Deep learning-based rice pest detection research DOI Creative Commons
Peng Xiong,

Cong Zhang,

Linfeng He

и другие.

PLoS ONE, Год журнала: 2024, Номер 19(11), С. e0313387 - e0313387

Опубликована: Ноя. 7, 2024

With the increasing pressure on global food security, effective detection and management of rice pests have become crucial. Traditional pest methods are not only time-consuming labor-intensive but also often fail to achieve real-time monitoring rapid response. This study aims address issue through deep learning techniques enhance agricultural productivity sustainability. The research utilizes IP102 large-scale benchmark dataset, publicly released by CVPR in 2019, which includes 9,663 images eight types pests, with a training-to-testing ratio 8:2. By optimizing YOLOv8 model, incorporating CBAM (Convolutional Block Attention Module) attention mechanism, BiFPN (Bidirectional Feature Pyramid Network) for feature fusion, accuracy complex environments was significantly improved. Experimental results show that improved model achieved [email protected] [email protected]:0.95 scores 98.8% 78.6%, respectively, representing increases 2.8% 2.35% over original model. confirms potential technology field detection, providing new technological approach future management.

Язык: Английский

Impact of Technological Innovation on Global Crop Export Trade: The Example of Innovation in GM Technology DOI Creative Commons
Sensen Jin,

Zhong Yi Sun,

Feng Deng

и другие.

Food and Energy Security, Год журнала: 2025, Номер 14(1)

Опубликована: Янв. 1, 2025

ABSTRACT Biological breeding technology is a significant scientific and technological innovation in the world. It also crucial strategic plan China's efforts to improve its seed industry. This paper examines impact of transgenic on global crop export trade since introduction production field. The study analyzed binary marginal data genetically modified (GM) soybean 41 countries worldwide from 2002 2012. analysis utilized panel regression model. results indicate that GM has positive association with intensive margin growth. However, it an insignificant effect extensive margin. different crops heterogeneous. cultivation (GMOs) been found have nonsignificant food like soybeans corn but industrial commodity such as cotton. Furthermore, additional analyses policy planting GMOs moderating affects export‐intensive while having negative acts export‐extensive Technological market forces impacts driven by innovations technology. Policy support power played role success each country.

Язык: Английский

Процитировано

1
Managing Practical Resistance of Lepidopteran Pests to Bt Cotton in China DOI Creative Commons
Yudong Quan, Kongming Wu

Insects, Год журнала: 2023, Номер 14(2), С. 179 - 179

Опубликована: Фев. 10, 2023

China is one of the major cotton producers globally with small farmers. Lepidopteran pests have always been main factor affecting production. To reduce occurrence and damage caused by lepidopteran pests, has employed a pest control method focused on planting Bt (Cry1Ac) since 1997. Chinese resistance management tactics for target bollworm pink bollworm, were also implemented. For polyphagous (multiple hosts) migratory such as (Helicoverpa armigera), “natural refuge” strategy, consisting non-Bt crops corn, soybean, vegetables, peanuts, other host crops, was adopted in Yellow River Region (YRR) Northwest (NR). single weak migration ability pest, (Pectinophora gossypiella), seed mix refuge strategy yields random mixture within fields 25% sowing second-generation (F2) seeds. According to field monitoring results more than 20 years China, practical (Bt failure) avoided, there no cases failure This indicated that this very successful. The government decided commercialize which will inevitably role natural refuges; therefore, paper discusses adjustments future directions strategies.

Язык: Английский

Процитировано

20
Regulatory influence of Cotesia ruficrus on the development and nutrient metabolism of Spodoptera frugiperda DOI
Xian Li,

Jun‐Long An,

Na Qiao

и другие.

