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1.
Plant Cell Rep ; 43(6): 138, 2024 May 11.
Artículo en Inglés | MEDLINE | ID: mdl-38733408

RESUMEN

KEY MESSAGE: The soybean gene GmSABP2-1 encodes methyl salicylate esterase and its overexpression led to significant reduction in development of pathogenic soybean cyst nematode. Soybean cyst nematode (SCN, Heterodera glycines) is one of the most devastating pests of soybean (Glycine max L. Merr.). In searching for SCN-defense genes, a soybean gene of the methylesterase (MES) family was found to be upregulated in an SCN-resistant soybean line and downregulated in an SCN-susceptible line upon SCN infection. This gene was designated as GmSABP2-1. Here, we report on biochemical and overexpression studies of GmSABP2-1 to examine its possible function in SCN resistance. The protein encoded by GmSABP2-1 is closely related to known methyl salicylate esterases. To determine the biochemical function of GmSABP2-1, a full-length cDNA of GmSABP2-1 was cloned into a protein expression vector and expressed in Escherichia coli. The resulting recombinant GmSABP2-1 was demonstrated to catalyze the demethylation of methyl salicylate. The biochemical properties of GmSABP2-1 were determined. Its apparent Km value was 46.2 ± 2.2 µM for methyl salicylate, comparable to those of the known methyl salicylate esterases. To explore the biological significance of GmSABP2-1 in soybean defense against SCN, we first overexpressed GmSABP2-1 in transgenic hairy roots of an SCN-susceptible soybean line. When infected with SCN, GmSABP2-1-overexpressing hairy roots showed 84.5% reduction in the development of SCN beyond J2 stage. To provide further genetic evidence for the role of GmSABP2-1 in SCN resistance, stable transgenic soybean plants overexpressing GmSABP2-1 were produced. Analysis of the GmSABP2-1-overexpressing lines showed a significant reduction in SCN development compared to non-transgenic plants. In conclusion, we demonstrated that GmSABP2-1 encodes methyl salicylate esterase and functions as a resistance-related gene against SCN.


Asunto(s)
Regulación de la Expresión Génica de las Plantas , Glycine max , Enfermedades de las Plantas , Proteínas de Plantas , Plantas Modificadas Genéticamente , Salicilatos , Tylenchoidea , Glycine max/genética , Glycine max/parasitología , Animales , Enfermedades de las Plantas/parasitología , Enfermedades de las Plantas/genética , Salicilatos/metabolismo , Tylenchoidea/fisiología , Tylenchoidea/patogenicidad , Proteínas de Plantas/genética , Proteínas de Plantas/metabolismo , Hidrolasas de Éster Carboxílico/metabolismo , Hidrolasas de Éster Carboxílico/genética , Resistencia a la Enfermedad/genética
2.
BMJ Paediatr Open ; 8(1)2024 May 23.
Artículo en Inglés | MEDLINE | ID: mdl-38782482

RESUMEN

The aim of this study was to characterise paediatric emergency department presentations during the 2023 thunderstorm asthma (TA) epidemic, characterised by a sudden surge in wheeze presentations, with analysis of environmental factors.Wheeze presentations totalled 50 (28%) on 12 June and 18 (19%) 13 June. There was no prior asthma in 39 (57%) and no atopic disorders in 30 (44%). There was neither asthma nor atopic disorders in 8 (12%). 44 (65%) were severe or life-threatening. There were no endotracheal intubations and no deaths. High pollen and air pollution warnings were issued.TA poses a significant, sudden health threat, often in children without asthma. A surge strategy is required.


Asunto(s)
Asma , Servicio de Urgencia en Hospital , Humanos , Asma/epidemiología , Asma/etiología , Servicio de Urgencia en Hospital/estadística & datos numéricos , Niño , Londres/epidemiología , Masculino , Femenino , Preescolar , Adolescente , Ruidos Respiratorios/etiología , Tiempo (Meteorología) , Lactante , Contaminación del Aire/efectos adversos , Polen/efectos adversos
3.
ACS Sustain Chem Eng ; 12(5): 1897-1910, 2024 Feb 05.
Artículo en Inglés | MEDLINE | ID: mdl-38333206

