1
|
Cheng Z, Cheng Y, Miao B, Fang T, Gong S. Multi-objective RGB-D fusion network for non-destructive strawberry trait assessment. FRONTIERS IN PLANT SCIENCE 2025; 16:1564301. [PMID: 40144753 PMCID: PMC11937088 DOI: 10.3389/fpls.2025.1564301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/21/2025] [Accepted: 02/20/2025] [Indexed: 03/28/2025]
Abstract
Growing consumer demand for high-quality strawberries has highlighted the need for accurate, efficient, and non-destructive methods to assess key postharvest quality traits, such as weight, size uniformity, and quantity. This study proposes a multi-objective learning algorithm that leverages RGB-D multimodal information to estimate these quality metrics. The algorithm develops a fusion expert network architecture that maximizes the use of multimodal features while preserving the distinct details of each modality. Additionally, a novel Heritable Loss function is implemented to reduce redundancy and enhance model performance. Experimental results show that the coefficient of determination (R²) values for weight, size uniformity and number are 0.94, 0.90 and 0.95 respectively. Ablation studies demonstrate the advantage of the architecture in multimodal, multi-task prediction accuracy. Compared to single-modality models, non-fusion branch networks, and attention-enhanced fusion models, our approach achieves enhanced performance across multi-task learning scenarios, providing more precise data for trait assessment and precision strawberry applications.
Collapse
Affiliation(s)
- Zhenzhen Cheng
- Department of Horticulture, Xinyang Agriculture and Forestry University, Xinyang, China
| | - Yifan Cheng
- Department of Optical and Electronic Information, Huazhong University of Science and Technology, Wuhan, China
| | - Bailing Miao
- Department of Horticulture, Xinyang Agriculture and Forestry University, Xinyang, China
| | - Tingting Fang
- Department of Horticulture, Xinyang Agriculture and Forestry University, Xinyang, China
| | - Shoufu Gong
- Department of Horticulture, Xinyang Agriculture and Forestry University, Xinyang, China
| |
Collapse
|
2
|
Hayat U, Ke C, Wang L, Zhu G, Fang W, Wang X, Chen C, Li Y, Wu J. Using Quantitative Trait Locus Mapping and Genomic Resources to Improve Breeding Precision in Peaches: Current Insights and Future Prospects. PLANTS (BASEL, SWITZERLAND) 2025; 14:175. [PMID: 39861529 PMCID: PMC11768884 DOI: 10.3390/plants14020175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2024] [Revised: 12/23/2024] [Accepted: 01/06/2025] [Indexed: 01/27/2025]
Abstract
Modern breeding technologies and the development of quantitative trait locus (QTL) mapping have brought about a new era in peach breeding. This study examines the complex genetic structure that underlies the morphology of peach fruits, paying special attention to the interaction between genome editing, genomic selection, and marker-assisted selection. Breeders now have access to precise tools that enhance crop resilience, productivity, and quality, facilitated by QTL mapping, which has significantly advanced our understanding of the genetic determinants underlying essential traits such as fruit shape, size, and firmness. New technologies like CRISPR/Cas9 and genomic selection enable the development of cultivars that can withstand climate change and satisfy consumer demands with unprecedented precision in trait modification. Genotype-environment interactions remain a critical challenge for modern breeding efforts, which can be addressed through high-throughput phenotyping and multi-environment trials. This work shows how combining genome-wide association studies and machine learning can improve the synthesis of multi-omics data and result in faster breeding cycles while preserving genetic diversity. This study outlines a roadmap that prioritizes the development of superior cultivars utilizing cutting-edge methods and technologies in order to address evolving agricultural and environmental challenges.
