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Parenting is essential for the survival and wellbeing of mammalian offspring. However, we lack a circuit-level understanding of how distinct components of this behaviour are coordinated. Here we investigate how galanin-expressing neurons in the medial preoptic area (MPOAGal) of the hypothalamus coordinate motor, motivational, hormonal and social aspects of parenting in mice. These neurons integrate inputs from a large number of brain areas and the activation of these inputs depends on the animal's sex and reproductive state. Subsets of MPOAGal neurons form discrete pools that are defined by their projection sites. While the MPOAGal population is active during all episodes of parental behaviour, individual pools are tuned to characteristic aspects of parenting. Optogenetic manipulation of MPOAGal projections mirrors this specificity, affecting discrete parenting components. This functional organization, reminiscent of the control of motor sequences by pools of spinal cord neurons, provides a new model for how discrete elements of a social behaviour are generated at the circuit level.
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Conducta Materna/fisiología , Conducta Materna/psicología , Vías Nerviosas , Conducta Paterna/fisiología , Conducta Paterna/psicología , Conducta Social , Animales , Femenino , Galanina/metabolismo , Hormonas/metabolismo , Lógica , Masculino , Ratones , Motivación , Neuronas/metabolismo , Optogenética , Responsabilidad Parental , Área Preóptica/citología , Área Preóptica/fisiología , Reproducción/fisiología , Caracteres SexualesRESUMEN
Linear nitramines (R-N(R')NO2; R' = H or alkyl) are toxic compounds, some with environmental relevance, while others are rare natural product nitramines. One of these natural product nitramines is N-nitroglycine (NNG), which is produced by some Streptomyces strains and exhibits antibiotic activity towards Gram-negative bacteria. An NNG degrading heme enzyme, called NnlA, has recently been discovered in the genome of Variovorax sp. strain JS1663 (Vs NnlA). Evidence is presented that NnlA and therefore, NNG degradation activity is widespread. To achieve this objective, we characterized and tested the NNG degradation activity of five Vs NnlA homologs originating from bacteria spanning several classes and isolated from geographically distinct locations. E. coli transformants containing all five homologs converted NNG to nitrite. Four of these five homologs were isolated and characterized. Each isolated homolog exhibited similar oligomerization and heme occupancy as Vs NnlA. Reduction of this heme was shown to be required for NnlA activity in each homolog, and each homolog degraded NNG to glyoxylate, NO2- and NH4+ in accordance with observations of Vs NnlA. It was also shown that NnlA cannot degrade the NNG analog 2-nitroaminoethanol. The combined data strongly suggest that NnlA enzymes specifically degrade NNG and are found in diverse bacteria and environments. These results imply that NNG is also produced in diverse environments and NnlA may act as a detoxification enzyme to protect bacteria from exposure to NNG.
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BACKGROUND: Patients with obesity have an increased risk for adverse COVID-19 outcomes. Body mass index (BMI) does not acknowledge the health burden associated this disease. The performance of the Edmonton Obesity Staging System (EOSS), a clinical classification tool that assesses obesity-related comorbidity, is compared with BMI, with respect to adverse COVID-19 outcomes. METHODS: 1071 patients were evaluated in 11 COVID-19 hospitals in Mexico. Patients were classified into EOSS stages. Adjusted risk factors for COVID-19 outcomes were calculated and survival analysis for mechanical ventilation and death was carried out according to EOSS stage and BMI category. RESULTS: The risk for intubation was higher in patients with EOSS stages 2 and 4 (HR 1.42, 95% CI 1.02-1.97 and 2.78, 95% CI 1.83-4.24), and in patients with BMI classes II and III (HR 1.71, 95% CI 1.06-2.74, and 2.62, 95% CI 1.65-4.17). Mortality rates were significantly lower in patients with EOSS stages 0 and 1 (HR 0.62, 95% CI 0.42-0.92) and higher in patients with BMI class III (HR 1.58, 95% CI 1.03-2.42). In patients with a BMI ≥ 25 kg/m2, the risk for intubation increased with progressive EOSS stages. Only individuals in BMI class III showed an increased risk for intubation (HR 2.24, 95% CI 1.50-3.34). Mortality risk was increased in EOSS stages 2 and 4 compared to EOSS 0 and 1, and in patients with BMI class II and III, compared to patients with overweight. CONCLUSIONS: EOSS was associated with adverse COVID-19 outcomes, and it distinguished risks beyond BMI. Patients with overweight and obesity in EOSS stages 0 and 1 had a lower risk than patients with normal weight. BMI does not adequately reflect adipose tissue-associated disease, it is not ideal for guiding chronic-disease management.
