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  • Article
  • Open Access
34 Citations
4,471 Views
17 Pages

A Deep Learning Approach for Precision Viticulture, Assessing Grape Maturity via YOLOv7

  • Eftichia Badeka,
  • Eleftherios Karapatzak,
  • Aikaterini Karampatea,
  • Elisavet Bouloumpasi,
  • Ioannis Kalathas,
  • Chris Lytridis,
  • Emmanouil Tziolas,
  • Viktoria Nikoleta Tsakalidou and
  • Vassilis G. Kaburlasos

27 September 2023

In the viticulture sector, robots are being employed more frequently to increase productivity and accuracy in operations such as vineyard mapping, pruning, and harvesting, especially in locations where human labor is in short supply or expensive. Thi...

  • Article
  • Open Access
16 Citations
6,322 Views
17 Pages

A Grape Dataset for Instance Segmentation and Maturity Estimation

  • Achilleas Blekos,
  • Konstantinos Chatzis,
  • Martha Kotaidou,
  • Theocharis Chatzis,
  • Vassilios Solachidis,
  • Dimitrios Konstantinidis and
  • Kosmas Dimitropoulos

27 July 2023

Grape maturity estimation is vital in precise agriculture as it enables informed decision making for disease control, harvest timing, grape quality, and quantity assurance. Despite its importance, there are few large publicly available datasets that...

  • Article
  • Open Access
36 Citations
4,756 Views
21 Pages

In-Field Automatic Detection of Grape Bunches under a Totally Uncontrolled Environment

  • Luca Ghiani,
  • Alberto Sassu,
  • Francesca Palumbo,
  • Luca Mercenaro and
  • Filippo Gambella

5 June 2021

An early estimation of the exact number of fruits, flowers, and trees helps farmers to make better decisions on cultivation practices, plant disease prevention, and the size of harvest labor force. The current practice of yield estimation based on ma...

  • Article
  • Open Access
7 Citations
2,921 Views
30 Pages

24 January 2025

Object segmentation algorithms have heavily relied on deep learning techniques to estimate the count of grapes which is a strong indicator for the yield success of grapes. The issue with using object segmentation algorithms for grape analytics is tha...

  • Article
  • Open Access
42 Citations
5,632 Views
12 Pages

Due to differences in planting environment, color, shape, size, and compactness, accurate detection of grape clusters is very difficult. Herein, a real-time detection method for grape clusters based on the YOLOv5s deep learning algorithm was proposed...

  • Article
  • Open Access
940 Views
22 Pages

Impact of Phenological and Lighting Conditions on Early Detection of Grapevine Inflorescences and Bunches Using Deep Learning

  • Rubén Íñiguez,
  • Carlos Poblete-Echeverría,
  • Ignacio Barrio,
  • Inés Hernández,
  • Salvador Gutiérrez,
  • Eduardo Martínez-Cámara and
  • Javier Tardáguila

Reliable early-stage yield forecasts are essential in precision viticulture, enabling timely interventions such as harvest planning, canopy management, and crop load regulation. Since grape yield is directly related to the number and size of bunches,...

  • Article
  • Open Access
52 Citations
8,892 Views
26 Pages

Swin-Transformer-YOLOv5 for Real-Time Wine Grape Bunch Detection

  • Shenglian Lu,
  • Xiaoyu Liu,
  • Zixuan He,
  • Xin Zhang,
  • Wenbo Liu and
  • Manoj Karkee

18 November 2022

Precise canopy management is critical in vineyards for premium wine production because maximum crop load does not guarantee the best economic return for wine producers. The growers keep track of the number of grape bunches during the entire growing s...

  • Article
  • Open Access
4 Citations
2,532 Views
18 Pages

16 December 2024

Harvesting grapes requires a large amount of manual labor. To reduce the labor force for the harvesting job, in this study, we developed a robot harvester for the vine grapes. In this paper, we proposed an algorithm that using multi-cameras, as well...

  • Article
  • Open Access
50 Citations
7,728 Views
17 Pages

25 March 2018

Night-time fruit-picking technology is important to picking robots. This paper proposes a method of night-time detection and picking-point positioning for green grape-picking robots to solve the difficult problem of green grape detection and picking...