Collapse
Affiliation(s)
- Umar Hayat
- The Key Laboratory of the Gene Resources Evaluation and Utilization of Horticultural Crop [Fruit Tree], Ministry of Agriculture, Zhengzhou Fruit Research Institute, Chinese Academy of Agricultural Sciences, Zhengzhou 450009, China
- Zhongyuan Research Center, Chinese Academy of Agricultural Sciences, Xinxiang 453003, China
| | - Cao Ke
- The Key Laboratory of the Gene Resources Evaluation and Utilization of Horticultural Crop [Fruit Tree], Ministry of Agriculture, Zhengzhou Fruit Research Institute, Chinese Academy of Agricultural Sciences, Zhengzhou 450009, China
- Zhongyuan Research Center, Chinese Academy of Agricultural Sciences, Xinxiang 453003, China
| | - Lirong Wang
- The Key Laboratory of the Gene Resources Evaluation and Utilization of Horticultural Crop [Fruit Tree], Ministry of Agriculture, Zhengzhou Fruit Research Institute, Chinese Academy of Agricultural Sciences, Zhengzhou 450009, China
| | - Gengrui Zhu
- The Key Laboratory of the Gene Resources Evaluation and Utilization of Horticultural Crop [Fruit Tree], Ministry of Agriculture, Zhengzhou Fruit Research Institute, Chinese Academy of Agricultural Sciences, Zhengzhou 450009, China
| | - Weichao Fang
- The Key Laboratory of the Gene Resources Evaluation and Utilization of Horticultural Crop [Fruit Tree], Ministry of Agriculture, Zhengzhou Fruit Research Institute, Chinese Academy of Agricultural Sciences, Zhengzhou 450009, China
| | - Xinwei Wang
- The Key Laboratory of the Gene Resources Evaluation and Utilization of Horticultural Crop [Fruit Tree], Ministry of Agriculture, Zhengzhou Fruit Research Institute, Chinese Academy of Agricultural Sciences, Zhengzhou 450009, China
| | - Changwen Chen
- The Key Laboratory of the Gene Resources Evaluation and Utilization of Horticultural Crop [Fruit Tree], Ministry of Agriculture, Zhengzhou Fruit Research Institute, Chinese Academy of Agricultural Sciences, Zhengzhou 450009, China
| | - Yong Li
- The Key Laboratory of the Gene Resources Evaluation and Utilization of Horticultural Crop [Fruit Tree], Ministry of Agriculture, Zhengzhou Fruit Research Institute, Chinese Academy of Agricultural Sciences, Zhengzhou 450009, China
| | - Jinlong Wu
- The Key Laboratory of the Gene Resources Evaluation and Utilization of Horticultural Crop [Fruit Tree], Ministry of Agriculture, Zhengzhou Fruit Research Institute, Chinese Academy of Agricultural Sciences, Zhengzhou 450009, China
| |
Collapse
|
3
|
Hao H, Wang S, Zhang C, Yang X, Xing C. Distribution characteristics of photoassimilates in walnut leaves to different organs. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2024; 217:109225. [PMID: 39461055 DOI: 10.1016/j.plaphy.2024.109225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 10/04/2024] [Accepted: 10/19/2024] [Indexed: 10/29/2024]
Abstract
The understanding of photoassimilate distribution serves as the fundamental basis for scientific regulation of fruit quality. Currently, there is a scarcity of research on whole-plant scale photoassimilate distribution in walnut. In order to clarify the characteristics of leaf photoassimilates translocation to various organs in 5-year-old 'Wen185' (J. regia 'Wen185') walnut during the growing season, this study used the 13C isotope pulse labeling technique to label the whole plant of walnut trees in the growing season, temporal variations of 13C abundance (δ13C), 13C partition rate (R13C), leaf source strength and fruit sink strength were analyzed in various organs at different days after tree flowering. The findings indicated that during the periods of 30-70 days and 90-110 days after flowering, there was a higher distribution of 13C in fruits and vegetative branches. However, at 110-130 days after flowering, the predominant allocation of 13C shifted towards main trunk and roots. In-depth study of source leaves and sink fruits showed that chlorophyll content in leaves increased significantly 30-50 days after anthesis, indicating that they gradually became mature functional leaves. The increase of net photosynthetic rate led to increase of source strength, and the retention of photoassimilates in leaves was higher at this time. From 30 to 70 days after flowering, the fresh weight and volume of fruit increased rapidly, which increased the capacity of the sink and enhanced the competition ability against photoassimilates. The recovery of photosynthetic capacity of leaves from 90 to 110 days promoted the output of photoassimilates. At this time, walnut entered the oil conversion period, and the demand for photoassimilates increased. All these factors jointly promoted the unloading of photoassimilates in fruit. In summary, maintaining adequate material conditions and optimizing tree structure at 30-70d and 90-110d after anthesis are important for more efficient distribution of photoassimilates to fruit.
