Suppression of leaf feeding and oviposition of phytophagous ladybird beetles (Coleoptera: Coccinellidae) by chitinase gene-transformed phylloplane bacteria and their specific bacteriophages entrapped in alginate gel beads

The chitinase gene-transformed strain KPM-007E/chi of Enterobacter cloacae was vitally entrapped in sodium alginate gel beads with its specific virulent bacteriophage EcP-01 to provide a new method for microbially digesting chitinous peritrophic membranes of phytophagous ladybird beetles Epilachna vigintioctopunctata. First, chitinase SH1 from a gram-positive bacterium Kurthia zopfii was overproduced by Escherichia coli cells and purified by affinity column chromatography. The purified enzyme effectively digested peritrophic membranes dissected from the ladybird beetles to expose epithelial tissues beneath the peritrophic membrane, and the beetles that had ingested chitinase after submergence in chitinase solution had considerably reduced their feeding on tomato leaves. KPM-007E/chi, entrapped in the alginate beads, released the chitinase. More chitinase was released when KPM-007E/chi was present with their specific virulent bacteriophage EcP-01 in the beads because of lysis of bacterial cells infected with the bacteriophages. This chitinase release from the microbial beads (containing KPM-007E/chi and EcP-01) was sufficient to digest the peritrophic membrane as well as to suppress feeding of bead-sprayed tomato leaves by the ladybird beetles. A daily supply of tomato leaves treated with the microbial beads considerably suppressed leaf feeding and oviposition by the ladybird beetles, suggesting a possible application of chitinase-secreting bacteria for suppressing herbivorous insect pests.     

Characterization and phylogenetic analysis of an entomopathogenic Bacillus cereus strain WGPSB-2 (MTCC 7182) isolated from white grub, Anomala dimidiata (Coleoptera: Scarabaeidae)

White grubs (Coleoptera: Scarabaeidae) are cosmopolitan and polyphagous insect pests of agricultural crops, forests and pastures around the world. The lack of an environmentally sound approach for white grub management has prompted the exploration and detection of a novel microbial biocontrol agent against these sub-terranean insect pests. In this study we describe the isolation, establishment of pathogenesis, biochemical characterization and phylogenetic analysis of an entomopathogenic Bacillus cereus strain WGPSB-2 (MTCC 7182), isolated from an atrophied pupa of Anomala dimidiata, collected from the N.W. Indian Himalayas. The sequencing and subsequent comparison of the 16S rDNA revealed that the strain has100% similarity with Bacillus cereus sequences. Phylogenetic analysis of the 16S rDNA sequence revealed that the isolate is closely related to Bacillus thuringiensis and Bacillus sphaericus. In vitro bioassays showed that the isolate was able to infect and cause 92 and 67% mortality in second instar larvae of Anomala dimidiata and Holotrichia seticollis, respectively. The infected larvae exhibited bacterial septicemia like symptoms and mortality occurred between the third and ninth weeks after inoculation. The culture has been granted the accession number MTCC 7182 by the Microbial Type Culture Collection and Gene Bank, Institute of Microbial Technology, Chandigarh, India.     

转tcdA1B1杀虫基因的阴沟肠杆菌对4种农业害虫的杀虫活性与毒力

tcdA1B1为昆虫病原细菌一发光杆菌Photorhabdus luminescens的杀虫毒素基因。本文测定了转tcdA1B1基因的阴沟肠杆菌对甜菜夜蛾Spodoptera exigua、斜纹夜蛾Spodoptera litura、黄曲条跳甲Phyllotreta striolata和东亚飞蝗Locusta migratoria manilensis4种重要农业害虫的杀虫活性与毒力。在室内条件下,浓度为5．0×108cfu／mL的工程菌悬浮液,采用叶片浸渍法饲喂甜菜夜蛾2龄幼虫、斜纹夜蛾2龄幼虫、黄曲条跳甲成虫、东亚飞蝗2龄若虫,在11d、11d、15d、19d后的致死率分别为80．05％、81．83％、72．31％、39．74％;LT50分别为8．64d,8．38d、11．04d、28．22d。     

Controlling the sugar beet fly Pegomyia mixta Vill. with entomopathogenic nematodes

