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1.
Nature ; 619(7969): 357-362, 2023 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-37286606

RESUMO

Physicians make critical time-constrained decisions every day. Clinical predictive models can help physicians and administrators make decisions by forecasting clinical and operational events. Existing structured data-based clinical predictive models have limited use in everyday practice owing to complexity in data processing, as well as model development and deployment1-3. Here we show that unstructured clinical notes from the electronic health record can enable the training of clinical language models, which can be used as all-purpose clinical predictive engines with low-resistance development and deployment. Our approach leverages recent advances in natural language processing4,5 to train a large language model for medical language (NYUTron) and subsequently fine-tune it across a wide range of clinical and operational predictive tasks. We evaluated our approach within our health system for five such tasks: 30-day all-cause readmission prediction, in-hospital mortality prediction, comorbidity index prediction, length of stay prediction, and insurance denial prediction. We show that NYUTron has an area under the curve (AUC) of 78.7-94.9%, with an improvement of 5.36-14.7% in the AUC compared with traditional models. We additionally demonstrate the benefits of pretraining with clinical text, the potential for increasing generalizability to different sites through fine-tuning and the full deployment of our system in a prospective, single-arm trial. These results show the potential for using clinical language models in medicine to read alongside physicians and provide guidance at the point of care.


Assuntos
Tomada de Decisão Clínica , Registros Eletrônicos de Saúde , Processamento de Linguagem Natural , Médicos , Humanos , Tomada de Decisão Clínica/métodos , Readmissão do Paciente , Mortalidade Hospitalar , Comorbidade , Tempo de Internação , Cobertura do Seguro , Área Sob a Curva , Sistemas Automatizados de Assistência Junto ao Leito/tendências , Ensaios Clínicos como Assunto
2.
PLoS Genet ; 20(3): e1011088, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38437248

RESUMO

Bacterial type IV secretion systems (T4SSs) are a versatile family of macromolecular translocators, collectively able to recruit diverse DNA and protein substrates and deliver them to a wide range of cell types. Presently, there is little understanding of how T4SSs recognize substrate repertoires and form productive contacts with specific target cells. Although T4SSs are composed of a number of conserved subunits and adopt certain conserved structural features, they also display considerable compositional and structural diversity. Here, we explored the structural bases underlying the functional versatility of T4SSs through systematic deletion and subunit swapping between two conjugation systems encoded by the distantly-related IncF plasmids, pED208 and F. We identified several regions of intrinsic flexibility among the encoded T4SSs, as evidenced by partial or complete functionality of chimeric machines. Swapping of VirD4-like TraD type IV coupling proteins (T4CPs) yielded functional chimeras, indicative of relaxed specificity at the substrate-TraD and TraD-T4SS interfaces. Through mutational analyses, we further delineated domains of the TraD T4CPs contributing to recruitment of cognate vs heterologous DNA substrates. Remarkably, swaps of components comprising the outer membrane core complexes, a few F-specific subunits, or the TraA pilins supported DNA transfer in the absence of detectable pilus production. Among sequenced enterobacterial species in the NCBI database, we identified many strains that harbor two or more F-like plasmids and many F plasmids lacking one or more T4SS components required for self-transfer. We confirmed that host cells carrying co-resident, non-selftransmissible variants of pED208 and F elaborate chimeric T4SSs, as evidenced by transmission of both plasmids. We propose that T4SS plasticity enables the facile assembly of functional chimeras, and this intrinsic flexibility at the structural level can account for functional diversification of this superfamily over evolutionary time and, on a more immediate time-scale, to proliferation of transfer-defective MGEs in nature.


Assuntos
Fator F , Sistemas de Secreção Tipo IV , Sistemas de Secreção Tipo IV/genética , Sistemas de Secreção Tipo IV/química , Sistemas de Secreção Tipo IV/metabolismo , Proteínas de Fímbrias/genética , Plasmídeos/genética , DNA Bacteriano , Proteínas de Bactérias/metabolismo
3.
BMC Pediatr ; 24(1): 276, 2024 Apr 26.
Artigo em Inglês | MEDLINE | ID: mdl-38671379

