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OBJECTIVE: Supporting families during the first 1001 days from conception to the age of two is vital for setting the emotional, cognitive, and physical building blocks for children's futures. Families with twins, triplets, or higher order multiples (multiple birth families) have unique challenges due to caring for more than one baby at the same time. Therefore, identifying the needs of multiple birth families is necessary to provide optimum support during the first 1001 critical days. DESIGN: A rapid review was undertaken to synthesize knowledge of the needs of multiple birth families in the United Kingdom (UK) during the first 1001 critical days. Findings from five databases (MEDLINE, APA PsycArticles, APA PsycInfo, CINAHL, and Web of Science) for peer-reviewed studies and grey literature published between 2012 and 2022 were synthesized. Fifteen studies were reviewed using narrative synthesis. RESULTS: Multiple birth families have unique and complex emotional and practical needs across the first 1001 critical days, and in particular, the first-year post birth, impacted further by complicated pregnancies and prematurity. Needs were identified within the four key themes: high risk pregnancy and birth; transformed reality of raising multiples; inadequate support; and positively affecting experiences. Health professional support was inconsistent and particularly lacking in intrapartum, postnatal, and community care including transition. CONCLUSION: Multiple birth families' needs should be considered in the design and delivery of care within the first 1001 critical days, especially within the first year after birth. Multiples specific advice across the first 1001 critical days is needed and training for health professionals to adapt universal advice for this population is one way to achieve this. Further research is needed to ensure this advice is evidence based and effective.
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Recém-Nascido Prematuro , Prole de Múltiplos Nascimentos , Criança , Lactente , Recém-Nascido , Gravidez , Feminino , Humanos , Narração , Pessoal de Saúde , Reino UnidoRESUMO
BACKGROUND: Machine learning (ML) can be an effective tool to extract information from attribute-rich molecular datasets for the generation of molecular diagnostic tests. However, the way in which the resulting scores or classifications are produced from the input data may not be transparent. Algorithmic explainability or interpretability has become a focus of ML research. Shapley values, first introduced in game theory, can provide explanations of the result generated from a specific set of input data by a complex ML algorithm. METHODS: For a multivariate molecular diagnostic test in clinical use (the VeriStrat® test), we calculate and discuss the interpretation of exact Shapley values. We also employ some standard approximation techniques for Shapley value computation (local interpretable model-agnostic explanation (LIME) and Shapley Additive Explanations (SHAP) based methods) and compare the results with exact Shapley values. RESULTS: Exact Shapley values calculated for data collected from a cohort of 256 patients showed that the relative importance of attributes for test classification varied by sample. While all eight features used in the VeriStrat® test contributed equally to classification for some samples, other samples showed more complex patterns of attribute importance for classification generation. Exact Shapley values and Shapley-based interaction metrics were able to provide interpretable classification explanations at the sample or patient level, while patient subgroups could be defined by comparing Shapley value profiles between patients. LIME and SHAP approximation approaches, even those seeking to include correlations between attributes, produced results that were quantitatively and, in some cases qualitatively, different from the exact Shapley values. CONCLUSIONS: Shapley values can be used to determine the relative importance of input attributes to the result generated by a multivariate molecular diagnostic test for an individual sample or patient. Patient subgroups defined by Shapley value profiles may motivate translational research. However, correlations inherent in molecular data and the typically small ML training sets available for molecular diagnostic test development may cause some approximation methods to produce approximate Shapley values that differ both qualitatively and quantitatively from exact Shapley values. Hence, caution is advised when using approximate methods to evaluate Shapley explanations of the results of molecular diagnostic tests.
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Aprendizado de Máquina , Patologia Molecular , Algoritmos , Estudos de Coortes , HumanosRESUMO
Selective biofilters are used by cells to control the transport of proteins, nucleic acids, and other macromolecules. Biological filters demonstrate both high specificity and rapid motion or high flux of proteins. In contrast, high flux comes at the expense of selectivity in many synthetic filters. Binding can lead to selective transport in systems in which the bound particle can diffuse, but the mechanisms that lead to bound diffusion remain unclear. Previous theory has proposed a molecular mechanism of bound-state mobility based only on transient binding to flexible polymers. However, this mechanism has not been directly tested in experiments. We demonstrate that bound mobility via tethered diffusion can be engineered into a synthetic gel using protein fragments derived from the nuclear pore complex. The resulting bound-state diffusion is quantitatively consistent with theory. Our results suggest that synthetic biological filters can be designed to take advantage of tethered diffusion to give rapid, selective transport.