Sugar beet, Beta vulgaris L. is a strategic crop of sugar industry in Egypt. It is threatened by several insect pests among most important of them is the beet fly Pegomyia mixta. This work deals with the biological control of this insect using four entomopathogenic nematodes (EPNs). The nematodes included Steinernema carpocapsae S2, Steinernema feltiae, Heterorhabditis bacteriophora (HB1-3) and Heterorhabditis bacteriophora S1. Daily mortality of larvae and pupae of P. mixta were recorded after treatment with serial concentrations (500, 1000, 2000 and 4000 infective juveniles (IJs)/ml) of each of four studied EPNs. In the laboratory all tested nematodes killed the larvae inside their mines in the sugar beet leaves and developed in their bodies in different extends. They also killed the insect pupae in the soil and developed in their bodies. Young larvae were more susceptible than old ones. New pupae were more susceptible than old ones. In the field a single spray of S. feltiae or H. bacteriophora caused 81.3 or 75.9% reduction in the larval population of the in sugar beet leaves.     

昆虫病原线虫与其共生细菌共生关系的研究进展

昆虫病原斯氏和异小杆线虫与共生细菌的共生关系是这类线虫作为害虫生物防治因子的基础。从线虫共生细菌的信息、营养、抗菌和病原作用,以及线虫对共生细菌的保护和媒介作用综述昆虫病原线虫与其共生细菌的共生关系;描述这一共生关系的影响因子;同时,讨论了未来的研究方向和应用前景。     

Sequential activation of constitutive and inducible nitric oxide synthase (NOS) in rat cerebellar granule neurons by pseudomonas fluorescens and invasive behaviour of the bacteria

Previous studies have shown that Pseudomonas fluorescens and its lipopolysaccharide (LPS) exert dose-related cytotoxic effects on neurons and glial cells. In the present work, we investigated the time course effect of P. fluorescens MF37 and its LPS on cultured rat cerebellar granule neurons. The kinetics of binding of P. fluorescens to cerebellar granule neurons is rapid and reaches a mean of 3 bacteria/cell after 5 h. As demonstrated by measurement of the concentration of nitrite in the culture medium, P. fluorescens induces a rapid stimulation (3 h) of the nitric oxide synthase (NOS) activity of the cells. In contrast, LPS extracted from P. fluorescens requires a long lag phase (24 h) before observation of an activation of NOS. Measurement of the membrane resting potential of granule neurons showed that within 3 h of incubation there was no difference of effect between the action of P. fluorescens and that of its endotoxin. Two complementary approaches allowed to demonstrate that P. fluorescens MF37 presents a rapid invasive behaviour suggesting a mobilisation of calcium in its early steps of action. The present study reveals that P. fluorescens induces the sequential activation of a constitutive calcium-dependent NOS and that of an inducible NOS activated by LPS. Our results also suggest that in P. fluorescens cytotoxicity and invasion are not mutually exclusive events.     

The Common Black Ant, Lasius niger (Hymenoptera: Formicidae), as a Vector of the Entomopathogen Lecanicillium longisporum to Rosy Apple Aphid, Dysaphis plantaginea (Homoptera: Aphididae)

The potential for common black ant Lasius niger workers to vector conidia of the entomopathogenic fungus Lecanicillium longisporum to colonies of the rosy apple aphid Dysaphis plantaginea was assessed in laboratory and field experiments. Scanning electron microscope studies showed that L. niger workers which were artificially contaminated with L. longisporum conidia, carried conidia primarily on their tarsae but also on antennae and mandibles. Neither L. niger workers nor larvae were susceptible to infection with L. longisporum. Workers which were artificially contaminated with conidia of L. longisporum initiated infection in colonies of healthy D. plantaginea on apple. Mortality due to L. longisporum was recorded as 68.3, 30.8 and 3.7% of aphids under laboratory, semi-field and field conditions, respectively.     