Collapse
Affiliation(s)
- HongLong Hao
- College of Forestry and Landscape Architecture, Xinjiang Agricultural University, Urumqi, 830052, China.
| | - ShiWei Wang
- College of Forestry and Landscape Architecture, Xinjiang Agricultural University, Urumqi, 830052, China.
| | - CuiFang Zhang
- College of Forestry and Landscape Architecture, Xinjiang Agricultural University, Urumqi, 830052, China.
| | - XianAn Yang
- College of Forestry and Landscape Architecture, Xinjiang Agricultural University, Urumqi, 830052, China.
| | - ChangJie Xing
- College of Forestry and Landscape Architecture, Xinjiang Agricultural University, Urumqi, 830052, China.
| |
Collapse
|
4
|
Rehman AU, Iso-Touru T, Junkers J, Rantanen M, Karhu S, Fischer D, Alsheikh M, Hjeltnes SH, Mezzetti B, Davik J, Schulman AH, Hytönen T, Haikonen T. Multi-model GWAS reveals key loci for horticultural traits in reconstructed garden strawberry. PHYSIOLOGIA PLANTARUM 2024; 176:e14440. [PMID: 39030778 DOI: 10.1111/ppl.14440] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Revised: 06/08/2024] [Accepted: 06/10/2024] [Indexed: 07/22/2024]
Abstract
The cultivated garden strawberry (Fragaria × ananassa) has a rich history, originating from the hybridization of two wild octoploid strawberry species in the 18th century. Two-step reconstruction of Fragaria × ananassa through controlled crossings between pre-improved selections of its parental species is a promising approach for enriching the breeding germplasm of strawberry for wider adaptability. We created a population of reconstructed strawberry by hybridizing elite selections of F. virginiana and F. chiloensis. A replicated field experiment was conducted to evaluate the population's performance for eleven horticulturally important traits, over multiple years. Population structure analyses based on Fana-50 k SNP array data confirmed pedigree-based grouping of the progenies into four distinct groups. As complex traits are often influenced by environmental variables, and population structure can lead to spurious associations, we tested multiple genome-wide association study (GWAS) models. GWAS uncovered 39 quantitative trait loci (QTL) regions for eight traits distributed across twenty chromosomes, including 11 consistent and 28 putative QTLs. Candidate genes for traits including winter survival, flowering time, runnering vigor, and hermaphrodism were identified within the QTL regions. To our knowledge, this study marks the first comprehensive investigation of adaptive and horticultural traits in a large, multi-familial reconstructed strawberry population using SNP markers.
Collapse
Affiliation(s)
- Attiq Ur Rehman
- Natural Resources Institute Finland (Luke), Finland
- Doctoral Program in Plant Sciences, University of Helsinki, Finland
| | | | - Jakob Junkers
- Norwegian Institute of Bioeconomy Research, Ås, Norway
| | | | - Saila Karhu
- Natural Resources Institute Finland (Luke), Finland
| | | | - Muath Alsheikh
- Graminor AS, Norway
- Faculty of Life Sciences, Department of Plant Sciences, Norwegian University of Life Sciences, Ås, Norway
| | | | - Bruno Mezzetti
- Department of Agriculture, Food and Environmental Sciences, Università Politecnica delle Marche, Ancona, Italy
| | - Jahn Davik
- Norwegian Institute of Bioeconomy Research, Ås, Norway
| | - Alan H Schulman
- Natural Resources Institute Finland (Luke), Finland
- Viikki Plant Science Centre, Finland
- Institute of Biotechnology, University of Helsinki, Finland
| | - Timo Hytönen
- Viikki Plant Science Centre, Finland
- Department of Agricultural Sciences, University of Helsinki, Finland
| | - Tuuli Haikonen
- Natural Resources Institute Finland (Luke), Finland
- Viikki Plant Science Centre, Finland
| |
Collapse
|
5
|
Lan Y, Liu Y, Li X, Wu S. Fucoidan-based coatings extend the shelf-life of nectarines. Food Chem X 2024; 22:101479. [PMID: 38883911 PMCID: PMC11176622 DOI: 10.1016/j.fochx.2024.101479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Revised: 05/12/2024] [Accepted: 05/14/2024] [Indexed: 06/18/2024] Open
Abstract
This research investigated the efficacy of fucoidan-based coatings in preserving nectarine fruits at room temperature. The present study compared the preservation effects of different fucoidan concentrations (1%, 3%, 5%) with distilled water serving as a control (0%). The findings revealed that the addition of fucoidan dose-dependently improved the room temperature preservation quality of the nectarines. Notably, a 5% fucoidan concentration markedly delays the onset of the respiratory peak in nectarines. On day 14 of storage, the plants were subsequently cultured on a 5% fucoidan coating (F5), which exhibited a weight loss rate of 5.87%, a spoilage rate of 18.33%, a hardness of 3.87 kg/cm², a soluble solid content of 11.47%, a titratable acid content of 0.29% and an ascorbic acid content of 2.58%. The overall acceptability score was 7.83. These results demonstrated that coating with fucoidan is an effective method for the preservation of nectarines.
