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For: Gill T, Gill SK, Saini DK, Chopra Y, de Koff JP, Sandhu KS. A Comprehensive Review of High Throughput Phenotyping and Machine Learning for Plant Stress Phenotyping. Phenomics 2022;2:156-183. [PMID: 36939773 PMCID: PMC9590503 DOI: 10.1007/s43657-022-00048-z] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Revised: 01/29/2022] [Accepted: 02/11/2022] [Indexed: 02/04/2023]
Number Cited by Other Article(s)
1
Van der Laan L, Parmley K, Saadati M, Pacin HT, Panthulugiri S, Sarkar S, Ganapathysubramanian B, Lorenz A, Singh AK. Genomic and phenomic prediction for soybean seed yield, protein, and oil. THE PLANT GENOME 2025;18:e70002. [PMID: 39972529 PMCID: PMC11839941 DOI: 10.1002/tpg2.70002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/02/2024] [Revised: 12/02/2024] [Accepted: 01/09/2025] [Indexed: 02/21/2025]
2
Tian Z, Nepomuceno AL, Song Q, Stupar RM, Liu B, Kong F, Ma J, Lee SH, Jackson SA. Soybean2035: A decadal vision for soybean functional genomics and breeding. MOLECULAR PLANT 2025;18:245-271. [PMID: 39772289 DOI: 10.1016/j.molp.2025.01.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/12/2024] [Revised: 12/29/2024] [Accepted: 01/05/2025] [Indexed: 01/31/2025]
3
Atkins K, Garzón-Martínez GA, Lloyd A, Doonan JH, Lu C. Unlocking the power of AI for phenotyping fruit morphology in Arabidopsis. Gigascience 2025;14:giae123. [PMID: 39937596 PMCID: PMC11816797 DOI: 10.1093/gigascience/giae123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2024] [Revised: 12/14/2024] [Accepted: 01/06/2025] [Indexed: 02/14/2025]  Open
4
Koh E, Sunil RS, Lam HYI, Mutwil M. Confronting the data deluge: How artificial intelligence can be used in the study of plant stress. Comput Struct Biotechnol J 2024;23:3454-3466. [PMID: 39415960 PMCID: PMC11480249 DOI: 10.1016/j.csbj.2024.09.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2024] [Revised: 09/14/2024] [Accepted: 09/16/2024] [Indexed: 10/19/2024]  Open
5
Patra AK, Sahoo L. Explainable light-weight deep learning pipeline for improved drought stress identification. FRONTIERS IN PLANT SCIENCE 2024;15:1476130. [PMID: 39670267 PMCID: PMC11635298 DOI: 10.3389/fpls.2024.1476130] [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: 08/06/2024] [Accepted: 10/22/2024] [Indexed: 12/14/2024]
6
Jang YH, Kim SL, Baek J, Lee H, Lee C, Choi I, Kim N, Kim TH, Lee YJ, Ji H, Kim KH. Application of Image-Based Phenotyping for QTL Identification of Tiller Angle in Rice (Oryza sativa L.). PLANTS (BASEL, SWITZERLAND) 2024;13:3288. [PMID: 39683080 DOI: 10.3390/plants13233288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/02/2024] [Revised: 11/18/2024] [Accepted: 11/20/2024] [Indexed: 12/18/2024]
7
Thorp KR, Thompson AL, Herritt MT. Phenotyping cotton leaf chlorophyll via in situ hyperspectral reflectance sensing, spectral vegetation indices, and machine learning. FRONTIERS IN PLANT SCIENCE 2024;15:1495593. [PMID: 39640991 PMCID: PMC11617151 DOI: 10.3389/fpls.2024.1495593] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/12/2024] [Accepted: 11/04/2024] [Indexed: 12/07/2024]
8
Son D, Park J, Lee S, Kim JJ, Chung S. Integrating non-invasive VIS-NIR and bioimpedance spectroscopies for stress classification of sweet basil (Ocimum basilicum L.) with machine learning. Biosens Bioelectron 2024;263:116579. [PMID: 39047651 DOI: 10.1016/j.bios.2024.116579] [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: 02/29/2024] [Revised: 06/27/2024] [Accepted: 07/16/2024] [Indexed: 07/27/2024]
9
