1
|
Lv H, Cui C, Wang Z, Liu Y, Liu S, Qi T, Li Y, Zhao Y. Anti-mildew and fresh-keeping effect of Lactiplantibacillus paraplantarum P3 cell-free supernatant on fresh in-shell peanuts during storage process. Int J Food Microbiol 2024; 418:110719. [PMID: 38688186 DOI: 10.1016/j.ijfoodmicro.2024.110719] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2024] [Revised: 03/28/2024] [Accepted: 04/23/2024] [Indexed: 05/02/2024]
Abstract
Lactiplantibacillus paraplantarum P3 (L. paraplantarum P3) cell-free supernatant (CFS) with good antifungal effect was sprayed on fresh in-shell peanuts stored at 5 °C and 30 °C to explore its effect on the microorganisms and quality of fresh in-shell peanuts during storage process. Results showed that L. paraplantarum P3 CFS effectively maintained good quality of fresh in-shell peanuts by not only reducing fungi amount and the mildew rate, but also improving the morphology, color and flavor. Besides, L. paraplantarum P3 CFS activated plant mitogen-activated protein kinase signaling pathway and plant hormone signaling pathway to produce more ethylene, gibberellin regulatory proteins and other substances to enhance plant resistance to pathogenic microorganisms. L. paraplantarum P3 CFS could also induce the biosynthesis of glycerophospholipid and arginine to increase the stress resistance of fresh peanuts. This study provides research data for the application of L. paraplantarum P3 CFS in the preservation and antimildew of fresh in-shell peanuts.
Collapse
Affiliation(s)
- Haoxin Lv
- Food Engineering Technology Research Center/Key Laboratory of Henan Province, Henan University of Technology, Zhengzhou 450001, Henan Province, China; School of Food and Strategic Reserves, Henan University of Technology, Zhengzhou 450001, Henan Province, China
| | - Chaoyue Cui
- Food Engineering Technology Research Center/Key Laboratory of Henan Province, Henan University of Technology, Zhengzhou 450001, Henan Province, China; School of Food and Strategic Reserves, Henan University of Technology, Zhengzhou 450001, Henan Province, China
| | - Zubin Wang
- Food Engineering Technology Research Center/Key Laboratory of Henan Province, Henan University of Technology, Zhengzhou 450001, Henan Province, China; School of Food and Strategic Reserves, Henan University of Technology, Zhengzhou 450001, Henan Province, China
| | - Yijun Liu
- Food Engineering Technology Research Center/Key Laboratory of Henan Province, Henan University of Technology, Zhengzhou 450001, Henan Province, China; School of Food and Strategic Reserves, Henan University of Technology, Zhengzhou 450001, Henan Province, China
| | - Shichang Liu
- Food Engineering Technology Research Center/Key Laboratory of Henan Province, Henan University of Technology, Zhengzhou 450001, Henan Province, China; School of Food and Strategic Reserves, Henan University of Technology, Zhengzhou 450001, Henan Province, China
| | - Tianjie Qi
- Food Engineering Technology Research Center/Key Laboratory of Henan Province, Henan University of Technology, Zhengzhou 450001, Henan Province, China; School of Food and Strategic Reserves, Henan University of Technology, Zhengzhou 450001, Henan Province, China
| | - Yanfei Li
- Food Engineering Technology Research Center/Key Laboratory of Henan Province, Henan University of Technology, Zhengzhou 450001, Henan Province, China; School of Food and Strategic Reserves, Henan University of Technology, Zhengzhou 450001, Henan Province, China
| | - Yan Zhao
- Food Engineering Technology Research Center/Key Laboratory of Henan Province, Henan University of Technology, Zhengzhou 450001, Henan Province, China; School of Food and Strategic Reserves, Henan University of Technology, Zhengzhou 450001, Henan Province, China.
