Chemometric Analysis for the Prediction of Biochemical Compounds in Leaves Using UV-VIS-NIR-SWIR Hyperspectroscopy.

Reflectance hyperspectroscopy is recognised for its potential to elucidate biochemical changes, thereby enhancing the understanding of plant biochemistry. This study used the UV-VIS-NIR-SWIR spectral range to identify the different biochemical constituents in Hibiscus and Geranium plants. Hyperspectral vegetation indices (HVIs), principal component analysis (PCA), and correlation matrices provided in-depth insights into spectral differences. Through the application of advanced algorithms-such as PLS, VIP, iPLS-VIP, GA, RF, and CARS-the most responsive wavelengths were discerned. PLSR models consistently achieved R2 values above 0.75, presenting noteworthy predictions of 0.86 for DPPH and 0.89 for lignin. The red-edge and SWIR bands displayed strong associations with pivotal plant pigments and structural molecules, thus expanding the perspectives on leaf spectral dynamics. These findings highlight the efficacy of spectroscopy coupled with multivariate analysis in evaluating the management of biochemical compounds. A technique was introduced to measure the photosynthetic pigments and structural compounds via hyperspectroscopy across UV-VIS-NIR-SWIR, underpinned by rapid multivariate PLSR. Collectively, our results underscore the burgeoning potential of hyperspectroscopy in precision agriculture. This indicates a promising paradigm shift in plant phenotyping and biochemical evaluation.

Complicações pós-operatórias relacionadas a ressecção do ameloblastoma / Postoperative complications related to ameloblastoma / Complicaciones postoperatorias relacionadas con la resección de ameloblastoma

A ressecção é o tratamento de escolha para tratamento do ameloblastoma, este que é o tumor odontogênico mais comuns, excluindo os odontomas. A desregulação de diversos genes no desenvolvimento de dentes pode desempenhar papel em sua histogênese. Alguns eventos adversos podem ocorrer durante seu tratamento pós-operatório. Recidivas ocorrem porque o ameloblastoma tende a se infiltrar entre o trabeculado ósseo esponjoso intacto na periferia do tumor antes que a reabsorção óssea se torne radiograficamente evidente. Consequentemente, a margem real do tumor sempre se estende além da sua imagem radiográfica ou da margem clínica. Deiscência de sutura é uma complicação que pode ocorrer no pós-operatório imediato na qual as bordas da ferida, que estão unidas por uma sutura, acabam se abrindo, aumentando o risco de infecção e dificultando assim a cicatrização. Fratura de placa de reconstrução é um evento possível de ocorrer em tratamentos de grandes defeitos. O estresse causado pela modelagem da placa durante a conformação da placa, além da ação muscular são uns dos fatores que pode fragilizar o metal da placa. Outras complicações podem ocorrer como: assimetrias, parestesia temporária e permanente do nervo alveolar inferior e deficiência estética e funcional. As descrições destes eventos na literatura ajudam aos clínicos conhecer e tentá-lo preveni-lo e com saber tratar... (AU)