Collapse
Affiliation(s)
- Yusi Lan
- Jiangsu Key Laboratory of Marine Bioresources and Environment/Jiangsu Key Laboratory of Marine Biotechnology, Jiangsu Ocean University, 59 Cangwu Road, Haizhou 222005, China
- Co-Innovation Center of Jiangsu Marine Bio-industry Technology, 59 Cangwu Road, Haizhou 222005, China
| | - Yu Liu
- Jiangsu Key Laboratory of Marine Bioresources and Environment/Jiangsu Key Laboratory of Marine Biotechnology, Jiangsu Ocean University, 59 Cangwu Road, Haizhou 222005, China
- Co-Innovation Center of Jiangsu Marine Bio-industry Technology, 59 Cangwu Road, Haizhou 222005, China
| | - Xiang Li
- Jiangsu Key Laboratory of Marine Bioresources and Environment/Jiangsu Key Laboratory of Marine Biotechnology, Jiangsu Ocean University, 59 Cangwu Road, Haizhou 222005, China
- Co-Innovation Center of Jiangsu Marine Bio-industry Technology, 59 Cangwu Road, Haizhou 222005, China
| | - Shengjun Wu
- Jiangsu Key Laboratory of Marine Bioresources and Environment/Jiangsu Key Laboratory of Marine Biotechnology, Jiangsu Ocean University, 59 Cangwu Road, Haizhou 222005, China
- Co-Innovation Center of Jiangsu Marine Bio-industry Technology, 59 Cangwu Road, Haizhou 222005, China
| |
Collapse
|
6
|
Ren Y, Fu W, Gao Y, Chen Y, Kong D, Cao M, Pang X, Bo W. Identification of Key Genes of Fruit Shape Variation in Jujube with Integrating Elliptic Fourier Descriptors and Transcriptome. PLANTS (BASEL, SWITZERLAND) 2024; 13:1273. [PMID: 38732489 PMCID: PMC11085141 DOI: 10.3390/plants13091273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Revised: 04/30/2024] [Accepted: 05/03/2024] [Indexed: 05/13/2024]
Abstract
Jujube (Ziziphus jujuba) exhibits a rich diversity in fruit shape, with natural occurrences of gourd-like, flattened, and other special shapes. Despite the ongoing research into fruit shape, studies integrating elliptical Fourier descriptors (EFDs) with both Short Time-series Expression Miner (STEM) and weighted gene co-expression network analysis (WGCNA) for gene discovery remain scarce. In this study, six cultivars of jujube fruits with distinct shapes were selected, and samples were collected from the fruit set period to the white mature stage across five time points for shape analysis and transcriptome studies. By combining EFDs with WGCNA and STEM, the study aimed to identify the critical periods and key genes involved in the formation of jujube fruit shape. The findings indicated that the D25 (25 days after flowering) is crucial for the development of jujube fruit shape. Moreover, ZjAGL80, ZjABI3, and eight other genes have been implicated to regulate the shape development of jujubes at different periods of fruit development, through seed development and fruit development pathway. In this research, EFDs were employed to precisely delineate the shape of jujube fruits. This approach, in conjunction with transcriptome, enhanced the precision of gene identification, and offered an innovative methodology for fruit shape analysis. This integration facilitates the advancement of research into the morphological characteristics of plant fruits, underpinning the development of a refined framework for the genetic underpinnings of fruit shape variation.
Collapse
Affiliation(s)
- Yue Ren
- State Key Laboratory of Tree Genetics and Breeding, National Engineering Research Center of Tree Breeding and Ecological Restoration, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing 100083, China; (Y.R.); (W.F.); (Y.G.); (Y.C.); (X.P.)
| | - Wenqing Fu
- State Key Laboratory of Tree Genetics and Breeding, National Engineering Research Center of Tree Breeding and Ecological Restoration, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing 100083, China; (Y.R.); (W.F.); (Y.G.); (Y.C.); (X.P.)
| | - Yi Gao
- State Key Laboratory of Tree Genetics and Breeding, National Engineering Research Center of Tree Breeding and Ecological Restoration, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing 100083, China; (Y.R.); (W.F.); (Y.G.); (Y.C.); (X.P.)
| | - Yuhan Chen
- State Key Laboratory of Tree Genetics and Breeding, National Engineering Research Center of Tree Breeding and Ecological Restoration, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing 100083, China; (Y.R.); (W.F.); (Y.G.); (Y.C.); (X.P.)
| | - Decang Kong
- National Foundation for Improved Cultivar of Chinese Jujube, Cangzhou 061000, China; (D.K.); (M.C.)
| | - Ming Cao
- National Foundation for Improved Cultivar of Chinese Jujube, Cangzhou 061000, China; (D.K.); (M.C.)
