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Insects

Insects is an international, peer-reviewed, open access journal on entomology, published monthly online by MDPI. 

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All Articles (8,808)

  • Article
  • Open Access

Accurate classification of pest abundance can contribute to the monitoring and interpretation of pest population dynamics. This study developed an explainable Particle Swarm Optimization (PSO)-optimized XGBoost model to classify male Kermania pistaciella Amsel trap abundance as low (L), medium (M), high (H), or very high (VH). The dataset comprised 404 observations and nine temporal, meteorological, and biological predictors, including temperature, relative humidity, sampling time, sex ratio, and parasitoid counts. Model hyperparameters were optimized using PSO, and classification performance was initially assessed using stratified five-fold cross-validation. The model achieved a mean Accuracy of 69.06% and a mean Weighted F1-Score of 65.89%. Class-specific performance was higher for the L and VH classes, with F1-Scores of 0.7662 and 0.7595, respectively, whereas the less-represented M and H classes were more difficult to distinguish, with F1-Scores of 0.2712 and 0.1304. To obtain a more conservative estimate of internal predictive performance, nested stratified five-fold cross-validation was additionally performed, yielding a mean Accuracy of 65.84% ± 2.56%, a mean Weighted F1-Score of 62.74% ± 2.67%, a mean Macro F1-Score of 44.55% ± 3.14%, and a mean Balanced Accuracy of 44.84% ± 2.75%. Explainable artificial intelligence was used to derive interpretable IF–THEN rules from the optimized model. Representative rules showed local accuracy values ranging from 0.583 to 1.000, with substantial variation in support and coverage across abundance classes. The extracted rules described combinations of seasonal timing, temperature, humidity, sex ratio, and parasitoid abundance associated with the four abundance classes. These model-derived patterns provide an interpretable representation of classification behavior within the present dataset but should not be interpreted as validated biological thresholds, causal triggers, or direct pest-management intervention criteria. The abundance classes represent relative male moth trap-abundance levels, and independent external and prospective field validation is required before the framework can be considered for operational pest-management applications.

Insects

10 November 2026

PSO-optimized XGBoost framework with stratified five-fold cross-validation.
  • Article
  • Open Access

The genus Peirates comprises important predatory assassin bugs that serve as vital biological control agents against agricultural and forestry pests. Thus, accurate species identification is critical for the utilization of these natural enemies. An integrative taxonomic approach was adopted to redefine the species boundaries among P. atromaculatus (Stål, 1870), P. turpis Walker, 1873, and P. fulvescens Lindberg, 1939, which were three related species differentiated by hemelytral color patterns. The COI-based K2P pairwise distances among the three nominal species (range: 0.00–2.61%) were similar to intraspecific variation, with no clear genetic separation between the three morphs. Multi-locus phylogenetic reconstructions derived from mitochondrial and nuclear ribosomal DNA sequencing revealed that individuals from the three color morphs were intermixed within a single evolutionary clade. In addition, geometric morphometric analyses of male genitalia demonstrated extensive overlapping in the shape space. The morphological datasets showed no distinct shape variations across the right paramere, left paramere, median pygophore process, and lateral phallothecal sclerite among the examined specimens. Based on the congruence between the molecular and morphometric results, P. turpissyn. nov. and P. fulvescenssyn. nov. are formally treated as the junior synonyms of P. atromaculatus in accordance with the Principle of Priority in zoological nomenclature, as P. atromaculatus is the oldest available name among the three taxa. A revised and comprehensive redescription of P. atromaculatus incorporating these color variations is provided.