RESUMEN

Economically viable production of biobased products and fuels requires high-yielding, high-quality, sustainable process-advantaged crops, developed using bioengineering or advanced breeding approaches. Understanding which crop phenotypic traits have the largest impact on biofuel economics and sustainability outcomes is important for the targeted feedstock crop development. Here, we evaluated biomass yield and cell-wall composition traits across a large natural variant population of switchgrass (Panicum virgatum L.) grown across three common garden sites. Samples from 331 switchgrass genotypes were collected and analyzed for carbohydrate and lignin components. Considering plant survival and biomass after multiple years of growth, we found that 84 of the genotypes analyzed may be suited for commercial production in the southeastern U.S. These genotypes show a range of growth and compositional traits across the population that are apparently independent of each other. We used these data to conduct techno-economic analyses and life cycle assessments evaluating the performance of each switchgrass genotype under a standard cellulosic ethanol process model with pretreatment, added enzymes, and fermentation. We find that switchgrass yield per area is the largest economic driver of the minimum fuel selling price (MSFP), ethanol yield per hectare, global warming potential (GWP), and cumulative energy demand (CED). At any yield, the carbohydrate content is significant but of secondary importance. Water use follows similar trends but has more variability due to an increased dependence on the biorefinery model. Analyses presented here highlight the primary importance of plant yield and the secondary importance of carbohydrate content when selecting a feedstock that is both economical and sustainable.

4.
Plants (Basel) ; 12(19)2023 Sep 26.
Artículo en Inglés | MEDLINE | ID: mdl-37836134

RESUMEN

Climate-smart and sustainable crops are needed for the future. Engineering crops for tolerance of both abiotic and biotic stress is one approach. The accumulation of trehalose, controlled through trehalose-6-phosphate synthase (TPS) or OtsA and trehalose-6-phosphate phosphatase (TPP) or OtsB genes in microbes, is known to provide protection for many microbial and fungal species against abiotic stress. The effect of trehalose accumulation in plant species is less understood. Here, we studied the heterologous expression of Escherichia coli OtsB in potato (Solanum tuberosum var. 'Desiree') with regards to stress tolerance. The performance of transgenic lines was assessed in both growth chambers and greenhouse mesocosms. Overexpressing potato OtsB lines significantly increased resilience to heat, photoperiod, herbivory, and competition when compared with wildtype plants. Most strikingly, when subjected to high temperatures, transgenic lines exhibited a significantly lower reduction in tuber yield ranging from 40% to 77%, while wildtype plants experienced a 95% decrease in tuber yield. When exposed to competitors in a selected StSP3D::OtsB line, tuber yield was 1.6 times higher than wildtype. Furthermore, transgenic lines performed significantly better under low-nutrient regimes: under competition, yield increased by 1.5-fold. Together, these results demonstrate that increased trehalose has the potential to create more resistant and stable crop plants.

5.
bioRxiv ; 2023 Jun 14.
Artículo en Inglés | MEDLINE | ID: mdl-37398111

RESUMEN

Disrupted-in-schizophrenia-1 (DISC1) is a scaffold protein that plays a pivotal role in orchestrating signaling pathways involved in neurodevelopment, neural migration, and synaptogenesis. Among those, it has recently been reported that the role DISC1 in the Akt/mTOR pathway can shift from a global translational repressor to a translational activator in response to oxidative stress induced by arsenic. In this study we are providing evidence that DISC1 can directly bind arsenic via a C-terminal cysteine motif (C-X-C-X-C). A series of fluorescence-based binding assays were conducted with a truncated C-terminal domain construct of DISC1 and a of series of single, double, and triple cysteine mutants. We found that arsenous acid, a trivalent arsenic derivative, specifically binds to the C-terminal cysteine motif of DISC1 with low micromolar affinity. All three cysteines of the motif are required for high-affinity binding. Electron microscopy experiments combined with in silico structural predictions revealed that that the C-terminal of DISC1 forms an elongated tetrameric complex. The cysteine motif is consistently predicted to be located within a loop, fully exposed to solvent, providing a simple molecular framework to explain the high-affinity of DISC1 toward arsenous acid. This study sheds light on a novel functional facet of DISC1 as an arsenic binding protein and highlights its potential role as both a sensor and translational modulator within the Akt/mTOR pathway.

6.
Plants (Basel) ; 12(13)2023 Jul 05.
Artículo en Inglés | MEDLINE | ID: mdl-37447112

RESUMEN

Nearly three decades have passed since the first commercial cultivation of genetically engineered (GE) crops [...].

