality. Ten insects were placed in 60-ml polypropylene vials with gauzed lids and placed in a 33 × 22 cm ziplock bag, replicated three times. This was then plunged into a Merck® water bath (Modderfontein, South Africa) filled with 99.9% circulating ethanol. For ULT, tiny wet filter paper was suspended in each vial to maintain benign humidity and prevent desiccation-related mortality. Following treatment (ULT and LLT), test insects were placed at 25 ± 1 °C and 65 ± 5% RH in Memmert® climate chambers for 24 h before scoring survival. All insects had access to food and water ad libitum during the 24-h recovery period. Survival was defined as the ability to coordinate muscle response to stimuli such as gentle prodding, or normal behaviours such as feeding, flying or mating [48, 49].
Critical thermal limits (CTLs)
CTLs were assayed using a programmable waterbath (LAUDA Ecogold® RE 2025, Lauda-Königshofen, Germany) connected to a transparent double-jacketed chamber as outlined by . A thermocouple (type K 36SWG) connected to a digital thermometer (Fluke 54 series IIB) was inserted into the central organ pipe (control chamber) to record chamber temperature. A total of ten test insects replicated three times to yield 30 replications per treatment were used in these experiments. Test insects were individually placed into the organ pipes of the double-jacketed chamber connected to a programmable water bath filled with 1:1 water: propylene glycol to allow for subzero temperatures . Both CTmax and (CTmin experiments started from an ambient set point temperature of 25 °C from which temperature was ramped up (CTmax) or down (CTmin) at 0.25 °C/min until CTLs were recorded. Although it is likely faster than natural diurnal heating or cooling rates in the wild , this ramping rate was chosen as a compromise between ecological relevance and maximum throughput (see also discussions in [45, 51]). In this study, we defined CTLs as the temperature at which each individual insect lost coordinated muscle function and the ability to respond to mild stimuli (e.g. prodding with a thermally inert object).
New detection sites and the distribution of wild Solanaceous host plants were presented on maps (ArcGIS, ArcMap 10.2.2). Trap catch and thermal tolerance data analyses were carried out in STATISTICA, version 13.2 (Statsoft Inc., Tulsa, Oklahoma) and R version 3.3.0 . CTLs met the linear model assumptions of constant variance and normal errors; therefore, they were analysed using one-way ANOVA in STATISTICA. LLT and ULT assays results did not meet the assumptions of ANOVA, and thus, they were analysed using generalized linear models (GLM) assuming a binomial distribution and a logit link function in R. Tukey–Kramer’s post hoc tests were used to separate statistically heterogeneous means.
The spread of T. absoluta in Botswana
Apart from North East District, the area of T. absoluta first detection , the species was recorded in eight other districts (Fig. 1a). Moths were detected both in the wild (forests, grazing lands and national parks distant from agroecosystems) and on cultivated solanaceous crops; mainly tomato Solanum lycopersicum (L.). We detected T. absoluta in areas such as Moremi Island (Okavango Delta) more than 200 km from the nearest human settlements and agricultural activities and bordered by Moremi and Chobe Game Reserves) (Fig. 1a). Surveillance results support our hypotheses that T. absoluta spread and successfully established across Botswana (Fig. 1a).
Tuta absoluta wild host plants belonging to the Solanaceae family showed a cosmopolitan distribution (Fig. 1b). Wild host species diversity showed three dominant species; Solanum aculeatissimum (Jacq.), Solanum coccineum (Jacq.) and Solanum supinum (Dunal). Solanum supinum was the most widely distributed, occurring in all districts except only in Chobe, North-East and South-East and was found on the Moremi Island of the Okavango Delta (Fig. 1b) giving credence to the occurrence of T. absoluta in such a remote area. Solanum coccineum had more sporadic distribution, occurring in Chobe, Ngamiland, Ghanzi, Kgalagadi, Kweneng districts and the surrounding areas of the Okavango Delta. However, S. aculeatissimum was only found in Kgatleng district (Fig. 1b).
