COMPARACIÓN DE CLASIFICADORES SOBRE MULTIPLES DATASETS CON PRUEBAS ESTADÍSTICAS NO PARAMÉTRICAS

En este trabajo se utiliza la herramienta Weka para medir el rendimiento de varios clasificadores, se compara el rendimiento de los mismos con varios datasets tomados de UCI; demostrando que aplicando heurísticas para disminuir la dimensión de los datasets, así como la eliminación de ruidos en los mismos no afecta el rendimiento de los clasificadores. Este análisis se realiza aplicando pruebas estadísticas no paramétricas, el test de los rangos con signo de Wilcoxon para la comparación de dos heurísticas y, para la comparación de más de dos heurísticas, el test de Friedman de comparaciones múltiples con los correspondientes test a posteriori de Namenyi y de Bonferroni-Dunn para establecer las conclusiones mediante los procedimientos de Holm y de Hochberg. Alcanzando como resultado que las pruebas estadísticas no paramétricas son fiables para la comparación de los clasificadores y no afecta el rendimiento de los mismos una vez aplicadas las técnicas para la reducción de la complejidad de los datasets. Con resultado principal de esta investigación se puede generalizar este procedimiento para mejorar el rendimiento de clasificadores en otros dataset

Remoción de sulfuros presentes en el agua residual del proceso de curtido mediante cavitación hidrodinámica

(HC), um processo de oxidação avançada, analisado a partir de diferentes parâmetros de funcionamento como o pH inicial da pressão de águas residuais e da entrada para um tempo de resposta fixo de 90 minutos; parâmetros de projeto foram estabelecidos através da utilização de dois protótipos, variando o número e o diâmetro dos furos no ponto de estrangulamento com o objetivo de determinar as condições ideais para o tratamento deste tipo de contaminante do reator a águas residuais. Obteve um máximo de afastamento de 32,6% da concentração inicial de enxofre sem aplicar qualquer catalisador ou reagente químico; da mesma forma um análise custo-benefício devido a eficiência da tecnologia aplicada em comparação com a energia necessária pelo reator utilizado, mostrando uma diminuição de 198% do custo total do tratamento atual. Finalmente, cavitação hidrodinâmica é uma tecnologia sustentável para o indústria de curtimento de couro.El sulfuro presente en el agua residual de la industria del curtido de cueros proviene de la operación de pelambre (depilado de la piel) en concentraciones que afectan significativamente la calidad del agua del cuerpo receptor debido a la toxicidad del vertimiento produciendo la mortandad de flora y fauna, responsable de la presencia de olores desagradables en el cauce y la notable disminución del oxígeno disuelto en el agua del afluente. En la presente investigación, la remoción de sulfuro es evaluada empleando la técnica cavitación hidrodinámica (CH), un proceso de oxidación avanzada analizado desde diferentes parámetros de operación como pH inicial del agua residual y presión de entrada para un tiempo de reacción fijo de 90 minutos; parámetros de diseño fueron establecidos mediante el uso de dos prototipos, variando el número y diámetro de orificios en el punto de estrangulamiento con el objetivo de determinar las condiciones óptimas del reactor para el tratamiento de este tipo de contaminante en las aguas residuales. Se obtuvo una remoción máxima del 32,6 % de la concentración inicial de sulfuro sin aplicar algún tipo de catalizador o reactivo químico; de igual modo se realizó un análisis costobeneficio debido a la eficiencia de la tecnología aplicada en comparación con la energía requerida por el reactor empleado, donde se observa una disminución del 198 % del costo total del tratamiento actual. Finalmente, la cavitación hidrodinámica es una tecnología sustentable para la industria del curtido de cueros.Sulfide present in the wastewater from industrial tanneries is resulting from unhairing (depilated of the skin) in concentrations that affects significantly the water system due to its toxicity, producing the mortality of flora and fauna, responsible for the presence of unpleasant odors in the riverbed and decreasing the dissolve oxygen in the water of the receiver stream. In the present research, removal of sulfide is evaluated using hydrodynamic cavitation (HC). An advanced technology is analyzed by different parameters as initial pH solution and inlet pressure, set in two prototypes established for a reaction time of 90 minutes. Design parameters as number and diameter of holes in the constriction are estimated according on the degradation extent with the objective of knowing best reactor characteristics for wastewater treatment applying this technique. A maximum extent of sulfide oxidation of 32.6% was reached without using any further reagents; cost – benefit analysis had been discussed in the present investigation due to the enhance of cavitation hydrodynamic reached compared with the energy required by the reactor observing a shortfall of 198% related with the conventional treatment, HC was found as a sustainable technology for tannery industries