  • Article
  • Open Access
17 Citations
2,787 Views
15 Pages

An Unstructured Orchard Grape Detection Method Utilizing YOLOv5s

  • Wenhao Wang,
  • Yun Shi,
  • Wanfu Liu and
  • Zijin Che

Rising labor costs and a workforce shortage have impeded the development and economic benefits of the global grape industry. Research and development of intelligent grape harvesting technologies is desperately needed. Therefore, rapid and accurate id...

  • Article
  • Open Access
208 Citations
12,342 Views
17 Pages

Automatic Bunch Detection in White Grape Varieties Using YOLOv3, YOLOv4, and YOLOv5 Deep Learning Algorithms

  • Marco Sozzi,
  • Silvia Cantalamessa,
  • Alessia Cogato,
  • Ahmed Kayad and
  • Francesco Marinello

26 January 2022

Over the last few years, several Convolutional Neural Networks for object detection have been proposed, characterised by different accuracy and speed. In viticulture, yield estimation and prediction is used for efficient crop management, taking advan...

  • Article
  • Open Access
11 Citations
3,019 Views
20 Pages

2 June 2023

The soluble solids content (SSC) is one of the important evaluation indicators for the internal quality of fresh grapes. However, the current non-destructive detection method based on hyperspectral imaging (HSI) relies on manual operation and is rela...

  • Article
  • Open Access
65 Citations
6,836 Views
23 Pages

Grape Bunch Detection at Different Growth Stages Using Deep Learning Quantized Models

  • André Silva Aguiar,
  • Sandro Augusto Magalhães,
  • Filipe Neves dos Santos,
  • Luis Castro,
  • Tatiana Pinho,
  • João Valente,
  • Rui Martins and
  • José Boaventura-Cunha

21 September 2021

The agricultural sector plays a fundamental role in our society, where it is increasingly important to automate processes, which can generate beneficial impacts in the productivity and quality of products. Perception and computer vision approaches ca...

  • Article
  • Open Access
501 Views
17 Pages

Farmer-Friendly Approach for Table Grape Bunch Detection Using the Roboflow Platform

  • Francesco Vicino,
  • Giovanni Popeo,
  • Francesco Santoro,
  • Simone Pascuzzi and
  • Francesco Paciolla

Accurate fruit detection and counting are fundamental requirements in the development of reliable computer vision applications for yield estimation. This work was conceived to provide farmers with a farmer-friendly approach for automatic grape bunch...

  • Article
  • Open Access
42 Citations
6,361 Views
15 Pages

Grape Cluster Detection Using UAV Photogrammetric Point Clouds as a Low-Cost Tool for Yield Forecasting in Vineyards

  • Jorge Torres-Sánchez,
  • Francisco Javier Mesas-Carrascosa,
  • Luis-Gonzaga Santesteban,
  • Francisco Manuel Jiménez-Brenes,
  • Oihane Oneka,
  • Ana Villa-Llop,
  • Maite Loidi and
  • Francisca López-Granados

28 April 2021

Yield prediction is crucial for the management of harvest and scheduling wine production operations. Traditional yield prediction methods rely on manual sampling and are time-consuming, making it difficult to handle the intrinsic spatial variability...

  • Article
  • Open Access
23 Citations
3,626 Views
17 Pages

Instance Segmentation and Number Counting of Grape Berry Images Based on Deep Learning

  • Yanmin Chen,
  • Xiu Li,
  • Mei Jia,
  • Jiuliang Li,
  • Tianyang Hu and
  • Jun Luo

1 June 2023

In order to achieve accurate segmentation of each grape image per berry, we construct a dataset composed of red globe grape samples and use a two-stage “localization–segmentation” framework-based mask region convolutional neural net...

  • Article
  • Open Access
7 Citations
3,037 Views
18 Pages

Intelligent Monitoring System to Assess Plant Development State Based on Computer Vision in Viticulture

  • Marina Rudenko,
  • Anatoliy Kazak,
  • Nikolay Oleinikov,
  • Angela Mayorova,
  • Anna Dorofeeva,
  • Dmitry Nekhaychuk and
  • Olga Shutova

3 September 2023

Plant health plays an important role in influencing agricultural yields and poor plant health can lead to significant economic losses. Grapes are an important and widely cultivated plant, especially in the southern regions of Russia. Grapes are subje...