RESUMO

BACKGROUND: COVID-19 vaccines are authorized for use in children in the United States; real-world assessment of vaccine effectiveness in children is needed. This study's objective was to estimate the effectiveness of receiving a complete primary series of monovalent BNT162b2 (Pfizer-BioNTech) COVID-19 vaccine in US children. METHODS: This cohort study identified children aged 5-17 years vaccinated with BNT162b2 matched with unvaccinated children. Participants and BNT162b2 vaccinations were identified in Optum and CVS Health insurance administrative claims databases linked with Immunization Information System (IIS) COVID-19 vaccination records from 16 US jurisdictions between December 11, 2020, and May 31, 2022 (end date varied by database and IIS). Vaccinated children were followed from their first BNT162b2 dose and matched to unvaccinated children on calendar date, US county of residence, and demographic and clinical factors. Censoring occurred if vaccinated children failed to receive a timely dose 2 or if unvaccinated children received any dose. Two COVID-19 outcome definitions were evaluated: COVID-19 diagnosis in any medical setting and COVID-19 diagnosis in hospitals/emergency departments (EDs). Propensity score-weighted hazard ratios (HRs) and 95% confidence intervals (CIs) were estimated with Cox proportional hazards models, and vaccine effectiveness (VE) was estimated as 1 minus HR. VE was estimated overall, within age subgroups, and within variant-specific eras. Sensitivity, negative control, and quantitative bias analyses evaluated various potential biases. RESULTS: There were 453,655 eligible vaccinated children one-to-one matched to unvaccinated comparators (mean age 12 years; 50% female). COVID-19 hospitalizations/ED visits were rare in children, regardless of vaccination status (Optum, 41.2 per 10,000 person-years; CVS Health, 44.1 per 10,000 person-years). Overall, vaccination was associated with reduced incidence of any medically diagnosed COVID-19 (meta-analyzed VE = 38% [95% CI, 36-40%]) and hospital/ED-diagnosed COVID-19 (meta-analyzed VE = 61% [95% CI, 56-65%]). VE estimates were lowest among children 5-11 years and during the Omicron-variant era. CONCLUSIONS: Receipt of a complete BNT162b2 vaccine primary series was associated with overall reduced medically diagnosed COVID-19 and hospital/ED-diagnosed COVID-19 in children; observed VE estimates differed by age group and variant era. REGISTRATION: The study protocol was publicly posted on the BEST Initiative website ( https://bestinitiative.org/wp-content/uploads/2022/03/C19-VX-Effectiveness-Protocol_2022_508.pdf ).


Assuntos
Vacina BNT162 , COVID-19 , Eficácia de Vacinas , Humanos , Vacina BNT162/administração & dosagem , Criança , Pré-Escolar , Estados Unidos/epidemiologia , Feminino , Masculino , COVID-19/prevenção & controle , COVID-19/epidemiologia , Adolescente , Eficácia de Vacinas/estatística & dados numéricos , Estudos de Coortes , Vacinas contra COVID-19/administração & dosagem , SARS-CoV-2 , Vacinação/estatística & dados numéricos
4.
BMC Palliat Care ; 23(1): 29, 2024 Jan 30.
Artigo em Inglês | MEDLINE | ID: mdl-38287335

RESUMO

BACKGROUND: Specialist palliative care is often provided late in the patient's disease trajectory in response to uncontrolled symptoms. Shifting from this reactionary illness-stress paradigm to a proactive health-wellness approach, the ENABLE (Educate, Nurture, Advise, Before Life Ends) telehealth model aims to enhance the coping, stress and symptom management, self-care, and advance care planning skills of patients with advanced cancers and their caregivers. The ENABLE model has been culturally adapted to Singapore (ENABLE-SG) and pilot-tested. A hybrid type 1 effectiveness-implementation design will be used to evaluate the effectiveness of ENABLE-SG while collecting real-world implementation data. METHODS: This single-centre, assessor-blind, wait-list (immediately vs. 6 months) randomized controlled trial will recruit 300 adult patients within 60 days of an advanced cancer diagnosis and their family caregivers from the National Cancer Centre of Singapore. ENABLE-SG comprises structured psychoeducational sessions with a telehealth coach, covering essential topics of early palliative care. Participants will be assessed at baseline and every 3 months until patient's death, 12 months (caregivers), or end of study (patients). The primary outcome is patient quality of life 6 months after baseline. Secondary patient-reported outcomes include mood, coping, palliative care concerns, and health status. Secondary caregiver-reported outcomes include caregiver quality of life, mood, coping, and care satisfaction. Mixed-effects regression modelling for repeated measurements will be used. To assess the effectiveness of ENABLE-SG versus usual care, patient and caregiver outcomes at 6 months will be compared. To compare earlier versus delayed ENABLE-SG, patient and caregiver outcomes at 12 months will be compared. Within the hybrid type 1 effectiveness-implementation design, implementation outcomes will be evaluated in both the early and delayed groups. Acceptability, adoption, appropriateness, and feasibility will be assessed using a feedback survey and semi-structured interviews with a purposive sample of patients, caregivers, and healthcare providers. Transcribed interviews will be analysed thematically. Other implementation outcomes of penetration, fidelity, and cost will be assessed using records of study-related processes and summarized using descriptive statistics. A cost-effectiveness analysis will also be conducted. DISCUSSION: This study will assess both effectiveness and implementation of ENABLE-SG. Insights into implementation processes can facilitate model expansion and upscaling. TRIAL REGISTRATION: Registered prospectively on ClinicalTrials.gov, NCT06044441. Registered on 21/09/2023.