7.
Eur J Pediatr ; 182(10): 4379-4387, 2023 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-37477702

RESUMEN

There are increasing numbers of refugee and asylum-seeking children entering the UK annually who face significant barriers to accessing healthcare services. Clinicians working in the emergency department should have an awareness of the journeys children may have taken and the barriers they face in accessing care and have a holistic approach to care provision. We conducted a narrative literature review and used experiential knowledge of paediatricians working in the Paediatric Emergency Department to formulate a step-by-step screening tool. We have formulated a step-by-step screening tool, CCHILDS (Communication, Communicable diseases, Health-physical and mental, Immunisation, Look after (safeguarding), Deficiencies, Sexual health) which can be used by healthcare professionals in the emergency department. CONCLUSION: Due to increasing numbers of refugee and asylum-seeking children, it is important that every point of contact with healthcare professionals is an impactful one on their health, well-being and development. Future work would include validation of our tool. WHAT IS KNOWN: •The number of refugees globally are rapidly increasing, leading to an increase in the number of presentations to the PED. These patients are often medically complex and may have unique and sometimes unexpected presentations that could be attributed to by their past. There are a multitude of resources available outlining guidance on the assessment and management of refugee children. WHAT IS NEW: •This review aims to succinctly summarise the guidance surrounding the assessment of refugee children presenting to the PED and ensure that healthcare professionals are aware of the pertinent information regarding this cohort. It introduces the CCHILDS assessment tool which has been formulated through a narrative review of the literature and acts as a mnemonic to aid professionals in their assessment of refugee children in the PED.


Asunto(s)
Refugiados , Humanos , Niño , Derivación y Consulta , Personal de Salud , Vacunación , Servicio de Urgencia en Hospital , Accesibilidad a los Servicios de Salud
8.
Proc Natl Acad Sci U S A ; 120(26): e2221549120, 2023 06 27.
Artículo en Inglés | MEDLINE | ID: mdl-37339230

RESUMEN

Cytochromes P450 (CYPs) are heme-thiolate monooxygenases that prototypically catalyze the insertion of oxygen into unactivated C-H bonds but are capable of mediating more complex reactions. One of the most remarked-upon alternative reactions occurs during biosynthesis of the gibberellin A (GA) phytohormones, involving hydrocarbon ring contraction with coupled aldehyde extrusion of ent-kaurenoic acid to form the first gibberellin intermediate. While the unusual nature of this reaction has long been noted, its mechanistic basis has remained opaque. Building on identification of the relevant CYP114 from bacterial GA biosynthesis, detailed structure-function studies are reported here, including development of in vitro assays as well as crystallographic analyses both in the absence and presence of substrate. These structures provided insight into enzymatic catalysis of this unusual reaction, as exemplified by identification of a key role for the "missing" acid from an otherwise highly conserved acid-alcohol pair of residues. Notably, the results demonstrate that ring contraction requires dual factors, both the use of a dedicated ferredoxin and absence of the otherwise conserved acidic residue, with exclusion of either limiting turnover to just the initiating and more straightforward hydroxylation. The results provide detailed insight into the enzymatic structure-function relationships underlying this fascinating reaction and support the use of a semipinacol mechanism for the unusual ring contraction reaction.


Asunto(s)
Giberelinas , Reguladores del Crecimiento de las Plantas , Sistema Enzimático del Citocromo P-450/química , Bacterias , Catálisis
9.
Acta Crystallogr F Struct Biol Commun ; 79(Pt 5): 111-118, 2023 May 01.
Artículo en Inglés | MEDLINE | ID: mdl-37158309

RESUMEN

Methanobactins (MBs) are ribosomally produced and post-translationally modified peptides (RiPPs) that are used by methanotrophs for copper acquisition. The signature post-translational modification of MBs is the formation of two heterocyclic groups, either an oxazolone, pyrazinedione or imidazolone group, with an associated thioamide from an X-Cys dipeptide. The precursor peptide (MbnA) for MB formation is found in a gene cluster of MB-associated genes. The exact biosynthetic pathway of MB formation is not yet fully understood, and there are still uncharacterized proteins in some MB gene clusters, particularly those that produce pyrazinedione or imidazolone rings. One such protein is MbnF, which is proposed to be a flavin monooxygenase (FMO) based on homology. To help to elucidate its possible function, MbnF from Methylocystis sp. strain SB2 was recombinantly produced in Escherichia coli and its X-ray crystal structure was resolved to 2.6 Šresolution. Based on its structural features, MbnF appears to be a type A FMO, most of which catalyze hydroxylation reactions. Preliminary functional characterization shows that MbnF preferentially oxidizes NADPH over NADH, supporting NAD(P)H-mediated flavin reduction, which is the initial step in the reaction cycle of several type A FMO enzymes. It is also shown that MbnF binds the precursor peptide for MB, with subsequent loss of the leader peptide sequence as well as the last three C-terminal amino acids, suggesting that MbnF might be needed for this process to occur. Finally, molecular-dynamics simulations revealed a channel in MbnF that is capable of accommodating the core MbnA fragment minus the three C-terminal amino acids.