Microbial combinatorics: a simplified approach for isolating insecticidal bacteria

Bacteria can control pest insects that damage food crops, vector diseases and defoliate trees. Conventionally, isolation of these bacteria has been from soil and sporadically from dead insects. A simplified approach for isolating insecticidal bacteria from soil using the target insect as the selective agent was employed in this study. Instead of isolating single strains of bacteria from soil and testing each individual strain for insect toxicity, mixtures of bacteria present in each soil sample were tested together directly for toxicity using Manduca sexta (Linnaeus) (Lepidoptera: Sphingidae) as a model insect. Thirty-five soil suspensions or bacterial suspensions of the 40 suspensions tested killed at least one M. sexta larva. All but one bacterial culture isolated from dead larvae and retested for toxicity, killed at least one M. sexta larva. Nineteen bacterial strains isolated from larvae killed in the first test, were identical to the bacteria fed to the retested larvae. Of the 19 strains isolated, 14 were identified by 16S rDNA sequencing as belonging to the Bacillus cereus group including three strains that formed crystals that were identified as B. thuringiensis. Of the three other spore-forming strains, two were identified as psychrotrophic B. weihenstephanensis and the third as Lysinibacillus fusiformis. Two others were identified as Enterococcus faecalis. This approach, microbial combinatorics, reduces the number of insects necessary for toxicity screening and associated time and resources compared to conventional methods that first isolate bacteria and then individually test for toxicity as well as a means of discovery of new pathogens using the insect as the selective agent.     

Motility and chemotactic response of Pseudomonas fluorescens toward chemoattractants present in the exudate of Macrophomina phaseolina

Pseudomonas fluorescens strains (LAM1-hydrophilic) and (LAM2-hydrophobic) showed positive chemotaxis towards attractants (sugars, amino acids, polyols and organic acids) present in the exudate of Macrophomina phaseolina (a soilborne plant pathogenic fungus). The varied response of motility traits such as speed, rate of change in direction (RCDI) and net to gross displacement ratio (NGDR) was observed for different chemoattractants. Swimming speed of the strains was highest in 10-fold diluted exudate or 100–1000 μM strength of different attractants, but further dilutions significantly decreased the swimming speed (P = 0.05). Chemotactic response of P. fluorescens was positively correlated with swimming speed (P = 0.05; r = 0.76). Relative to control, the RCDI values decreased 1.5-fold in amino acids or sugars, and 1.2-fold in polyols or organic acids. With increase in swimming speed, the NGDR of both strains also increased, but the RCDI decreased. Both hydrophilic and hydrophobic strains did not show significant differences in their motility traits. The results demonstrate that M. phaseolina exudate contains chemical attractants that serve as signal for flagellar motility of P. fluorescens. Motile P. fluorescens strains thus may consume fungal exudate as nutrients, and thus spores could offer a niche for these bacteria in soil.     

Biological control potentials of insect-parasitic nematode Rhabditis blumi (Nematoda: Rhabditida) for major cruciferous vegetable insect pests

Pathogenicity of Rhabditis blumi Sudhaus against major cruciferous insect pests was evaluated in the lab and greenhouse. In Petri-dish tests against the insects, including Artogeia rapae L., Mamestra brassicae L., and Plutella xylostella L., insect mortality by R. blumi and its associated bacteria was dose and time dependent, which increased with dose (0?C80 dauer juveniles/larva) and time increments. Pathogenicity against fourth-instar larvae was higher than the rate of corresponding third-instar larvae. The highest insect mortality rate was observed in fourth-instar larvae of P. xylostella, followed by A. rapae, and M. brassicae, with mortality rates of 93.5, 88.2, and 77.8?%, respectively. Lethal dose values at 50?% (LD₅₀) of R. blumi were 25.7 dauer juveniles/larva on P. xylostella; 28.0 dauer juveniles/larva on A. rapae; and 40.6 dauer juveniles/larva on M. brassicae, respectively. In greenhouse tests, P. xylostella larvae were most susceptible to nematodes, with insect reduction rate of 88.0?%. The rate varied with vegetable species and persistence time of live nematodes on vegetable leaves after spraying. Nematodes established in cadavers showed positive correlation with nematode dose, whereas nematode persistence on the leaf was inversely related to hours after treatment.     