Assuntos
Enfermagem de Cuidados Paliativos na Terminalidade da Vida , Neoplasias , Assistência Terminal , Adulto , Humanos , Cuidados Paliativos/métodos , Qualidade de Vida , Singapura , Assistência Terminal/métodos , Neoplasias/terapia , Cuidadores , Ensaios Clínicos Controlados Aleatórios como Assunto
5.
BMC Palliat Care ; 23(1): 124, 2024 May 20.
Artigo em Inglês | MEDLINE | ID: mdl-38769564

RESUMO

BACKGROUND: Ex-ante identification of the last year in life facilitates a proactive palliative approach. Machine learning models trained on electronic health records (EHR) demonstrate promising performance in cancer prognostication. However, gaps in literature include incomplete reporting of model performance, inadequate alignment of model formulation with implementation use-case, and insufficient explainability hindering trust and adoption in clinical settings. Hence, we aim to develop an explainable machine learning EHR-based model that prompts palliative care processes by predicting for 365-day mortality risk among patients with advanced cancer within an outpatient setting. METHODS: Our cohort consisted of 5,926 adults diagnosed with Stage 3 or 4 solid organ cancer between July 1, 2017, and June 30, 2020 and receiving ambulatory cancer care within a tertiary center. The classification problem was modelled using Extreme Gradient Boosting (XGBoost) and aligned to our envisioned use-case: "Given a prediction point that corresponds to an outpatient cancer encounter, predict for mortality within 365-days from prediction point, using EHR data up to 365-days prior." The model was trained with 75% of the dataset (n = 39,416 outpatient encounters) and validated on a 25% hold-out dataset (n = 13,122 outpatient encounters). To explain model outputs, we used Shapley Additive Explanations (SHAP) values. Clinical characteristics, laboratory tests and treatment data were used to train the model. Performance was evaluated using area under the receiver operating characteristic curve (AUROC) and area under the precision-recall curve (AUPRC), while model calibration was assessed using the Brier score. RESULTS: In total, 17,149 of the 52,538 prediction points (32.6%) had a mortality event within the 365-day prediction window. The model demonstrated an AUROC of 0.861 (95% CI 0.856-0.867) and AUPRC of 0.771. The Brier score was 0.147, indicating slight overestimations of mortality risk. Explanatory diagrams utilizing SHAP values allowed visualization of feature impacts on predictions at both the global and individual levels. CONCLUSION: Our machine learning model demonstrated good discrimination and precision-recall in predicting 365-day mortality risk among individuals with advanced cancer. It has the potential to provide personalized mortality predictions and facilitate earlier integration of palliative care.


Assuntos
Registros Eletrônicos de Saúde , Aprendizado de Máquina , Cuidados Paliativos , Humanos , Aprendizado de Máquina/normas , Registros Eletrônicos de Saúde/estatística & dados numéricos , Cuidados Paliativos/métodos , Cuidados Paliativos/normas , Cuidados Paliativos/estatística & dados numéricos , Masculino , Feminino , Pessoa de Meia-Idade , Idoso , Medição de Risco/métodos , Neoplasias/mortalidade , Neoplasias/terapia , Estudos de Coortes , Adulto , Oncologia/métodos , Oncologia/normas , Idoso de 80 Anos ou mais , Mortalidade/tendências
6.
Palliat Support Care ; : 1-7, 2024 Mar 14.
Artigo em Inglês | MEDLINE | ID: mdl-38482857

RESUMO

OBJECTIVE: The main objective was to pilot the culturally adapted "Educate, Nurture, Advise, Before Life Ends" for Singapore (ENABLE-SG) model to evaluate its feasibility and potential effectiveness. METHODS: A single-arm pilot trial of ENABLE-SG among patients with advanced solid tumors and caregivers of these patients was conducted in the outpatient oncology clinic setting. Enrolled participants participated in individual ENABLE-SG psychoeducational sessions weekly. Patients had 6 sessions on the topics of maintaining positivity, self-care, coping with stress, managing symptoms, exploring what matters most and life review. Caregivers had 4 sessions on the topics of maintaining positivity, self-care, coping with stress and managing symptoms. At baseline, 4, 8, and 12 months after enrolment, patient's quality of life was measured using the Functional Assessment of Chronic Illness Therapy - Palliative Care, patient's mood was measured using the Center for Epidemiologic Studies - Depression scale, and caregiver quality of life was measured using the Singapore Caregiver Quality of Life Scale. RESULTS: We enrolled 43 patients and 15 caregivers over a 10-month period from August 2021 to June 2022. Although there was a low approach-to-participation rate, most of those who enrolled completed all ENABLE-SG sessions - 72% for patients and 94% for caregivers. Caregivers had better quality of life over time, specifically in the subscales of mental well-being and experience-meaning. SIGNIFICANCE OF RESULTS: Based on findings from this study, we are planning a randomized waitlist-controlled trial of ENABLE-SG for patients with advanced cancer and their caregivers.

7.
Palliat Support Care ; : 1-8, 2024 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-38299377

RESUMO

OBJECTIVES: Patients with terminal cancer receiving home palliative care present differential healthcare utilization trajectories before death. It remains unclear which situational elements influence these trajectories among disparate patient groups. The aim of this study was to compare situational influences on "persistently high" and "low stable" trajectories of healthcare utilization in patients who received palliative care support at home. METHODS: Bereaved family caregivers were recruited from our prior quantitative study investigating healthcare utilization trajectories in oncology patients on home-based palliative care. In-depth interviews were conducted with 30 family caregivers. Data were analyzed using thematic analysis. RESULTS: Analysis of data uncovered how the 2 utilization trajectories were influenced by the interplay of 1 or more of 4 situational elements. Perceived symptom control in patients, influenced by their determination to die at home, shapes the susceptibility to situational contingencies, resulting in differential utilization trajectories. Caregivers' mental readiness in dealing with unexpected circumstances has a significant impact on the overall manageability of care, ultimately affecting decisions related to healthcare utilization. The concordance between symptom needs and scope of homecare services in a given situation proves to be an important determinant. Lastly, perceived accessibility to informal support in times of need acts as a contextual reinforcement, either preventing or precipitating decisions regarding healthcare utilizations. SIGNIFICANCE OF RESULTS: Our findings hold important implications for the provision of homecare services, in particular, the need for comprehensive assessment of end-of-life wishes during homecare enrolment and strengthening psychological preparedness of caregivers. Expansion of home-based clinical interventions tailored to high utilizers, and funding for temporary in-home respite should be considered to optimally manage potentially preventable acute healthcare utilization.