  • Article
  • Open Access
19 Citations
8,772 Views
26 Pages

The Sustained Delivery of Resveratrol or a Defined Grape Powder Inhibits New Blood Vessel Formation in a Mouse Model of Choroidal Neovascularization

  • Mozhgan Rezaie Kanavi,
  • Soesiawati Darjatmoko,
  • Shoujian Wang,
  • Amir A. Azari,
  • Mitra Farnoodian,
  • Jason D. Kenealey,
  • Paul R. Van Ginkel,
  • Daniel M. Albert,
  • Nader Sheibani and
  • Arthur S. Polans

30 October 2014

The objective of this study was to determine whether resveratrol or a defined, reconstituted grape powder can attenuate the formation of new blood vessels in a mouse model of choroidal neovascularization (CNV). To accomplish this objective, C57BL/6J...

  • Article
  • Open Access
4 Citations
4,301 Views
16 Pages

Mapping Aspergillus niger Metabolite Biomarkers for In Situ and Early Evaluation of Table Grapes Contamination

  • Joao Raul Belinato,
  • Carina Pedrosa Costa,
  • Adelaide Almeida,
  • Silvia M. Rocha and
  • Fabio Augusto

19 November 2021

The Aspergillus niger exometabolome was recently investigated using advanced gas chromatography in tandem with multivariate analysis, which allowed a metabolite biomarker pattern to be proposed. Microbial metabolomics patterns have gained enormous re...

  • Article
  • Open Access
12 Citations
4,224 Views
22 Pages

The precise detection of small lesions on grape leaves is beneficial for early detection of diseases. In response to the high missed detection rate of small target diseases on grape leaves, this paper adds a new prediction branch and combines an impr...

  • Article
  • Open Access
3 Citations
4,016 Views
12 Pages

Effect of Vineyard Floor Management on Seasonal Changes of Cultivable Fungal Diversity in the Rhizosphere

  • Barnabás Kovács,
  • Csaba Dobolyi,
  • Flóra Sebők,
  • László Kocsis and
  • Zoltán Tóth

6 November 2020

Vineyard floor management has been widely discussed for many decades, but it is still unclear how its intensity levels change the fungal community structure of grape rhizosphere. Our objective was to examine the density and rate of the habitats of fu...

  • Communication
  • Open Access
22 Citations
7,085 Views
11 Pages

Evaluation of Tannins and Anthocyanins in Marquette, Frontenac, and St. Croix Cold-Hardy Grape Cultivars

  • Somchai Rice,
  • Jacek A. Koziel,
  • Murlidhar Dharmadhikari and
  • Anne Fennell

Cold-hardy grape cultivars have become popular in northern regions. Wines from these cultivars are low in tannins and lighter in color compared to Vitis vinifera. The northern regions are striving to enhance desired ″full body″ and red color qualitie...

  • Article
  • Open Access
25 Citations
4,790 Views
21 Pages

26 June 2021

Solving many phenotyping problems involves not only automatic detection of objects in an image, but also counting the number of parts per object. We propose a solution in the form of a single deep network, tested for three agricultural datasets perta...

  • Article
  • Open Access
5 Citations
2,600 Views
20 Pages

The Use of Computer Vision to Improve the Affinity of Rootstock-Graft Combinations and Identify Diseases of Grape Seedlings

  • Marina Rudenko,
  • Yurij Plugatar,
  • Vadim Korzin,
  • Anatoliy Kazak,
  • Nadezhda Gallini and
  • Natalia Gorbunova

This study explores the application of computer vision for enhancing the selection of rootstock-graft combinations and detecting diseases in grape seedlings. Computer vision has various applications in viticulture, but publications and research have...

  • Article
  • Open Access
1,084 Views
13 Pages

3 March 2025

Brevipalpus spp. are widespread pests on wine grapes in northwest China and have generated a major threat to the local wine grape industry in recent years. We advanced the YOLOv8n model (object detection algorithm), termed SEM-YOLOv8n, to predict the...

  • Article
  • Open Access
14 Citations
3,463 Views
22 Pages

24 March 2024

In viticulture, downy mildew is one of the most common diseases that, if not adequately treated, can diminish production yield. However, the uncontrolled use of pesticides to alleviate its occurrence can pose significant risks for farmers, consumers,...

  • Article
  • Open Access
314 Views
18 Pages

Variation in Fruit Quality and Aroma Biosynthesis of ‘Summer Black’ Grape in Southern China

  • Rong Wang,
  • Meng Yan,
  • Wenting Chen,
  • Shumin Lei,
  • Jun Tan,
  • Yanshuai Xu and
  • Guoshun Yang

31 January 2026

Objectives: The aroma profile is a key determinant of fruit quality. Methods: In this study, mature ‘Summer Black’ grape berries were collected from 36 major producing areas in southern China to evaluate regional differences in fruit qual...