| | - Xiaoming Pang
- State Key Laboratory of Tree Genetics and Breeding, National Engineering Research Center of Tree Breeding and Ecological Restoration, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing 100083, China; (Y.R.); (W.F.); (Y.G.); (Y.C.); (X.P.)
| | - Wenhao Bo
- State Key Laboratory of Tree Genetics and Breeding, National Engineering Research Center of Tree Breeding and Ecological Restoration, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing 100083, China; (Y.R.); (W.F.); (Y.G.); (Y.C.); (X.P.)
| |
Collapse
|
7
|
Vondracek K, Altpeter F, Liu T, Lee S. Advances in genomics and genome editing for improving strawberry ( Fragaria ×ananassa). Front Genet 2024; 15:1382445. [PMID: 38706796 PMCID: PMC11066249 DOI: 10.3389/fgene.2024.1382445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 04/04/2024] [Indexed: 05/07/2024] Open
Abstract
The cultivated strawberry, Fragaria ×ananassa, is a recently domesticated fruit species of economic interest worldwide. As such, there is significant interest in continuous varietal improvement. Genomics-assisted improvement, including the use of DNA markers and genomic selection have facilitated significant improvements of numerous key traits during strawberry breeding. CRISPR/Cas-mediated genome editing allows targeted mutations and precision nucleotide substitutions in the target genome, revolutionizing functional genomics and crop improvement. Genome editing is beginning to gain traction in the more challenging polyploid crops, including allo-octoploid strawberry. The release of high-quality reference genomes and comprehensive subgenome-specific genotyping and gene expression profiling data in octoploid strawberry will lead to a surge in trait discovery and modification by using CRISPR/Cas. Genome editing has already been successfully applied for modification of several strawberry genes, including anthocyanin content, fruit firmness and tolerance to post-harvest disease. However, reports on many other important breeding characteristics associated with fruit quality and production are still lacking, indicating a need for streamlined genome editing approaches and tools in Fragaria ×ananassa. In this review, we present an overview of the latest advancements in knowledge and breeding efforts involving CRISPR/Cas genome editing for the enhancement of strawberry varieties. Furthermore, we explore potential applications of this technology for improving other Rosaceous plant species.
Collapse
Affiliation(s)
- Kaitlyn Vondracek
- Gulf Coast Research and Education Center, Institute of Food and Agricultural Sciences, University of Florida, Wimauma, FL, United States
- University of Florida, Horticultural Sciences Department, Institute of Food and Agricultural Sciences, Gainesville, FL, United States
| | - Fredy Altpeter
- University of Florida, Agronomy Department, Institute of Food and Agricultural Sciences, Gainesville, FL, United States
| | - Tie Liu
- University of Florida, Horticultural Sciences Department, Institute of Food and Agricultural Sciences, Gainesville, FL, United States
| | - Seonghee Lee
- Gulf Coast Research and Education Center, Institute of Food and Agricultural Sciences, University of Florida, Wimauma, FL, United States
| |
Collapse
|
8
|
Urrutia M, Meco V, Rambla JL, Martín-Pizarro C, Pillet J, Andrés J, Sánchez-Sevilla JF, Granell A, Hytönen T, Posé D. Diversity of the volatilome and the fruit size and shape in European woodland strawberry (Fragaria vesca). THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2023; 116:1201-1217. [PMID: 37597203 DOI: 10.1111/tpj.16404] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 06/30/2023] [Accepted: 07/17/2023] [Indexed: 08/21/2023]
Abstract
Woodland strawberry (Fragaria vesca subsp. vesca) is a wild relative of cultivated strawberry (F. × ananassa) producing small and typically conical fruits with an intense flavor and aroma. The wild strawberry species, F. vesca, is a rich resource of genetic and metabolic variability, but its diversity remains largely unexplored and unexploited. In this study, we aim for an in-depth characterization of the fruit complex volatilome by GC-MS as well as the fruit size and shape using a European germplasm collection that represents the continental diversity of the species. We report characteristic volatilome footprints and fruit phenotypes of specific geographical areas. Thus, this study uncovers phenotypic variation linked to geographical distribution that will be valuable for further genetic studies to identify candidate genes or develop markers linked to volatile compounds or fruit shape and size traits.