8.
Palliat Support Care ; : 1-7, 2024 Mar 07.
Artigo em Inglês | MEDLINE | ID: mdl-38450453

RESUMO

BACKGROUND AND OBJECTIVES: Advanced cancer patients' understanding of their illness is key for making informed treatment decisions. Despite the known importance of patients' awareness of their disease prognosis, it is debatable whether this awareness is positively, negatively, or not associated with clinical and psychological outcomes among patients with advanced cancer. This paper aims to determine the prevalence of and factors associated with prognostic awareness and its association with quality of life (QoL), spiritual well-being, pain control, and psychological distress in patients with advanced cancer in Indonesia. METHODS: This cross-sectional questionnaire-based survey was part of a multicountry study titled "Asian Patient Perspectives Regarding Oncology Awareness, Care and Health (APPROACH)." Patients were asked what they knew about their cancer and treatment. QoL and spiritual well-being were measured using the Functional Assessment of Cancer Therapy - General (FACT-G) and Functional Assessment of Chronic Illness Therapy - Spiritual Well-being (FACIT-Sp) questionnaire. Psychological distress experienced by patients was recorded via the Hospital Anxiety and Depression Scale. Pain severity was also assessed. Data from 160 patients were analyzed using descriptive statistics and multivariable regression models. RESULTS: Of the 160 patients who participated, 55 (34.4%) were unaware of their cancer stage. Those who were aware of their stage of cancer were younger than those who were not aware (45.7 years vs 50.4 years, p = .015). There was no significant difference in spiritual well-being and other domains of QoL between those who were aware and those who were not aware of their advanced cancer stage. There was also no significant difference in anxiety depression or pain severity, even after adjustment for demographic and clinical characteristics. SIGNIFICANT OF RESULTS: Given the high prevalence of patients who wrongly thought their cancer was curable, more could be done to improve disease and prognostic understanding among patients with advanced cancer in Indonesia. Those who were aware of their advanced cancer stage did not have a poorer QoL, nor did they have more anxiety or depression than those who were unaware. This finding suggests that concerns about the negative impact of prognostic disclosure may be unfounded.

9.
Am J Physiol Cell Physiol ; 324(3): C658-C664, 2023 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-36717104

RESUMO

Small-conductance Ca2+-activated potassium channels subtype 2 (KCa2.2, also called SK2) are operated exclusively by a Ca2+-calmodulin gating mechanism. Heterozygous genetic mutations of KCa2.2 channels have been associated with autosomal dominant neurodevelopmental disorders including cerebellar ataxia and tremor in humans and rodents. Taking advantage of these pathogenic mutations, we performed structure-function studies of the rat KCa2.2 channel. No measurable current was detected from HEK293 cells heterologously expressing these pathogenic KCa2.2 mutants. When coexpressed with the KCa2.2_WT channel, mutations of the pore-lining amino acid residues (I360M, Y362C, G363S, and I389V) and two proline substitutions (L174P and L433P) dominant negatively suppressed and completely abolished the activity of the coexpressed KCa2.2_WT channel. Coexpression of the KCa2.2_I289N and the KCa2.2_WT channels reduced the apparent Ca2+ sensitivity compared with the KCa2.2_WT channel, which was rescued by a KCa2.2 positive modulator.


Assuntos
Canais de Potássio Ativados por Cálcio de Condutância Baixa , Animais , Humanos , Ratos , Células HEK293 , Mutação , Canais de Potássio Ativados por Cálcio de Condutância Baixa/genética , Canais de Potássio Ativados por Cálcio de Condutância Baixa/metabolismo
10.
Palliat Med ; 37(2): 257-264, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36476098

RESUMO

BACKGROUND: Persons with advanced cancer may participate in Phase 1 clinical trials - first-in-human trials that are conducted with the main objectives of safety and dosing. The motivations for participation are not well understood and may include hope for cure. AIM: To explore the perspectives of persons with advanced cancer in order to understand the motivations for participating in Phase 1 clinical trials, experiences while being on trial and views on palliative care provision. DESIGN: Qualitative study with a constructivist stance, using thematic analysis based upon the grounded theory approach. SETTING/PARTICIPANTS: 20 persons with advanced cancer who were participating in a Phase 1 clinical trial. RESULTS: Many participants described how Phase 1 clinical trial participation was their last hope, as they were cognisant of their advanced disease. Information-seeking needs differed - some needed comprehensive information while others relied on the doctor's recommendation. Participants experienced varied negative and positive physical and psycho-emotional concerns, and needed to draw on multiple sources of support such as family, friends and healthcare professionals. Some could list potential benefits of palliative care but felt they did not require it yet. The overarching theme was hope and positive thinking as a way of coping. CONCLUSIONS: The concepts of hope as a way of coping and the supportive presence of healthcare professionals could be weaved into a future model of palliative care to improve the illness journey for patients considering Phase 1 clinical trial participation and other persons with advanced cancer.