| |
Collapse
|
2
|
Wang Z, Lei Y, Liao B. Omics-driven advances in the understanding of regulatory landscape of peanut seed development. FRONTIERS IN PLANT SCIENCE 2024; 15:1393438. [PMID: 38766472 PMCID: PMC11099219 DOI: 10.3389/fpls.2024.1393438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Accepted: 04/18/2024] [Indexed: 05/22/2024]
Abstract
Peanuts (Arachis hypogaea) are an essential oilseed crop known for their unique developmental process, characterized by aerial flowering followed by subterranean fruit development. This crop is polyploid, consisting of A and B subgenomes, which complicates its genetic analysis. The advent and progression of omics technologies-encompassing genomics, transcriptomics, proteomics, epigenomics, and metabolomics-have significantly advanced our understanding of peanut biology, particularly in the context of seed development and the regulation of seed-associated traits. Following the completion of the peanut reference genome, research has utilized omics data to elucidate the quantitative trait loci (QTL) associated with seed weight, oil content, protein content, fatty acid composition, sucrose content, and seed coat color as well as the regulatory mechanisms governing seed development. This review aims to summarize the advancements in peanut seed development regulation and trait analysis based on reference genome-guided omics studies. It provides an overview of the significant progress made in understanding the molecular basis of peanut seed development, offering insights into the complex genetic and epigenetic mechanisms that influence key agronomic traits. These studies highlight the significance of omics data in profoundly elucidating the regulatory mechanisms of peanut seed development. Furthermore, they lay a foundational basis for future research on trait-related functional genes, highlighting the pivotal role of comprehensive genomic analysis in advancing our understanding of plant biology.
Collapse
Affiliation(s)
- Zhihui Wang
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences (CAAS), Wuhan, China
- National Key Laboratory of Crop Genetic Improvement, National Center of Crop Molecular Breeding Technology, National Center of Oil Crop Improvement (Wuhan), Huazhong Agricultural University, Wuhan, China
| | - Yong Lei
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences (CAAS), Wuhan, China
| | - Boshou Liao
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences (CAAS), Wuhan, China
| |
Collapse
|
3
|
Luo S, Li A, Luo J, Liao G, Li X, Yao S, Wang A, Xiao D, He L, Zhan J. Mutator-like transposable element 9A interacts with metacaspase 1 and modulates the incidence of Al-induced programmed cell death in peanut. JOURNAL OF EXPERIMENTAL BOTANY 2024; 75:2113-2126. [PMID: 38069635 DOI: 10.1093/jxb/erad489] [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: 09/28/2023] [Accepted: 12/05/2023] [Indexed: 03/28/2024]
Abstract
The toxicity of aluminum (Al) in acidic soil inhibits plant root development and reduces crop yields. In the plant response to Al toxicity, the initiation of programmed cell death (PCD) appears to be an important mechanism for the elimination of Al-damaged cells to ensure plant survival. In a previous study, the type I metacaspase AhMC1 was found to regulate the Al stress response and to be essential for Al-induced PCD. However, the mechanism by which AhMC1 is altered in the peanut response to Al stress remained unclear. Here, we show that a nuclear protein, mutator-like transposable element 9A (AhMULE9A), directly interacts with AhMC1 in vitro and in vivo. This interaction occurs in the nucleus in peanut and is weakened during Al stress. Furthermore, a conserved C2HC zinc finger domain of AhMULE9A (residues 735-751) was shown to be required for its interaction with AhMC1. Overexpression of AhMULE9A in Arabidopsis and peanut strongly inhibited root growth with a loss of root cell viability under Al treatment. Conversely, knock down of AhMULE9A in peanut significantly reduced Al uptake and Al inhibition of root growth, and alleviated the occurrence of typical hallmarks of Al-induced PCD. These findings provide novel insight into the regulation of Al-induced PCD.