Collapse
Affiliation(s)
- María Urrutia
- Departamento de Mejora Genética y Biotecnología, Instituto de Hortofruticultura Subtropical y Mediterránea (IHSM), Universidad de Málaga - Consejo Superior de Investigaciones Científicas, Departamento de Biología Molecular y Bioquímica, Facultad de Ciencias, UMA, Málaga, Spain
| | - Victoriano Meco
- Departamento de Mejora Genética y Biotecnología, Instituto de Hortofruticultura Subtropical y Mediterránea (IHSM), Universidad de Málaga - Consejo Superior de Investigaciones Científicas, Departamento de Biología Molecular y Bioquímica, Facultad de Ciencias, UMA, Málaga, Spain
| | - José Luis Rambla
- IBMCP Institute for Plant Molecular and Cell Biology (CSIC-UPV), Valencia, Spain
- Department of Biology, Biochemistry and Natural Sciences, Universitat Jaume I, Castellón de la Plana, Spain
| | - Carmen Martín-Pizarro
- Departamento de Mejora Genética y Biotecnología, Instituto de Hortofruticultura Subtropical y Mediterránea (IHSM), Universidad de Málaga - Consejo Superior de Investigaciones Científicas, Departamento de Biología Molecular y Bioquímica, Facultad de Ciencias, UMA, Málaga, Spain
| | - Jeremy Pillet
- Departamento de Mejora Genética y Biotecnología, Instituto de Hortofruticultura Subtropical y Mediterránea (IHSM), Universidad de Málaga - Consejo Superior de Investigaciones Científicas, Departamento de Biología Molecular y Bioquímica, Facultad de Ciencias, UMA, Málaga, Spain
| | - Javier Andrés
- Department of Agricultural Sciences, Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
| | - José F Sánchez-Sevilla
- Junta de Andalucía, Unidad Asociada CSIC I+D+i Biotecnología & Mejora de Fresa, Instituto Andaluz de Investigación & Formación Agraria y Pesquera (IFAPA), Ctr. IFAPA Málaga, Málaga, Spain
| | - Antonio Granell
- IBMCP Institute for Plant Molecular and Cell Biology (CSIC-UPV), Valencia, Spain
| | - Timo Hytönen
- Department of Agricultural Sciences, Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
| | - David Posé
- Departamento de Mejora Genética y Biotecnología, Instituto de Hortofruticultura Subtropical y Mediterránea (IHSM), Universidad de Málaga - Consejo Superior de Investigaciones Científicas, Departamento de Biología Molecular y Bioquímica, Facultad de Ciencias, UMA, Málaga, Spain
| |
Collapse
|
9
|
Rey-Serra P, Mnejja M, Monfort A. Inheritance of esters and other volatile compounds responsible for the fruity aroma in strawberry. FRONTIERS IN PLANT SCIENCE 2022; 13:959155. [PMID: 36035685 PMCID: PMC9412188 DOI: 10.3389/fpls.2022.959155] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 07/27/2022] [Indexed: 05/27/2023]
Abstract
Cultivated strawberry, Fragaria × ananassa, has a complex aroma due to the presence of more than 350 volatile organic compounds (VOCs). However, a mixture of only 19 compounds, called Key Volatile Compounds (KVC), can impart the main strawberry aroma. The octoploid nature of the cultivated strawberry species (2n = 8x = 56) adds complexity to the heritance of the accumulation of the volatiles responsible for aroma. An F1 population cross between two breeding parental lines, FC50 and FD54, was phenotyped for aroma by SPME GCMS during six harvests. A total of 58 compounds were identified: 33 esters, nine terpenes, seven aldehydes, four lactones, two furans, one acid, one alkane and one alcohol, of which 16 were KVCs. A total of 179 QTLs were found, and 85 of these were detected in at least three harvests, of which 50 QTLs were considered major (LOD > 4.0) and detected in five or six analyzed harvests. Several clusters of ester QTLs associated with fruity aroma were discovered, such as QTLs for esters that share hexanoate group that were mapped in LG4A (Hexanoate_4A), those that share acetate and octyl groups in LG6A (Acetate_6A and Octyl_6A) or those with the same methyl group in LG7B (Methyl_7B). Different terpene QTLs associated with floral aroma appear grouped in a cluster in LG3C (Terpene_3C). Some of these clusters of QTLs were validated in a second F2 population, a cross of "Camarosa" and "Dover," that was also phenotyped for three years. Selected SNPs from floral and fruity aroma QTLs were tested in a third population, which will most likely be useful for marker-assisted breeding (MAB).