Prado M, da Silva AV, Campos GR, Borges KLR, Yassue RM, Husein G, Akens FF, Sposito MB, Amorim L, Behrouzi P, Bustos-Korts D, Fritsche-Neto R. Complementary approaches to dissect late leaf rust resistance in an interspecific raspberry population. G3 (BETHESDA, MD.) 2024;14:jkae202. [PMID: 39172650 PMCID: PMC11457092 DOI: 10.1093/g3journal/jkae202] [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: 07/03/2024] [Accepted: 08/06/2024] [Indexed: 08/24/2024]
10
Wang DD, Zhang R, Tang LY, Wang LNQ, Ao MR, Jia JM, Wang AH. Identification of diterpenoids from Salvia castanea Diels f. tomentosa Stib and their antitumor activities. Bioorg Chem 2024;151:107701. [PMID: 39154520 DOI: 10.1016/j.bioorg.2024.107701] [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: 06/20/2024] [Revised: 07/25/2024] [Accepted: 08/05/2024] [Indexed: 08/20/2024]
11
Bernád V, Clarke JL, Negrão S. Editorial: Women in plant science - linking genome to phenome. FRONTIERS IN PLANT SCIENCE 2024;15:1454686. [PMID: 39328798 PMCID: PMC11424543 DOI: 10.3389/fpls.2024.1454686] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Accepted: 08/27/2024] [Indexed: 09/28/2024]
12
Okada M, Barras C, Toda Y, Hamazaki K, Ohmori Y, Yamasaki Y, Takahashi H, Takanashi H, Tsuda M, Hirai MY, Tsujimoto H, Kaga A, Nakazono M, Fujiwara T, Iwata H. High-Throughput Phenotyping of Soybean Biomass: Conventional Trait Estimation and Novel Latent Feature Extraction Using UAV Remote Sensing and Deep Learning Models. PLANT PHENOMICS (WASHINGTON, D.C.) 2024;6:0244. [PMID: 39252878 PMCID: PMC11382017 DOI: 10.34133/plantphenomics.0244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/12/2024] [Accepted: 08/11/2024] [Indexed: 09/11/2024]
13
Poudyal D, Krishna Joshi B, Chandra Dahal K. Insights into the responses of Akabare chili landraces to drought, heat, and their combined stress during pre-flowering and fruiting stages. Heliyon 2024;10:e36239. [PMID: 39253214 PMCID: PMC11382091 DOI: 10.1016/j.heliyon.2024.e36239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 08/10/2024] [Accepted: 08/12/2024] [Indexed: 09/11/2024]  Open
14
Smith DTL, Chen Q, Massey-Reed SR, Potgieter AB, Chapman SC. Prediction accuracy and repeatability of UAV based biomass estimation in wheat variety trials as affected by variable type, modelling strategy and sampling location. PLANT METHODS 2024;20:129. [PMID: 39164766 PMCID: PMC11337646 DOI: 10.1186/s13007-024-01236-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Accepted: 07/11/2024] [Indexed: 08/22/2024]
15
Cordier M, Rasti P, Torres C, Rousseau D. Affordable Phenotyping at the Edge for High-Throughput Detection of Hypersensitive Reaction Involving Cotyledon Loss. PLANT PHENOMICS (WASHINGTON, D.C.) 2024;6:0204. [PMID: 39021395 PMCID: PMC11251726 DOI: 10.34133/plantphenomics.0204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Accepted: 06/03/2024] [Indexed: 07/20/2024]
16
Sharma A, Hazarika M, Heisnam P, Pandey H, Devadas VASN, Kesavan AK, Kumar P, Singh D, Vashishth A, Jha R, Misra V, Kumar R. Controlled Environment Ecosystem: A Cutting-Edge Technology in Speed Breeding. ACS OMEGA 2024;9:29114-29138. [PMID: 39005787 PMCID: PMC11238293 DOI: 10.1021/acsomega.3c09060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 05/25/2024] [Accepted: 05/31/2024] [Indexed: 07/16/2024]
17
Szőke L, Tóth B, Javornik T, Lazarević B. Quantifying aluminum toxicity effects on corn phenotype using advanced imaging technologies. PLANT DIRECT 2024;8:e623. [PMID: 39040680 PMCID: PMC11262852 DOI: 10.1002/pld3.623] [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: 03/15/2024] [Revised: 06/21/2024] [Accepted: 07/06/2024] [Indexed: 07/24/2024]
18
Wang B, Yang C, Zhang J, You Y, Wang H, Yang W. IHUP: An Integrated High-Throughput Universal Phenotyping Software Platform to Accelerate Unmanned-Aerial-Vehicle-Based Field Plant Phenotypic Data Extraction and Analysis. PLANT PHENOMICS (WASHINGTON, D.C.) 2024;6:0164. [PMID: 39165669 PMCID: PMC11335093 DOI: 10.34133/plantphenomics.0164] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Accepted: 03/07/2024] [Indexed: 08/22/2024]