  • Article
  • Open Access
5 Citations
1,778 Views
13 Pages

Exposure Assessment of Young Adults to Pesticides That Have Effects on the Thyroid—A Contribution to “One Health”

  • Ilija Djekic,
  • Nada Smigic,
  • Nikola Tomic,
  • Ana Sredojevic,
  • Milan Stevic,
  • Sava Vrbnicanin,
  • Kristina Radusin and
  • Bozidar Udovicki

19 January 2024

The objective of this research was to evaluate the cumulative exposure of the population aged 10–24 years to pesticides that have a chronic effect on the thyroid. A consumption study covering fresh fruits and vegetables was collected from 377 r...

  • Article
  • Open Access
28 Citations
6,247 Views
16 Pages

Hyperspectral Imaging to Assess the Presence of Powdery Mildew (Erysiphe necator) in cv. Carignan Noir Grapevine Bunches

  • Claudia Pérez-Roncal,
  • Ainara López-Maestresalas,
  • Carlos Lopez-Molina,
  • Carmen Jarén,
  • Jorge Urrestarazu,
  • Luis G. Santesteban and
  • Silvia Arazuri

8 January 2020

Powdery mildew is a worldwide major fungal disease for grapevine, which adversely affects both crop yield and produce quality. Disease identification is based on visible signs of a pathogen once the plant has already been infected; therefore, techniq...

  • Article
  • Open Access
21 Citations
4,884 Views
15 Pages

22 September 2017

The objective of this study was to investigate the effect of environmental factors, namely temperature and water activity, on genes involved in the regulation of ochratoxin A (OTA) production over time. For this purpose, the previously characterized...

  • Article
  • Open Access
23 Citations
4,017 Views
20 Pages

Rapid Grapevine Health Diagnosis Based on Digital Imaging and Deep Learning

  • Osama Elsherbiny,
  • Ahmed Elaraby,
  • Mohammad Alahmadi,
  • Mosab Hamdan and
  • Jianmin Gao

3 January 2024

Deep learning plays a vital role in precise grapevine disease detection, yet practical applications for farmer assistance are scarce despite promising results. The objective of this research is to develop an intelligent approach, supported by user-fr...

  • Article
  • Open Access
1 Citations
1,037 Views
22 Pages

19 April 2025

Background/Objectives: Grapes (Vitis vinifera), particularly ‘Shine Muscat’, are prone to postharvest quality loss mainly due to poor storage tolerance. Actinomycetes are microbial resources that produce secondary metabolites that exhibit...

  • Article
  • Open Access
2 Citations
1,906 Views
28 Pages

6 January 2025

Grapevines are subjected to many physiological and environmental stresses that influence their vegetative and reproductive growth. Water stress, cold damage, and pathogen attacks are highly relevant stresses in many grape-growing regions. Precision v...

  • Article
  • Open Access
21 Citations
6,208 Views
17 Pages

22 October 2020

Precision irrigation of wine grape is hindered by the lack of an automated method for monitoring vine water status. The objectives of this study were to: Validate an automated model for remote calculation of a daily crop water stress index (CWSI) for...

  • Article
  • Open Access
4 Citations
2,941 Views
18 Pages

Distribution of Plasmopara viticola Causing Downy Mildew in Russian Far East Grapevines

  • Nikolay N. Nityagovsky,
  • Alexey A. Ananev,
  • Andrey R. Suprun,
  • Zlata V. Ogneva,
  • Alina A. Dneprovskaya,
  • Alexey P. Tyunin,
  • Alexandra S. Dubrovina,
  • Konstantin V. Kiselev,
  • Nina M. Sanina and
  • Olga A. Aleynova

Downy mildew is a severe disease that leads to significant losses in grape yields worldwide. It is caused by the oomycete Plasmopara viticola. The study of the distribution of this agent and the search for endophytic organisms that inhibit the g...

