Projecting future expansion of invasive species: comparing and improving methodologies for species distribution modeling

Modeling the distributions of species, especially of invasive species in non‐native ranges, involves multiple challenges. Here, we developed some novel approaches to species distribution modeling aimed at reducing the influences of such challenges and improving the realism of projections. We estimated species–environment relationships for Parthenium hysterophorus L. (Asteraceae) with four modeling methods run with multiple scenarios of (i) sources of occurrences and geographically isolated background ranges for absences, (ii) approaches to drawing background (absence) points, and (iii) alternate sets of predictor variables. We further tested various quantitative metrics of model evaluation against biological insight. Model projections were very sensitive to the choice of training dataset. Model accuracy was much improved using a global dataset for model training, rather than restricting data input to the species’ native range. AUC score was a poor metric for model evaluation and, if used alone, was not a useful criterion for assessing model performance. Projections away from the sampled space (i.e., into areas of potential future invasion) were very different depending on the modeling methods used, raising questions about the reliability of ensemble projections. Generalized linear models gave very unrealistic projections far away from the training region. Models that efficiently fit the dominant pattern, but exclude highly local patterns in the dataset and capture interactions as they appear in data (e.g., boosted regression trees), improved generalization of the models. Biological knowledge of the species and its distribution was important in refining choices about the best set of projections. A post hoc test conducted on a new Parthenium dataset from Nepal validated excellent predictive performance of our ‘best’ model. We showed that vast stretches of currently uninvaded geographic areas on multiple continents harbor highly suitable habitats for parthenium. However, discrepancies between model predictions and parthenium invasion in Australia indicate successful management for this globally significant weed.     

RNA interference of pheromone biosynthesis-activating neuropeptide receptor suppresses mating behavior by inhibiting sex pheromone production in Plutella xylostella (L.)

Sex pheromone production is regulated by pheromone biosynthesis-activating neuropeptide (PBAN) in many lepidopteran species. We cloned a PBAN receptor (Plx-PBANr) gene from the female pheromone gland of the diamondback moth, Plutella xylostella (L.). Plx-PBANr encodes 338 amino acids and has conserved structural motifs implicating in promoting G protein coupling and tyrosine-based sorting signaling along with seven transmembrane domains, indicating a typical G protein-coupled receptor. The expression of Plx-PBANr was found only in the pheromone gland of female adults among examined tissues and developmental stages. Heterologous expression in human uterus cervical cancer cells revealed that Plx-PBANr induced significant calcium elevation when challenged with Plx-PBAN. Female P. xylostella injected with double-stranded RNA specific to Plx-PBANr showed suppression of the receptor gene expression and exhibited significant reduction in pheromone biosynthesis, which resulted in loss of male attractiveness. Taken together, the identified PBAN receptor is functional in PBAN signaling via calcium secondary messenger, which leads to activation of pheromone biosynthesis and male attraction.     

Elucidation of common pharmacophores from analysis of targeted metabolites transported by the multispecific drug transporter-Organic anion transporter1 (Oat1)

Organic anion transporter 1 (Oat1), first identified as NKT, is a multispecific transporter responsible for the handling of drugs and toxins in the kidney and choroid plexus, but its normal physiological role appears to be in small molecule metabolite regulation. Metabolites transported by Oat1 and which are altered in the blood and urine of the murine Oat1 knockout, may serve as templates for further drug design. This may lead to better tissue targeting of drugs or design of Oat1 inhibitors that prolong the half-life of current drugs. Due to the multispecificity of the transporter, 19 of known targeted metabolites have different chemical structures and properties that make constructing a common pharmacophore model difficult. Here we propose an approach that clustered the metabolites into four distinct groups which allowed for the construction of a consensus pharmacophore for each cluster. The screening of commercial molecular databases determined the top candidates whose interaction with Oat1 was confirmed in an experimental model of organic anion transport. Thus, these candidate selections represent potential molecules for further drug design.     