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COVID-19 , Obesidad , Adulto , Anciano , COVID-19/complicaciones , COVID-19/epidemiología , COVID-19/mortalidad , Comorbilidad , Femenino , Hospitalización , Humanos , Masculino , Persona de Mediana Edad , Obesidad/complicaciones , Obesidad/epidemiología , Obesidad/fisiopatología , Estudios Retrospectivos , Índice de Severidad de la Enfermedad , Resultado del TratamientoRESUMEN
Candida glabrata is an opportunistic fungal pathogen that can cause life-threatening infections in immunocompromised patients. To ensure a successful infection, C. glabrata has evolved a variety of strategies to avoid killing within the host. One of these strategies is the resistance to oxidative stress. Here we show that the sulfiredoxin Srx1 and the peroxiredoxins, Tsa1 and Tsa2, are implicated in the oxidative stress response (OSR) and required for virulence. We analyzed null mutations in SRX1, TSA1 and TSA2 and showed that TSA2 and SRX1 are required to respond to oxidative stress. While TSA1 expression is constitutive, SRX1 and TSA2 are induced in the presence of H2O2 in a process dependent on H2O2 concentration and on both transcription factors Yap1 and Skn7. Msn2 and Msn4 are not necessary for the regulation of SRX1, TSA1 and TSA2. Interestingly, TSA1 and TSA2, which are localized in the cytoplasm, are induced in the presence of neutrophils and required for survival in these phagocytic cells.
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Candida glabrata/genética , Candida glabrata/patogenicidad , Proteínas Fúngicas/genética , Estrés Oxidativo , Proteínas de Unión al Calcio/genética , Proteínas de Unión al Calcio/metabolismo , Candida glabrata/enzimología , Proteínas Fúngicas/metabolismo , Humanos , Peróxido de Hidrógeno/farmacología , Neutrófilos/microbiología , Oxidación-Reducción , Oxidorreductasas actuantes sobre Donantes de Grupos Sulfuro/genética , Oxidorreductasas actuantes sobre Donantes de Grupos Sulfuro/metabolismo , Peroxidasas/genética , Peroxidasas/metabolismo , VirulenciaRESUMEN
Fungal sinusitis is a pathology that can occur in patients with diabetes mellitus and be associated with a hyperglycemic crisis. It is an aggressive entity with local complications that include involvement of the orbit or the central nervous system, and vascular involvement. Despite surgical and antifungal treatment, mortality raises up to 75%. We report the case of a female patient with a diagnosis of diabetic ketoacidosis and signs of unilateral ophthalmoplegia, which led to the study with magnetic resonance imaging of the central nervous system, finding signs of sinusitis, meningitis, and cerebritis. Initial microbiological studies were negative, and biomarkers such as serum galactomannan and Cryptococcus antigen were also negative. After surgical management and the identification of Aspergillus flavus and Rhizopus spp. in sinus tissue, the patient received treatment with posaconazole and after two months of follow-up she presented clinical improvement. Dual fungal infection and infection by A. flavus are uncommon and clinically relevant entities, with no cases previously reported in our country, therefore this corresponds to a case of clinical interest.
La sinusitis micótica es una condición patológica que puede presentarse en pacientes con diabetes mellitus y estar asociada a una crisis hiperglucémica. Es una entidad agresiva con complicaciones locales que incluyen afectación de la órbita y el sistema nervioso central, y compromiso vascular. A pesar del tratamiento quirúrgico y antimicótico, la mortalidad es de hasta el 75 %. Se describe el caso de una paciente con diagnóstico de cetoacidosis diabética y signos de oftalmoplejía unilateral que llevaron al estudio con resonancia magnética del sistema nervioso central; se encontraron signos de sinusitis, meningitis y cerebritis. Los estudios microbiológicos iniciales fueron negativos, y los biomarcadores galactomanano sérico y el antígeno de Cryptococcus también fueron negativos. Tras el manejo quirúrgico, se llegó a la identificación de Aspergillus flavus y Rhizopus spp. en el tejido de los senos paranasales. La paciente recibió tratamiento con posaconazol y, tras dos meses de seguimiento, había presentado mejoría clínica. La infección fúngica dual y la infección por A. flavus son entidades poco frecuentes y de relevancia clínica, sin casos presentados previamente en nuestro país por lo que este corresponde a un caso de interés clínico.