Impact of non‐pathogenic bacteria on insect disease resistance: importance of ecological context

1. The aerial surface of plants is a habitat for large and diverse microbial communities; termed the phyllosphere. These microbes are unavoidably consumed by herbivores, and while the entomopathogens are well studied, the impact of non‐pathogenic bacteria on herbivore life history is less clear. 2. Previous work has suggested that consumption of non‐entomopathogenic bacteria induces a costly immune response that might decrease the risk of infection. However, we hypothesised that insect herbivores should be selective in how they respond to commonly encountered non‐pathogenic bacteria on their host plants to avoid unnecessary and costly immune responses. 3. An ecologically realistic scenario was used in which we fed cabbage looper, Trichoplusia ni Hübner, larvae on cabbage or cucumber leaves treated with the common non‐entomopathogenic phyllosphere bacteria, Pseudomonas fluorescens and P. syringae. Their constitutive immunity and resistance to a pathogenic bacterium (Bacillus thuringiensis; Bt) and a baculovirus (T. ni single nucleopolyhedrovirus) were then examined. 4. While feeding on bacteria‐treated leaves reduced the growth rate and condition of T. ni, there was no effect on immunity (haemolymph antibacterial and phenoloxidase activities and haemocyte numbers). Phyllosphere bacteria weakly affected the resistance of T. ni to Bt but the direction of this effect was concentration dependent; resistance to the virus was unaffected. Host plant had an impact, with cucumber‐fed larvae being more susceptible to Bt. 5. The lack of evidence for a costly immune response to non‐entomopathogenic bacteria suggests that T. ni are probably adapted to consuming common phyllosphere bacteria, and highlights the importance of the evolutionary history of participants in multi‐trophic interactions.     

Transgenic ice nucleation-active Enterobacter cloacae reduces cold hardiness of corn borer and cotton bollworm larvae

The ice nucleation (IN) gene iceA of Erwinia ananas 110 was integrated into the chromosomes of two Enterobacter cloacae strains (Enc1.2022 and Enc1.181). These two newly derived transgenic strains, designated Enc2022-I and Enc181-I, respectively, possessed ice nucleation activity at -2.5 degrees C, significantly higher than their parent strains (active at approx -10 degrees C or lower). After ingesting these transgenic bacteria, the mean supercooling points (SCPs) of corn borer and cotton bollworm larvae were -3 to -4 degrees C, significantly higher than those of untreated controls. The SCPs remained significantly elevated over the 9-day period after ingestion, which matched well with the efficient gut colonization of the bacteria during this period. All treated larvae froze and eventually died after exposure for 6 h to a temperature of -7 degrees C, and more than 95% died after 12 h at -5 degrees C. In contrast, few or none of the untreated control larvae froze and died under the same conditions. Furthermore, the growth ability of these transgenic ice nucleation-active (INA) En. cloacae strains on corn leaves was reduced, compared to that of wild-type epiphytic E. ananas, as revealed by pot tests conducted in both greenhouse and outdoor conditions. The stable colonization in insect guts and their lower affinity to plants would make these transgenic INA bacteria useful as a novel tool for biological control of insect pests in agricultural fields.     

The entomopathogen Beauveria bassiana has epiphytic and endophytic activity against the tomato leaf miner Tuta absoluta

The recent introduction and rapid spread of the tomato leaf miner Tuta absoluta (Meyrick) (Lepidoptera: Gelechiidae) throughout Europe, Africa and the Middle East poses a severe threat to future cultivation of tomato and other Solanaceae. Among the best practicable means for effective and sustainable control of this invasive insect pest are entomopathogenic fungi, which can either prevent a further spread of this insect to new areas or keep population densities below an economic threshold level. Here, we report on the efficacy of a commercially available mycoinsecticide based on the entomopathogen Beauveria bassiana (Bals.) Vuill. (Ascomycota: Hypocreales) against all four larval stages of T. absoluta. In bioassays, high mortality rates and significantly reduced longevity of larvae were obvious when larvae had fed for a period of around 15 days on leaves with B. bassiana propagules present on the surface as an epiphyte with mortality values corrected for variance in control mortality of 90–100%. In addition, a second mode of action of B. bassiana against T. absoluta larvae was evident in bioassays in the form of an endophytic establishment of this fungus in treated tomato plants. Longevity of T. absoluta L4 larvae was significantly lower in individuals which had fed on surface‐sterilized tomato leaves obtained from plants treated 18 days before the bioassay with a B. bassiana suspension compared to larvae feeding on control plants treated with water. Corrected mortality reached values between 30% and 50% for all larval instars. Growth of tomato plants was not inhibited due to colonization by endophytic B. bassiana and a weak systemic translocation of fungal propagules in non‐treated leaves was evident in the assays. Accordingly, entomopathogenic fungi like B. bassiana express different modes of action again target insect pests, which is of particular relevance for the design of efficient management strategies for invasive pests like T. absoluta.     