Generation of organotypic multicellular spheres by magnetic levitation : model for the study of human hematopoietic stem cells microenvironment

Q4Q3Background and Objective: The characteristics of human hematopoietic stem cells are conditioned by the microenvironment of the bone marrow, where they interact with other cell populations, such as mesenchymal stem cells and endothelial cells; however, the study of this microenvironment is complex. The objective of this work was to develop a 3D culture system by magnetic levitation that imitates the microenvironment of human HSC. Methods and Results: Human bone marrow-mesenchymal stem cells, umbilical cord blood-hematopoietic stem cells and a non-tumoral endothelial cell line (CC2811, LonzaⓇ) were used to develop organotypic multicellular spheres by the magnetic levitation method. We obtained viable structures with an average sphericity index greater than 0.6, an average volume of 0.5 mm3 and a percentage of aggregation greater than 70%. Histological studies of the organotypic multicellular spheres used hematoxylin and eosin stains, and an evaluation of vimentin expression by means of immunohistochemistry demonstrated an organized internal structure without picnotic cells and a high expression of vimentin. The functional capacity of human hematopoietic stem cells after organotypic multicellular spheres culture was evaluated by multipotency tests, and it was demonstrated that 3D structures without exogenous Flt3L are autonomous in the maintenance of multipotency of human hematopoietic stem cells. Conclusions: We developed organotypic multicellular spheres from normal human cells that mimic the microenvironment of the human hematopoietic stem cells. These structures are the prototype for the development of complex organoids that allow the further study of the biology of normal human stem cells and their potential in regenerative medicine.https://orcid.org/0000-0002-9152-5552https://orcid.org/0000-0003-3075-9854https://orcid.org/0000-0002-0084-0339https://orcid.org/0000-0003-1881-9367N/

The AOLI low-order non-linear curvature wavefront sensor: a method for high sensitivity wavefront reconstruction

The Adaptive Optics Lucky Imager (AOLI) is a new instrument under development to demonstrate near diffraction limited imaging in the visible on large ground-based telescopes. We present the adaptive optics system being designed for the instrument comprising a large stroke deformable mirror, fixed component non-linear curvature wavefront sensor and photon-counting EMCCD detectors. We describe the optical design of the wavefront sensor where two photoncounting CCDs provide a total of four reference images. Simulations of the optical characteristics of the system are discussed, with their relevance to low and high order AO systems. The development and optimisation of high-speed wavefront reconstruction algorithms are presented. Finally we discuss the results of simulations to demonstrate the sensitivity of the system.Comment: 10 pages. To be published in Proc SPIE 8447: Adaptive Optics Systems II

AOLI-- Adaptive Optics Lucky Imager: Diffraction Limited Imaging in the Visible on Large Ground-Based Telescopes

The highest resolution images ever taken in the visible were obtained by combining Lucky Imaging and low order adaptive optics. This paper describes a new instrument to be deployed on the WHT 4.2m and GTC 10.4 m telescopes on La Palma, with particular emphasis on the optical design and the expected system performance. A new design of low order wavefront sensor using photon counting CCD detectors and multi-plane curvature wavefront sensor will allow dramatically fainter reference stars to be used, allowing virtually full sky coverage with a natural guide star. This paper also describes a significant improvements in the efficiency of Lucky Imaging, important advances in wavefront reconstruction with curvature sensors and the results of simulations and sensitivity limits. With a 2 x 2 array of 1024 x 1024 photon counting EMCCDs, AOLI is likely to be the first of the new class of high sensitivity, near diffraction limited imaging systems giving higher resolution in the visible from the ground than hitherto been possible from space.Comment: SPIE vol 8446, 201

Clinical characteristics and respiratory care in hospitalized vaccinated SARS-CoV-2 patients

