Bridging the Gap between Field Experiments and Machine Learning: The EC H2020 B-GOOD Project as a Case Study towards Automated Predictive Health Monitoring of Honey Bee Colonies.

Honey bee colonies have great societal and economic importance. The main challenge that beekeepers face is keeping bee colonies healthy under ever-changing environmental conditions. In the past two decades, beekeepers that manage colonies of Western honey bees (Apis mellifera) have become increasingly concerned by the presence of parasites and pathogens affecting the bees, the reduction in pollen and nectar availability, and the colonies' exposure to pesticides, among others. Hence, beekeepers need to know the health condition of their colonies and how to keep them alive and thriving, which creates a need for a new holistic data collection method to harmonize the flow of information from various sources that can be linked at the colony level for different health determinants, such as bee colony, environmental, socioeconomic, and genetic statuses. For this purpose, we have developed and implemented the B-GOOD (Giving Beekeeping Guidance by computational-assisted Decision Making) project as a case study to categorize the colony's health condition and find a Health Status Index (HSI). Using a 3-tier setup guided by work plans and standardized protocols, we have collected data from inside the colonies (amount of brood, disease load, honey harvest, etc.) and from their environment (floral resource availability). Most of the project's data was automatically collected by the BEEP Base Sensor System. This continuous stream of data served as the basis to determine and validate an algorithm to calculate the HSI using machine learning. In this article, we share our insights on this holistic methodology and also highlight the importance of using a standardized data language to increase the compatibility between different current and future studies. We argue that the combined management of big data will be an essential building block in the development of targeted guidance for beekeepers and for the future of sustainable beekeeping.

Liposomes encapsulating methylene blue and acridine orange: An approach for phototherapy of skin cancer.

Photodynamic therapy uses photosensitizer molecules for the photo-mediated treatment of several diseases such as cancer and skin disorders. However, most of the photosensitizer molecules present problems such as aggregation and low solubility in physiological environments which hinders the treatment efficacy. To overcome these problems, the development of stable liposomes loading photosensitizing molecules as delivery systems can be explored as promising alternatives to enhance cellular uptake and the therapy's efficacy. In this work, liposomes composed by different lipids with or without surfactants were characterized for the encapsulation of photosensitizer molecules such as Methylene Blue (MB) and Acridine Orange (AO). Liposomes were produced by the thin-film hydration method followed by extrusion to reduce particle size and were characterized by Dynamic Light Scattering and Atomic Force Microscopy. Encapsulation efficiency was evaluated as well as the release profile of these molecules from the liposome systems. Cytotoxicity and phototoxicity studies were performed on keratinocytes with and without carcinoma. Results showed that liposome's stability depends on the composition of lipids regardless of the presence of surfactants. Most stable liposomes were those with cholesterol plus the surfactants Span® 80 or sodium cholate that were able to provide higher stability for the liposomes considering the MB and AO encapsulation. Encapsulation efficiency (EE) studies revealed that AO had greater affinity for the vesicles presenting high EE (>98%) while for MB the encapsulation was, in general, moderate (between 63% and 86%). Greater phototoxicity was observed for MET1 squamous cell carcinoma (SCC) cells treated with AO liposomes, achieving similar half-maximal inhibition concentration (IC50) as for the free drug. Finally, two different possible approaches were found, namely, MB-liposomes with potential as a cytotoxic agent for cancer cells; and AO liposomes with a great phototoxicity potential at very low concentrations.

Further Evidence of Possible Therapeutic Uses of Sambucus nigra L. Extracts by the Assessment of the In Vitro and In Vivo Anti-Inflammatory Properties of Its PLGA and PCL-Based Nanoformulations.

Sambucus nigra L. is widely used in traditional medicine with different applications. However, confirmative studies are strongly required. This study aimed to assess the biological activities of the S. nigra flower's extract encapsulated into two different types of nanoparticles for optimizing its properties and producing further evidence of its potential therapeutic uses. Different nanoparticles (poly(lactide-co-glycolide, PLGA) and poly-Ɛ-caprolactone (PCL), both with oleic acid, were prepared by emulsification/solvent diffusion and solvent-displacement methods, respectively. Oleic acid was used as a capping agent. After the nanoparticles' preparation, they were characterized and the biological activities were studied in terms of collagenase, in vitro and in vivo anti-inflammatory, and in vitro cell viability. Rutin and naringenin were found to be the major phenolic compounds in the studied extract. The encapsulation efficiency was higher than 76% and revealed to have an impact on the release of the extract, mainly for the PLGA. Moreover, biochemical and histopathological analyses confirmed that the extract-loaded PLGA-based nanoparticles displayed the highest anti-inflammatory activity. In addition to supporting the previously reported evidence of potential therapeutic uses of S. nigra, these results could draw the pharmaceutical industry's interest to the novelty of the nanoproducts.