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Diabetes Mellitus , Rhizopus oryzae , Humanos , Aspergillus flavus , Estudios RetrospectivosRESUMEN
Background: Educational attainment has well established and widely recognized the effects on employment conditions and job demands. However, the way in which educational attainment correlates with perceived job demands may be inconsistent across racial groups as suggested by Minorities' Diminished Returns (MDRs). The aim was to test the moderating effect of race on the association between educational attainment and perceived job demands, particularly for Black and White individuals. Methods: This study was a cross-sectional analysis of MIDUS Refresher 1, including 1,232 Black and White adults over the age of 25 in the United States. Education attainment was the independent variable and perceived job demands was the dependent variable covariates. Linear regression was used for multivariate models. Results-: We observed positive association between education and perceived job demands, however, statistical interaction between race and education suggested stronger positive associations for Black than White individuals. Conclusion: Being a highly educated Black professional in the United States equals high demand such increase stress is a risk factor of being a middle class black American. Innovated and bold market policies are required to solve this unfair dilemma.
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During the Covid-19 pandemic, the world turned to online tools as a means of ensuring continued access to education, highlighting possibilities for innovation, particularly in contexts like Mexico, where the use of edtech was not previously prevalent. When educational institutions reopened their physical campuses, many schools and universities considered a hybrid, flexible (HyFlex) approach as a way of catering for different needs. While research findings on students' perspectives tend to be positive, the implementation of HyFlex courses has shown some challenges. Issues reported by teachers relate to poor technical infrastructure, work overload and lack of guidance. The initial excitement for the HyFlex approach has subdued. However, an openness to innovation is still there, ready to be exploited.
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Hybrid hydrogels composed of chitosan (CS) and hyaluronic acid (HA) and collagen (Coll) were prepared by polyelectrolyte complex self-assembly. These scaffolds displayed a good intermingling of the polymeric chains, with porosities above 80% and good interconnected structures with pore sizes lying between 30-115 µm. The ionic interactions between CS and HA make the scaffolds have larger storage modulus and longer LVR regions than their pure counterparts. Both quantities progressively decrease as the HA and Coll concentrations in the formulation rise. These hybrid hydrogels showed good swelling extents from ca. 420 to ca. 690% and suitable resistance to enzymatic degradation, which was slightly lower for scaffolds containing CS to larger extents or Coll in the formulation. All scaffolds were largely cytocompatible and allowed the proliferation of both mouse fibroblast and human keratinocytes with their infiltration inside, thus becoming optimal matrices for intended tissue engineering applications as well as transdermal drug delivery depots.
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The purpose of the study was to determine if an educational program for parents of newborns can be useful to prevent Shaken Baby Syndrome in Puerto Rican families. Staff training was performed, parents observed an educational video & infant crying management strategies were discussed. Pre-post tests, follow up phone calls and medical chart reviews (53%) were conducted. A total of 65 newborns participated (62 mothers, 11 fathers). Parents reported that 50% had college studies, 78.7% lived together and 83.1% had government insurance. Pre-post tests demonstrated increase in knowledge (p < 0.05). Over 75% were contacted; 94% recalled learned strategies & 98% reported the infants had been well. Two infants were removed from home; no incidents of head trauma were reported. Almost half (44.5%) indicated taking care of the baby was difficult; managing the baby's crying was most difficult. All reported the program helped them. The program should be offered in other hospitals.
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Padres/educación , Síndrome del Bebé Sacudido/prevención & control , Adolescente , Femenino , Humanos , Lactante , Recién Nacido , Masculino , Adulto JovenRESUMEN
Pseudo-thrombotic microangiopathy, or Moschcowitz syndrome, is a rare manifestation of vitamin B12 deficiency. It is characterized by microangiopathic hemolytic anemia, reticulocytes, and hematimetric indices that can be normal or that might present a mild megaloblastosis, and which are associated with neurological manifestations. Vitamin B12 can be found in animal-based protein foods. Breastfeeding is an adequate source of this vitamin for children, when maternal serum levels are normal. The case of a 16-month-old infant is presented. She was admitted for hemolytic anemia with transfusion requirement, thrombocytopenia, failure to thrive and developmental delay. During her hospitalization, she was diagnosed with pseudothrombotic microangiopathy caused by vitamin B12 deficiency.
