Classification performance assessment for imbalanced multiclass data.

The evaluation of diagnostic systems is pivotal for ensuring the deployment of high-quality solutions, especially given the pronounced context-sensitivity of certain systems, particularly in fields such as biomedicine. Of notable importance are predictive models where the target variable can encompass multiple values (multiclass), especially when these classes exhibit substantial frequency disparities (imbalance). In this study, we introduce the Imbalanced Multiclass Classification Performance (IMCP) curve, specifically designed for multiclass datasets (unlike the ROC curve), and characterized by its resilience to class distribution variations (in contrast to accuracy or F ß -score). Moreover, the IMCP curve facilitates individual performance assessment for each class within the diagnostic system, shedding light on the confidence associated with each prediction-an aspect of particular significance in medical diagnosis. Empirical experiments conducted with real-world data in a multiclass context (involving 35 types of tumors) featuring a high level of imbalance demonstrate that both the IMCP curve and the area under the IMCP curve serve as excellent indicators of classification quality.

Arrest of labor secondary to large uterine fibroid.

Key Clinical Message: Large uterine fibroids during pregnancy are associated with increased maternal and fetal complications. Large uterine fibroids should be kept in mind as a cause for arrest of labor and the need for cesarean delivery. Abstract: Uterine fibroids >5 cm in diameter are more likely to grow during pregnancy and cause obstetrical complications. We report a case of a large 9 cm subserosal uterine fibroid as the cause for the arrest of labor and the need for cesarean delivery.

Advance Monitoring of COVID-19 Incidence Based on Taxi Mobility: The Infection Ratio Measure.

The COVID-19 pandemic has had a profound impact on various aspects of our lives, affecting personal, occupational, economic, and social spheres. Much has been learned since the early 2020s, which will be very useful when the next pandemic emerges. In general, mobility and virus spread are strongly related. However, most studies analyze the impact of COVID-19 on mobility, but not much research has focused on analyzing the impact of mobility on virus transmission, especially from the point of view of monitoring virus incidence, which is extremely important for making sound decisions to control any epidemiological threat to public health. As a result of a thorough analysis of COVID-19 and mobility data, this work introduces a novel measure, the Infection Ratio (IR), which is not sensitive to underestimation of positive cases and is very effective in monitoring the pandemic's upward or downward evolution when it appears to be more stable, thus anticipating possible risk situations. For a bounded spatial context, we can infer that there is a significant threshold in the restriction of mobility that determines a change of trend in the number of infections that, if maintained for a minimum period, would notably increase the chances of keeping the spread of disease under control. Results show that IR is a reliable indicator of the intensity of infection, and an effective measure for early monitoring and decision making in smart cities.

Application and effectiveness of Methylobacterium symbioticum as a biological inoculant in maize and strawberry crops.

The effectiveness of Methylobacterium symbioticum in maize and strawberry plants was measured under different doses of nitrogen fertilisation. The biostimulant effect of the bacteria was observed in maize and strawberry plants treated with the biological inoculant under different doses of nitrogen fertiliser compared to untreated plants (control). It was found that bacteria allowed a 50 and 25% decrease in the amount of nitrogen applied in maize and strawberry crops, respectively, and the photosynthetic capacity increased compared with the control plant under all nutritional conditions. A decrease in nitrate reductase activity in inoculated maize plants indicated that the bacteria affects the metabolism of the plant. In addition, inoculated strawberry plants grown with a 25% reduction in nitrogen had a higher concentration of nitrogen in leaves than control plants under optimal nutritional conditions. Again, this indicates that Methylobacterium symbioticum provide an additional supply of nitrogen.

Usnea aurantiaco-atra (Jacq) Bory: Metabolites and Biological Activities.