Collapse
Affiliation(s)
- Pol Rey-Serra
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Barcelona, Spain
- Institut de Recerca i Tecnologia Agroalimentàries (IRTA), Barcelona, Spain
| | - Mourad Mnejja
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Barcelona, Spain
- Institut de Recerca i Tecnologia Agroalimentàries (IRTA), Barcelona, Spain
| | - Amparo Monfort
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Barcelona, Spain
- Institut de Recerca i Tecnologia Agroalimentàries (IRTA), Barcelona, Spain
| |
Collapse
|
10
|
Fan TT, Zhang J, Cao JX, Xia MH, Wang T, Cao S. Effects of resveratrol treatment on quality and antioxidant properties of postharvest strawberry fruit. J Food Biochem 2022; 46:e14176. [PMID: 35393646 DOI: 10.1111/jfbc.14176] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Revised: 03/07/2022] [Accepted: 03/25/2022] [Indexed: 01/26/2023]
Abstract
Strawberry fruit is one of people's favorite fruits. It has high nutritional value and health care effects. Strawberries lose their edible value quickly after being picked because of their thin skin, which is easily damaged. In order to find a method to maintain the quality of strawberries, the effects of resveratrol treatment on the nutritional quality and antioxidant metabolism of strawberry fruit were studied. The result indicated that 100 μM resveratrol was the optimal concentration to delay the occurrence of decay. Strawberry fruit treated with resveratrol delayed the decrease in firmness, total soluble solids (TSS), total phenolics content (TPC), total flavonoid content (TFC), vitamin C (Vc) content,1,1-diphenyl-2-picrylhydrazyl (DPPH), and 2,2'-azino-bis (3-ethylbezothi- azot-hiazoline-6-sulfonic acid) (ABTS) radical scavenging capacities. The malondialdehyde (MDA) content, hydrogen peroxide (H2 O2 ) content, and superoxide anion (O2 •- ) production of control fruit were significantly higher than those of treated fruit. Strawberry fruit treated with resveratrol also increased the activities of superoxide dismutase (SOD), catalase (CAT), and ascorbate peroxidase (APX) during storage. Therefore, resveratrol has been proved to effectively improve the nutritional quality and antioxidant properties of strawberry fruit. PRACTICAL APPLICATIONS: Strawberry fruit is rich in nutrients, which is beneficial to human health. But strawberry fruit has high water content and soft tissue, which is easy to be damaged and decayed. Therefore, it is particularly important to find a way to maintain strawberry fruit quality. In this study, resveratrol has good antioxidant, health care, and antibacterial properties. Resveratrol treatment can maintain the nutritional quality of strawberry fruit and can be used as an effective method for strawberry fruit preservation.
Collapse
Affiliation(s)
- Ting-Ting Fan
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, P. R. China
| | - Jing Zhang
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, P. R. China
| | - Jun-Xuan Cao
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, P. R. China
| | - Ming-Hui Xia
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, P. R. China
| | - Tong Wang
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, P. R. China
| | - Shuqing Cao
- School of Food and Biological Engineering, Hefei University of Technology, Hefei, P. R. China
| |
Collapse
|
11
|
Drobek M, Cybulska J, Gałązka A, Feledyn-Szewczyk B, Marzec-Grządziel A, Sas-Paszt L, Gryta A, Trzciński P, Zdunek A, Frąc M. The Use of Interactions Between Microorganisms in Strawberry Cultivation ( Fragaria x ananassa Duch.). FRONTIERS IN PLANT SCIENCE 2021; 12:780099. [PMID: 34917112 PMCID: PMC8668414 DOI: 10.3389/fpls.2021.780099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Accepted: 11/04/2021] [Indexed: 06/14/2023]
Abstract
As the market indicates a growing interest in organically grown fruit, there is a need for biostimulants to counter the adverse effects of pathogenic fungi and fungal-like-pathogens. Four microbial pathogens (Botrytis cinerea, Verticillium sp., Phytophthora sp., and Colletotrichum sp.) which are the most often causes of strawberry diseases were selected. Five kinds of biostimulants (C1, C2, C3, C4, and C5) containing bacterial consortia were developed to combat the pathogens. The antagonistic effect of selected microorganisms against strawberry pathogens was observed. The effectiveness of various beneficial bacteria in combating fungal pathogens of cv. Honeoye strawberries was compared and the impact of their activity on fruit quality was assessed. The most significant effect on the strawberry firmness was found for the C2 consortium, which provided the strawberries infected with the pathogens group (MIX: B. cinerea, Verticillium sp., Phytophthora sp., and Colletotrichum sp.) with a 140% increase in maximum load in a puncture test compared to the positive control (C0). Strawberries contaminated with Phytophthora sp. after the application of Consortium C4 (C4) showed the largest increase (127%) in soluble solid content (SSC) when compared to the C0. Fruit contaminated with Colletotrichum sp. and B. cinerea after the application of C2 and Consortium 5 (C5), respectively, had the highest levels of anthocyanins and total phenolic content, when compared to C0. The largest increase, which reached as high as 25%, in D-galacturonic acid content was observed for the group of pathogens after Consortium 1 (C1) application. The extraction of strawberry pectin allowed for the study of the rheological properties of pectin solutions; on this basis, strawberry pectin from the control (NC) was distinguished as it showed the highest viscosity (0.137-0.415 Pas). Taking into account the individual effects of bacteria on strawberry pathogenic fungi and fungal-like-pathogens, it is possible to reduce the adverse effects of fungal disease and to improve the properties of strawberries by selecting the appropriate bacterial consortium. Interactions between microorganisms are often complex and not fully understood, which suggests the need for further research in this direction.