Resection is the treatment of choice for treating ameloblastoma, which is the most common odontogenic tumor, excluding odontomas. The dysregulation of several genes in the development of teeth may play a role in their histogenesis. Some adverse events may occur during your postoperative treatment. Relapses occur because ameloblastoma tends to infiltrate between intact cancellous bone trabeculae at the pe riphery of the tumor before bone resorption becomes radiographi cally evident. Consequently, the actual tumor margin always extends beyond its radiographic image or clinical margin. Suture dehiscence is a complication that can occur in the immediate postoperative period in which the edges of the wound, which are joined by a suture, end up opening, increasing the risk of infection and thus hindering healing. Reconstruction plate fracture is a possible event to occur in large de fect treatments. The stress caused by the modeling of the plate during the formation of the plate, in addition to muscle action, are one of the factors that can weaken the plate metal. Other complications may occur, such as: asymmetries, temporary and permanent paresthesia of the inferior alveolar nerve and aesthetic and functional deficiency. The descriptions of these events in the literature help clinicians to Resection is the treatment of choice for treating ameloblastoma, which is the most common odontogenic tumor, excluding odontomas. The dysregulation of several genes in the development of teeth may play a role in their histogenesis. Some adverse events may occur during your postoperative treatment. Relapses occur because ameloblastoma tends to infiltrate between intact cancellous bone trabeculae at the pe riphery of the tumor before bone resorption becomes radiographi cally evident. Consequently, the actual tumor margin always extends beyond its radiographic image or clinical margin. Suture dehiscence is a complication that can occur in the immediate postoperative period in which the edges of the wound, which are joined by a suture, end up opening, increasing the risk of infection and thus hindering healing. Reconstruction plate fracture is a possible event to occur in large de fect treatments. The stress caused by the modeling of the plate during the formation of the plate, in addition to muscle action, are one of the factors that can weaken the plate metal. Other complications may occur, such as: asymmetries, temporary and permanent paresthesia of the inferior alveolar nerve and aesthetic and functional deficiency. The descriptions of these events in the literature help clinicians to know and try to prevent them and to know how to treat them... (AU)

La resección es el tratamiento de elección para tratar el ameloblastoma, que es el tumor odontogénico más común, excluyendo los odontomas. La desregulación de varios genes en el desarrollo de los dientes puede desempeñar un papel en su histogénesis. Algunos eventos adversos pueden ocurrir durante su tratamiento postoperatorio. Las recaídas ocurren porque el ameloblastoma tiende a infiltrarse entre las trabéculas del hueso esponjoso intacto en la periferia del tumor antes de que la reabsorción ósea sea evidente en las radiografías. En consecuencia, el margen tumoral real siempre se extiende más allá de su imagen radiográfica o margen clínico. La dehiscencia de sutura es una complicación que puede ocurrir en el postoperatorio inmediato en el que los bordes de la herida, que están unidos por una sutura, acaban abriéndose, aumentando el riesgo de infección y dificultando así la cicatrización. La fractura de la placa de reconstrucción es un evento posible que ocurre en los tratamientos de defectos grandes. Los esfuerzos que provoca el modelado de la placa durante la conformación de la placa, además de la acción muscular, son uno de los factores que pueden debilitar la placa metálica. Pueden presentarse otras complicaciones como: asimetrías, parestesias temporales y permanentes del nervio alveolar inferior y deficiencia estética y funcional. Las descripciones de estos eventos en la literatura ayudan a los clínicos a conocerlo y tratar de prevenirlo y saber cómo tratarlo... (AU)

Enhancing Pigment Phenotyping and Classification in Lettuce through the Integration of Reflectance Spectroscopy and AI Algorithms.

In this study, we investigated the use of artificial intelligence algorithms (AIAs) in combination with VIS-NIR-SWIR hyperspectroscopy for the classification of eleven lettuce plant varieties. For this purpose, a spectroradiometer was utilized to collect hyperspectral data in the VIS-NIR-SWIR range, and 17 AIAs were applied to classify lettuce plants. The results showed that the highest accuracy and precision were achieved using the full hyperspectral curves or the specific spectral ranges of 400-700 nm, 700-1300 nm, and 1300-2400 nm. Four models, AdB, CN2, G-Boo, and NN, demonstrated exceptional R2 and ROC values, exceeding 0.99, when compared between all models and confirming the hypothesis and highlighting the potential of AIAs and hyperspectral fingerprints for efficient, precise classification and pigment phenotyping in agriculture. The findings of this study have important implications for the development of efficient methods for phenotyping and classification in agriculture and the potential of AIAs in combination with hyperspectral technology. To advance our understanding of the capabilities of hyperspectroscopy and AIs in precision agriculture and contribute to the development of more effective and sustainable agriculture practices, further research is needed to explore the full potential of these technologies in different crop species and environments.