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Polímeros/química , Difusão , CinéticaRESUMO
BACKGROUND: A new caregiver burden questionnaire for heart failure (CBQ-HF v1.0) was developed based on previously conducted qualitative interviews with HF caregivers and with input from HF clinical experts. Version 1.0 of the CBQ-HF included 41 items measuring the burden associated with caregiving in the following domains: physical, emotional/psychological, social, and impact on caregiver's life. Following initial development, the next stage was to evaluate caregivers' understanding of the questionnaire items and their conceptual relevance. METHODS: To evaluate the face and content validity of the new questionnaire, cognitive interviews were conducted with caregivers of heart failure patients. The cognitive interviews included a "think aloud" exercise as the patient completed the CBQ-HF, followed by more specific probing questions to better understand caregivers' understanding, interpretation and the relevance of the instructions, items, response scales and recall period. RESULTS: Eighteen caregivers of heart failure patients were recruited. The mean age of the caregivers was 50 years (SD = 10.2). Eighty-three percent of caregivers were female and most commonly the patient was either a spouse (44%) or a parent (28%). Among the patients 55% were NYHA Class 2 and 45% were NYHA Class 3 or 4. The caregiver cognitive interviews demonstrated that the CBQ-HF was well understood, relevant and consistently interpreted. From the initial 41 item questionnaire, fifteen items were deleted due to conceptual overlap and/or item redundancy. The final 26-item CBQ-HF (v3.0) uses a 5-point Likert severity scale, assessing 4 domains of physical, emotional/psychological, social and lifestyle burdens using a 4-week recall period. CONCLUSIONS: The CBQ-HF (v3.0) is a comprehensive and relevant measure of subjective caregiver burden with strong content validity. This study has established that the CBQ-HF (v3.0) has strong face and content validity and should be valuable as an outcomes measure to help understand and monitor the relationship between patient heart failure severity and caregiver burden. A Translatability AssessmentSM of the measure has since been performed confirming the cultural appropriateness of the measure and psychometric validation is planned for the future to further explore the reliability, and validity of the new questionnaire in a larger caregiver sample.
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Cuidadores/psicologia , Insuficiência Cardíaca/psicologia , Qualidade de Vida , Inquéritos e Questionários/normas , Adaptação Psicológica , Doença Crônica/psicologia , Doença Crônica/terapia , Comorbidade , Efeitos Psicossociais da Doença , Feminino , Indicadores Básicos de Saúde , Insuficiência Cardíaca/terapia , Humanos , Entrevistas como Assunto , Masculino , Pessoa de Meia-Idade , Minnesota , Pais/psicologia , Philadelphia , Psicometria , Pesquisa Qualitativa , Reprodutibilidade dos TestesRESUMO
RATIONALE: Prognostic tools for aiding in the treatment of hospitalized COVID-19 patients could help improve outcome by identifying patients at higher or lower risk of severe disease. The study objective was to develop models to stratify patients by risk of severe outcomes during COVID-19 hospitalization using readily available information at hospital admission. METHODS: Hierarchical ensemble classification models were trained on a set of 229 patients hospitalized with COVID-19 to predict severe outcomes, including ICU admission, development of acute respiratory distress syndrome, or intubation, using easily attainable attributes including basic patient characteristics, vital signs at admission, and basic lab results collected at time of presentation. Each test stratifies patients into groups of increasing risk. An additional cohort of 330 patients was used for blinded, independent validation. Shapley value analysis evaluated which attributes contributed most to the models' predictions of risk. MAIN RESULTS: Test performance was assessed using precision (positive predictive value) and recall (sensitivity) of the final risk groups. All test cut-offs were fixed prior to blinded validation. In development and validation, the tests achieved precision in the lowest risk groups near or above 0.9. The proportion of patients with severe outcomes significantly increased across increasing risk groups. While the importance of attributes varied by test and patient, C-reactive protein, lactate dehydrogenase, and D-dimer were often found to be important in the assignment of risk. CONCLUSIONS: Risk of severe outcomes for patients hospitalized with COVID-19 infection can be assessed using machine learning-based models based on attributes routinely collected at hospital admission.