Collapse
Affiliation(s)
- Shuzhen Luo
- College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
| | - Ailing Li
- College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
| | - Jin Luo
- College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
| | - Guoting Liao
- College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
| | - Xia Li
- College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
| | - Shaochang Yao
- College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
- College of Pharmacy, Guangxi University of Chinese Medicine, Nanning, Guangxi, 530200, China
| | - Aiqin Wang
- College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
- Guangxi Key Laboratory of Agro-Environment and Agro-Products Safety, College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
- Key Laboratory of Crop Cultivation and Tillage, College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
| | - Dong Xiao
- College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
- Guangxi Key Laboratory of Agro-Environment and Agro-Products Safety, College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
- Key Laboratory of Crop Cultivation and Tillage, College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
| | - Longfei He
- College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
- Guangxi Key Laboratory of Agro-Environment and Agro-Products Safety, College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
- Key Laboratory of Crop Cultivation and Tillage, College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
| | - Jie Zhan
- College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
- Guangxi Key Laboratory of Agro-Environment and Agro-Products Safety, College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
- Key Laboratory of Crop Cultivation and Tillage, College of Agriculture, Guangxi University, Nanning, Guangxi, 530004, China
| |
Collapse
|
4
|
Chen H, Yang X, Xu R, Chen X, Zhong H, Liu N, Huang L, Luo H, Huai D, Liu W, Chen Y, Chen J, Jiang H. Genetic mapping of AhVt1, a novel genetic locus that confers the variegated testa color in cultivated peanut ( Arachis hypogaea L.) and its utilization for marker-assisted selection. FRONTIERS IN PLANT SCIENCE 2023; 14:1145098. [PMID: 37021305 PMCID: PMC10067746 DOI: 10.3389/fpls.2023.1145098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Accepted: 02/27/2023] [Indexed: 06/19/2023]
Abstract
INTRODUCTION Peanut (Arachis hypogaea L.) is an important cash crop worldwide. Compared with the ordinary peanut with pure pink testa, peanut with variegated testa color has attractive appearance and a higher market value. In addition, the variegated testa represents a distinct regulation pattern of anthocyanin accumulation in integument cells. METHODS In order to identify the genetic locus underlying variegated testa color in peanut, two populations were constructed from the crosses between Fuhua 8 (pure-pink testa) and Wucai (red on white variegated testa), Quanhonghua 1 (pure-red testa) and Wucai, respectively. Genetic analysis and bulked sergeant analysis sequencing were applied to detect and identify the genetic locus for variegated testa color. Marker-assisted selection was used to develop new variegated testa peanut lines. RESULTS As a result, all the seeds harvested from the F1 individuals of both populations showed the variegated testa type with white trace. Genetic analysis revealed that the pigmentation of colored region in red on white variegated testa was controlled by a previous reported gene AhRt1, while the formation of white region (un-pigmented region) in variegated testa was controlled by another single genetic locus. This locus, named as AhVt1 (Arachis hypogaea Variegated Testa 1), was preliminary mapped on chromosome 08 through bulked sergeant analysis sequencing. Using a secondary mapping population derived from the cross between Fuhua 8 and Wucai, AhVt1 was further mapped to a 1.89-Mb genomic interval by linkage analysis, and several potential genes associated with the uneven distribution of anthocyanin, such as MADS-box, MYB, and Chalcone synthase-like protein, were harbored in the region. Moreover, the molecular markers closely linked to the AhVt1 were developed, and the new variegated testa peanut lines were obtained with the help of marker-assisted selection. CONCLUSION Our findings will accelerate the breeding program for developing new peanut varieties with "colorful" testa colors and laid a foundation for map-based cloning of gene responsible for variegated testa.