Asunto(s)
Methylocystaceae , Oxigenasas de Función Mixta , Oxigenasas de Función Mixta/genética , Oxigenasas de Función Mixta/metabolismo , NADP/metabolismo , Methylocystaceae/química , Methylocystaceae/metabolismo , Cristalografía por Rayos X , Aminoácidos
10.
Pediatr Allergy Immunol Pulmonol ; 36(2): 46-49, 2023 06.
Artículo en Inglés | MEDLINE | ID: mdl-37184911

RESUMEN

We report a case of a 15-year-old atopic patient presenting with delayed, severe ulcerative hypertrophic gingivitis after placement of orthodontic braces, which required removal of braces and restorative laser surgical procedures. Patch testing to multiple metals and chemicals showed weak positive reactions to steel bands and formaldehyde. The patient experienced urticarial, gingivitis, and other intraoral symptoms after patch testing and re-exposure to nickel-containing products. In contrast, nickel, cobalt, and cobalt-chromium (Co-Cr) bracket patch testing sites were negative. Nickel-caused contact dermatitis is Type IV delayed hypersensitivity reaction occurring at least 24 h after exposure. This reaction can result in intraoral blisters, ulcerations, eczematous and urticarial reactions of the face and more distant skin areas. This case illustrates the intraoral delayed response, symptom resolution after removing the braces, and brackets and local reactions upon subsequent nickel exposure, despite negative patch testing and lymphocyte stimulation test to nickel. This case further illustrates the difficulty associated with diagnosing nickel allergy.


Asunto(s)
Dermatitis por Contacto , Gingivitis , Hipersensibilidad Tardía , Hipersensibilidad Inmediata , Soportes Ortodóncicos , Humanos , Adolescente , Níquel/efectos adversos , Soportes Ortodóncicos/efectos adversos , Dermatitis por Contacto/etiología , Hipersensibilidad Tardía/etiología , Hipersensibilidad Tardía/complicaciones , Cobalto/efectos adversos , Hipersensibilidad Inmediata/complicaciones , Gingivitis/etiología , Gingivitis/complicaciones
11.
Pediatr Emerg Care ; 39(4): 265-267, 2023 Apr 01.
Artículo en Inglés | MEDLINE | ID: mdl-36715268

RESUMEN

AIM: This study aimed to determine if sedation with ketamine is safe and effective for the treatment of nail bed injuries in the pediatric emergency department (PED). METHOD: A retrospective cohort study was carried out during a 9-month period in children aged between 18 months and 15 years, presenting to PED requiring nail bed repair. We documented complications of sedation, clinical outcome of the repair both immediate and at follow-up, and parental satisfaction at 4 months. A cost analysis was also undertaken. RESULTS: Ten repairs were performed. There were no serious adverse events. The average satisfaction score was 9.4/10. All patients were discharged from follow-up by 3 months. There was a cost saving of approximately £1500 per case. CONCLUSIONS: We have demonstrated nail bed injury repair facilitated by sedation with ketamine to be safe, effective, and cost efficient in the PED. This management strategy, brought to the fore during the COVID-19 pandemic, should be adopted widely in PEDs.