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COVID-19 , Humanos , Aprendizado de Máquina , Prognóstico , SARS-CoV-2RESUMO
In biological systems, polymeric materials block the movement of some macromolecules while allowing the selective passage of others. In some cases, binding enables selective transport, while in others the most inert particles appear to transit most rapidly. To study the general principles of filtering, we develop a model motivated by features of the nuclear pore complex (NPC) which are highly conserved and could potentially be applied to other biological systems. The NPC allows selective transport of proteins called transport factors, which transiently bind to disordered flexible proteins called phenylalanine-glycine-nucleoporins. While the NPC is tuned for transport factors and their cargo, we show that a single feature is sufficient for selective transport: the bound-state motion resulting from transient binding to flexible filaments. Interchain transfer without unbinding can further improve selectivity, especially for cross-linked chains. We generalize this observation to model nanoparticle transport through mucus and show that bound-state motion accelerates transport of transient nanoparticle application, even with clearance by mucus flow. Our model provides a framework to control binding-induced selective transport in biopolymeric materials.
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OBJECTIVE: Parents who have a child newly diagnosed with type 1 diabetes (T1D) must quickly learn daily diabetes self-management. An RCT was conducted using human patient simulation (HPS) to enhance parents learning diabetes self-management with children with new-onset T1D. The purpose of this study was to describe parents' perspectives of using HPS to augment diabetes education. METHODS: A qualitative descriptive design was used with open-ended in-depth interviews of parents (n=49) post-intervention. Qualitative directed content analysis was used. RESULTS: The majority of parents were positive about learning with HPS. Although a few parents said the HPS was "hokey" or "creepy," most reported the visual and hands-on learning was realistic and very beneficial. Seeing a seizure increased their fear although they would have panicked if they had not had that learning experience, and it helped build their diabetes self-management confidence. Recommendations included teaching others with the HPS (grandparents, siblings, babysitters, and school nurses). CONCLUSION: HPS-enhanced education is an acceptable and viable option that was generally well-received by parents of children with new-onset T1D. PRACTICE IMPLICATIONS: The technique should be studied with parents of children with other chronic illnesses to see if the benefits found in this study are applicable to other settings.
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Diabetes Mellitus Tipo 1/psicologia , Diabetes Mellitus Tipo 1/terapia , Pais/educação , Educação de Pacientes como Assunto/métodos , Autocuidado/métodos , Treinamento por Simulação/métodos , Adulto , Criança , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Pais/psicologia , Avaliação de Resultados da Assistência ao Paciente , Pesquisa Qualitativa , Autocuidado/psicologia , AutoeficáciaRESUMO
Deregulation of the receptor tyrosine kinase RET has been implicated in medullary thyroid cancer, a small percentage of lung adenocarcinomas, endocrine-resistant breast cancer and pancreatic cancer. There are several clinically approved multi-kinase inhibitors that target RET as a secondary pharmacology but additional activities, most notably inhibition of KDR, lead to dose-limiting toxicities. There is, therefore, a clinical need for more specific RET kinase inhibitors. Herein we report our efforts towards identifying a potent and selective RET inhibitor using vandetanib 1 as the starting point for structure-based drug design. Phenolic anilinoquinazolines exemplified by 6 showed improved affinities towards RET but, unsurprisingly, suffered from high metabolic clearance. Efforts to mitigate the metabolic liability of the phenol led to the discovery that a flanking substituent not only improved the hepatocyte stability, but could also impart a significant gain in selectivity. This culminated in the identification of 36; a potent RET inhibitor with much improved selectivity against KDR.