Development of nanoparticles from natural lipids for topical delivery of thymol: Investigation of its anti-inflammatory properties.

Wound healing involves the integration of biological and molecular events and, in case of chronic wounds, the use of drugs can be associated to side effects. Therefore, there is a search for alternatives therapeutics that encompass minimal toxicity. The use of natural compounds is an attractive approach for treating inflammatory disorders, wounds and burns. In this context, thymol has antimicrobial, antioxidant and antiseptic properties and is a promising compound in wound healing and inflammation management. However, essential oils and their constituents such as thymol present high volatility and can also easily decompose, thereby the encapsulation of these compounds into nanoparticles may be an efficient approach to modulate the release of the active ingredient, to increase the physical stability and to eventually reduce the toxicity. The aims of this work were to encapsulate thymol in nanostructured lipid carriers (NLCs) composed of natural lipids and assess its in vivo anti-inflammatory and antipsoriatic activity. The carrier containing thymol was produced by sonication method and showed 107.7 (±3.8) nm of size, zeta potential of -11.6 (±2.9) mV and entrapment efficiency of 89.1 (±4.2)%. Thymol-NLCs were incorporated into a gel and the final formulation presented rheological characteristics and pH suitable for topic application. In addition, the gel containing thymol-NLCs was tested in vivo on two different mouse models of skin inflammation, showing anti-inflammatory activity. Finally, this formulation was tested in an imiquimod-induced psoriasis mouse model and showed improved healing, compared to negative control. Therefore, thymol-NLCs is an interesting formulation for future treatment of inflammatory skin diseases.

Lycopene from tomatoes: vesicular nanocarrier formulations for dermal delivery.

This experimental work aimed to develop a simple, fast, economic, and environmentally friendly process for the extraction of lycopene from tomato and incorporate this lycopene-rich extract into ultradeformable vesicular nanocarriers suitable for topical application. Lycopene extraction was conducted without a cosolvent for 30 min. The extracts were analyzed and incorporated in transfersomes and ethosomes. These formulations were characterized, and the cellular uptake was observed by confocal microscopy. Dermal delivery of lycopene formulations was tested under in vitro and in vivo conditions. Lycopene extraction proved to be quite safe and selective. The vesicular formulation was taken up by the cells, being more concentrated around the nucleus. Epicutaneous application of lycopene formulations decreased the level of anthralin-induced ear swelling by 97 and 87%, in a manner nonstatistically different from the positive control. These results support the idea that the lycopene-rich extract may be a good alternative to the expensive commercial lycopene for incorporation into advanced topical delivery systems.

Biochemical changes in arthritic rats: dehydroascorbic and ascorbic acid levels.

The objective of this work was to evaluate the use of vitamin C as a biomarker in the inflammatory phase of the rat adjuvant arthritis and to correlate it with other parameters used for disease evaluation. Paw swelling was used for physical evaluation and the levels of ascorbate and dehydroascorbate in the serum of male rats, before and after adjuvant arthritis induction, were quantified by a high-performance liquid chromatography method (HPLC). The optimised HPLC assay enabled the quantification of both forms of the vitamin in rat sera, with the same extraction method and using different detectors, instead of obtaining dehydroascorbate by subtraction of the total ascorbate measurement. This method was used to follow the severity of adjuvant arthritis and the results were correlated with other already established disease activity parameters. A decrease of ascorbic acid and dehydroascorbic acid was observed with the increase of right paw circumference during the course of adjuvant arthritis. The disease associated changes in the serum concentrations of ascorbic acid, from biosynthesis and from recycling, can be evaluated by the direct quantification of dehydroascorbic acid. This provides some evidence for the potential of the quantification of these biomarkers to study the disease activity, and as a tool for the establishment of therapeutic protocols, to evaluate the anti-inflammatory effect of new drugs or formulations.