La seudomicroangiopatía trombótica o síndrome de Moschcowitz es una manifestación infrecuente del déficit de vitamina B12. Se caracteriza por anemia hemolítica con características microangiopáticas, reticulocitos e índices hematimétricos normales o con ligera megaloblastosis, asociados a manifestaciones neurológicas. La vitamina B12 está presente en alimentos proteicos de origen animal. La lactancia materna es una fuente adecuada para los niños cuando los niveles maternos son normales. Se presenta a una paciente de 16 meses que se internó por anemia hemolítica con requerimiento transfusional, plaquetopenia, mal progreso pondoestatural y retraso neuromadurativo. Durante su internación se arribó al diagnóstico de seudomicroangiopatía trombótica secundaria a déficit de vitamina B12.
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Anemia Hemolítica , Microangiopatías Trombóticas , Deficiencia de Vitamina B 12 , Femenino , Humanos , Lactante , Microangiopatías Trombóticas/diagnóstico , Microangiopatías Trombóticas/etiología , Vitamina B 12 , Deficiencia de Vitamina B 12/complicaciones , Deficiencia de Vitamina B 12/diagnóstico , VitaminasRESUMEN
While recent studies have uncovered dedicated neural pathways mediating the positive control of parenting, the regulation of infant-directed aggression and how it relates to adult-adult aggression is poorly understood. Here we show that urocortin-3 (Ucn3)-expressing neurons in the hypothalamic perifornical area (PeFAUcn3) are activated during infant-directed attacks in males and females, but not other behaviors. Functional manipulations of PeFAUcn3 neurons demonstrate the role of this population in the negative control of parenting in both sexes. PeFAUcn3 neurons receive input from areas associated with vomeronasal sensing, stress, and parenting, and send projections to hypothalamic and limbic areas. Optogenetic activation of PeFAUcn3 axon terminals in these regions triggers various aspects of infant-directed agonistic responses, such as neglect, repulsion, and aggression. Thus, PeFAUcn3 neurons emerge as a dedicated circuit component controlling infant-directed neglect and aggression, providing a new framework to understand the positive and negative regulation of parenting in health and disease.
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Agresión , Conducta Animal , Hipotálamo/metabolismo , Conducta Materna , Neuronas/metabolismo , Conducta Paterna , Urocortinas/metabolismo , Animales , Femenino , Masculino , Ratones de la Cepa 129 , Ratones Endogámicos C57BL , Ratones Transgénicos , Vías Nerviosas/metabolismo , Optogenética , Factores Sexuales , Urocortinas/genéticaRESUMEN
Aim: To evaluate the genetic distribution of the rs4149056 and rs2306283 variants in the SLCO1B1 gene in Mexican Mestizo (admixed) and Native American groups. Materials & methods: We recruited 360 volunteers who were qPCR-genotyped with TaqMan probes. Results: Allele and genotype frequencies are reported. Among the expected rs4149056-rs2306283 haplotypes, T-A (42.35-58.47%) was the most prevalent which relates to the normal activity of the OATP1B1 transporter. This was followed by the T-G haplotype associated with further statin transport and cholesterol reduction (32.49-43.76%). Conclusion: Based on these SLCO1B1 gene variants, we confirmed that a minimum fraction of the Mexican study populations would be at risk from decreasing simvastatin transport and the development of statin-induced myopathy.
Lay abstract The clinical response to statins, mainly atorvastatin and simvastatin, can be modified by interindividual variability including variations in the SLCO1B1 gene. This gene, that encodes the statin transporter OATP1B1, helps to regulate the cholesterol levels in the blood and is responsible for the presence of adverse drug reactions related to the statin consumption, such as muscular sickness. This study analyzes the distribution of the SLCO1B1 gene variants rs4149056 and rs2306283 in geographically dispersed samples of the two main populations in Mexico: two Mestizo (admixed) populations and three Native American groups. We found that the genetic combinations of TA and TG for the two SLCO1B1 gene variants associated with normal or efficient activity of the transporter OATP1B were predominant in all of the study population. Therefore, the SLCO1B1 gene variability suggests that a majority of the Mexican population will respond favorably to simvastatin and have a low risk of developing associated muscular complications.