Bacterial metabolites of an entomopathogenic bacterium, Xenorhabdus nematophila, inhibit a catalytic activity of phenoloxidase of the diamondback moth, Plutella xylostella

A monoterpenoid compound, benzylideneacetone (BZA), is identified from bacterial metabolites synthesized by an entomopathogenic bacterium, Xenorhabdus nematophila. It inhibits phospholipase A2 of target insects to shut down biosynthesis of various eicosanoids, which play significant roles in insect immunity. This study discovered another novel activity of BZA that directly inhibited phenoloxidase (PO) activity required for immune-associated melanization. When it was injected into larvae of Plutella xylostella, it suppressed PO activity in the plasma by inhibiting its activation from inactive proPO. However, BZA did not influence on gene expression of PO, which was analyzed by RT-PCR using gene-specific primers designed from a partial cDNA sequence of PO of the P. xylostella identified in this study. To test a direct inhibitory activity of BZA against PO, the activated PO of P. xylostella was prepared from the hemolymph collected from the larvae challenged by bacteria. When the activated PO was incubated in vitro with BZA, it was inhibited in a dose-dependent manner. The inhibition of PO by BZA was recovered by addition of increasing amounts of substrate, L-3,4-dihydroxyphenylalanine. Three other known bacterial metabolites containing a benzene propane core structure synthesized by X. nematophila also inhibited the PO enzyme activity. However, modification of the core structure by hydroxylation of BZA lost its strong inhibitory activity against the activated PO.     

A three-hybrid system to probe in vivo protein-protein interactions: application to the essential proteins of the RD1 complex of M. tuberculosis

Background

Protein-protein interactions play a crucial role in enabling a pathogen to survive within a host. In many cases the interactions involve a complex of proteins rather than just two given proteins. This is especially true for pathogens like M. tuberculosis that are able to successfully survive the inhospitable environment of the macrophage. Studying such interactions in detail may help in developing small molecules that either disrupt or augment the interactions. Here, we describe the development of an E. coli based bacterial three-hybrid system that can be used effectively to study ternary protein complexes.

Methodology/Principal Findings

The protein-protein interactions involved in M. tuberculosis pathogenesis have been used as a model for the validation of the three-hybrid system. Using the M. tuberculosis RD1 encoded proteins CFP10, ESAT6 and Rv3871 for our proof-of-concept studies, we show that the interaction between the proteins CFP10 and Rv3871 is strengthened and stabilized in the presence of ESAT6, the known heterodimeric partner of CFP10. Isolating peptide candidates that can disrupt crucial protein-protein interactions is another application that the system offers. We demonstrate this by using CFP10 protein as a disruptor of a previously established interaction between ESAT6 and a small peptide HCL1; at the same time we also show that CFP10 is not able to disrupt the strong interaction between ESAT6 and another peptide SL3.

Conclusions/Significance

The validation of the three-hybrid system paves the way for finding new peptides that are stronger binders of ESAT6 compared even to its natural partner CFP10. Additionally, we believe that the system offers an opportunity to study tri-protein complexes and also perform a screening of protein/peptide binders to known interacting proteins so as to elucidate novel tri-protein complexes.     

Formylchromone derivatives as irreversible and selective inhibitors of human protein tyrosine phosphatase 1B. Kinetic and modeling studies

A series of formylchromone derivatives were synthesized as PTP1B inhibitors and some of them were potent against PTP1B with IC50 values as low as 1.0 microM. They exhibited remarkable selectivity for PTP1B over other human PTPases. Kinetic studies revealed that formylchromone derivatives are irreversible and active site-directed inhibitors. Molecular modeling study identified the orientation of the inhibitor bound at the active site of PTP1B.     

Influence of malaria parasite (P. vivax) on erythrocyte aggregation: a study based on dynamic imaging and analysis

Malaria due to P. vivax (PV) is prevalent in many countries. The present work is aimed to determine the cell-cell interaction through formation of aggregates under dynamic conditions. Blood samples are obtained from patients (n=11) suffering from PV malaria, and the normal subjects (n=10) in test tubes containing citrate phosphate dextrose (10:1.4), as an anticoagulant. The signature analysis of infected erythrocytes shows significant alterations in their shape and membrane. For aggregation analysis, erythrocyte suspension in plasma at hematocrit 5%, was placed in a glass chamber and mounted vertically on the stage of the video-microscope system. The aggregate images thus acquired show erythrocytes adhering with each other to form mash-like structures. With increase in parasitaemia, the erythrocytes show hyper-aggregation compared to that of normal cells. By processing of the sequence of recorded images during sedimentation, the various aggregation parameters are obtained. These parameters show that the formed aggregates are compact which produce distinct changes in sedimentation pattern with significantly higher sedimentation velocity compared to that in healthy blood samples. These changes in malaria could partly be responsible for alteration in blood flow through microcirculatory system.     