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Piperidinas/química , Piperidinas/farmacologia , Inibidores de Proteínas Quinases/química , Inibidores de Proteínas Quinases/farmacologia , Proteínas Proto-Oncogênicas c-ret/antagonistas & inibidores , Quinazolinas/química , Quinazolinas/farmacologia , Animais , Linhagem Celular , Desenho de Fármacos , Humanos , Camundongos , Simulação de Acoplamento Molecular , Piperidinas/farmacocinética , Inibidores de Proteínas Quinases/farmacocinética , Proteínas Proto-Oncogênicas c-ret/metabolismo , Quinazolinas/farmacocinéticaRESUMO
PURPOSE: The purpose of this study was to explore the feasibility of using human patient simulation (HPS) to teach type 1 diabetes (T1DM) management to grandparents of grandchildren with T1DM. METHODS: Thirty grandparents (11 male, 19 female) of young grandchildren (aged 12 and under) with T1DM were recruited from an urban medical center. Experimental group (n = 14) grandparents received hands-on visual T1DM management education using an HPS intervention, and control group (n = 16) grandparents received similar education using a non-HPS intervention. FINDINGS: This study demonstrated the feasibility of recruiting and retaining grandparents into a clinical trial using HPS to teach T1DM management. Post intervention, all grandparent scores for T1DM knowledge, confidence, and fear showed significant improvement from time 1 to time 2, with HPS group grandparent scores showing consistently larger improvement. CONCLUSIONS: The consistency of larger HPS-taught grandparent score improvement is suggestive of a benefit for the HPS teaching method. Early multimethod Certified Diabetes Educator (CDE)-provided T1DM education is an important point of entry for inducting grandparent members onto the grandchild's diabetes care team.
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Diabetes Mellitus Tipo 1/psicologia , Avós/educação , Conhecimentos, Atitudes e Prática em Saúde , Educação de Pacientes como Assunto/métodos , Treinamento por Simulação/métodos , Idoso , Criança , Pré-Escolar , Estudos de Viabilidade , Feminino , Humanos , Masculino , Pessoa de Meia-IdadeRESUMO
Spina bifida (SB) accounts for approximately 90% of total neural tube defects. According to the degree of SB severity, the range of associated symptoms and complications varies greatly. Given the complexity and diversity of these complications, individuals with SB might suffer from livelong impairment. This review presents an overview of the impact of SB on patients' health-related quality of life (HRQoL) and explores results from published quantitative and qualitative studies regarding the HRQoL impact of SB on patients, as well as comparing results of existing studies to national norms. A literature search using three electronic databases PUBMED, PsycINFO, and Embase was performed to identify relevant studies dating from January 1976 to November 2010. To satisfy the initial inclusion criteria, articles had to contain studies that were specific to HRQoL in patients with SB. Findings highlight that HRQoL is significantly impaired in patients with SB. Making sure that the public is aware of the disease and how to minimise the risk of NTD, such as SB (e.g., through adequate folate levels at time of conception, etc.) is essential to ensure that fewer individuals face the burden of NTDs in the future.
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Nível de Saúde , Qualidade de Vida , Disrafismo Espinal/complicações , Disrafismo Espinal/psicologia , Emoções , Humanos , Saúde Mental , Dor/etiologia , Pesquisa Qualitativa , Autoimagem , Índice de Gravidade de Doença , Participação Social , Disrafismo Espinal/prevenção & controleRESUMO
Parents become emotionally upset when learning that their child has type 1 diabetes, yet they are expected to quickly learn functional diabetes management. The purpose of this article is to describe the application of self-regulation theory to guide a family-focused education intervention using human patient simulation to enhance the initial education of parents in diabetes management. A brief description is provided of the intervention framed by self-regulation theory. On the basis of the literature, we describe the educational vignettes used based on self-regulation in the randomized controlled trial entitled "Parent Education Through Simulation-Diabetes." Examples of theory-in-practice will be illustrated by parental learning responses to this alternative educational innovation.