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Inhibidores de Hidroximetilglutaril-CoA Reductasas , Enfermedades Musculares , Haplotipos/genética , Humanos , Transportador 1 de Anión Orgánico Específico del Hígado/genética , Polimorfismo de Nucleótido Simple/genética , PrevalenciaRESUMEN
BACKGROUND: Transcatheter mitral valve repair (TMVR) utilization has increased significantly in the United States over the last years. Yet, a risk-prediction tool for adverse events has not been developed. We aimed to generate a machine-learning-based algorithm to predict in-hospital mortality after TMVR. METHODS: Patients who underwent TMVR from 2012 through 2015 were identified using the National Inpatient Sample database. The study population was randomly divided into a training set (n = 636) and a testing set (n = 213). Prediction models for in-hospital mortality were obtained using five supervised machine-learning classifiers. RESULTS: A total of 849 TMVRs were analyzed in our study. The overall in-hospital mortality was 3.1%. A naïve Bayes (NB) model had the best discrimination for fifteen variables, with an area under the receiver-operating curve (AUC) of 0.83 (95% CI, 0.80-0.87), compared to 0.77 for logistic regression (95% CI, 0.58-0.95), 0.73 for an artificial neural network (95% CI, 0.55-0.91), and 0.67 for both a random forest and a support-vector machine (95% CI, 0.47-0.87). History of coronary artery disease, of chronic kidney disease, and smoking were the three most significant predictors of in-hospital mortality. CONCLUSIONS: We developed a robust machine-learning-derived model to predict in-hospital mortality in patients undergoing TMVR. This model is promising for decision-making and deserves further clinical validation.
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Insuficiencia de la Válvula Mitral , Válvula Mitral , Teorema de Bayes , Mortalidad Hospitalaria , Humanos , Aprendizaje Automático , Válvula Mitral/diagnóstico por imagen , Válvula Mitral/cirugía , Estados Unidos/epidemiologíaRESUMEN
The interactions of proteins and other molecules and their adsorption onto substrates is a fascinating topic that has been applied to surface technologies, biosensors, corrosion studies, biotechnologies, and other fields. The success of these applications requires a previous characterization using some analytical techniques that, ordinarily, are not electrochemical. This work proposes analyzing the variation of the double-layer capacitance obtained through impedance electrochemical spectroscopy as an alternative strategy to show evidence of the interactions between proteins and triblock copolymers. The proposal is supported through the study of the interaction and adsorption of bovine serum albumin (BSA) and a commercial triblock copolymer (P103) in phosphate buffer on a gold electrode. The double-layer capacitance and the apparent interface thickness vs polarization potential curves as well as the potential of zero charge for pure P103 (0.6 wt %, corresponding to 6 g L-1), pure BSA (3 mg mL-1), and P103-BSA solutions (0.6 wt % and 3 mg mL-1, respectively) are sensitive enough to show not only the interaction and the adsorption of the species but also the polarization potential where these interactions are taking place. A qualitative and quantitative analysis concerning the double-layer capacitance behavior is given. The significance and impact of this work is also presented.
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Fiber-reinforced foamed concrete (FRFC) is a lightweight material that has the potential to perform well in seismic applications due to its low density and improved mechanical properties. However, studies focused on the seismic assessment of this material are limited. In this work, U-shaped wall specimens, made of FRFC reinforced with henequen fibers and plain foamed concrete (PFC) with a density of 900 kg/m3, were subjected to shaking table tests. PFC and FRFC were characterized using compression and tension tests. FRFC exhibited enhanced mechanical properties, which were attributed to the fibers. The dynamic tests showed that U-shaped walls made of FRFC performed better than those made of PFC. The time period prior to the collapse of the FRFC U-shaped walls was longer than that of the PFC specimens, which was attributed to the enhanced specimen integrity by the fibers. Finite element simulations of the shaking table test allowed for the prediction of the stress concentration and plastic strain that may lead to the failure of the U-shaped wall. These results showed that U-shaped walls made of FRFC have the potential to perform well in seismic applications, however, these results are preliminary and further studies are needed to support the findings of this work.