BACKGROUND: Lichens are complex symbiotic associations between a fungus and an alga or cyanobacterium. Due to their great adaptability to the environment, they have managed to colonize many terrestrial habitats, presenting a worldwide distribution from the poles to the tropical regions and from the plains to the highest mountains. In the flora of the Antarctic region, lichens stand out due to their variety and development and are a potential source of new bioactive compounds. METHODS: A phytochemical study of the Antarctic lichen Usnea aurantiaco-atra (Jacq) Bory was conducted with the intention of determining the most important metabolites. In addition, the cytotoxic and antioxidant activities of its extracts were determined. RESULTS: Cytotoxicity studies revealed that the hexane extract contains usnic acid as a majority metabolite, in addition to linoleic acid, ergosterols and terpenes, and demonstrates cytotoxic activity against an A375 melanoma cell line. On the other hand, the presence of total phenols in the extracts did not influence their antioxidant activity. CONCLUSIONS: U. aurantiaco-atra contains mainly usnic acid, although there are terpenes and ergosta compounds that could be responsible for its cytotoxic activity. The presence of phenols did not confer antioxidant properties.

More Than Three Years for Normalisation of Routine Laboratory Values after Gluten Withdrawal in Paediatric Coeliac Patients.

The assessment of the nutritional and inflammatory status of paediatric patients with coeliac disease is an interesting approach to early diagnosis and functional follow-up. Most authors agree that the normalisation of symptoms takes about one year. The aim of the study was to evaluate the clinical manifestation and normalisation of routine analytics in Spanish children diagnosed with celiac disease. METHODS: We performed a retrospective case-control study in Spanish paediatric patients, including 21 celiac patients and 20 healthy controls. The 21 patients selected in the case-control study were followed for 5 years after starting a gluten-free diet (GFD). All patients had type 3 villous atrophy according to the Marsh-Oberhuber classification. A total of 39 blood samples were taken before the start of the GFD, and 109 were taken after. Twenty control sera from healthy donors were used for comparison. RESULTS: We found that patients had a subclinical but statistically significant increase in blood calcium, transaminases, and white blood cells, and a decrease in serum iron, at the time of diagnosis. Our study also shows that analytical values normalise within five years on a gluten-free diet. CONCLUSIONS: The use of a combination of subclinical changes, including low iron, high calcium, elevated leukocytes, lymphocytes, and ALT levels in blood samples, together with a low growth percentile, is pertinent in detecting coeliac disease. This set of parameters could help in the diagnosis of patients without clinical symptoms. We can also show that the levels of Fe, Ca, transaminases, and leucocytes remain subclinically altered after 3 years, despite the gluten-free diet.

Process for nutrient recycling from intensive aquaculture through microalgae-bacteria consortium.

This work studies a biological process based on a microalgae-bacteria consortium for recycling nutrients in a recirculating aquaculture system (RAS) implanted in an intensive marine aquaculture farm. Additionally, some techniques were used for microalgae biomass harvesting and tested the effectiveness of filtration by a column with multi-layer sand to reduce the solids concentrations in the effluent. The consortium was grown in photobioreactors in batch and semi-continuous operation modes using the solids concentrated stream generated in the RAS system. The semi-continuous operation showed a high percentage of TDN and TDP removal, achieving final concentrations of 1.09 ± 0.02 mg·L-1 and 0.01 ± 0.01 mg·L-1, respectively, while DOC was reduced to 3.87 ± 0.06 mg·L-1. The values of productivity 44 ± 9 mg TSS·L-1 indicated that the studied stream is a suitable culture medium for the growth of the microalgae-bacteria consortium. A combination of harvesting techniques was studied, coagulation-flocculation-settling and coagulation-flocculation-flotation. The first step was to optimise the dose of FeCl3 through the coagulation-flocculation test to pre-concentrate the biomass generated, achieving an optimal dose of 0.106 mg Fe·mg TSS-1. Then, two separation processes were applied to the stream and compared: settling and flotation. The maximum removal efficiency (90.2 ± 0.3 %) was obtained in the settling process, so the coagulation-flocculation-settling was select as the best combination of harvesting techniques. Finally, sand filtration was studied as an effluent refining process to improve solids reduction of the water obtained in the harvesting step resulting in an effluent with 17.18 ± 1.49 mg TSS·L-1. The proposed sequence process is capable of recycling nutrients from an intensive marine aquaculture farm by using these resources via transformation into microalgae biomass and generating quality effluent.