Background: The main objective of the present study was to analyze both clinical characteristics and evolution during hospitalization of a cohort of patients admitted for COVID-19 pneumonia who were not vaccinated, or with a complete or incomplete vaccination schedule. Methods: This COVID-19 specialized single-center cohort study of 1888 COVID-19 patients hospitalized at the “Enfermera Isabel Zendal” Emergencies Hospital (HEEIZ), Madrid (Spain) was performed between July 1 and September 30, 2021. It compared the results of 1327 hospitalized unvaccinated patients to 209 hospitalized fully vaccinated and 352 hospitalized partially vaccinated patients. The four different COVID-19 vaccines authorized in Spain during the time-period studied were: BNT162b2 (Pfizer); ChAdOx1 nCoV-19 (AstraZeneca), mRNA-1273 (Moderna); Ad26.COV2.S (Janssen). Findings: Hospitalized patients’ median age was 41 years (IQR 33–50) for the unvaccinated and 61 years (IQR 53–67) for the fully vaccinated ones. The main comorbidities were obesity, hypertension and diabetes mellitus. 20% of unvaccinated patients (266) required noninvasive respiratory care, as did 14% (51) of partially and 14% (30) of fully vaccinated; 6% (78) of the unvaccinated patients also needed invasive respiratory care, as did 5% (16) of partially and 11 (5%) fully vaccinated. Interpretation: Fully vaccinated patients were 84% (95% CI: 82–86%) less likely to be admitted to hospital, and protection rose for those aged <50 years. Once hospitalized, vaccinated patients displayed more protection against requiring respiratory care than unvaccinated ones, despite being older and having more comorbidities. No differences appeared for the four studied COVID-19 vaccines and complying with vaccination recommendations proved relevant. Funding: The research was funded by the “Plan Propio de Investigación” Program of the Castilla-La Mancha University /European Regional Development Fund (2021-GRIN-31,039

p38γ/δ activation alters cardiac electrical activity and predisposes to ventricular arrhythmia

We gratefully acknowledge L. Sen-Martín, J. Alegre-Cebollada (CNIC, Madrid) and L. Carrier (University Medical Center HamburgEppendorf and DZHK, Hamburg) for the cMyBP3-C KO cardiac tissue; D. Roiz-Valle and C. López-Otín (IUOPA; Universidad de Oviedo, Oviedo) for the LmnaG609G/G609G cardiac tissue; and R. J. Davis for the MKK6 KO mice. We thank G. Giovinazzo and the CNIC Pluripotent Cell Technology Unit (CNIC, Madrid) for the hiPSCs. We thank S. Bartlett and F. Chanut (CNIC, Madrid) for English editing, and R. R. Mondragon (University of Michigan, Ann Arbor) for technical support. We are grateful to R. J. Davis (University of Massachusetts Chan Medical School, Worcester), A. Padmanabhan (University of California, San Francisco) and M. Costa and C. López-Otín (IUOPA; Universidad de Oviedo, Oviedo) for critical reading of the manuscript. We thank the staf at the CNIC Genomics and Bioinformatics Units for technical support and help with data analysis and A. C. Silva for help with figure editing and design. This work was funded by a CNIC Intramural Project Severo Ochoa (Expediente 12- 2016 IGP) to G.S. and J.J. G.S. is supported by the following projects: PMP21/00057 IMPACT-2021, funded by the Instituto de Salud Carlos III (ISCIII), and PDC2021-121147-I00 and PID2019-104399RB-I00, funded by MCIN/AEI/10.13039/501100011033—all funded by the European Union (FEDER/FSE); ‘Una manera de hacer Europa’/‘El FSE invierte en tu futuro’/Next Generation EU and co-funded by the European Union/Plan de Recuperación, Transformación y Resiliencia (PRTR). R.R.B. is a fellow of the FPU Program (FPU17/03847). B.G.T. was a fellow of the FPI Severo Ochoa CNIC Program (SVP‐2013‐067639) and an American Heart Association Postdoctoral Fellow (18POST34080175). The following grants provided additional funding: Instituto de Salud Carlos III, PDC2021-121147-I00 Convocatoria: Proyectos Prueba de Concepto 2021 Ministerio de Ciencia e Innovación and PID2022-138525OB-I00 Ministerio de Ciencia e Innovación; US National Heart, Lung, and Blood Institute (R01 grant HL122352); Fondos FEDER, Madrid, Spain, and Fundación Bancaria ‘La Caixa (project HR19/52160013) to J.J.; American Heart Association Postdoctoral Fellowship 14POST17820005 to D.P.B.; and MICINN PGC2018-097019-B-I00, ISCIII-SGEFI/ERDF (PRB3-IPT17/0019, ProteoRed), the Fundació Marató TV3 (grant 122/C/2015) and ‘la Caixa’ Banking Foundation (project code HR17- 00247) to J.V. The CNIC is supported by the Instituto de Salud Carlos III (ISCIII), the Ministerio de Ciencia e Innovación (MCIN) and the Pro CNIC Foundation and is a Severo Ochoa Center of Excellence (grant CEX2020-001041-S, funded by MICIN/AEI/10.13039/501100011033).S