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Diabetes Mellitus Tipo 1/terapia , Assistência Domiciliar/educação , Modelos Educacionais , Pais/educação , Educação de Pacientes como Assunto/métodos , Simulação de Paciente , Ensino/métodos , Adolescente , Adulto , Criança , Pré-Escolar , Feminino , Humanos , Lactente , Masculino , Pessoa de Meia-Idade , Ensaios Clínicos Controlados Aleatórios como AssuntoRESUMO
INTRODUCTION: Despite measures to reduce the incidence of neural tube defects (NTDs), the rate of decline has not been as dramatic as expected. At least 300,000 newborns worldwide are known to be affected by NTDs each year. This comprehensive literature review summarizes the human and economic burden of NTDs to patients and caregivers, with particular focus on spina bifida (SB). METHODS: PubMed, PsycINFO, and Embase were searched for studies from January 1976 to November 2010 that included clinical terms, such as NTD, and at least one patient-reported outcome or cost term. A conceptual model was also developed. RESULTS: Areas of peoples' lives affected by SB included physical and role functioning, activities of daily living, bodily pain, vitality, emotional functioning, mental health, self-esteem, self-image, social functioning, relationships, and sexual functioning. Areas of caregivers' lives affected included activities of daily living, work impact, time consumption, parental responsibilities (including responsibilities to other children), confidence, feelings and emotions, mental health, stress, social impact, psychological adjustment, relationships (with SB child, siblings, other family members), social support, coping strategies, and termination decisions. Cost burdens on patients and caregivers also include out-of-pocket costs, lost wages, or household production due to increased morbidity and mortality, transportation and other nonmedical costs. CONCLUSIONS: This review highlights the need to provide care and support to individuals with SB and their caregivers. Results also emphasize the importance of effective long-term public health campaigns and/or newer strategies to prevent NTDs, such as SB.
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The recently discovered enzyme tyrosyl-DNA phosphodiesterase 2 (TDP2) has been implicated in the topoisomerase-mediated repair of DNA damage. In the clinical setting, it has been hypothesized that TDP2 may mediate drug resistance to topoisomerase II (topo II) inhibition by etoposide. Therefore, selective pharmacological inhibition of TDP2 is proposed as a novel approach to overcome intrinsic or acquired resistance to topo II-targeted drug therapy. Following a high-throughput screening (HTS) campaign, toxoflavins and deazaflavins were identified as the first reported sub-micromolar and selective inhibitors of this enzyme. Toxoflavin derivatives appeared to exhibit a clear structure-activity relationship (SAR) for TDP2 enzymatic inhibition. However, we observed a key redox liability of this series, and this, alongside early in vitro drug metabolism and pharmacokinetics (DMPK) issues, precluded further exploration. The deazaflavins were developed from a singleton HTS hit. This series showed distinct SAR and did not display redox activity; however low cell permeability proved to be a challenge.
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Diester Fosfórico Hidrolases/efeitos dos fármacos , Pirimidinonas/farmacologia , Inibidores da Topoisomerase II/farmacologia , Triazinas/farmacologia , Relação Estrutura-Atividade , Inibidores da Topoisomerase II/químicaRESUMO
INTRODUCTION: Neural tube defects (NTDs) are the second most common birth defects. Spina bifida (SB) and anencephaly make up approximately 90% of total NTDs. Given the number of infants born with an NTD each year, anyone who provides unpaid care for the child (especially caregivers) is affected. This literature review explores the humanistic burden on caregivers of people with SB, specifically myelomeningocele. METHODS: A search using PubMed, PsycINFO, and Embase was performed to find studies from 1976 to 2010. Interpretative phenomenological analysis was performed on qualitative data and relevant extracts from the data were collated to form master themes. RESULTS: A total of 168 abstracts met the inclusion and exclusion criteria. Of these, 25 articles related to caregivers of individuals with SB. Four master themes emerged: initial diagnosis, living with an individual with SB, social support, and coping. Different aspects of caregivers' lives were found to be affected by caring for a child with SB, including activities of daily living, work impact, time consumption, parental responsibilities, confidence, feelings and emotions, mental health, stress, social impact, psychological adjustment, and relationships. CONCLUSION: NTDs, such as SB, present a multitude of issues to caregivers. Issues that affect caregivers of individuals with SB must be addressed in order to reduce the considerable burden that SB places on the caregiver. Continued and enhanced support from health services and patient advocacy groups is needed. For example, providing additional information, support, and empathy can help parents prepare themselves for dealing with the needs of a child with SB over their lifetime.