Evaluating the Energy Requirements of Assistive Technologies for Older Adults.

The successful adoption of assistive technologies for older adults requires considering and evaluating many different factors and dimensions such as effectiveness, usability, cost and equity of access, to name some of the most relevant. In line with this, the energy requirements to power such assistive technologies remains a hidden factor that might to some extent influence the success in their adoption and the user experience in a wider sense. Very often energy availability is taken for granted and its associated costs and operational requirements are mostly neglected. In this paper, the energy-related requirements of assistive technologies are analysed from a general perspective. This analysis is subsequently particularised for a use case within the SHAPES project, in the context of active and healthy ageing. This use case includes a wide variety of assistive technologies, namely: wearable devices, home sensors and a smart mirror, which provides connectivity and a set of software services. The energy requirements of all these technologies are evaluated and analysed to investigate their impact and relevance on the overall cost and user experience, following the proposed protocol.

Newborn with amniotic band sequence.

Key Clinical Message: Amniotic band sequence (ABS) should be on the differential for newborns with limb defects. ABS is diagnosable prenatally with prenatal ultrasound; however, there are cases where the diagnosis of ABS is made only after delivery of the newborn. Abstract: Amniotic band sequence (ABS) is an uncommon congenital disorder where strands of amniotic tissue cause entrapment of the limbs, body wall, and viscera leading to an array of congenital malformations. We report a case of a newborn with prenatally undiagnosed amniotic band sequence.

The PORTL Laboratory.

In the history of the field, behavior analysts have used the operant chamber as an apparatus for both teaching and experimental investigations. In the early days of the field, students spent significant time in the animal laboratory, using operant chambers to conduct hands-on experiments. These experiences allowed students to see behavior change as an orderly process and drew many students toward careers in behavior analysis. Today, most students no longer have access to animal laboratories. However, the Portable Operant Research and Teaching Lab (PORTL) can fill this void. PORTL is a table-top game that creates a free-operant environment for studying the principles of behavior and their application. This article will describe how PORTL works and the parallels between PORTL and the operant chamber. Examples will illustrate how PORTL can be used to teach concepts such as differential reinforcement, extinction, shaping, and other basic principles. In addition to its use as a teaching tool, PORTL provides a convenient and inexpensive way for students to replicate research studies and even conduct their own research projects. As students use PORTL to identify and manipulate variables, they gain a deeper understanding for how behavior works.

Value of Prostate-Specific Antigen Kinetics in Patients with Low-Risk Prostate Cancer under Active Surveillance.

INTRODUCTION: This study analyzes the value of PSA kinetics, PSA speed (vPSA), and PSA doubling time (PSAdt), in patients with low-risk prostate cancer who are in an active surveillance (AS) program. METHODS: An observational, retrospective, and longitudinal study of a sample of 86 patients included in AS program between January 2014 and October 2021 was conducted. A review of their medical records was performed, and PSA kinetics were calculated, analyzing the causes of discontinuation of the AS program and its relationship with PSA kinetics. RESULTS: The mean age was 63.39 years, and the median follow-up was 62.55 months. The mean PSA at diagnosis was 8.27 ng/mL. A median of PSAdt of 62.55 months and 1.3 ng/mL/year for vPSA was obtained. 35 patients left the program, with a higher percentage of patients leaving with a PSAdt less than 36 months (73.7 vs. 31.1%) and a vPSA greater than 2 ng/mL/year (68.2 vs. 31.3%). The probability of permanence and the time of permanence in AS were statistically significantly higher for those patients with favorable kinetic parameters. CONCLUSION: PSA kinetics is a parameter to take into account when making decisions to keep patients in an AS program.