Collapse
Affiliation(s)
- Hao Chen
- Institute of Crop Sciences, Fujian Academy of Agricultural Sciences, Fujian Research Station of Crop Gene Resource and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs of People’s Republic of China, Fujian Engineering Research Center for Characteristic Upland Crops Breeding, Fujian Engineering Laboratory of Crop Molecular Breeding, Fuzhou, China
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs of People’s Republic of China, Wuhan, China
| | - Xinlei Yang
- State Key Laboratory of North China Crop Improvement and Regulation, North China Key Laboratory for Crop Germplasm Resources of Education Ministry, Key Laboratory for Crop Germplasm Resources of Hebei, Hebei Agricultural University, Baoding, China
| | - Rirong Xu
- Institute of Crop Sciences, Fujian Academy of Agricultural Sciences, Fujian Research Station of Crop Gene Resource and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs of People’s Republic of China, Fujian Engineering Research Center for Characteristic Upland Crops Breeding, Fujian Engineering Laboratory of Crop Molecular Breeding, Fuzhou, China
| | - Xiangyu Chen
- Institute of Crop Sciences, Fujian Academy of Agricultural Sciences, Fujian Research Station of Crop Gene Resource and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs of People’s Republic of China, Fujian Engineering Research Center for Characteristic Upland Crops Breeding, Fujian Engineering Laboratory of Crop Molecular Breeding, Fuzhou, China
| | - Haifeng Zhong
- Institute of Crop Sciences, Fujian Academy of Agricultural Sciences, Fujian Research Station of Crop Gene Resource and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs of People’s Republic of China, Fujian Engineering Research Center for Characteristic Upland Crops Breeding, Fujian Engineering Laboratory of Crop Molecular Breeding, Fuzhou, China
| | - Nian Liu
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs of People’s Republic of China, Wuhan, China
| | - Li Huang
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs of People’s Republic of China, Wuhan, China
| | - Huaiyong Luo
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs of People’s Republic of China, Wuhan, China
| | - Dongxin Huai
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs of People’s Republic of China, Wuhan, China
| | - Wenjing Liu
- Institute of Quality Standards and Testing Technology for Agro-Products, Fujian Academy of Agricultural Sciences, Fujian Key Laboratory of Agro-products Quality and Safety, Fuzhou, China
| | - Yuhua Chen
- Institute of Crop Sciences, Fujian Academy of Agricultural Sciences, Fujian Research Station of Crop Gene Resource and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs of People’s Republic of China, Fujian Engineering Research Center for Characteristic Upland Crops Breeding, Fujian Engineering Laboratory of Crop Molecular Breeding, Fuzhou, China
| | - Jianhong Chen
- R&D Center for Oil Crops, Quanzhou Institute of Agricultural Sciences, Jinjiang, China
| | - Huifang Jiang
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs of People’s Republic of China, Wuhan, China
| |
Collapse
|
5
|
Ji N, Wang Q, Li S, Wen J, Wang L, Ding X, Zhao S, Feng H. Metabolic profile and transcriptome reveal the mystery of petal blotch formation in rose. BMC PLANT BIOLOGY 2023; 23:46. [PMID: 36670355 PMCID: PMC9854060 DOI: 10.1186/s12870-023-04057-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Accepted: 01/11/2023] [Indexed: 06/17/2023]
Abstract
BACKGROUND Petal blotch is a unique ornamental trait in angiosperm families, and blotch in rose petal is rare and has great esthetic value. However, the cause of the formation of petal blotch in rose is still unclear. The influence of key enzyme genes and regulatory genes in the pigment synthesis pathways needs to be explored and clarified. RESULTS In this study, the rose cultivar 'Sunset Babylon Eyes' with rose-red to dark red blotch at the base of petal was selected as the experimental material. The HPLC-DAD and UPLC-TQ-MS analyses indicated that only cyanidin 3,5-O-diglucoside (Cy3G5G) contributed to the blotch pigmentation of 'Sunset Babylon Eyes', and the amounts of Cy3G5G varied at different developmental stages. Only flavonols but no flavone were found in blotch and non-blotch parts. As a consequence, kaempferol and its derivatives as well as quercetin and its derivatives may act as background colors during flower developmental stages. Despite of the differences in composition, the total content of carotenoids in blotch and non-blotch parts were similar, and carotenoids may just make the petals show a brighter color. Transcriptomic data, quantitative real-time PCR and promoter sequence analyses indicated that RC7G0058400 (F3'H), RC6G0470600 (DFR) and RC7G0212200 (ANS) may be the key enzyme genes for the early formation and color deepening of blotch at later stages. As for two transcription factor, RC7G0019000 (MYB) and RC1G0363600 (WRKY) may bind to the promoters of critical enzyme genes, or RC1G0363600 (WRKY) may bind to the promoter of RC7G0019000 (MYB) to activate the anthocyanin accumulation in blotch parts of 'Sunset Babylon Eyes'. CONCLUSIONS Our findings provide a theoretical basis for the understanding of the chemical and molecular mechanism for the formation of petal blotch in rose.