Pest Management Science, Год журнала: 2025, Номер unknown

Опубликована: Фев. 24, 2025

Abstract BACKGROUND The fall armyworm (FAW), Spodoptera frugiperda is a notorious invasive pest that poses serious threat to global agricultural production and food security. In China, Cotesia ruficrus has emerged as promising indigenous biological control agent for controlling FAW populations. this study, we conducted series of comprehensive experiments explore the effects C. parasitization on development nutrient metabolism larvae. RESULTS Parasitization by significantly inhibited larvae, reduced their intake more than 60%. Furthermore, concentrations carbohydrate triglyceride increased from third fifth day seventh after parasitization, respectively. However, both levels subsequently decreased during later stages. Transcriptome analysis showed there were 2096 differentially expressed genes (DEGs) between parasitized non‐parasitized These DEGs found be primarily enriched in pathways related immune response, detoxification, lipid synthesis metabolism, protein metabolism. CONCLUSION Taken together, these results strongly indicate ability modulate ultimately benefiting successful parasitoid offspring. findings contribute our understanding intricate interactions host insects natural enemies provide valuable insights into sustainable effective strategies control. © 2025 Society Chemical Industry.

Язык: Английский

Процитировано

1
Too much of a good thing: Lessons from compromised rootworm Bt maize in the US Corn Belt DOI
Ziwei Ye,

Christina DiFonzo,

David A. Hennessy

и другие.

Science, Год журнала: 2025, Номер 387(6737), С. 984 - 989

Опубликована: Фев. 27, 2025

Widespread use of genetically engineered maize targeting the corn rootworm complex ( Diabrotica species) has raised concerns about insect resistance. Twelve years university field trial and farm survey data from 10 US Corn Belt states indicate that hybrids expressing toxins derived bacterium Bacillus thuringiensis (Bt maize) exhibited declining protection feeding with increased planting while pest pressures simultaneously decreased. The analysis revealed a tendency to overplant Bt maize, leading substantial economic losses; this was particularly striking in eastern states. Our findings highlight need go beyond “tragedy commons” perspective protect sustainable other crop biotechnology resources. We propose moving toward more diversified transparent seed supply.

Язык: Английский

Процитировано

1
The invasive Spodoptera frugiperda (J.E. Smith) has displaced Ostrinia furnacalis (Guenée) as the dominant maize pest in the border area of southwestern China DOI

Yifei Song,

Xianming Yang,

Hui Li

и другие.

Pest Management Science, Год журнала: 2023, Номер 79(9), С. 3354 - 3363

Опубликована: Май 3, 2023

The invasive fall armyworm (FAW) Spodoptera frugiperda (Lepidoptera: Noctuidae) has widely colonized the tropics and subtropics of Asia. However, impact on succession Asiatic corn borer (ACB) Ostrinia furnacalis Pyralidae), a perennial dominant stemborer maize in these areas, remains elusive. Here we analyzed predation relationship, mimicked population competition, surveyed pest populations border area Yunnan (southwestern China).Laboratory assays revealed that 2nd to 6th instar larvae FAW preyed ACB, only 4th 5th ACB (1st only, 50% rate). 1st with theoretical maximum 14.5-58.8 individuals (per leaf) 4.8-25.6 tassel). When plants were infested eggs either or field cage trials, damage was 77.6% 50.6%, respectively, compared 77.9% 2.8% upon co-infestation. In surveys conducted 2019-2021, density significantly greater than which took great growth.Our findings indicate can outcompete at both individual levels, may result becoming pest. These results provide scientific basis for further analysis mechanism by invades new agricultural areas offers early-warning strategies management. © 2023 Society Chemical Industry.

Язык: Английский

Процитировано

16
Seven Years of Monitoring Susceptibility to Cry1Ab and Cry1F in Asian Corn Borer DOI Creative Commons
Yueqin Wang, Wenlu Zhao, Shuang Han

и другие.

Toxins, Год журнала: 2023, Номер 15(2), С. 137 - 137

Опубликована: Фев. 7, 2023

Resistance monitoring in the Asian corn borer, Ostrinia furnacalis, is necessary to accommodate commercial introduction and stewardship of Bt maize China. The susceptibility 56 O. furnacalis field populations, collected between 2015 2021 from belt regions China, Cry1Ab Cry1F toxins was determined. Neonate larvae (within 12 h after hatching) were placed on surface semi-artificial agar-free diet incorporating a series concentrations purified toxins, mortality evaluated 7d. median lethal concentration (LC50) values 0.05 0.37 µg/g (protein/diet) 0.10 1.22 µg/g, respectively. Although interpopulation variation observed, magnitude differences 5.8-fold 8.3-fold for Cry1F, These results suggested that observed reflect natural geographical response not caused by prior exposure selection pressures. Therefore, populations apparently still susceptible across their range within data established here will serve as comparative reference early warning signs field-evolved resistance cultivation

Язык: Английский

Процитировано

12
Genetically engineered eucalyptus expressing pesticidal proteins from Bacillus thuringiensis for insect resistance: a risk assessment evaluation perspective DOI Creative Commons
Dror Avisar, Alexandre Manoeli,

Anselmo Azevedo dos Santos

и другие.