The Position of the Nipple-Areola Complex in Breast Augmentation.

BACKGROUND: There is some controversy regarding whether the nipple-areola complex (NAC) is elevated, remains stable, or is lowered in breast augmentation. There is a general belief that one can modulate its position depending on the implant chosen. In addition, many preoperative markings include elevating the arms to predict the final position of the NAC. OBJECTIVES: The aim of this study was to investigate changes in the position of the NAC and determine whether the postoperative position of the NAC can be predicted preoperatively by elevating the arms. METHODS: The study included 45 patients. A 3-dimensional scan was performed to take basal (preoperative) and 12-month measurements with the patient's arms in abduction and elevated over the head. The distances measured were the sternal notch-nipple (SN-Ni), nipple-nipple (Ni-Ni), and nipple-inframammary fold (Ni-IMF) distances. RESULTS: With arms abducted, the SN-Ni distance increased by 6% when measured linearly, 8.5% when measured on the skin surface, and 1% to 2% when measured on the sternal line. The Ni-Ni distance increased by 9% (linear) and 15% (over the surface). The Ni-IMF increased by 44%. With arms adducted, the SN-Ni distance increased by 9% (linear), 12% (on the skin surface), and 0.5% at the sternal midline projection. The Ni-Ni distance increased 11% (linear) and 19% (on the surface). The Ni-IMF distance increased by 53%. The postoperative position of the NAC with the arms abducted increased by 17% compared with the preoperative position in adduction. CONCLUSIONS: Implants do not elevate the NAC; its position remains nearly unaltered. The SN-Ni distance was increased in 90% of the patients. Lifting the arms for preoperative markings does not help to predict the postoperative position of the NAC.

RETINOBLASTOMA-RELATED interactions with key factors of the RNA-directed DNA methylation (RdDM) pathway and its influence on root development.

MAIN CONCLUSION: Our study presents evidence for a novel mechanism for RBR function in transcriptional gene silencing by interacting with key players of the RdDM pathway in Arabidopsis and several plant clades. Transposable elements and other repetitive elements are silenced by the RNA-directed DNA methylation pathway (RdDM). In RdDM, POLIV-derived transcripts are converted into double-stranded RNA (dsRNA) by the activity of RDR2 and subsequently processed into 24 nucleotide short interfering RNAs (24-nt siRNAs) by DCL3. 24-nt siRNAs serve as guides to direct AGO4-siRNA complexes to chromatin-bound POLV-derived transcripts generated from the template/target DNA. The interaction between POLV, AGO4, DMS3, DRD1, RDM1 and DRM2 promotes DRM2-mediated de novo DNA methylation. The Arabidopsis Retinoblastoma protein homolog (RBR) is a master regulator of the cell cycle, stem cell maintenance, and development. We in silico predicted and explored experimentally the protein-protein interactions (PPIs) between RBR and members of the RdDM pathway. We found that the largest subunits of POLIV and POLV (NRPD1 and NRPE1), the shared second largest subunit of POLIV and POLV (NRPD/E2), RDR1, RDR2, DCL3, DRM2, and SUVR2 contain canonical and non-canonical RBR binding motifs and several of them are conserved since algae and bryophytes. We validated experimentally PPIs between Arabidopsis RBR and several of the RdDM pathway proteins. Moreover, seedlings from loss-of-function mutants in RdDM and RBR show similar phenotypes in the root apical meristem. We show that RdDM and SUVR2 targets are up-regulated in the 35S:AmiGO-RBR background.