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Despite some previous examples of successful application to the field of pharmacogenomics, the utility of machine learning (ML) techniques for warfarin dose predictions in Caribbean Hispanic patients has yet to be fully evaluated. This study compares seven ML methods to predict warfarin dosing in Caribbean Hispanics. This is a secondary analysis of genetic and non-genetic clinical data from 190 cardiovascular Hispanic patients. Seven ML algorithms were applied to the data. Data was divided into 80 and 20% to be used as training and test sets. ML algorithms were trained with the training set to obtain the models. Model performance was determined by computing the corresponding mean absolute error (MAE) and % patients whose predicted optimal dose were within ±20% of the actual stabilization dose, and then compared between groups of patients with "normal" (i.e., > 21 but <49 mg/week), low (i.e., ≤21 mg/week, "sensitive"), and high (i.e., ≥49 mg/week, "resistant") dose requirements. Random forest regression (RFR) significantly outperform all other methods, with a MAE of 4.73 mg/week and 80.56% of cases within ±20% of the actual stabilization dose. Among those with "normal" dose requirements, RFR performance is also better than the rest of models (MAE = 2.91 mg/week). In the "sensitive" group, support vector regression (SVR) shows superiority over the others with lower MAE of 4.79 mg/week. Finally, multivariate adaptive splines (MARS) shows the best performance in the resistant group (MAE = 7.22 mg/week) and 66.7% of predictions within ±20%. Models generated by using RFR, MARS, and SVR algorithms showed significantly better predictions of weekly warfarin dosing in the studied cohorts than other algorithms. Better performance of the ML models for patients with "normal," "sensitive," and "resistant" to warfarin were obtained when compared to other populations and previous statistical models.
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PURPOSE: To identify racial/ethnic disparities in utilization rates, in-hospital outcomes and health care resource use among Non-Hispanic Whites (NHW), African Americans (AA) and Hispanics undergoing transcatheter aortic valve replacement (TAVR) in the United States (US). METHODS AND RESULTS: The National Inpatient Sample database was queried for patients ≥18â¯years of age who underwent TAVR from 2012 to 2014. The primary outcome was all-cause in hospital mortality. A total of 36,270 individuals were included in the study. The number of TAVR performed per million population increased in all study groups over the three years [38.8 to 103.8 (NHW); 9.1 to 26.4 (AA) and 9.4 to 18.2 (Hispanics)]. The overall in-hospital mortality was 4.2% for the entire cohort. Race/ethnicity showed no association with in-hospital mortality (Pâ¯>â¯.05). Though no significant difference were found between AA and NHW in any secondary outcome, being Hispanic was associated with higher incidence of acute myocardial infarction (aORâ¯=â¯2.02; 95% CI, 1.06-3.85; Pâ¯=â¯.03), stroke/transient ischemic attack (aORâ¯=â¯1.81; 95% CI, 1.04-3.14; Pâ¯=â¯.04), acute kidney injury (aORâ¯=â¯1.65; 95% CI, 1.23-2.21; Pâ¯<â¯.01), prolonged length of stay (aORâ¯=â¯1.18; 95% CI, 1.08-1.29; Pâ¯<â¯.01) and higher hospital costs (aORâ¯=â¯1.27; 95% CI, 1.18-1.36; Pâ¯<â¯.01). CONCLUSION: There are significant racial disparities in patients undergoing TAVR in the US. Though in-hospital mortality was not associated with race/ethnicity, Hispanic patients had less TAVR utilization, higher in-hospital complications, prolonged length of stay and increased hospital costs.