Boll weevil (Coleoptera: Curculionidae) survival through cotton gin trash fans

There is concern that cotton gins may serve as loci for reintroduction of boll weevils, Anthonomus grandis grandis Boheman, to eradicated or suppressed zones when processing weevil-infested cotton from neighboring zones. Previous work has shown that virtually all weevils entering the gin in the seed cotton will be removed before they reach the gin stand. Those not killed by the seed cotton cleaning machinery will be shunted alive into the trash fraction, which passes through a centrifugal trash fan before exiting the gin. The objective of this study was to determine survival potential of boll weevils passed through a trash fan. Marked adult weevils were distributed in gin trash and fed through a 82.6-cm (32.5-in.) diameter centrifugal fan operated across a range of fan-tip speeds. A small number of boll weevils were recovered alive immediately after passage through the fan, but all were severely injured and did not survive 24 h. In another experiment, green bolls infested with both adult- and larval-stage weevils were fed through the fan. Several teneral adults survived 24 h, and there was no evidence that fan-tip speed affected either initial survival of weevils, or the number of unbroken boll locks that could harbor an infesting weevil. Thus, designating a minimum fan-tip speed for ensuring complete kill is not possible for the boll weevil. Experiments suggest that a device installed in a gin that partially crushes or cracks bolls open before entering a trash fan will increase mortality, possibly enough that further precautions would be unnecessary.     

Nucleic acid amplification of Mycobacterium tuberculosis complex DNA from archival fine needle aspiration smear scrapings vs. fresh fine needle aspirates of tuberculous lymphadenitis

OBJECTIVE: To assess the efficacy of the nucleic acid amplification (NAA) technique for Mycobacterium tuberculosis (MTB) complex from archival fine needle aspirate (FNA) smear scrapings of confirmed cases of extrapulmonary tuberculosis (EPTB) for a retrospective diagnosis of EPTB as compared to NAA from fresh FNA material from the same cases. STUDY DESIGN: Smear scrapings from 51 cases; 33 cases of tuberculous lymphadenitis (from patients who had undergone NAA 1 year before for MTB from fresh FNA material); 13 negative controls from nontuberculous, archival FNA smears; and 5 known acid-fast bacilli (AFB)-positive sputum smears, were subjected to NAA using the IS6110 primer sequence of M tuberculosis. Ziehl-Neelsen staining was done in all the smears. RESULTS: Of the 33 cases of tuberculous lymphadenitis, 15 (45.4%) were AFB positive and 18 (64.5%) AFB negative. MTB NAA was positive in 73.3% (11 of 15 AFB-positive cases) in the freshly aspirated material and was observed in 60% (9 of 15 AFB-positive cases) when done on DNA extracted from the archival smear scrapings of the same cases. Similarly, in the 18 AFB-negative cases, MTB NAA positivity was 72.2% (13 of 18) on fresh material and 44.4% (8 of 18) on archival smear scrapings from the same AFB-negative cases. Overall NAA positivity was 51.5% for archival smear scrapings as compared to 71% for fresh FNA of the same cases. CONCLUSION: Low NAA sensitivity of MTB DNA in archival material of known tuberculous cases limits the routine use of NAA based retrospective molecular diagnosis of MTB complex.     