Insects

10 November 2026

Phylogenetic trees of Peirates atromaculatus and its former congeners inferred via IQ-TREE with nodal support values indicating ultrafast bootstrap support values calculated from 1000 replicates. (A) Single-gene tree inferred based on the COI dataset. (B) Multi-locus tree inferred based on the four-gene combined matrix (COI + 16S + CYTB + ITS2). ‘-’ indicates support value < 50%. Taxon labels are color-coded identically across both topologies to distinguish different morphs: P. atromaculatus in blue, P. turpis in cyan, and P. fulvescens in purple.
  • Article
  • Open Access

Hematophagous arthropods and associated pathogens are becoming more prevalent globally. With limited treatment options, prevention is the top priority to reduce disease. Reverse transcription quantitative polymerase chain reaction (RT-qPCR) has emerged as a standard detection method for many laboratories, but it has several drawbacks. Degraded sample quality, failed RNA preparations, and the presence of reaction inhibitors can lead to false negative results, introducing the need for a positive control. Existing control methods rely on adding exogenous nucleotides during amplification reactions, which may not reflect the quality of the sample. Incorporating assays to detect endogenous mosquito mRNA transcripts provides assurance that sample quality is sufficient for the downstream amplification of pathogen RNA. In the present study, we applied the Rapid Amplification of cDNA Ends (RACE) technique to obtain a full-length calreticulin cDNA sequence from the Culex restuans mosquito, collected in Massachusetts, USA. We then used the newly discovered cDNA sequence to design primers and probes spanning the first exon–exon junction of the calreticulin gene, which allowed for specific and accurate RNA transcript detection in an RT-qPCR assay. This assay detected the presence of calreticulin transcripts in extracted pools of mosquito RNA. This approach may be further developed to include other relevant mosquito species and, with extensive validation, may have potential for use as an endogenous control in arbovirus surveillance.

Insects

10 November 2026

Diagram of calreticulin coding sequence with mapped intron-1 location and interacting RT-qPCR primer and probe binding locations. Exon one spans from base 1 to base 88. Exon two begins at base 89 and the length is undetermined. The TaqMan probe binds a 30 bp region from base 69 to base 98, spanning the junction of calreticulin exon one and exon two. The probe fluoresces upon cleavage by Taq polymerase and is detected using the FAM dye and channel. Forward and reverse primers bind 45 bases and 136 bases downstream of the start codon, respectively, generating a 92 bp fragment.
  • Article
  • Open Access

Choosing among predatory mites for controlling the two-spotted spider mite, Tetranychus urticae, still relies largely on empirical rules. We propose the Predation Potential Ranking Index (PPRI), a laboratory-derived index: the ratio of the predator’s to the prey’s intrinsic rate of increase (rm) multiplied by the predator’s daily prey consumption. We applied it to Phytoseiulus persimilis and Neoseiulus californicus at 20, 25 and 30 °C, using age-stage, two-sex life tables and daily predation assays. Mean rm across temperatures was 0.179 d−1 for T. urticae, 0.204 d−1 for P. persimilis and 0.226 d−1 for N. californicus. The predator-to-prey ratio ranged from 1.01 to 1.49, and its 95% CI included 1 at 30 °C for both predators. Mean daily consumption by adult females was 12.45 and 9.36 prey. PPRI was 14.44 (95% CI [13.68–15.20]) for P. persimilis and 12.05 ([11.31–12.80]) for N. californicus; the difference (2.39, [1.46–3.32]) was supported at 20 °C (2.86, [1.25–4.47]) and 30 °C (3.64, [2.13–5.15]) but not at 25 °C (0.67, [−1.07–2.41]), and arose from consumption, not from the rm ratio. PPRI assumes non-limiting prey and constant conditions and ignores density dependence. It is a screening and ranking tool, not a release-rate calculator, and requires greenhouse and field validation.

Insects

10 November 2026

Experimental arena. (A,B) Top views, drawn to scale, of the acrylic plates for T. urticae (30 × 20 × 3 mm, hole Ø 10 mm) and for the predators (45 × 25 × 3 mm, hole Ø 15 mm), over a bean leaf disc. (C) Exploded view of the sandwich, from top to bottom: glass cover, acrylic plate with a central hole (the mite chamber), bean leaf disc (abaxial side up, Ø 20 mm), water-soaked filter paper, glass base and wet sponge. (D) Assembled arena, clipped at both ends, on a wet sponge in a water-filled plastic tray; the filter paper overhangs the glass base and touches the sponge. Panels (C,D) are not to scale.

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Insects - ISSN 2075-4450