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Estenosis de la Válvula Aórtica/cirugía , Negro o Afroamericano , Disparidades en Atención de Salud/etnología , Disparidades en Atención de Salud/tendencias , Hispánicos o Latinos , Reemplazo de la Válvula Aórtica Transcatéter/tendencias , Población Blanca , Anciano , Anciano de 80 o más Años , Estenosis de la Válvula Aórtica/economía , Estenosis de la Válvula Aórtica/etnología , Estenosis de la Válvula Aórtica/mortalidad , Bases de Datos Factuales , Femenino , Disparidades en Atención de Salud/economía , Costos de Hospital/tendencias , Mortalidad Hospitalaria/etnología , Mortalidad Hospitalaria/tendencias , Humanos , Pacientes Internos , Tiempo de Internación/tendencias , Masculino , Complicaciones Posoperatorias/etnología , Complicaciones Posoperatorias/mortalidad , Medición de Riesgo , Factores de Riesgo , Factores de Tiempo , Reemplazo de la Válvula Aórtica Transcatéter/efectos adversos , Reemplazo de la Válvula Aórtica Transcatéter/economía , Reemplazo de la Válvula Aórtica Transcatéter/mortalidad , Resultado del Tratamiento , Estados Unidos/epidemiologíaRESUMEN
OBJECTIVES: This study sought to develop and compare an array of machine learning methods to predict in-hospital mortality after transcatheter aortic valve replacement (TAVR) in the United States. BACKGROUND: Existing risk prediction tools for in-hospital complications in patients undergoing TAVR have been designed using statistical modeling approaches and have certain limitations. METHODS: Patient data were obtained from the National Inpatient Sample database from 2012 to 2015. The data were randomly divided into a development cohort (n = 7,615) and a validation cohort (n = 3,268). Logistic regression, artificial neural network, naive Bayes, and random forest machine learning algorithms were applied to obtain in-hospital mortality prediction models. RESULTS: A total of 10,883 TAVRs were analyzed in our study. The overall in-hospital mortality was 3.6%. Overall, prediction models' performance measured by area under the curve were good (>0.80). The best model was obtained by logistic regression (area under the curve: 0.92; 95% confidence interval: 0.89 to 0.95). Most obtained models plateaued after introducing 10 variables. Acute kidney injury was the main predictor of in-hospital mortality ranked with the highest mean importance in all the models. The National Inpatient Sample TAVR score showed the best discrimination among available TAVR prediction scores. CONCLUSIONS: Machine learning methods can generate robust models to predict in-hospital mortality for TAVR. The National Inpatient Sample TAVR score should be considered for prognosis and shared decision making in TAVR patients.
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Técnicas de Apoyo para la Decisión , Mortalidad Hospitalaria , Aprendizaje Automático , Reemplazo de la Válvula Aórtica Transcatéter/mortalidad , Anciano , Anciano de 80 o más Años , Toma de Decisiones Clínicas , Bases de Datos Factuales , Femenino , Humanos , Masculino , Valor Predictivo de las Pruebas , Medición de Riesgo , Factores de Riesgo , Reemplazo de la Válvula Aórtica Transcatéter/efectos adversos , Resultado del Tratamiento , Estados Unidos/epidemiologíaRESUMEN
La sinusitis micótica es una condición patológica que puede presentarse en pacientes con diabetes mellitus y estar asociada a una crisis hiperglucémica. Es una entidad agresiva con complicaciones locales que incluyen afectación de la órbita y el sistema nervioso central, y compromiso vascular. A pesar del tratamiento quirúrgico y antimicótico, la mortalidad es de hasta el 75 %. Se describe el caso de una paciente con diagnóstico de cetoacidosis diabética y signos de oftalmoplejía unilateral que llevaron al estudio con resonancia magnética del sistema nervioso central; se encontraron signos de sinusitis, meningitis y cerebritis. Los estudios microbiológicos iniciales fueron negativos, y los biomarcadores galactomanano sérico y el antígeno de Cryptococcus también fueron negativos. Tras el manejo quirúrgico, se llegó a la identificación de Aspergillus flavus y Rhizopus spp. en el tejido de los senos paranasales. La paciente recibió tratamiento con posaconazol y, tras dos meses de seguimiento, había presentado mejoría clínica. La infección fúngica dual y la infección por A. flavus son entidades poco frecuentes y de relevancia clínica, sin casos presentados previamente en nuestro país por lo que este corresponde a un caso de interés clínico.
Fungal sinusitis is a pathology that can occur in patients with diabetes mellitus and be associated with a hyperglycemic crisis. It is an aggressive entity with local complications that include involvement of the orbit or the central nervous system, and vascular involvement. Despite surgical and antifungal treatment, mortality raises up to 75%. We report the case of a female patient with a diagnosis of diabetic ketoacidosis and signs of unilateral ophthalmoplegia, which led to the study with magnetic resonance imaging of the central nervous system, finding signs of sinusitis, meningitis, and cerebritis. Initial microbiological studies were negative, and biomarkers such as serum galactomannan and Cryptococcus antigen were also negative. After surgical management and the identification of Aspergillus flavus and Rhizopus spp. in sinus tissue, the patient received treatment with posaconazole and after two months of follow-up she presented clinical improvement. Dual fungal infection and infection by A. flavus are uncommon and clinically relevant entities, with no cases previously reported in our country, therefore this corresponds to a case of clinical interest.