Moths abundance in wild and cultivated hosts
Differences in mean moth trap catches between cultivated S. lycopersicum and wild hosts and different districts in Botswana
District * host
Basal thermal tolerance
Climate data and basal thermal tolerance
The mean monthly minimum temperatures ranged from a low of 1.1 °C (Kweneng district) to a high of 21.3 °C in December 2015 (Ngamiland district) (Fig. 4b). The lowest minimum field temperatures were above T. absoluta adult CTmin by about 6 °C (adult) and below that of the larvae by about 2.4 °C (see Fig. 4b). This implied that the minimum field temperatures were not physiologically constraining survival of T. absoluta adult but the larvae. Adult T. absoluta LLT0 was − 12.0 °C, while LLT100 was − 1.0 °C for a 2-h stressful low-temperature exposure (see Fig. 3D). Both temperatures fell well below the most extreme low temperatures recorded in the environment (see Fig. 4b), implying that adult T. absoluta may not be under diurnal low-temperature physiological stress.
Warming tolerance (WT) and thermal safety margin (TSM)
Following its first invasion in Botswana in December 2016 , our results confirm that T. absoluta has spread and successfully established in almost all districts of Botswana, thus potentially eliciting widespread economic damage to Solanaceous crops. Although T. absoluta was first recorded in North east district of Botswana, evidence from this work suggest its rapid and wide extension of its distribution horizons with new records reported in various districts in the country within an 8-month period (January to August 2017) (Fig. 1). Indeed, this trend is not unusual for the species . The species has been reported to spread at a rate of ~ 800 km/year aided through wind currents and plant material belonging to families Amaranthaceae, Convolvuceae, Fabaceae, Malvaceae and Solanaceae identified through volatile cues by female moths for egg laying . Therefore, the observed rapid spread and successful niche establishment may be directly linked to the reported availability of host plants in the wild , climate suitability and physiological thermal tolerances . These characteristics are consistent with other globally invasive economic insect pest species, e.g. Chilo partellus (Swinhoe) , Bactrocera dorsalis (Hendel) , Ceratitis capitata (Wiedemann)  and Drosophila suzuki (Matsumura) . Our results associated T. absoluta with a wide range of cultivated and wild host plants [as in example 2, 59], consistent with polyphagic characteristic of many invasive species . Tuta absoluta thermal activity physiological thresholds examined here also suggest that there is a conducive climate niche across the country and that species activity and hence invasion may not be constrained by temperature. Our survey showed Botswana hosts wild solanaceous plants: S. aculeatissimum, S. coccineum and S. supinum, which are all suitable hosts to T. absoluta [see 2, 15]. Amongst these wild host plants, S. supinum was the most widely distributed, occurring in all districts of the country, while S. coccineum and S. aculeatissimum distribution was sporadic. Therefore, it is highly likely that these wild host plants provide biotic resources, (food and shelter) supporting the invasion pathway of T. absoluta in Botswana. Although tomato is the preferred host for T. absoluta, the species can switch hosts from cultivated to wild as a survival strategy, a notion supported by  and . Such availability of biotic resources and suitable environmental conditions are also known to impair diapausing in T. absoluta larvae  resulting in increased breeding propagule pressure even under less favourable climate conditions, with implications on niche invasion success.
Short-distance dispersal (adjacent field to field or field to tunnels) of T. absoluta is known to be facilitated by wind especially soon after introduction  with moths capable of active flights of up to 100 km , a characteristic that may aid the species’ dispersal [2, 32, 61]. Pressure distribution from the Indian Ocean was reported to traditionally create strong east-westerly air masses in the Southern African region . This supports the possible movement of T. absoluta through wind currents from the north-east district (core detection district) to the central, southern and western parts of the country. On the other hand, long-distance dispersal may occur through open tomato trade, markets and other related activities . These attributes together may to a larger extent have promoted the spread and establishment of T. absoluta propagule moths which could easily locate either cultivated or wild hosts during dispersal. However, the detection of T. absoluta in Moremi Island (Fig. 1a); (~ 200 km from human settlements and agroecosystems) suggests that wind and wild host plants might have played a more significant role in its invasion success.