Assuntos
Motivação , Neoplasias , Humanos , Pesquisa Qualitativa , Neoplasias/terapia , Neoplasias/psicologia , Cuidados Paliativos/psicologia , Pessoal de Saúde
11.
Palliat Support Care ; : 1-8, 2023 Jan 09.
Artigo em Inglês | MEDLINE | ID: mdl-36622079

RESUMO

OBJECTIVES: Patients with cancer often have unmet needs (e.g., physical, psychosocial, and emotional) during their cancer journey, putting them at risk for distress. This study aimed to identify factors associated with distress and to investigate the association between distress and acute health-care services utilization in a cohort of breast and gynecological cancer patients across different survivorship stages. METHODS: This was a retrospective cohort study of patients who visited National Cancer Centre Singapore between September 2019 and July 2020. Distress was evaluated using the self-reported Distress Thermometer and Problem List, with a distress thermometer score ≥4 signifying high distress. Data were extracted from electronic medical records. Multivariable logistic regression was used to identify demographic or clinical variables associated with distress and estimate the odds of emergency department (ED) visits and hospitalizations within 30 days of distress screening, adjusted for covariates. RESULTS: Of the 1386 patients included in the analysis, 510 (36.8%) reported high distress on their first distress screening. Variables associated with high distress included younger age, presence of psychiatric diagnosis, poorer Eastern Cooperative Oncology Group performance status, and shorter duration from cancer diagnosis to distress screening. Patients with high distress were associated with higher odds of ED visits (adjusted odds ratio [OR] = 2.25, 95% confidence interval [CI]: 1.14-4.43) and hospitalizations (adjusted OR = 2.11, 95% CI: 1.27-3.50) within 30 days of distress screening. SIGNIFICANCE OF RESULTS: Self-reported high distress was associated with higher odds of increased acute health-care services utilization (ED visits and hospitalizations) in patients with breast and gynecological cancer. Identifying the subgroups at risk of high distress could trigger early interventions that reduce unplanned health-care services utilization and possibly health-care costs.

12.
BMC Med ; 20(1): 313, 2022 09 22.
Artigo em Inglês | MEDLINE | ID: mdl-36131339

RESUMO

BACKGROUND: Home-based palliative care (HPC) is considered to moderate the problem of rising healthcare utilization of cancer patients at end-of-life. Reports however suggest a proportion of HPC patients continue to experience high care intensity. Little is known about differential trajectories of healthcare utilization in patients on HPC. Thus, we aimed to uncover the heterogeneity of healthcare utilization trajectories in HPC patients and identify predictors of each utilization pattern. METHODS: This is a cohort study of adult cancer patients referred by Singapore Health Services to HCA Hospice Service who died between 1st January 2018 and 31st March 2020. We used patient-level data to capture predisposing, enabling, and need factors for healthcare utilization. Group-based multi-trajectory modelling was applied to identify trajectories for healthcare utilization based on the composite outcome of emergency department (ED) visits, hospitalization, and outpatient visits. RESULTS: A total of 1572 cancer patients received HPC (median age, 71 years; interquartile range, 62-80 years; 51.1% female). We found three distinct trajectory groups: group 1 (31.9% of cohort) with persistently low frequencies of healthcare utilization, group 2 (44.1%) with persistently high frequencies, and group 3 (24.0%) that begin with moderate frequencies, which dropped over the next 9 months before increasing in the last 3 months. Predisposing (age, advance care plan completion, and care preferences), enabling (no medical subsidy, primary decision maker), and need factors (cancer type, comorbidity burden and performance status) were significantly associated with group membership. High symptom needs increased ED visits and hospitalizations in all three groups (ED visits, group 1-3: incidence rate ratio [IRR] 1.74-6.85; hospitalizations, group 1-3: IRR 1.69-6.60). High home visit intensity reduced outpatient visits in all three groups (group 1-3 IRR 0.54-0.84), while it contributed to reduction of ED visits (IRR 0.40; 95% CI 0.25-0.62) and hospitalizations (IRR 0.37; 95% CI 0.24-0.58) in group 2. CONCLUSIONS: This study on HPC patients highlights three healthcare utilization trajectories with implications for targeted interventions. Future efforts could include improving advance care plan completion, supporting care preferences in the community, proactive interventions among symptomatic high-risk patients, and stratification of home visit intensity.