Human Leukocyte Antigen Class I Supertypes and HIV-1 Control in African Americans

The role of human leukocyte antigen (HLA) class I supertypes in controlling human immunodeficiency virus type 1 (HIV-1) infection in African Americans has not been established. We examined the effects of the HLA-A and HLA-B alleles and supertypes on the outcomes of HIV-1 clade B infection among 338 African American women and adolescents. HLA-B58 and -B62 supertypes (B58s and B62s) were associated with favorable HIV-1 disease control (proportional odds ratio [POR] of 0.33 and 95% confidence interval [95% CI] of 0.21 to 0.52 for the former and POR of 0.26 and 95% CI of 0.09 to 0.73 for the latter); B7s and B44s were associated with unfavorable disease control (POR of 2.39 and 95% CI of 1.54 to 3.73 for the former and POR of 1.63 and 95% CI of 1.08 to 2.47 for the latter). In general, individual alleles within specific B supertypes exerted relatively homogeneous effects. A notable exception was B27s, whose protective influence (POR, 0.58; 95% CI, 0.35 to 0.94) was masked by the opposing effect of its member allele B*1510. The associations of most B supertypes (e.g., B58s and B7s) were largely explained either by well-known effects of constituent B alleles or by effects of previously unimplicated B alleles aggregated into a particular supertype (e.g., B44s and B62s). A higher frequency of HLA-B genotypic supertypes correlated with a higher mean viral load (VL) and lower mean CD4 count (Pearson''s r = 0.63 and 0.62, respectively; P = 0.03). Among the genotypic supertypes, B58s and its member allele B*57 contributed disproportionately to the explainable VL variation. The study demonstrated the dominant role of HLA-B supertypes in HIV-1 clade B-infected African Americans and further dissected the contributions of individual class I alleles and their population frequencies to the supertype effects.African Americans in the United States have been affected disproportionately by the human immunodeficiency virus type 1 (HIV-1) epidemic. They accounted for only 13% of the U.S. population but for 47% of AIDS cases diagnosed in the United States in 2006 (14, 17). An HIV-1 vaccine would be of enormous benefit to this subpopulation. One strategy for HIV-1 vaccine development seeks to capitalize on the recognition and destruction of HIV-1-infected cells by cytotoxic T lymphocytes (CTLs) (32, 33, 35).CTL recognition is critically dependent on binding, presentation, and cell surface display of a variety of antigenic peptides (epitopes) by extremely polymorphic human leukocyte antigen (HLA) molecules. As the relative importance of increasing numbers of HIV-1 epitopes for individual HLA class I molecules has been recognized (9, 16), the feasibility of developing a vaccine tailored to every epitope and HLA specificity has come to seem more remote. Conceptualization of epitope specificity in terms of broad groupings (supertypes) of HLA molecules may provide a rational but simpler approach to this challenge.Several efforts have succeeded at consolidating the huge spectrum of individual HLA class I alleles into four HLA-A and five HLA-B supertype categories (37-39), based on the ability of different HLA class I molecules to present similar epitopes. Unlike individual allele frequencies, which vary greatly across ethnic groups, all nine supertypes (comprising most, but not all, HLA-A and HLA-B alleles) are present in all human populations. This more uniform representation of allele groups may confer an advantage in the form of balancing selection (38).HLA alleles within one supertype that share epitope binding specificities might be expected to demonstrate similar associations with HIV-1 outcomes or vaccine response; conversely, alleles within a supertype that differ substantially in function might be expected to show differential responses to natural infection or vaccines designed on the basis of supertype (2). Functional heterogeneity of alleles within the supertypes could be due to differences in the class I alleles themselves (e.g., variable epitope avidity or tolerance to viral mutations), in host background (genetic epistasis), or in the virus (e.g., clade-related epitope specificities or viral escape).Previous work has detected associations between the HLA class I supertypes and HIV-1 outcomes for Caucasians with clade B infections (34, 44) and for native Africans with clade A or C infections (23, 28). We are unaware of studies among African Americans in the context of clade B HIV-1 infection or of any systematic attempt to tease apart the independent contributions of supertypes and their individual class I alleles to HIV-1 outcomes. Here we document the frequencies of the HLA class I alleles and supertypes in the Reaching for Excellence in Adolescent Care and Health (REACH) and HIV Epidemiologic Research Study (HERS) cohorts, and we report the relative effects of those alleles and supertypes on the degree of HIV-1 disease control.