Deep Learning Model for Classifying and Evaluating Soybean Leaf Disease Damage.

Soybean (Glycine max (L.) Merr.) is a major source of oil and protein for human food and animal feed; however, soybean crops face diverse factors causing damage, including pathogen infections, environmental shifts, poor fertilization, and incorrect pesticide use, leading to reduced yields. Identifying the level of leaf damage aids yield projections, pesticide, and fertilizer decisions. Deep learning models (DLMs) and neural networks mastering tasks from abundant data have been used for binary healthy/unhealthy leaf classification. However, no DLM predicts and categorizes soybean leaf damage severity (five levels) for tailored pesticide use and yield forecasts. This paper introduces a novel DLM for accurate damage prediction and classification, trained on 2930 near-field soybean leaf images. The model quantifies damage severity, distinguishing healthy/unhealthy leaves and offering a comprehensive solution. Performance metrics include accuracy, precision, recall, and F1-score. This research presents a robust DLM for soybean damage assessment, supporting informed agricultural decisions based on specific damage levels and enhancing crop management and productivity.

Contrasting Patterns of Fungal and Bacterial Endophytes Inhabiting Temperate Tree Leaves in Response to Thinning.

The phyllosphere is an important but underestimated habitat for a variety of microorganisms, with limited knowledge about leaf endophytes as a crucial component of the phyllosphere microbiome. In this study, we investigated the mechanisms of communities and co-occurrence networks of leaf endophytes in response to forest thinning in a temperate forest. As we expected, contrasting responses of fungal and bacterial endophytes were observed. Specifically, the diversity of leaf endophytic fungi and the complexity of their co-occurrence networks increased significantly with thinning intensity, whereas the complexity of endophytic bacterial co-occurrence networks decreased. In particular, microbiota inhabiting damaged leaves seem to be more intensively interacting, showing an evident fungi-bacteria trade-off under forest thinning. In damaged leaves, besides the direct effects of thinning, thinning-induced changes in neighbor tree diversity indirectly altered the diversity of leaf fungal and bacterial endophytes via modifying leaf functional traits such as leaf dry matter content and specific leaf area. These findings provide new experimental evidence for the trade-offs between leaf endophytic fungi and bacteria under the different magnitudes of deforestation, highlighting their dependence on the presence or absence of leaf damage.

Plant resistance and predators influence the density dependence of herbivore survival and distribution of herbivory.

Plant resistance and predators can influence density-dependent survivorship and growth of herbivores, and their damage to plants. Although the independent effects of plant resistance and predators on herbivores and herbivory are well known, little is known about their interactive and density-dependent effects on herbivores and the amount and distribution of damage on plants. These relationships are important for understanding how herbivore and plant populations influence each other. We used a laboratory density-manipulation experiment to determine how plant resistance (three treatments: jasmonate-insensitive, unmanipulated wild type, and jasmonate-sprayed wild-type plants) and predation (two treatments: predator or no predator) affect the survivorship and growth of an herbivore, as well as per capita damage and the distribution of damage on plants. We found evidence that the density dependence of herbivore survivorship was influenced by predators and an interactive effect of plant resistance and predation. Herbivore growth was reduced by higher plant resistance but was not density-dependent nor affected by predation. Per capita plant damage was reduced by plant resistance, predation, and herbivore density. The within-plant distribution of damage became more even with increasing herbivore density but was not affected by predation or the independent effect of plant resistance. The distribution of damage was also affected by an interaction between plant resistance and herbivore density; damage became less aggregated with density across all plant resistance treatments, but the decrease was strongest for the jasmonate-insensitive plants. These results show that predators influence herbivore density dependence, and that plant resistance can affect the impact of predators on herbivores. Though plant resistance, predation, and herbivore density all reduced per capita herbivore damage to plants, only herbivore density and plant resistance affected the distribution of damage. Distributions of herbivory can influence plant success; documenting patterns of herbivory is an under-appreciated avenue for integrating effects of plant resistance, predators, and herbivore density on plant-herbivore interactions.

Respostas de plantas jovens Hymenaea courbaril L. (Fabaceae) à simulação de danos por herbívoros / Responses of young plants of Hymenaea courbaril L. (Fabaceae) to damages caused by herbivory simulation

Defesas induzidas em plantas são respostas morfológicas ou fisiológicas ativadas pela herbivoria que conferem algum grau de resistência a ataques subseqüentes. Este estudo descreve modificações em Hymenaea courbaril L. em resposta ao dano foliar artificial. Plantas jovens (n = 72) de seis plantas-mãe foram distribuídas entre dois grupos: dano artificial e controle. No primeiro par de folhas produzidas pelas plantas de cada grupo, após o tratamento, foram avaliados o número de estômatos, as espessuras do limbo e da nervura central foliares e as concentrações de nitrogênio e proteína. Foram também obtidas as biomassas relativas de raízes e da parte aérea e investigado se havia relação entre o grau de desenvolvimento da planta e a intensidade das respostas induzidas pelo dano. Plantas jovens submetidas ao dano apresentaram folhas com limbos mais espessos, o que pode ser considerado uma defesa induzida porque provavelmente reduz a palatabilidade foliar. Esta modificação induzida esteve associada a um custo energético, refletido na redução da taxa de crescimento da planta e na diminuição das dimensões da nervura foliar central. Variações na habilidade de cada planta responder ao tratamento efetuado indicam diferentes potenciais para a plasticidade fenotípica entre os genótipos estudados.

Induced plant defenses are morphological or physiological responses activated through herbivory that confer some degree of resistance to subsequent attacks. This study describes modifications in young plants of Hymenaea courbaril L. in response to artificial leaf damage. Young plants (n = 72) from six mother-plants were distributed among two groups: control and artificial damage. In the first pair of leaves produced by the plants in each group after the treatment, we assessed the number of stomata, the leaf lamina and the leaf midrib thickness and the concentrations of nitrogen and protein. We also evaluated the relative biomass of the young plants roots and shoots and investigated whether there was any relationship between the young plant degree of development and the intensity of the induced responses. The plants subjected to damage showed a thicker leaf lamina, that may be considered an induced response due to the leaf palatability probably reduction. This induced modification was associated with an energetic cost, indicated by the reduction of the young plants growth rate and by the decreased of the leaf midrib dimensions. Variability among young plants on the ability to respond to the treatment indicates different phenotypic plasticity potential among the studied genotypes.