Frontiers in Bioengineering and Biotechnology, Год журнала: 2024, Номер 12

Опубликована: Март 18, 2024

Eucalyptus covers approximately 7.5 million hectares in Brazil and serves as the primary woody species cultivated for commercial purposes. However, native insects invasive pests pose a significant threat to eucalyptus trees, resulting substantial economic losses reduced forest productivity. One of lepidopteran affecting is

Язык: Английский

Процитировано

5
Low-dose chemical stimulation and pest resistance threaten global crop production DOI
Evgenios Agathokleous, Christian Sonne, Giovanni Benelli

и другие.

The Science of The Total Environment, Год журнала: 2023, Номер 878, С. 162989 - 162989

Опубликована: Март 21, 2023

Язык: Английский

Процитировано

11
Refuges of conventional host plants counter dominant resistance of cotton bollworm to transgenic Bt cotton DOI Creative Commons
Fang Guan, Xiaoguang Dai,

Bofeng Hou

и другие.

iScience, Год журнала: 2023, Номер 26(5), С. 106768 - 106768

Опубликована: Апрель 27, 2023

Transgenic crops have revolutionized insect pest control, but evolution of resistance by pests threatens their continued success. The primary strategy for combating to producing insecticidal proteins from Bacillus thuringiensis (Bt) uses refuges non-Bt host plants allow survival susceptible insects. prevailing paradigm is that delay rare and recessively inherited. However, we discovered countered Bt cotton was neither nor recessive. In a 15-year field study the bollworm, frequency mutation conferring dominant surged 100-fold 2006 2016 yet did not rise 2020. Computer simulations indicate increased refuge percentage 2020 sufficient explain observed halt in resistance. results also demonstrate efficacy crop can be sustained other crops.

Язык: Английский

Процитировано

11
Toxicity of Cry- and Vip3Aa-Class Proteins and Their Interactions against Spodoptera frugiperda (Lepidoptera: Noctuidae) DOI Creative Commons
Xiaobei Liu, Shen Liu,

Shuxiong Bai

и другие.

Toxins, Год журнала: 2024, Номер 16(4), С. 193 - 193

Опубликована: Апрель 16, 2024

The fall armyworm (FAW), Spodoptera frugiperda (J.E. Smith), is one of the most important insect pests affecting corn crops worldwide. Although planting transgenic expressing Bacillus thuringiensis (Bt) toxins has been approved as being effective against FAW, its populations’ resistance to Bt emerged in different locations around world. Therefore, it understand interaction between proteins, thereby delaying development resistance. In this study, we performed diet-overlay bioassays evaluate toxicity Cry1Ab, Cry1Ac, Cry1B, Cry1Ca, Cry1F, Cry2Aa, Cry2Ab, Vip3Aa11, Vip3Aa19, and Vip3Aa20, well Cry1Ab-, Cry1F-, Cry2Ab-, Vip3Aa-class proteins FAW. According our results, LC50 values varied from 12.62 ng/cm2 >9000 (protein/diet), among which Vip3Aa class had best insecticidal effect. combination Cry1Ab Vip3Aa11 exhibited additive effects at a 5:1 ratio. Cry1F combinations 1:1, 1:2, ratios. Vip3Aa19 showed an antagonistic effect when ratio was 1:1 2:1, 1:5, 5:1. Additionally, Vip3Aa20 1:2 ratios 2:1 addition above combinations, or effects, other synergistic with variations factors (SFs). These results can be applied establishment new pyramided suitable candidates, providing basis for FAW control management strategies.

Язык: Английский

Процитировано

3