Assuntos
Neoplasias , Cuidados Paliativos , Adulto , Idoso , Estudos de Coortes , Serviço Hospitalar de Emergência , Feminino , Hospitalização , Humanos , Masculino , Neoplasias/epidemiologia , Neoplasias/terapia , Aceitação pelo Paciente de Cuidados de Saúde , Estudos Retrospectivos , Singapura/epidemiologia
13.
Nutr Cancer ; 74(7): 2607-2621, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-34905997

RESUMO

It has been known for close to 100 years that the metabolism of cancer cells is altered and different than that of healthy cells in the body. On that basis, we have developed an entirely novel approach to managing cancer, termed Targeted Nutrients Deprivation (TND). TND employs a formulated diet depleted of multiple non-essential amino acids (NEAAs) that are required by tumor cells but not by normal cells. Cancer cells specifically require those NEAAs due to their heightened and rewired metabolism. We demonstrated that our first proprietary formulated TND diet-FTN203-significantly reduced the growth of multiple human tumor xenografts in mouse. In combination with chemotherapy and immunotherapy, FTN203 further enhanced therapeutic efficacy. Reliance on FTN203 as the sole nutrition source was shown to be safe without causing detrimental body-weight loss or internal organ damage. Our findings indicate that TND is a novel and safe approach to managing cancer.Supplemental data for this article is available online at https://doi.org/10.1080/01635581.2021.2013904 .


Assuntos
Aminoácidos , Neoplasias , Animais , Dieta , Humanos , Camundongos , Neoplasias/terapia , Nutrientes
14.
Stat Med ; 41(15): 2923-2938, 2022 07 10.
Artigo em Inglês | MEDLINE | ID: mdl-35352382

RESUMO

Stepped-wedge cluster randomized trials (SW-CRTs) are typically analyzed using mixed effects models. The fixed effects model is a useful alternative that controls for all time-invariant cluster-level confounders and has proper control of type I error when the number of clusters is small. In principle, all clusters in SW-CRTs are designed to eventually receive the intervention, but in real-world research, some trials can end with unexposed clusters (clusters that never received the intervention), such as when a trial is terminated early based on interim analysis results. Typically, unexposed clusters are expected to contribute no information to the fixed effects intervention effect estimator and are excluded from fixed effects analyses. In this article we mathematically prove that inclusion of unexposed clusters improves the precision of the fixed effects least squares dummy variable (LSDV) intervention effect estimator, re-analyze data from a recent SW-CRT of a novel palliative care intervention containing an unexposed cluster, and evaluate the methods by simulation. We found that including unexposed clusters improves the precision of the fixed effects LSDV intervention effect estimator in both real and simulated datasets. Our simulations also reveal an increase in power and decrease in root mean square error. These improvements are present even if the assumptions of constant residual variance and period effects are violated. In the case that a SW-CRT concludes with unexposed clusters, these unexposed clusters can be included in the fixed effects LSDV analysis to improve precision, power, and root mean square error.


Assuntos
Projetos de Pesquisa , Análise por Conglomerados , Simulação por Computador , Humanos , Análise dos Mínimos Quadrados , Ensaios Clínicos Controlados Aleatórios como Assunto , Tamanho da Amostra
15.
Mol Microbiol ; 114(2): 214-229, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32239779

RESUMO

A large subfamily of the type IV secretion systems (T4SSs), termed the conjugation systems, transmit mobile genetic elements (MGEs) among many bacterial species. In the initiating steps of conjugative transfer, DNA transfer and replication (Dtr) proteins assemble at the origin-of-transfer (oriT) sequence as the relaxosome, which nicks the DNA strand destined for transfer and couples the nicked substrate with the VirD4-like substrate receptor. Here, we defined contributions of the Dtr protein TraK, a predicted member of the Ribbon-Helix-Helix (RHH) family of DNA-binding proteins, to transfer of DNA and protein substrates through the pKM101-encoded T4SS. Using a combination of cross-linking/affinity pull-downs and two-hybrid assays, we determined that TraK self-associates as a probable tetramer and also forms heteromeric contacts with pKM101-encoded TraI relaxase, VirD4-like TraJ receptor, and VirB11-like and VirB4-like ATPases, TraG and TraB, respectively. TraK also promotes stable TraJ-TraB complex formation and stimulates binding of TraI with TraB. Finally, TraK is required for or strongly stimulates the transfer of cognate (pKM101, TraI relaxase) and noncognate (RSF1010, MobA relaxase) substrates. We propose that TraK functions not only to nucleate pKM101 relaxosome assembly, but also to activate the TrapKM101 T4SS via interactions with the ATPase energy center positioned at the channel entrance.


Assuntos
Proteínas de Ligação a DNA/metabolismo , Proteínas de Escherichia coli/metabolismo , Nucleoproteínas/metabolismo , Proteínas Periplásmicas/metabolismo , Sistemas de Secreção Tipo IV/metabolismo , Adenosina Trifosfatases/metabolismo , Proteínas da Membrana Bacteriana Externa/metabolismo , Proteínas da Membrana Bacteriana Externa/fisiologia , Proteínas de Bactérias/metabolismo , Conjugação Genética/genética , DNA Bacteriano/metabolismo , Proteínas de Ligação a DNA/fisiologia , Escherichia coli/genética , Escherichia coli/metabolismo , Proteínas de Escherichia coli/fisiologia , Proteínas de Membrana/metabolismo , Nucleoproteínas/fisiologia , Proteínas Periplásmicas/fisiologia , Plasmídeos/genética
16.
Palliat Med ; 35(8): 1578-1589, 2021 09.
Artigo em Inglês | MEDLINE | ID: mdl-34524044