Asunto(s)
COVID-19 , Ketamina , Niño , Humanos , Lactante , Ketamina/uso terapéutico , Estudios Retrospectivos , Pandemias , Servicio de Urgencia en Hospital , Sedación Consciente
13.
Front Mol Biosci ; 10: 1308693, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-38192336

RESUMEN

Disrupted-in-schizophrenia-1 (DISC1) is a scaffolding protein that plays a pivotal role in orchestrating signaling pathways involved in neurodevelopment, neural migration, and synaptogenesis. Among those, it has recently been reported that the role of DISC1 in the Akt/mTOR pathway can shift from a global translational repressor to a translational activator in response to oxidative stress induced by arsenic. In this study we provide evidence that DISC1 can directly bind arsenic via a C-terminal cysteine motif (C-X-C-X-C). A series of fluorescence-based binding assays were conducted with a truncated C-terminal domain construct of DISC1 and a series of single, double, and triple cysteine mutants. We found that arsenous acid, a trivalent arsenic derivative, specifically binds to the C-terminal cysteine motif of DISC1 with low micromolar affinity. All three cysteines of the motif are required for high-affinity binding. Electron microscopy experiments combined with in silico structural predictions reveal that the C-terminal of DISC1 forms an elongated tetrameric complex. The cysteine motif is consistently predicted to be located within a loop, fully exposed to solvent, providing a simple molecular framework to explain the high-affinity of DISC1 toward arsenous acid. This study sheds light on a novel functional facet of DISC1 as an arsenic binding protein and highlights its potential role as both a sensor and translational modulator within Akt/mTOR pathway.

14.
Sci Data ; 9(1): 651, 2022 11 03.
Artículo en Inglés | MEDLINE | ID: mdl-36329037

RESUMEN

We describe the creation and quality assurance of a dataset containing nearly all available precinct-level election results from the 2016, 2018, and 2020 American elections. Precincts are the smallest level of election administration, and election results at this granularity are needed to address many important questions. However, election results are individually reported by each state with little standardization or data quality assurance. We have collected, cleaned, and standardized precinct-level election results from every available race above the very local level in almost every state across the last three national election years. Our data include nearly every candidate for president, US Congress, governor, or state legislator, and hundreds of thousands of precinct-level results for judicial races, other statewide races, and even local races and ballot initiatives. In this article we describe the process of finding this information and standardizing it. Then we aggregate the precinct-level results up to geographies that have official totals, and show that our totals never differ from the official nationwide data by more than 0.457%.

15.
Trends Biotechnol ; 40(12): 1454-1468, 2022 12.
Artículo en Inglés | MEDLINE | ID: mdl-36241578

RESUMEN

Plant-based biosynthesis of fuels, chemicals, and materials promotes environmental sustainability, which includes decreases in greenhouse gas emissions, water pollution, and loss of biodiversity. Advances in plant synthetic biology (synbio) should improve precision and efficacy of genetic engineering for sustainability. Applicable synbio innovations include genome editing, gene circuit design, synthetic promoter development, gene stacking technologies, and the design of environmental sensors. Moreover, recent advancements in developing spatially resolved and single-cell omics contribute to the discovery and characterization of cell-type-specific mechanisms and spatiotemporal gene regulations in distinct plant tissues for the expression of cell- and tissue-specific genes, resulting in improved bioproduction. This review highlights recent plant synbio progress and new single-cell molecular profiling towards sustainable biofuel and biomaterial production.


Asunto(s)
Biocombustibles , Biología Sintética , Plantas/genética , Ingeniería Genética , Biomasa
17.
Plants (Basel) ; 11(14)2022 Jul 18.
Artículo en Inglés | MEDLINE | ID: mdl-35890499

RESUMEN

Recent advances in next generation sequencing (NGS) technologies have led the surge of genomic resources for the improvement legume crops. Advances in high throughput genotyping (HTG) and high throughput phenotyping (HTP) enable legume breeders to improve legume crops more precisely and efficiently. Now, the legume breeder can reshuffle the natural gene combinations of their choice to enhance the genetic potential of crops. These genomic resources are efficiently deployed through molecular breeding approaches for genetic augmentation of important legume crops, such as chickpea, cowpea, pigeonpea, groundnut, common bean, lentil, pea, as well as other underutilized legume crops. In the future, advances in NGS, HTG, and HTP technologies will help in the identification and assembly of superior haplotypes to tailor the legume crop varieties through haplotype-based breeding. This review article focuses on the recent development of genomic resource databases and their deployment in legume molecular breeding programmes to secure global food security.