昆虫病原线虫共生菌Tc毒素研究进展

来自昆虫病原线虫共生菌的Tc毒素是一类多亚基组成的高分子蛋白复合物,对多种农业害虫具有广谱的胃毒活性,这类毒素与目前已知的其它杀虫蛋白同源性非常低,有可能成为新的杀虫资源。本文对来自昆虫病原线虫共生菌的Tc毒素的特性、作用模式等方面的国内外研究进展进行了综述。     

昆虫病原线虫共生细菌共生性的分子生物学研究进展

嗜线虫致病杆菌属Xenorhabdus和发光杆菌属Photorhabdus细菌隶属肠杆菌科Enterobacteriaceae,对多种害虫致病能力强,分别与斯氏属Steinernema和异小杆属Heterorhabditis昆虫病原线虫互惠共生。该两属共生细菌既存在对昆虫寄主的病原性,又存在与线虫寄主的共生性。共生细菌与其线虫寄主的共生性主要表现以下4方面：（1）细菌产生食物信号诱导滞育不取食的感染期线虫恢复;（2）细菌为线虫生长与繁殖提供营养;（3）细菌能于感染期线虫的肠道定殖与生长;（4）细菌产生杀线虫毒素杀死非共生线虫。本文综述了共生菌以上4方面的共生性及其相关的分子机制。     

Transgenic tobacco and peas expressing a proteinase inhibitor from Nicotiana alata have increased insect resistance

Proteinase inhibitors have been used to increase resistance to insect pests in transgenic plants. A cDNA clone encoding a multi-domain proteinase inhibitor precursor from Nicotiana alata (Na-PI) was transferred into tobacco and peas under the control of a promoter from a ribulose-1, 5-bisphosphate carboxylase small subunit gene. The Na-PI precursor was cleaved in the leaves of transgenic tobacco and peas, and M_r 6000 polypeptides accumulated to levels of 0.3% and 0.1%, respectively, of the total soluble protein. The Na-PI cDNA segregated as a dominant Mendelian trait and was stably transmitted for at least two generations of both species. Helicoverpa armigera larvae that ingested tobacco or pea leaves containing Na-PI exhibited higher mortality or were delayed in growth and development relative to control larvae.     

Isolation of insect pathogenic bacteria, Providencia rettgeri, from Heterorhabditis spp.

Nematodes of the genus Heterorhabditis carry bacteria of the genus Photorhabdus into insects including pests of horticultural crops. The bacteria kill the insect and provide conditions which allow for the growth and development of the nematodes. It is reported here that the majority of Heterorhabditis spp. strains tested contained a second bacterial species which was identified as Providencia rettgeri. Injection of the bacteria into waxmoth larvae showed that P. rettgeri was at least as pathogenic as Photorhabdus sp. K122. Both had LD₅₀ values of less than one bacterial cell/larva, but P. rettgeri killed the insects at a considerably faster rate than K122 at both 28°C and 9°C. Since Photorhabdus kills very slowly at low temperatures, it appeared that P. rettgeri might be a better pest control agent under these conditions. However, P. rettgeri was not pathogenic when carried into insect larvae by the nematode, indicating that the nematode suppressed either its release or pathogenicity. It will be necessary to find ways of bypassing or inhibiting this suppression for P. rettgeri to fulfil its potential in pest control.     