19
Santana DC, de Oliveira IC, de Oliveira JLG, Baio FHR, Teodoro LPR, da Silva Junior CA, Seron ACC, Ítavo LCV, Coradi PC, Teodoro PE. High-throughput phenotyping using VIS/NIR spectroscopy in the classification of soybean genotypes for grain yield and industrial traits. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2024;310:123963. [PMID: 38309004 DOI: 10.1016/j.saa.2024.123963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Revised: 01/16/2024] [Accepted: 01/22/2024] [Indexed: 02/05/2024]
20
Guha PK, Magar ND, Kommana M, Barbadikar KM, Suneel B, Gokulan C, Lakshmi DV, Patel HK, Sonti RV, Sundaram RM, Madhav MS. Strong culm: a crucial trait for developing next-generation climate-resilient rice lines. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2024;30:665-686. [PMID: 38737321 PMCID: PMC11087419 DOI: 10.1007/s12298-024-01445-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 03/24/2024] [Accepted: 03/27/2024] [Indexed: 05/14/2024]
21
Adak A, Murray SC, Washburn JD. Deciphering temporal growth patterns in maize: integrative modeling of phenotype dynamics and underlying genomic variations. THE NEW PHYTOLOGIST 2024;242:121-136. [PMID: 38348523 DOI: 10.1111/nph.19575] [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: 10/05/2023] [Accepted: 01/11/2024] [Indexed: 03/08/2024]
22
Kopeć P. Climate Change-The Rise of Climate-Resilient Crops. PLANTS (BASEL, SWITZERLAND) 2024;13:490. [PMID: 38498432 PMCID: PMC10891513 DOI: 10.3390/plants13040490] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/28/2023] [Revised: 01/31/2024] [Accepted: 02/06/2024] [Indexed: 03/20/2024]
23
Sarkar S, Ganapathysubramanian B, Singh A, Fotouhi F, Kar S, Nagasubramanian K, Chowdhary G, Das SK, Kantor G, Krishnamurthy A, Merchant N, Singh AK. Cyber-agricultural systems for crop breeding and sustainable production. TRENDS IN PLANT SCIENCE 2024;29:130-149. [PMID: 37648631 DOI: 10.1016/j.tplants.2023.08.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 07/19/2023] [Accepted: 08/03/2023] [Indexed: 09/01/2023]
24
Stock M, Pieters O, De Swaef T, wyffels F. Plant science in the age of simulation intelligence. FRONTIERS IN PLANT SCIENCE 2024;14:1299208. [PMID: 38293629 PMCID: PMC10824965 DOI: 10.3389/fpls.2023.1299208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Accepted: 12/07/2023] [Indexed: 02/01/2024]
25
Damásio M, Barbosa M, Deus J, Fernandes E, Leitão A, Albino L, Fonseca F, Silvestre J. Can Grapevine Leaf Water Potential Be Modelled from Physiological and Meteorological Variables? A Machine Learning Approach. PLANTS (BASEL, SWITZERLAND) 2023;12:4142. [PMID: 38140469 PMCID: PMC10747955 DOI: 10.3390/plants12244142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 11/22/2023] [Accepted: 12/06/2023] [Indexed: 12/24/2023]
26
Pixley KV, Cairns JE, Lopez-Ridaura S, Ojiewo CO, Dawud MA, Drabo I, Mindaye T, Nebie B, Asea G, Das B, Daudi H, Desmae H, Batieno BJ, Boukar O, Mukankusi CTM, Nkalubo ST, Hearne SJ, Dhugga KS, Gandhi H, Snapp S, Zepeda-Villarreal EA. Redesigning crop varieties to win the race between climate change and food security. MOLECULAR PLANT 2023;16:1590-1611. [PMID: 37674314 DOI: 10.1016/j.molp.2023.09.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Revised: 08/17/2023] [Accepted: 09/03/2023] [Indexed: 09/08/2023]
27
Cembrowska-Lech D, Krzemińska A, Miller T, Nowakowska A, Adamski C, Radaczyńska M, Mikiciuk G, Mikiciuk M. An Integrated Multi-Omics and Artificial Intelligence Framework for Advance Plant Phenotyping in Horticulture. BIOLOGY 2023;12:1298. [PMID: 37887008 PMCID: PMC10603917 DOI: 10.3390/biology12101298] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 09/27/2023] [Accepted: 09/28/2023] [Indexed: 10/28/2023]