RESUMO

BACKGROUND: The benefit of specialist palliative care for cancer inpatients is established, but the best method to deliver specialist palliative care is unknown. AIM: To compare a consult model versus a co-rounding model; both provide the same content of specialist palliative care to individual patients but differ in the level of integration between palliative care and oncology clinicians. DESIGN: An open-label, cluster-randomized trial with stepped-wedge design. The primary outcome was hospital length of stay; secondary outcomes were 30-day readmissions and access to specialist palliative care. ClinicalTrials.gov number NCT03330509. SETTING/PARTICIPANTS: Cancer patients admitted to the oncology inpatient service of an acute hospital in Singapore. RESULTS: A total of 5681 admissions from December 2017 to July 2019 were included, of which 5295 involved stage 3-4 cancer and 1221 received specialist palliative care review. Admissions in the co-rounding model had a shorter hospital length of stay than those in the consult model by 0.70 days (95%CI -0.04 to 1.45, p = 0.065) for all admissions. In the sub-group of stage 3-4 cancer patients, the length of stay was 0.85 days shorter (95%CI 0.05-1.65, p = 0.038). In the sub-group of admissions that received specialist palliative care review, the length of stay was 2.62 days shorter (95%CI 0.63-4.61, p = 0.010). Hospital readmission within 30 days (OR1.03, 95%CI 0.79-1.35, p = 0.822) and access to specialist palliative care (OR1.19, 95%CI 0.90-1.58, p = 0.215) were similar between the consult and co-rounding models. CONCLUSIONS: The co-rounding model was associated with a shorter hospital length of stay. Readmissions within 30 days and access to specialist palliative care were similar.


Assuntos
Oncologia , Cuidados Paliativos , Hospitais , Humanos , Tempo de Internação , Aceitação pelo Paciente de Cuidados de Saúde
17.
BMC Palliat Care ; 20(1): 40, 2021 Mar 09.
Artigo em Inglês | MEDLINE | ID: mdl-33750367

RESUMO

CONTEXT: Measurement of patient-centred outcomes enables clinicians to focus on patient and family priorities and enables quality of palliative care to be assessed. OBJECTIVES: This study aimed to evaluate the validity and reliability of the English and translated Chinese versions of the Integrated Palliative care Outcome Scale (IPOS) among advanced cancer patients in Singapore. METHODS: IPOS was forward and backward translated from English into Chinese. Structural validity was assessed by confirmatory factor analysis; known-group validity by comparing inpatients and community patients; construct validity by correlating IPOS with Edmonton Symptom Assessment System-revised (ESAS-r) and Functional Assessment of Cancer Therapy-General (FACT-G); internal consistency by Cronbach's alpha; inter-rater reliability between patient and staff responses; test-retest reliability of patient responses between two timepoints. RESULTS: One hundred eleven English-responding and 109 Chinese-responding patients participated. The three-factor structure (Physical Symptoms, Emotional Symptoms and Communication and Practical Issues) was confirmed with Comparative Fit Index and Tucker-Lewis-Index > 0.9 and Root Mean Square Error of Approximation < 0.08. Inpatients scored higher than outpatients as hypothesised. Construct validity (Pearson's correlation coefficient, r ≥ |0.608|) was shown between the related subscales of IPOS and FACT-G and ESAS-r. Internal consistency was confirmed for total and subscale scores (Cronbach's alpha≥0.84), except for the Communication and Practical Issues subscale (Cronbach's alpha = 0.29-0.65). Inter-rater reliability (Intra-class correlation coefficient [ICC] ≤ 0.43) between patient and staff responses was insufficient. Test-retest reliability was confirmed with Intra-class correlation coefficient ICC = 0.80 (English) and 0.88 (Chinese) for IPOS Total. CONCLUSION: IPOS in English and Chinese showed good validity, good internal consistency, and good test-retest reliability, except for the Communication and Practical Issues subscale. There was poor inter-rater reliability between patients and staff.


Assuntos
Cuidados Paliativos , China , Humanos , Psicometria , Reprodutibilidade dos Testes , Singapura , Inquéritos e Questionários
18.
BMC Palliat Care ; 20(1): 86, 2021 Jun 22.
Artigo em Inglês | MEDLINE | ID: mdl-34158022

RESUMO

BACKGROUND: ENABLE (Educate, Nurture, Advise, Before Life Ends) is a nurse coach-led, early palliative care model for patients with advanced cancer and their family caregivers. Content covered includes problem-solving, advance care planning, symptom management and self-care. The aim was to evaluate the cultural acceptability of ENABLE among patients with advanced cancer and their caregivers in Singapore and identify modifications for an adapted ENABLE-SG model. METHODS: Qualitative formative evaluation with a thematic analysis approach in two hospitals in Singapore, involving patients (n = 10), family caregivers (n = 11) and healthcare professionals (n = 10) who care for patients with advanced cancer. Semi-structured interviews were conducted to explore (i) the main needs and challenges facing individuals with advanced cancer and their family caregivers; (ii) patient involvement in healthcare decision making; and (iii) content and delivery of ENABLE. RESULTS: While physical needs were largely well met, participants expressed that psychosocial care was delivered too late in the illness trajectory. Healthcare decision making approaches varied from a patient-centred shared decision-making model to a family-centred model where patients may not know their cancer diagnosis and prognosis. The content was considered to be relevant, comprehensive and practical; financial assistance, adjustment to body image, and evaluation of complementary therapy were also recommended. Face-to-face rather than telephone sessions were preferred to facilitate rapport building. CONCLUSIONS: ENABLE was broadly acceptable with some modifications, including adjusting the content to ensure it can be delivered even if the patient is not fully aware of cancer diagnosis and delivering the first session face-to-face with flexibility for subsequent sessions.