噻虫嗪处理的芫菁夜蛾斯氏线虫SF-SN对韭菜迟眼蕈蚊幼虫的杀虫效果和搜寻效应

【目的】昆虫病原线虫受到化学农药作用后,其对害虫的杀虫效果和搜寻效应可能会发生变化。本研究旨在探讨噻虫嗪处理的昆虫病原线虫对韭菜迟眼蕈蚊Bradysia odoriphaga幼虫(韭蛆)的杀虫效果及搜寻效应的影响。【方法】采用培养皿滤纸法,通过功能反应试验测定了噻虫嗪(15 mg/L)处理的芫菁夜蛾斯氏线虫Steinernema feltiae SF-SN (Sf)对韭蛆3龄幼虫的致死率和搜寻效应,比较噻虫嗪处理的Sf和未处理的Sf致死功能反应和搜寻效应的差异。【结果】噻虫嗪处理的Sf引起的韭蛆3龄幼虫的校正死亡率高于未处理的Sf引起的校正死亡率,处理6 h时,较未处理的Sf引起的校正死亡率提高了2.13倍。当Sf浓度固定在6 400 IJs/皿时,噻虫嗪处理的和未处理的Sf对该试虫功能反应均拟合Holling Ⅱ和Ⅲ型方程,与未处理的Sf相比,噻虫嗪处理的Sf对该试虫的攻击率(a′=0.5592)提高了42.46%,线虫寻找、寄生及致死该试虫所花费的总时间即处理时间(T_h=0.0081 d)则降低了44.90%,消耗率(a′/T_h)提高了2.59倍,日最大致死量(Na_max)则分别提高了1.81倍(Holling Ⅱ)和1.41倍(Holling Ш)。而噻虫嗪处理的和未处理的Sf对该试虫的搜寻效应均随韭蛆密度的增加而呈线性下降。当韭蛆密度固定在40头/皿时,噻虫嗪处理的和未处理的Sf对该试虫的致死效果均随着韭蛆密度的增加而增大,搜寻效应则均先上升后下降,且噻虫嗪处理的Sf的寻找参数和相互干扰参数均高于未处理Sf的。【结论】噻虫嗪处理的Sf对韭蛆3龄幼虫的校正死亡率、瞬时攻击率、消耗率、日最大致死量和搜寻效应均高于未处理Sf的,而处理时间则显著降低。     

Phylloplane bacteria increase the negative impact of food limitation on insect fitness

1. When populations of herbivorous insects increase in density, they can alter the quantity or quality of their food. The impacts of diet‐related stressors on insect fitness have been investigated singly, but not simultaneously. 2. Foliage quantity and quality of red alder, Alnus rubra, were manipulated together with the presence of non‐entomopathogenic phylloplane bacteria to investigate their impacts, singly and in combination, on survival, pupal mass, growth rate, fecundity and egg quality of a cyclic forest insect, the western tent caterpillar, Malacosoma californicum pluviale. 3. Food limitation (half food) had strong negative impacts on all life‐history traits. When the larvae were fed continuously, however, neither ingesting phylloplane bacteria nor eating leaves from damaged branches (induced foliage) affected survival. In the half‐food treatment, ingesting bacteria further increased mortality, while feeding on induced foliage improved survival. 4. Growth rate and pupal mass of both sexes were reduced for larvae with food limitation compared with continuously fed insects and this was exacerbated when the larvae also ate bacteria‐treated leaves. A combination of bacteria and induced foliage also reduced larval growth rate by 5% in the full‐food treatment. 5. Fecundity (eggs per egg mass) was 2.7 times greater in full‐food than in food‐limited treatments but neither phylloplane bacteria nor plant induction had an effect. Insects fed induced foliage produced smaller eggs. Overall, there was no evidence of a three‐way interaction between the three stressors, although there were negative synergistic effects, primarily between food limitation and the ingestion of phylloplane bacteria.     

For the insect pathogen Photorhabdus luminescens,which end of a nematode is out?

The nematode Heterorhabditis bacteriophora is the vector for transmitting the entomopathogenic bacterium Photorhabdus luminescens between insect larvae. The dauer juvenile (DJ) stage nematode selectively retains P. luminescens in its intestine until it releases the bacteria into the hemocoel of an insect host. We report the results of studying the transmission of the bacteria by its nematode vector. Cells of P. luminescens labeled with green fluorescent protein preferentially colonized a region of the DJ intestine immediately behind the basal bulb, extending for various distances toward the anus. Incubation of DJ nematodes in vitro in insect hemolymph induced regurgitation of the bacteria. Following a 30-min lag, the bacteria migrated in a gradual and staggered movement toward and ultimately exited the mouth. This regurgitation reaction was induced by a low-molecular-weight, heat- and protease-stable, anionic component present in arthropod hemolymph and in supernatants from insect cell cultures. Nematodes anesthetized with levamisole or treated with the antihelmenthic agent ivermectin did not release their bacteria into hemolymph. The ability to visualize P. luminescens in the DJ nematode intestine provides the first clues to the mechanism of release of the bacteria during infection of insect larvae. This and the partial characterization of a component of hemolymph triggering release of the bacteria render this fascinating example of both a mutualistic symbiosis and disease transmission amenable to future genetic and molecular study.