28
Ranđelović P, Đorđević V, Miladinović J, Prodanović S, Ćeran M, Vollmann J. High-throughput phenotyping for non-destructive estimation of soybean fresh biomass using a machine learning model and temporal UAV data. PLANT METHODS 2023;19:89. [PMID: 37633921 PMCID: PMC10463513 DOI: 10.1186/s13007-023-01054-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Accepted: 07/15/2023] [Indexed: 08/28/2023]
29
Bhat JA, Feng X, Mir ZA, Raina A, Siddique KHM. Recent advances in artificial intelligence, mechanistic models, and speed breeding offer exciting opportunities for precise and accelerated genomics-assisted breeding. PHYSIOLOGIA PLANTARUM 2023;175:e13969. [PMID: 37401892 DOI: 10.1111/ppl.13969] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Revised: 06/11/2023] [Accepted: 06/27/2023] [Indexed: 07/05/2023]
30
Montanaro G, Petrozza A, Rustioni L, Cellini F, Nuzzo V. Phenotyping Key Fruit Quality Traits in Olive Using RGB Images and Back Propagation Neural Networks. PLANT PHENOMICS (WASHINGTON, D.C.) 2023;5:0061. [PMID: 37363144 PMCID: PMC10289815 DOI: 10.34133/plantphenomics.0061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Accepted: 06/06/2023] [Indexed: 06/28/2023]
31
Li Z, Gutierrez L. Editorial: Statistical methods for analyzing multiple environmental quantitative genomic data. Front Genet 2023;14:1212804. [PMID: 37404327 PMCID: PMC10316013 DOI: 10.3389/fgene.2023.1212804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Accepted: 06/09/2023] [Indexed: 07/06/2023]  Open
32
Reddy SS, Saini DK, Singh GM, Sharma S, Mishra VK, Joshi AK. Genome-wide association mapping of genomic regions associated with drought stress tolerance at seedling and reproductive stages in bread wheat. FRONTIERS IN PLANT SCIENCE 2023;14:1166439. [PMID: 37251775 PMCID: PMC10213333 DOI: 10.3389/fpls.2023.1166439] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 04/14/2023] [Indexed: 05/31/2023]
33
Kumar A, Saini DK, Saripalli G, Sharma PK, Balyan HS, Gupta PK. Meta-QTLs, ortho-meta QTLs and related candidate genes for yield and its component traits under water stress in wheat (Triticum aestivum L.). PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2023;29:525-542. [PMID: 37187772 PMCID: PMC10172426 DOI: 10.1007/s12298-023-01301-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2022] [Revised: 03/25/2023] [Accepted: 03/28/2023] [Indexed: 05/17/2023]
34
Bisht A, Saini DK, Kaur B, Batra R, Kaur S, Kaur I, Jindal S, Malik P, Sandhu PK, Kaur A, Gill BS, Wani SH, Kaur B, Mir RR, Sandhu KS, Siddique KHM. Multi-omics assisted breeding for biotic stress resistance in soybean. Mol Biol Rep 2023;50:3787-3814. [PMID: 36692674 DOI: 10.1007/s11033-023-08260-4] [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: 09/01/2022] [Accepted: 01/09/2023] [Indexed: 01/25/2023]
35
Singh J, Chhabra B, Raza A, Yang SH, Sandhu KS. Important wheat diseases in the US and their management in the 21st century. FRONTIERS IN PLANT SCIENCE 2023;13:1010191. [PMID: 36714765 PMCID: PMC9877539 DOI: 10.3389/fpls.2022.1010191] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Accepted: 11/28/2022] [Indexed: 05/27/2023]
36
Oteng-Frimpong R, Karikari B, Sie EK, Kassim YB, Puozaa DK, Rasheed MA, Fonceka D, Okello DK, Balota M, Burow M, Ozias-Akins P. Multi-locus genome-wide association studies reveal genomic regions and putative candidate genes associated with leaf spot diseases in African groundnut (Arachis hypogaea L.) germplasm. FRONTIERS IN PLANT SCIENCE 2023;13:1076744. [PMID: 36684745 PMCID: PMC9849250 DOI: 10.3389/fpls.2022.1076744] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 11/24/2022] [Indexed: 06/17/2023]