Assuntos
Enfermagem de Cuidados Paliativos na Terminalidade da Vida , Neoplasias , Cuidadores , Humanos , Neoplasias/terapia , Cuidados Paliativos , Pesquisa Qualitativa , Singapura
19.
Mol Microbiol ; 111(1): 96-117, 2019 01.
Artigo em Inglês | MEDLINE | ID: mdl-30264928

RESUMO

Mobile genetic elements (MGEs) encode type IV secretion systems (T4SSs) known as conjugation machines for their transmission between bacterial cells. Conjugation machines are composed of an envelope-spanning translocation channel, and those functioning in Gram-negative species additionally elaborate an extracellular pilus to initiate donor-recipient cell contacts. We report that pKM101, a self-transmissible MGE functioning in the Enterobacteriaceae, has evolved a second target cell attachment mechanism. Two pKM101-encoded proteins, the pilus-tip adhesin TraC and a protein termed Pep, are exported to the cell surface where they interact and also form higher order complexes appearing as distinct foci or patches around the cell envelope. Surface-displayed TraC and Pep are required for an efficient conjugative transfer, 'extracellular complementation' potentially involving intercellular protein transfer, and activation of a Pseudomonas aeruginosa type VI secretion system. Both proteins are also required for bacteriophage PRD1 infection. TraC and Pep are exported across the outer membrane by a mechanism potentially involving the ß-barrel assembly machinery. The pKM101 T4SS, thus, deploys alternative routing pathways for the delivery of TraC to the pilus tip or both TraC and Pep to the cell surface. We propose that T4SS-encoded, pilus-independent attachment mechanisms maximize the probability of MGE propagation and might be widespread among this translocation superfamily.


Assuntos
Adesinas Bacterianas/metabolismo , Conjugação Genética , Escherichia coli/genética , Proteínas de Fímbrias/metabolismo , Transferência Genética Horizontal , Plasmídeos , Bacteriófago PRD1/fisiologia , DNA Bacteriano/genética , DNA Bacteriano/metabolismo , Multimerização Proteica , Transporte Proteico , Sistemas de Secreção Tipo IV/metabolismo , Sistemas de Secreção Tipo VI/metabolismo , Ligação Viral
20.
BMC Cancer ; 20(1): 768, 2020 Aug 15.
Artigo em Inglês | MEDLINE | ID: mdl-32799834

RESUMO

BACKGROUND: The impact and consequences of cancer on the patients and their family caregivers (FCs) are closely intertwined. Caregivers' burdens can be increased due to the patients' unmet needs and unresolved problems. Additionally, the caregivers' unmet needs may adversely affect their own well-being and the patients' health outcomes. This study aims to determine the palliative care needs and the factors associated with these needs in patients with advanced solid cancer and their FCs. METHODS: In a cross-sectional survey, 599 patients with advanced solid tumours and 599 FCs were recruited from the largest ambulatory cancer centre and the inpatient ward of the largest hospital in Singapore. Determinants of patients' and FCs' needs were assessed by the Comprehensive Needs Assessment Tool (CNAT) and CNAT-C respectively. Clinical characteristics of patients were obtained from medical records. RESULTS: The FCs (median age 51 years) were younger than the patients (median age 62 years), and were mostly female (62.6%) whereas the gender distribution of patients was quite balanced (49.2% male and 50.8% female). Both patients and FCs had "information" and "practical support" in their top three domains of palliative care needs. The second highest domain of needs was "psychological problems" (16.4 ± 21.5) in patients and "health-care staff" (23.4 ± 26.5) in FCs. The item that had the highest need score in "information" domain for both patients and FCs was "financial support for patients, either from government and/ or private organizations". Under clinical setting, the inpatients (19.2 ± 16.4) and their FCs (26.0 ± 19.0) tend to have higher needs than the outpatients (10.5 ± 12.1) and their FCs (14.7 ± 14.3). In terms of palliative care, higher total CNAT score was observed in both patients (16.6 ± 12.9 versus 13.3 ± 15.2) and their FCs (25.1 ± 18.6 versus 17.7 ± 16.7) who received palliative care. In terms of patients' KPS scores, patients with lower KPS scores tend to have higher needs. CONCLUSION: Overall, the findings confirm that patients with advanced cancer and their FCs have many palliative care needs irrespective of their clinical settings. Initiatives and interventions for the development of a comprehensive support system for both patients with advanced cancer and their FCs are warranted and can be derived from these findings.


Assuntos
Cuidadores/estatística & dados numéricos , Avaliação das Necessidades/estatística & dados numéricos , Neoplasias/terapia , Cuidados Paliativos/organização & administração , Adulto , Idoso , Estudos Transversais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estadiamento de Neoplasias , Neoplasias/diagnóstico , Neoplasias/patologia , Cuidados Paliativos/estatística & dados numéricos , Qualidade de Vida , Singapura , Inquéritos e Questionários
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