Collapse
Affiliation(s)
- Naizhe Ji
- Beijing Key Lab of Greening Plants Breeding, Beijing Academy of Forestry and Landscape Architecture, Beijing, China
| | - Qianyu Wang
- Key Laboratory of Plant Resources, Institute of Botany, Chinese Academy of Sciences, Beijing, China
- China National Botanical Garden, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Shanshan Li
- Key Laboratory of Plant Resources, Institute of Botany, Chinese Academy of Sciences, Beijing, China
- China National Botanical Garden, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Jiaxin Wen
- College of Forestry, Henan Agricultural University, Zhengzhou, China
| | - Liangsheng Wang
- Key Laboratory of Plant Resources, Institute of Botany, Chinese Academy of Sciences, Beijing, China
- China National Botanical Garden, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Xiaohao Ding
- College of Food Science, Fuyang Normal University, Fuyang, China
| | - Shiwei Zhao
- Beijing Key Lab of Greening Plants Breeding, Beijing Academy of Forestry and Landscape Architecture, Beijing, China.
| | - Hui Feng
- Beijing Key Lab of Greening Plants Breeding, Beijing Academy of Forestry and Landscape Architecture, Beijing, China.
| |
Collapse
|
6
|
Commey L, Tengey TK, Cobos CJ, Dampanaboina L, Dhillon KK, Pandey MK, Sudini HK, Falalou H, Varshney RK, Burow MD, Mendu V. Peanut Seed Coat Acts as a Physical and Biochemical Barrier against Aspergillus flavus Infection. J Fungi (Basel) 2021; 7:jof7121000. [PMID: 34946983 PMCID: PMC8708384 DOI: 10.3390/jof7121000] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Revised: 11/21/2021] [Accepted: 11/21/2021] [Indexed: 12/29/2022] Open
Abstract
Aflatoxin contamination is a global menace that adversely affects food crops and human health. Peanut seed coat is the outer layer protecting the cotyledon both at pre- and post-harvest stages from biotic and abiotic stresses. The aim of the present study is to investigate the role of seed coat against A. flavus infection. In-vitro seed colonization (IVSC) with and without seed coat showed that the seed coat acts as a physical barrier, and the developmental series of peanut seed coat showed the formation of a robust multilayered protective seed coat. Radial growth bioassay revealed that both insoluble and soluble seed coat extracts from 55-437 line (resistant) showed higher A. flavus inhibition compared to TMV-2 line (susceptible). Further analysis of seed coat biochemicals showed that hydroxycinnamic and hydroxybenzoic acid derivatives are the predominant phenolic compounds, and addition of these compounds to the media inhibited A. flavus growth. Gene expression analysis showed that genes involved in lignin monomer, proanthocyanidin, and flavonoid biosynthesis are highly abundant in 55-437 compared to TMV-2 seed coats. Overall, the present study showed that the seed coat acts as a physical and biochemical barrier against A. flavus infection and its potential use in mitigating the aflatoxin contamination.
Collapse
Affiliation(s)
- Leslie Commey
- Department of Plant and Soil Science, Fiber and Biopolymer Research Institute (FBRI), Texas Tech University, Lubbock, TX 79409, USA; (L.C.); (T.K.T.); (C.J.C.); (K.K.D.)
| | - Theophilus K. Tengey
- Department of Plant and Soil Science, Fiber and Biopolymer Research Institute (FBRI), Texas Tech University, Lubbock, TX 79409, USA; (L.C.); (T.K.T.); (C.J.C.); (K.K.D.)