  • Article
  • Open Access
2,123 Views
20 Pages

Unearthing Genetic Treasures: Exploring Lost Autochthonous Vitis vinifera Varieties in Lebanon

  • Carole Saliba,
  • Alba María Vargas,
  • María Teresa de Andrés,
  • Françoise Lamy,
  • Liliane Boukhdoud,
  • Rhea Kahale,
  • Thierry Robert,
  • Rani Azzi,
  • Noel Abinader and
  • Magda Bou Dagher Kharrat

17 December 2024

Background/Objectives: Lebanon, one of the oldest centers of grapevine (Vitis vinifera L.) cultivation, is home to a rich diversity of local grape varieties. This biodiversity is linked to the country’s unique topography and millennia of cultur...

  • Article
  • Open Access
9 Citations
2,834 Views
20 Pages

Grapevine Branch Recognition and Pruning Point Localization Technology Based on Image Processing

  • Zhangnan Chen,
  • Yaxiong Wang,
  • Siyuan Tong,
  • Chongchong Chen and
  • Feng Kang

15 April 2024

The identification of branches and bud points is the key to intelligent pruning of dormant grapevine branches and precise positioning of the pruning point on the branch is an important prerequisite for robotic arm pruning. This study takes Cabernet S...

  • Article
  • Open Access
10 Citations
5,118 Views
26 Pages

An Intra-Oral Optical Sensor for the Real-Time Identification and Assessment of Wine Intake

  • Paul Faragó,
  • Ramona Gălătuș,
  • Sorin Hintea,
  • Adina Bianca Boșca,
  • Claudia Nicoleta Feurdean and
  • Aranka Ilea

30 October 2019

Saliva has gained considerable attention as a diagnostics alternative to blood analyses. A wide spectrum of salivary compounds is correlated to blood concentrations of biomarkers, providing informative and discriminative data regarding the state of h...

  • Systematic Review
  • Open Access
17 Citations
5,930 Views
30 Pages

Dietary Supplementation of Tannins: Effect on Growth Performance, Serum Antioxidant Capacity, and Immunoglobins of Weaned Piglets—A Systematic Review with Meta-Analysis

  • Emmanuel Nuamah,
  • Junior Isaac Celestin Poaty Ditengou,
  • Fabrice Hirwa,
  • Inhyeok Cheon,
  • Byungho Chae and
  • Nag-Jin Choi

15 February 2024

In recent years, the swine industry has witnessed the withdrawal of antibiotics and continuous regulation of zinc and copper oxides in the early-life nutrition of piglets. Due to this development, alternative additives from plant sources have been ex...

  • Article
  • Open Access
188 Citations
14,776 Views
21 Pages

17 January 2018

Recent advances in remote sensed imagery and geospatial image processing using unmanned aerial vehicles (UAVs) have enabled the rapid and ongoing development of monitoring tools for crop management and the detection/surveillance of insect pests. This...

  • Article
  • Open Access
20 Citations
3,638 Views
13 Pages

Impact of Leaf Occlusions on Yield Assessment by Computer Vision in Commercial Vineyards

  • Rubén Íñiguez,
  • Fernando Palacios,
  • Ignacio Barrio,
  • Inés Hernández,
  • Salvador Gutiérrez and
  • Javier Tardaguila

18 May 2021

Yield assessment has been identified as critical topic for grape and wine industry. Computer vision has been applied for assessing yield, but the accuracy was greatly affected by fruit occlusion affected by leaves and other plant organs. The objectiv...

  • Article
  • Open Access
16 Citations
4,636 Views
21 Pages

SheepIT, an E-Shepherd System for Weed Control in Vineyards: Experimental Results and Lessons Learned

  • Pedro Gonçalves,
  • Luís Nóbrega,
  • António Monteiro,
  • Paulo Pedreiras,
  • Pedro Rodrigues and
  • Fernando Esteves

7 September 2021

Weed control in vineyards demands regular interventions that currently consist of the use of machinery, such as plows and brush-cutters, and the application of herbicides. These methods have several drawbacks, including cost, chemical pollution, and...

  • Article
  • Open Access
7 Citations
2,985 Views
19 Pages

Relieving the Phenotyping Bottleneck for Grape Bunch Architecture in Grapevine Breeding Research: Implementation of a 3D-Based Phenotyping Approach for Quantitative Trait Locus Mapping

  • Florian Rist,
  • Florian Schwander,
  • Robert Richter,
  • Jennifer Mack,
  • Anna Schwandner,
  • Ludger Hausmann,
  • Volker Steinhage,
  • Reinhard Töpfer and
  • Katja Herzog

In viticulture, winemakers and the industry demand grape bunches that have a reduced degree of bunch compactness. The major aspect is that a loose bunch compactness reduces the risk of severe Botrytis bunch-rot infections. Grapevine breeders focus he...