Respuesta biológica en las pacientes con cáncer de mama tratadas con radioterapia intraoperatoria / Biological response in breast cancer patients using intraoperative radiotherapy

Introducción: el tratamiento conservador de la mama junto con la radioterapia es de elección en las pacientes con cáncer de mama precoz. Gracias a un mayor conocimiento de la radiobiología tumoral, la tendencia actual consiste en utilizar técnicas de irradiación parcial acelerada, entre las que destaca la radioterapia intraoperatoria (RIO). Métodos: estudio prospectivo multicéntrico dividido en 2 grupos comparativos con casos consecutivos de las pacientes a que han recibido una cirugía conservadora por cáncer de mama asociada o no a RIO. Se valora la relación de esta terapia con los valores de las proteínas involucradas en la respuesta biológica (IL6, IL8, CXCL10, IL1β y TNF- α) en muestras de suero preoperatorio y a las 24 h desde la cirugía, y de drenaje quirúrgico a las 6 y 24 h desde la cirugía. Resultados: se ha objetivado en las pacientes tratadas con RIO una disminución significativa de IL6 e IL8, así como un aumento de CXCL10 favorable para la lucha contra la progresión del tumor (p valor < 0,05). Las alteraciones del sistema inmunológico se manifiestan tanto en suero como en débito del drenaje quirúrgico a las 6 y 24 h desde la cirugía. Conclusiones: la RIO modifica la respuesta biológica en las pacientes con cáncer de mama. A pesar de que se deben desarrollar más líneas de investigación, la comprensión de los mecanismos de desarrollo del tumor, abre una nueva etapa en el desarrollo de tratamientos perioperatorios dirigidos a dianas concretas que compensen las consecuencias dañinas de la cirugía. (AU)

Introduction: Breast conserving surgery with radiotherapy is the treatment of choice in patients with early breast cancer. Due to a better understanding of tumour radiobiology, the current trend is to use accelerated partial irradiation techniques, among which intraoperative radiotherapy (RIO) stands out. Methods: Prospective multicentre study divided into two comparative groups with consecutive cases of patients who have undergone conservative surgery for breast cancer associated or not with RIO. The relation of this therapy with the values of proteins involved in the biological response (IL6, IL8, CXCL10, IL1β y TNF- α) is assessed in serum samples preoperative and 24 hours after surgery, and surgical drainage samples at 6 and 24 hours after surgery. Results: A significant decrease in IL6 and IL8, as well as an increase in CXCL10 favourable for the fight against tumour progression (p-value < 0.05) was observed in patients treated with RIO. Immune system alterations are manifested in both serum and surgical drainage debit at 6 and 24 hours after surgery. Conclusions: RIO modifies the biological response in breast cancer patients. Although more lines of research need to be developed, the understanding of the mechanisms of tumour development opens a new stage in the development of perioperative treatments directed at specific targets that compensate for the harmful consequences of surgery. (AU)

Supporting DACA recipients and international students pursuing careers in medicine: A pilot program for advisors.

The United States (U.S.) health professions are becoming more invested in diversity. Information on students who are undocumented or recipients of Deferred Action for Childhood Arrivals (DACA), and international students on student visas entering U.S. medical education is sparse. Few programs offer targeted training for educators on advising students who are undocumented, DACA recipients, or on a visa. We piloted a virtual program for pre-health advisors and educators on supporting students who are undocumented or recipients of DACA and international students transitioning to medical school. Program evaluation consisted of an anonymous retrospective pre-post survey. Of 117 registrants, 40% completed the survey. Prior to the program, most participants indicated that they were unsure or thought students were ineligible for financial aid during medical school if they were DACA recipients (40% unsure, 26.6% ineligible) or on a student visa (30% unsure, 30% ineligible). After the program, most respondents reported students were eligible for merit scholarship or private loans with DACA (66.6% eligible) or an international student visa (60% eligible). Perceptions of students with DACA being able to lawfully practice medicine in the U.S. changed from pre-program (43.3% unsure or not eligible) to post-program (90% eligible). Participants indicated they were more confident advising DACA recipients and international students post program. This virtual program was an effective step in providing support for advisors who are assisting non-citizen or permanent resident students start their careers in healthcare. Our findings show the need for more information on advising students who are DACA recipients, undocumented, or on student visas prior to matriculating to medical school and throughout training.