Collapse
Affiliation(s)
- Magdalena Drobek
- Institute of Agrophysics, Polish Academy of Sciences, Lublin, Poland
| | - Justyna Cybulska
- Institute of Agrophysics, Polish Academy of Sciences, Lublin, Poland
| | - Anna Gałązka
- The Institute of Soil Science and Plant Cultivation (IUNG)–State Research Institute, Puławy, Poland
| | - Beata Feledyn-Szewczyk
- The Institute of Soil Science and Plant Cultivation (IUNG)–State Research Institute, Puławy, Poland
| | - Anna Marzec-Grządziel
- The Institute of Soil Science and Plant Cultivation (IUNG)–State Research Institute, Puławy, Poland
| | - Lidia Sas-Paszt
- National Institute of Horticultural Research, Skierniewice, Poland
| | - Agata Gryta
- Institute of Agrophysics, Polish Academy of Sciences, Lublin, Poland
| | - Paweł Trzciński
- National Institute of Horticultural Research, Skierniewice, Poland
| | - Artur Zdunek
- Institute of Agrophysics, Polish Academy of Sciences, Lublin, Poland
| | - Magdalena Frąc
- Institute of Agrophysics, Polish Academy of Sciences, Lublin, Poland
| |
Collapse
|
12
|
Cockerton HM, Karlström A, Johnson AW, Li B, Stavridou E, Hopson KJ, Whitehouse AB, Harrison RJ. Genomic Informed Breeding Strategies for Strawberry Yield and Fruit Quality Traits. FRONTIERS IN PLANT SCIENCE 2021; 12:724847. [PMID: 34675948 PMCID: PMC8525896 DOI: 10.3389/fpls.2021.724847] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Accepted: 09/01/2021] [Indexed: 05/09/2023]
Abstract
Over the last two centuries, breeders have drastically modified the fruit quality of strawberries through artificial selection. However, there remains significant variation in quality across germplasm with scope for further improvements to be made. We reported extensive phenotyping of fruit quality and yield traits in a multi-parental strawberry population to allow genomic prediction and quantitative trait nucleotide (QTN) identification, thereby enabling the description of genetic architecture to inform the efficacy of implementing advanced breeding strategies. A negative relationship (r = -0.21) between total soluble sugar content and class one yield was identified, indicating a trade-off between these two essential traits. This result highlighted an established dilemma for strawberry breeders and a need to uncouple the relationship, particularly under June-bearing, protected production systems comparable to this study. A large effect of quantitative trait nucleotide was associated with perceived acidity and pH whereas multiple loci were associated with firmness. Therefore, we recommended the implementation of both marker assisted selection (MAS) and genomic prediction to capture the observed variation respectively. Furthermore, we identified a large effect locus associated with a 10% increase in the number of class one fruit and a further 10 QTN which, when combined, are associated with a 27% increase in the number of marketable strawberries. Ultimately, our results suggested that the best method to improve strawberry yield is through selecting parental lines based upon the number of marketable fruits produced per plant. Not only were strawberry number metrics less influenced by environmental fluctuations, but they had a larger additive genetic component when compared with mass traits. As such, selecting using "number" traits should lead to faster genetic gain.
Collapse
Affiliation(s)
- Helen M. Cockerton
- Genetics, Genomics and Breeding, NIAB EMR, East Malling, United Kingdom
- University of Kent, Canterbury, United Kingdom
- *Correspondence: Helen M. Cockerton
| | - Amanda Karlström
- Genetics, Genomics and Breeding, NIAB EMR, East Malling, United Kingdom
| | | | - Bo Li
- Genetics, Genomics and Breeding, NIAB EMR, East Malling, United Kingdom
| | | | - Katie J. Hopson
- Genetics, Genomics and Breeding, NIAB EMR, East Malling, United Kingdom
| | | | - Richard J. Harrison
- Genetics, Genomics and Breeding, NIAB EMR, East Malling, United Kingdom
- Cambridge Crop Research, NIAB, Cambridge, United Kingdom
| |
Collapse
|