High populations of T. absoluta were recorded on S. lycopersicum in Central, South-East, Chobe, Kgatleng and Southern districts (Fig. 2) where production of tomatoes is done in tunnels. The reason may be that the moths were contained within tunnels and hence highly concentrated resulting in the observed high trap catches. Amongst these districts, South-East recorded the highest moth catches. The district is a horticultural hotspot with high concentration and prolonged availability of the cultivated host plants (tomato, green and red pepper) which hosts T. absoluta. Since production of tomatoes is carried out throughout the year in this district, the tunnels also act as inoculum reservoirs that form bridgeheads for further introduction and reinfestation of outdoor cultivated and wild host plants [1–3]. Similarly, relatively high T. absoluta moths were recorded in the wild (Fig. 2) signifying its ability to survive outside the cultivated host plant ranges (agroecosystems). This therefore nullifies the possibility of controlled production of Solanaceous crops as a management measure against T. absoluta, as has been the case, e.g. Pectinophora gossypiella (Saunders) in cotton .
Native environmental heterogeneity may also contribute to invasion success . Propagules from a more heterogeneously stressful environment are more adaptable to multiple stressful conditions  and, together with other factors, may work synergistically towards the succession of ecological filters [reviewed in 3]. Climate matching between the native and novel environment is known to aid invasion success of invasive alien species [30, 65, 66]. Interestingly, African biotic and climatic conditions are closely related to T. absoluta’s native region . Insect species have specific optimum temperatures at which they optimally perform and develop [31, 37]. In addition, lower and upper developmental thresholds mark the temperatures beyond which they cannot perform and develop [31, 37, 67]. As such, basal environmental stress tolerance, phenotypic plasticity and rapid genetic adaptive shifts are key to invasive species establishment . Tuta absoluta tolerance to temperature and relative humidity versus typical Botswana climate  may form the primary characteristics defining its range expansion [1, 37, 68]. Prior predictions using climatic suitability indices defined the eco-climatic index (EI) of Botswana to fall within 20–50, classified as high risk of establishment for T. absoluta . Our results are thus in agreement with this prediction. Climatic conditions (chiefly temperature) are known to significantly influence generation numbers of multivoltine insects, with higher temperatures facilitating faster degree day accumulation and shorter generation times . At an optimum temperature of 30 °C, the life cycle of T. absoluta ranges approximately 26 days  accounting to ~ 12 generations per year . Global warming comes with increased mean temperatures and variability thereof and is reported to increase insect metabolism . With African temperatures projected to increase, future populations of this pest may likely increase in tropical relative to temperate regions . Botswana is arid to semi-arid with mean monthly maximum temperatures recorded in 2015/2016 season ranging 23.6 to 35.1 °C (Fig. 4a). Given that the optimum temperature for T. absoluta is 30 °C , a TSM of 7.29 °C was relatively high [37, 53]. This signifies that T. absoluta can tolerate an increase in atmospheric temperature of 7.29 °C from current Botswana ambient environmental temperatures of 22.71 °C (Thab) before its population growth and general performance can drop to critical levels. This is a considerably high TSM compared to most tropical species whose TSM is ~ 0 °C . This, coupled with a wider WT (22.39 °C), further supports that Botswana environmental temperatures were conducive for the performance, rapid spread and establishment of T. absoluta. The lower and upper developmental threshold for T. absoluta is ~ 14 and 34.6 °C, respectively , translating to a wide thermal window (~ 20.6 °C) which is known to optimize key insect activity and life-sustaining behaviours such as development, mating and dispersal [3, 55], and may potentially facilitate the invasion pathway of T. absoluta. Thus, conducive climatic conditions might have chiefly facilitated the rapid accumulation of degree days hence culminating into shorter generation time. This high reproductive capacity may also have contributed to its increased invasion success in novel environments in the country [as in 1].