SY-MIS Project: Biomedical Design of Endo-Robotic and Laparoscopic Training System for Surgery on the Earth and Space

Despite the location (Earth or Space), surgical simulation is a vital part of improving technical skills and ensuring patients' safety in the real procedure. The purpose of this study is to describe the Space System for Minimally Invasive Surgery (SY-MIS©) project, which started in 2016 under the supervision of the Center for Space Systems (C-SET). The process connects the best features of the following machines: Biomedik Surgeon, Space Biosurgeon, SP-LAP 1, and SP-LAP 2, which were defined using the VDI 2221 guidelines. This research uses methods based on 3 standards: i) Biomedical design: ISO 9001-13485 / FDA 21 CFR 820.30 / ASTM F1744-96(2016); ii) Aerospace human factors: HF-STD-001; iii) Mechatronics design: VDI 2206. The results depict the conceptual biomedical design of a novel training system named Surgical Engineering and Mechatronic System (SETY©), which integrates the use of 2 laparoscopic tools and 2 anthropomorphic mini-robotic arms (6 DOF). It has been validated by the Evaluation of Technical Criteria, getting a total score of 90% related to clinical assessment, machine adaptability, and robustness. The novelty of the research lies in the introduction of a new procedure that covers the simultaneous use of laparoscopic and robotic systems, named Hybrid Cyber-Physical Surgery (HYS©). In conclusion, the development of SY-MIS© promotes the use of advanced technologies to improve surgical procedures and human-machine medical cooperation for the next frontier of habitability on other planets. Doi: 10.28991/ESJ-2024-08-02-01 Full Text: PD

Factors related to the development of high antibody titres against SARS-CoV-2 in convalescent plasma donors from the ConPlas-19 trial

Background and objectives: The efficacy of COVID-19 convalescent plasma (CP) associates with high titres of antibodies. ConPlas-19 clinical trial showed that CP reduces the risk of progression to severe COVID-19 at 28 days. Here, we aim to study ConPlas-19 donors and characteristics that associate with high anti-SARS-CoV-2 antibody levels. Materials and methods: Four-hundred donors were enrolled in ConPlas-19. The presence and titres of anti-SARS-CoV-2 antibodies were evaluated by EUROIMMUN anti-SARS-CoV-2 S1 IgG ELISA. Results: A majority of 80.3% of ConPlas-19 donor candidates had positive EUROIMMUN test results (ratio ≥1.1), and of these, 51.4% had high antibody titres (ratio ≥3.5). Antibody levels decline over time, but nevertheless, out of 37 donors tested for an intended second CP donation, over 90% were still EUROIMMUN positive, and nearly 75% of those with high titres maintained high titres in the second sample. Donors with a greater probability of developing high titres of anti-SARS-CoV-2 antibodies include those older than 40 years of age (RR 2.06; 95% CI 1.24-3.42), with more than 7 days of COVID-19 symptoms (RR 1.89; 95% CI 1.05-3.43) and collected within 4 months from infection (RR 2.61; 95% CI 1.16-5.90). Male donors had a trend towards higher titres compared with women (RR 1.67; 95% CI 0.91-3.06). Conclusion: SARS-CoV-2 CP candidate donors' age, duration of COVID-19 symptoms and time from infection to donation associate with the collection of CP with high antibody levels. Beyond COVID-19, these data are relevant to inform decisions to optimize the CP donor selection process in potential future outbreaks.European Regional Development Fund (FEDER); Government of Spain, Ministry of Science and Innovation, Instituto de Salud Carlos III, Grant/Award Number: COV20/00072; SCReN (Spanish Clinical Research Network), Instituto de Salud Carlos III, Grant/Award Number: PT17/0017/0009S