18.
Plants (Basel) ; 11(9)2022 Apr 19.
Artículo en Inglés | MEDLINE | ID: mdl-35567103

RESUMEN

The wide dispersion of glyphosate-resistant (GR) horseweed (Conyza canadensis (L.) Cronquist: synonym Erigeron canadensis L.) biotypes has been reported in agricultural fields in many states. GR traits may be transferred through seeds or pollen from fields with existing GR horseweed prevalence to surrounding fields. Understanding seed production and movement is essential when characterizing and predicting the spread of GR horseweed, yet a literature review indicates that there are no experimental data on dynamic (hourly) seed production and horizontal dispersion and deposition from horseweed. To obtain the dynamic data, two field experiments were performed, one in Illinois and one in Tennessee, USA in 2013 and 2014, respectively. Seed concentration and deposition along with atmospheric conditions were measured with samplers in the Illinois (184 m × 46 m, natural plants, density = 9.5 plants/m2) and Tennessee (6 m × 6 m, cultivated plants, density = 4 plants/m2) experimental fields and their surrounding areas along the downwind direction up to 1 km horizontally and 100 m vertically in the Illinois field and up to 32 m horizontally and 5 m vertically in the Tennessee field. The dynamic seed source strengths (emission rates) measured during two entire seed-shedding seasons were reported, ranging from 0 to 0.41 grains/plant/s for Illinois and ranging from 0 to 0.56 grains/plant/s for Tennessee. The average total seed production was an estimated 122,178 grains/plant for the duration of the Illinois experiment and 94,146 grains/plant for Tennessee. Seeds trapped by Rotorod samplers attached beneath two balloons in the Illinois field experiment were observed at heights of 80 to 100 m, indicating the possibility of long-distance transport. Normalized (by source data) seed deposition with distance followed a negative power exponential function. Seed emission and transport were affected mainly by wind speed. This study is the first to investigate dynamic horseweed seed emission, dispersion, and deposition for an entire seed-shedding season. The results will aid in the management of GR horseweed. The potential for regional effects of horseweed invasion may require all farmers to control horseweed in their individual fields.

19.
Nat Commun ; 13(1): 792, 2022 02 09.
Artículo en Inglés | MEDLINE | ID: mdl-35140206

RESUMEN

Inexpensive and accessible sensors are accelerating data acquisition in animal ecology. These technologies hold great potential for large-scale ecological understanding, but are limited by current processing approaches which inefficiently distill data into relevant information. We argue that animal ecologists can capitalize on large datasets generated by modern sensors by combining machine learning approaches with domain knowledge. Incorporating machine learning into ecological workflows could improve inputs for ecological models and lead to integrated hybrid modeling tools. This approach will require close interdisciplinary collaboration to ensure the quality of novel approaches and train a new generation of data scientists in ecology and conservation.


Asunto(s)
Animales Salvajes , Conservación de los Recursos Naturales , Ecología , Aprendizaje Automático , Animales , Automatización , Ecosistema , Conocimiento , Modelos Teóricos
20.
Plants (Basel) ; 10(12)2021 Dec 11.
Artículo en Inglés | MEDLINE | ID: mdl-34961199

RESUMEN

Unmanned aerial vehicles (UAVs) provide an intermediate scale of spatial and spectral data collection that yields increased accuracy and consistency in data collection for morphological and physiological traits than satellites and expanded flexibility and high-throughput compared to ground-based data collection. In this study, we used UAV-based remote sensing for automated phenotyping of field-grown switchgrass (Panicum virgatum), a leading bioenergy feedstock. Using vegetation indices calculated from a UAV-based multispectral camera, statistical models were developed for rust disease caused by Puccinia novopanici, leaf chlorophyll, nitrogen, and lignin contents. For the first time, UAV remote sensing technology was used to explore the potentials for multiple traits associated with sustainable production of switchgrass, and one statistical model was developed for each individual trait based on the statistical correlation between vegetation indices and the corresponding trait. Also, for the first time, lignin content was estimated in switchgrass shoots via UAV-based multispectral image analysis and statistical analysis. The UAV-based models were verified by ground-truthing via correlation analysis between the traits measured manually on the ground-based with UAV-based data. The normalized difference red edge (NDRE) vegetation index outperformed the normalized difference vegetation index (NDVI) for rust disease and nitrogen content, while NDVI performed better than NDRE for chlorophyll and lignin content. Overall, linear models were sufficient for rust disease and chlorophyll analysis, but for nitrogen and lignin contents, nonlinear models achieved better results. As the first comprehensive study to model switchgrass sustainability traits from UAV-based remote sensing, these results suggest that this methodology can be utilized for switchgrass high-throughput phenotyping in the field.

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