ABSTRACT
Community-based primary care, such as general practice (GP) or urgent care, serves as the primary point of access to healthcare for most Australians and New Zealanders. Coronavirus disease 2019 (COVID-19) has created significant and ongoing disruptions to primary care. Traditional research methods have contributed to gaps in understanding the experiences of primary care workers during the pandemic. This paper describes a novel research design and method that intended to capture the evolving impact of the COVID-19 pandemic on primary care workers in Australia and New Zealand. Recurrent, rapid cycle surveys were fielded from May 2020 through December 2021 in Australia, and May 2020 through February 2021 in New Zealand. Rapid survey development, fielding, triangulated analysis and dissemination of results allowed close to real-time communication of relevant issues among general practice workers, researchers and policy-makers. A conceptual model is presented to support longitudinal analysis of primary care worker experiences during the COVID-19 pandemic in Australia and New Zealand, and key learnings from applying this novel method are discussed. This paper will assist future research teams in development and execution of policy-relevant research in times of change and may inform further areas of interest for COVID-19 research in primary care.
Subject(s)
Australasian People , COVID-19 , Pandemics , Humans , Australia , New Zealand , Health Services Research , PolicyABSTRACT
Characterization of the diverse malignant and stromal cell states that make up soft tissue sarcomas and their correlation with patient outcomes has proven difficult using fixed clinical specimens. Here, we employed EcoTyper, a machine-learning framework, to identify the fundamental cell states and cellular ecosystems that make up sarcomas on a large scale using bulk transcriptomes with clinical annotations. We identified and validated 23 sarcoma-specific, transcriptionally defined cell states, many of which were highly prognostic of patient outcomes across independent datasets. We discovered three conserved cellular communities or ecotypes associated with underlying genomic alterations and distinct clinical outcomes. We show that one ecotype defined by tumor-associated macrophages and epithelial-like malignant cells predicts response to immune-checkpoint inhibition but not chemotherapy and validate our findings in an independent cohort. Our results may enable identification of patients with soft tissue sarcomas who could benefit from immunotherapy and help develop new therapeutic strategies.
Subject(s)
Immunotherapy , Sarcoma , Tumor Microenvironment , Humans , Tumor Microenvironment/immunology , Sarcoma/therapy , Sarcoma/immunology , Sarcoma/genetics , Prognosis , Immunotherapy/methods , Machine Learning , Immune Checkpoint Inhibitors/therapeutic use , Immune Checkpoint Inhibitors/pharmacology , Tumor-Associated Macrophages/immunology , Transcriptome , Gene Expression Regulation, NeoplasticABSTRACT
ABSTRACT Objective: We hypothesized that the use of mechanical insufflation-exsufflation can reduce the incidence of acute respiratory failure within the 48-hour post-extubation period in intensive care unit-acquired weakness patients. Methods: This was a prospective randomized controlled open-label trial. Patients diagnosed with intensive care unit-acquired weakness were consecutively enrolled based on a Medical Research Council score ≤ 48/60. The patients randomly received two daily sessions; in the control group, conventional chest physiotherapy was performed, while in the intervention group, chest physiotherapy was associated with mechanical insufflation-exsufflation. The incidence of acute respiratory failure within 48 hours of extubation was evaluated. Similarly, the reintubation rate, intensive care unit length of stay, mortality at 28 days, and survival probability at 90 days were assessed. The study was stopped after futility results in the interim analysis. Results: We included 122 consecutive patients (n = 61 per group). There was no significant difference in the incidence of acute respiratory failure between treatments (11.5% control group versus 16.4%, intervention group; p = 0.60), the need for reintubation (3.6% versus 10.7%; p = 0.27), mean length of stay (3 versus 4 days; p = 0.33), mortality at Day 28 (9.8% versus 15.0%; p = 0.42), or survival probability at Day 90 (21.3% versus 28.3%; p = 0.41). Conclusion: Mechanical insufflation-exsufflation combined with chest physiotherapy seems to have no impact in preventing postextubation acute respiratory failure in intensive care unit-acquired weakness patients. Similarly, mortality and survival probability were similar in both groups. Nevertheless, given the early termination of the trial, further clinical investigation is strongly recommended. Clinical Trials Register: NCT 01931228
RESUMO Objetivo: Verificar se o uso de insuflação-exsuflação mecânica pode reduzir a incidência da insuficiência respiratória aguda no período de 48 horas pós-extubação em pacientes com fraqueza adquirida em unidades de terapia intensiva. Métodos: Estudo prospectivo, randomizado, controlado e aberto. Os pacientes diagnosticados com fraqueza adquirida em unidade de terapia intensiva foram incluídos consecutivamente, com base em uma pontuação do Medical Research Council ≤ 48/60. Os pacientes receberam aleatoriamente duas sessões diárias; no grupo controle, realizou-se fisioterapia torácica convencional, enquanto no grupo intervenção, combinou-se fisioterapia torácica com insuflação-exsuflação mecânica. Avaliou-se a incidência de insuficiência respiratória aguda dentro de 48 horas após a extubação. Da mesma forma, avaliaram-se a taxa de reintubação, o tempo de permanência na unidade de terapia intensiva, a mortalidade aos 28 dias e a probabilidade de sobrevida aos 90 dias. O estudo foi interrompido após resultados de futilidade na análise intermediária. Resultados: Incluímos 122 pacientes consecutivos (n = 61 por grupo). Não houve diferença significativa na incidência de insuficiência respiratória aguda entre os tratamentos (11,5% no grupo controle versus 16,4% no grupo intervenção; p = 0,60), na necessidade de reintubação (3,6% versus 10,7%; p = 0,27), no tempo médio de internação (3 versus 4 dias; p = 0,33), na mortalidade aos 28 dias (9,8% versus 15,0%; p = 0,42) ou na probabilidade de sobrevida aos 90 dias (21,3% versus 28,3%; p = 0,41). Conclusão: A insuflação-exsuflação mecânica associada à fisioterapia torácica parece não ter impacto na prevenção da insuficiência respiratória aguda pós-extubação em pacientes com fraqueza adquirida na unidade de terapia intensiva. Da mesma forma, a mortalidade e a probabilidade de sobrevida foram semelhantes em ambos os grupos. No entanto, devido ao término precoce do estudo, recomenda-se enfaticamente uma investigação clínica mais aprofundada. Registro Clinical Trials: NCT 01931228