  • Article
  • Open Access
71 Citations
19,310 Views
14 Pages

Low-Cost Soil Moisture Profile Probe Using Thin-Film Capacitors and a Capacitive Touch Sensor

  • Yuki Kojima,
  • Ryo Shigeta,
  • Naoya Miyamoto,
  • Yasutomo Shirahama,
  • Kazuhiro Nishioka,
  • Masaru Mizoguchi and
  • Yoshihiro Kawahara

15 August 2016

Soil moisture is an important property for agriculture, but currently commercialized soil moisture sensors are too expensive for many farmers. The objective of this study is to develop a low-cost soil moisture sensor using capacitors on a film substr...

  • Article
  • Open Access
6 Citations
4,209 Views
12 Pages

Identification of Human Brain Proteins for Bitter-Sweet Taste Perception: A Joint Proteome-Wide and Transcriptome-Wide Association Study

  • Wenming Wei,
  • Bolun Cheng,
  • Dan He,
  • Yijing Zhao,
  • Xiaoyue Qin,
  • Qingqing Cai,
  • Na Zhang,
  • Xiaoge Chu,
  • Sirong Shi and
  • Feng Zhang

23 May 2022

Objective: Bitter or sweet beverage perception is associated with alterations in brain structure and function. Our aim is to analyze the genetic association between bitter or sweet beverage perception and human brain proteins. Materials and methods:...

  • Article
  • Open Access
21 Citations
3,261 Views
14 Pages

15 July 2022

Polycyclic aromatic hydrocarbons (PAHs) with high carcinogenicity and mutagenicity may be generated in roast duck during high-temperature roasting. Natural extracts with antioxidant effects may inhibit the formation of PAHs. The objective of this stu...

  • Article
  • Open Access
18 Citations
5,766 Views
16 Pages

High-Throughput Phenotyping of Leaf Discs Infected with Grapevine Downy Mildew Using Shallow Convolutional Neural Networks

  • Daniel Zendler,
  • Nagarjun Malagol,
  • Anna Schwandner,
  • Reinhard Töpfer,
  • Ludger Hausmann and
  • Eva Zyprian

2 September 2021

Objective and standardized recording of disease severity in mapping crosses and breeding lines is a crucial step in characterizing resistance traits utilized in breeding programs and to conduct QTL or GWAS studies. Here we report a system for automat...

  • Article
  • Open Access
6 Citations
2,586 Views
16 Pages

Grape Pomace in Ewes Diet Affects Metagenomic Profile, Volatile Compounds and Biogenic Amines Contents of Ripened Cheese

  • Francesca Bennato,
  • Marco Di Domenico,
  • Andrea Ianni,
  • Luigina Di Gialleonardo,
  • Cesare Cammà and
  • Giuseppe Martino

The main objective of this research was to evaluate the development of volatile organic compounds (VOCs) and the accumulation of biogenic amines (BAs) in relation to the dynamic of microbial population composition in fresh and ripened cheese produced...

  • Communication
  • Open Access
8 Citations
3,265 Views
12 Pages

Characterization of Sparkling Wine Based on Polyphenolic Profiling by Liquid Chromatography Coupled to Mass Spectrometry

  • Eleonora Oliva,
  • Aina Mir-Cerdà,
  • Manuel Sergi,
  • Sònia Sentellas and
  • Javier Saurina

Polyphenols are phytochemicals naturally present in wines that arouse much interest in the scientific community due to their healthy properties. In addition, their role as descriptors of various wine qualities, such as the geographical origin or the...

  • Article
  • Open Access
1,004 Views
17 Pages

BDE-47 Disrupts Gut Microbiota and Exacerbates Prediabetic Conditions in Mice: Therapeutic Potential of Grape Exosomes and Antioxidants

  • Zaoling Liu,
  • Fang Cao,
  • Aerna Qiayimaerdan,
  • Nilupaer Aisikaer,
  • Zulipiya Zunong,
  • Xiaodie Ma and
  • Yale Yu

29 July 2025

Background: BDE-47, a pervasive environmental pollutant detected in >90% of human serum samples, is increasingly linked to metabolic disorders. This study investigates the specific impact of BDE-47 exposure on the gut microbiota in prediabetic mic...

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