37
Kumar P, Singh J, Kaur G, Adunola PM, Biswas A, Bazzer S, Kaur H, Kaur I, Kaur H, Sandhu KS, Vemula S, Kaur B, Singh V, Tseng TM. OMICS in Fodder Crops: Applications, Challenges, and Prospects. Curr Issues Mol Biol 2022;44:5440-5473. [PMID: 36354681 PMCID: PMC9688858 DOI: 10.3390/cimb44110369] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 10/27/2022] [Accepted: 10/31/2022] [Indexed: 09/08/2024]  Open
38
Saini P, Sheikh I, Saini DK, Mir RR, Dhaliwal HS, Tyagi V. Consensus genomic regions associated with grain protein content in hexaploid and tetraploid wheat. Front Genet 2022;13:1021180. [PMID: 36246648 PMCID: PMC9554612 DOI: 10.3389/fgene.2022.1021180] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 09/13/2022] [Indexed: 11/13/2022]  Open
39
Farooqi MQU, Nawaz G, Wani SH, Choudhary JR, Rana M, Sah RP, Afzal M, Zahra Z, Ganie SA, Razzaq A, Reyes VP, Mahmoud EA, Elansary HO, El-Abedin TKZ, Siddique KHM. Recent developments in multi-omics and breeding strategies for abiotic stress tolerance in maize (Zea mays L.). FRONTIERS IN PLANT SCIENCE 2022;13:965878. [PMID: 36212378 PMCID: PMC9538355 DOI: 10.3389/fpls.2022.965878] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Accepted: 08/23/2022] [Indexed: 06/12/2023]
40
Tanin MJ, Sharma A, Saini DK, Singh S, Kashyap L, Srivastava P, Mavi GS, Kaur S, Kumar V, Kumar V, Grover G, Chhuneja P, Sohu VS. Ascertaining yield and grain protein content stability in wheat genotypes having the Gpc-B1 gene using univariate, multivariate, and correlation analysis. Front Genet 2022;13:1001904. [PMID: 36160017 PMCID: PMC9490372 DOI: 10.3389/fgene.2022.1001904] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Accepted: 08/15/2022] [Indexed: 11/17/2022]  Open
41
Singh J, Sharma D, Brar GS, Sandhu KS, Wani SH, Kashyap R, Kour A, Singh S. CRISPR/Cas tool designs for multiplex genome editing and its applications in developing biotic and abiotic stress-resistant crop plants. Mol Biol Rep 2022;49:11443-11467. [PMID: 36002653 DOI: 10.1007/s11033-022-07741-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 05/22/2022] [Accepted: 06/22/2022] [Indexed: 11/28/2022]
42
Tanin MJ, Saini DK, Sandhu KS, Pal N, Gudi S, Chaudhary J, Sharma A. Consensus genomic regions associated with multiple abiotic stress tolerance in wheat and implications for wheat breeding. Sci Rep 2022;12:13680. [PMID: 35953529 PMCID: PMC9372038 DOI: 10.1038/s41598-022-18149-0] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 08/05/2022] [Indexed: 12/03/2022]  Open
43
Tanin MJ, Saini DK, Sandhu KS, Pal N, Gudi S, Chaudhary J, Sharma A. Consensus genomic regions associated with multiple abiotic stress tolerance in wheat and implications for wheat breeding. Sci Rep 2022;12:13680. [PMID: 35953529 DOI: 10.1101/2022.06.24.497482] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 08/05/2022] [Indexed: 05/20/2023]  Open
44
Li H, Shi H, Du A, Mao Y, Fan K, Wang Y, Shen Y, Wang S, Xu X, Tian L, Wang H, Ding Z. Symptom recognition of disease and insect damage based on Mask R-CNN, wavelet transform, and F-RNet. FRONTIERS IN PLANT SCIENCE 2022;13:922797. [PMID: 35937317 PMCID: PMC9355617 DOI: 10.3389/fpls.2022.922797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Accepted: 06/30/2022] [Indexed: 06/15/2023]
45
Zhu R, Wang X, Yan Z, Qiao Y, Tian H, Hu Z, Zhang Z, Li Y, Zhao H, Xin D, Chen Q. Exploring Soybean Flower and Pod Variation Patterns During Reproductive Period Based on Fusion Deep Learning. FRONTIERS IN PLANT SCIENCE 2022;13:922030. [PMID: 35909768 PMCID: PMC9326440 DOI: 10.3389/fpls.2022.922030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/17/2022] [Accepted: 06/20/2022] [Indexed: 06/15/2023]
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