- CSIR-Savanna Agricultural Research Institute (SARI), Nyankpala P.O. Box 52, Ghana
| | - Christopher J. Cobos
- Department of Plant and Soil Science, Fiber and Biopolymer Research Institute (FBRI), Texas Tech University, Lubbock, TX 79409, USA; (L.C.); (T.K.T.); (C.J.C.); (K.K.D.)
| | - Lavanya Dampanaboina
- Department of Plant and Soil Science, Texas Tech University, Lubbock, TX 79409, USA; (L.D.); (M.D.B.)
| | - Kamalpreet K. Dhillon
- Department of Plant and Soil Science, Fiber and Biopolymer Research Institute (FBRI), Texas Tech University, Lubbock, TX 79409, USA; (L.C.); (T.K.T.); (C.J.C.); (K.K.D.)
| | - Manish K. Pandey
- International Crops Research Institute for the Semi-Arid Tropics, Hyderabad 502324, India; (M.K.P.); (H.K.S.); (R.K.V.)
| | - Hari Kishan Sudini
- International Crops Research Institute for the Semi-Arid Tropics, Hyderabad 502324, India; (M.K.P.); (H.K.S.); (R.K.V.)
| | - Hamidou Falalou
- International Crops Research Institute for the Semi-Arid Tropics, Niamey B.P. 873, Niger;
| | - Rajeev K. Varshney
- International Crops Research Institute for the Semi-Arid Tropics, Hyderabad 502324, India; (M.K.P.); (H.K.S.); (R.K.V.)
- State Agricultural Biotechnology Centre, Centre for Crop and Food Innovation, Murdoch University, Murdoch, WA 6150, Australia
| | - Mark D. Burow
- Department of Plant and Soil Science, Texas Tech University, Lubbock, TX 79409, USA; (L.D.); (M.D.B.)
- Texas A&M AgriLife, Lubbock, TX 79401, USA
| | - Venugopal Mendu
- Department of Plant and Soil Science, Fiber and Biopolymer Research Institute (FBRI), Texas Tech University, Lubbock, TX 79409, USA; (L.C.); (T.K.T.); (C.J.C.); (K.K.D.)
- Department of Plant Sciences and Plant Pathology, Montana State University, Bozeman, MT 59717, USA
- Correspondence: or ; Tel.: +1-806-834-6327 or +1-406-994-9708
| |
Collapse
|
7
|
Analysis of Nanotoxicity with Integrated Omics and Mechanobiology. NANOMATERIALS 2021; 11:nano11092385. [PMID: 34578701 PMCID: PMC8470953 DOI: 10.3390/nano11092385] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 09/06/2021] [Accepted: 09/09/2021] [Indexed: 12/13/2022]
Abstract
Nanoparticles (NPs) in biomedical applications have benefits owing to their small size. However, their intricate and sensitive nature makes an evaluation of the adverse effects of NPs on health necessary and challenging. Since there are limitations to conventional toxicological methods and omics analyses provide a more comprehensive molecular profiling of multifactorial biological systems, omics approaches are necessary to evaluate nanotoxicity. Compared to a single omics layer, integrated omics across multiple omics layers provides more sensitive and comprehensive details on NP-induced toxicity based on network integration analysis. As multi-omics data are heterogeneous and massive, computational methods such as machine learning (ML) have been applied for investigating correlation among each omics. This integration of omics and ML approaches will be helpful for analyzing nanotoxicity. To that end, mechanobiology has been applied for evaluating the biophysical changes in NPs by measuring the traction force and rigidity sensing in NP-treated cells using a sub-elastomeric pillar. Therefore, integrated omics approaches are suitable for elucidating mechanobiological effects exerted by NPs. These technologies will be valuable for expanding the safety evaluations of NPs. Here, we review the integration of omics, ML, and mechanobiology for evaluating nanotoxicity.
Collapse
|