Improved environmental tolerance and thermal plasticity are the key contributing factors towards invasion success of invasive alien species into a novel environment [30, 39, 71]. Lower and upper lethal temperatures (LLT and ULTs) for T. absoluta adults ranged from − 1 to − 12 °C and 37 to 43 °C respectively for 2 h treatments. In addition, the CTmax for larvae and adults were 47.9 ± 1.25 and 44.1 ± 0.43 and CTmin were 3.5 ± 0.07 and − 5.2 ± 0.23 respectively. Field temperature recorded during 2015/2016 season show that highest maximum temperatures were below both ULT and CTmax for both T. absoluta larvae and adults. In addition, LLTs and CTmin for adults were relatively lower than the lowest minimum field temperatures (Fig. 4b). This, added to the high TSM and WT, indicates that T. absoluta may not be at risk of cold and heat stress both of which has an implication on the invasion succession pathway. These results supports that T. absoluta is highly temperature tolerant at both extremes and may survive in arid/semi-arid sub-Saharan Africa whenever hosts plants are available. Its high basal thermal tolerance, coupled by favourable climates in Botswana (Fig. 4a and b), may mean that T. absoluta survives all-year-round temperature conditions, in the absence of diapause, a characteristic likely aiding successful establishment. Furthermore , showed rapid cold hardening may also aid invasion success in insects, and indeed T. absoluta has been shown to rapidly cold-harden [see 2], a phenomenon likely aiding the invasion pathway. The absence of native coevolved natural enemies has also been reported to promote invasion success in novel environments [5, 64]. It is highly likely that the rapid spread and establishment of T. absoluta in Botswana may have been facilitated by the absence of biological control agents. We thus recommend that native fortuitous natural enemies need be identified and promoted coupled with a campaign against the instinctive overuse of pesticides by small scale farmers  to preserve potential native natural enemies, reduce cost of production and protect public health. Further work needs to determine T. absoluta insecticide resistance to establish a controlled effective spraying program, coupled with the identified effective natural enemies to establish an efficacious tailor-made integrated pest management (IPM) program. Overall, an area-wide approach to T. absoluta management is recommended, and one that involves a coordinated Southern African region, to prevent further spread and establishment of the species .
Current results support the rapid spread and establishment of T. absoluta in Botswana following its first detection. This continued invasion by T. absoluta in tropical climates is a real concern for the horticultural industry, as well as African food and nutrition security. Host plant availability, climate suitability and high thermal tolerance may to a larger extent have contributed to the successful invasion, rapid spread and establishment of T. absoluta in the semi-arid tropical Botswana. In addition, intensive monocultures, continuous irrigation and unrestricted trade of Solanaceous crops coupled with strong winds and a lack of natural enemies may also be contributory factors. Furthermore, absence of efficient and coordinated area-wide management practices may have exacerbated the successful rapid invasion. A significant long-term management strategy would be necessary to optimize surveillance and monitoring of T. absoluta in the region for developing sustainable management options. Similarly, introduction of egg-targeting parasitoids (Trichogramma spp.) and predators as well as larval parasitoids (mostly belonging to Braconidae families) and predators (Miridae) [2, 14] could improve management of African suppression programmes, more especially in non-agroecosystem and natural environments.
HM and CN contributed to conceptualization and methodology; CN contributed to funding acquisition, project administration, resources and supervision; HM and RM contributed to investigation and writing of the original draft; and HM, RM and CN contributed to data curation, validation, formal analysis, writing, review and editing. All authors read and approved the final manuscript.
We acknowledge Botswana International University of Science and Technology for funding and Russell IPM for T. absoluta pheromone lures. We acknowledge assistance from the Department of Crop Protection (Ministry of Agriculture), on site selection, the Botswana National Botanical Gardens for data on distribution of wild Solanaceous plants and Department of Meteorological Services for climate data. We are also grateful to Dr. Tharina L. Bird for map drawing and assistance with trapping in the Okavango Delta and Mmabaledi Buxton and Mphoeng Ofitlhile for assistance with trap monitoring in some districts.
The authors declare that they have no competing interests.
Availability of data and materials
Collected and analysed data during the current study are available upon request from the corresponding author.
Consent for publication
Ethics approval and consent to participate
Not applicable since the study involved tomato plants and the invasive insect pest (T. absoluta), both of which are not endangered or protected species. The permission to enter National Parks and other any protected areas was obtained from Department of Wildlife and National Parks (Ministry of Environment, Wildlife and Tourism).
The project was funded through Botswana International University of Science and Technology (BIUST) Research Office grant.
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