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1.
Sci Rep ; 13(1): 2448, 2023 02 11.
Artigo em Inglês | MEDLINE | ID: mdl-36774370

RESUMO

Story retelling is a fundamental medium for the transmission of information between individuals and among social groups. Besides conveying factual information, stories also contain affective information. Though natural language processing techniques have advanced considerably in recent years, the extent to which machines can be trained to identify and track emotions across retellings is unknown. This study leverages the powerful RoBERTa model, based on a transformer architecture, to derive emotion-rich story embeddings from a unique dataset of 25,728 story retellings. The initial stories were centered around five emotional events (joy, sadness, embarrassment, risk, and disgust-though the stories did not contain these emotion words) and three intensities (high, medium, and low). Our results indicate (1) that RoBERTa can identify emotions in stories it was not trained on, (2) that the five emotions and their intensities are preserved when they are transmitted in the form of retellings, (3) that the emotions in stories are increasingly well-preserved as they experience additional retellings, and (4) that among the five emotions, risk and disgust are least well-preserved, compared with joy, sadness, and embarrassment. This work is a first step toward quantifying situation-driven emotions with machines.


Assuntos
Asco , Emoções , Humanos , Tristeza
2.
Intern Med J ; 53(1): 119-125, 2023 01.
Artigo em Inglês | MEDLINE | ID: mdl-36371767

RESUMO

Patients with post-haemopoietic stem cell transplant or chimeric antigen receptor T -cell (CAR-T) therapy face a significant risk of morbidity and mortality from coronavirus disease 2019 because of their immunosuppressed state. As case numbers in Australia and New Zealand continue to rise, guidance on management in this high-risk population is needed. Whilst we have learned much from international colleagues who faced high infection rates early in the pandemic, guidance relevant to local health system structures, medication availability and emerging therapies is essential to equip physicians to manage our patients optimally.


Assuntos
COVID-19 , Transplante de Células-Tronco Hematopoéticas , Receptores de Antígenos Quiméricos , Humanos , Receptores de Antígenos Quiméricos/uso terapêutico , Nova Zelândia/epidemiologia , Linfócitos T
3.
JAMA ; 327(13): 1247-1259, 2022 04 05.
Artigo em Inglês | MEDLINE | ID: mdl-35315874

RESUMO

Importance: The efficacy of antiplatelet therapy in critically ill patients with COVID-19 is uncertain. Objective: To determine whether antiplatelet therapy improves outcomes for critically ill adults with COVID-19. Design, Setting, and Participants: In an ongoing adaptive platform trial (REMAP-CAP) testing multiple interventions within multiple therapeutic domains, 1557 critically ill adult patients with COVID-19 were enrolled between October 30, 2020, and June 23, 2021, from 105 sites in 8 countries and followed up for 90 days (final follow-up date: July 26, 2021). Interventions: Patients were randomized to receive either open-label aspirin (n = 565), a P2Y12 inhibitor (n = 455), or no antiplatelet therapy (control; n = 529). Interventions were continued in the hospital for a maximum of 14 days and were in addition to anticoagulation thromboprophylaxis. Main Outcomes and Measures: The primary end point was organ support-free days (days alive and free of intensive care unit-based respiratory or cardiovascular organ support) within 21 days, ranging from -1 for any death in hospital (censored at 90 days) to 22 for survivors with no organ support. There were 13 secondary outcomes, including survival to discharge and major bleeding to 14 days. The primary analysis was a bayesian cumulative logistic model. An odds ratio (OR) greater than 1 represented improved survival, more organ support-free days, or both. Efficacy was defined as greater than 99% posterior probability of an OR greater than 1. Futility was defined as greater than 95% posterior probability of an OR less than 1.2 vs control. Intervention equivalence was defined as greater than 90% probability that the OR (compared with each other) was between 1/1.2 and 1.2 for 2 noncontrol interventions. Results: The aspirin and P2Y12 inhibitor groups met the predefined criteria for equivalence at an adaptive analysis and were statistically pooled for further analysis. Enrollment was discontinued after the prespecified criterion for futility was met for the pooled antiplatelet group compared with control. Among the 1557 critically ill patients randomized, 8 patients withdrew consent and 1549 completed the trial (median age, 57 years; 521 [33.6%] female). The median for organ support-free days was 7 (IQR, -1 to 16) in both the antiplatelet and control groups (median-adjusted OR, 1.02 [95% credible interval {CrI}, 0.86-1.23]; 95.7% posterior probability of futility). The proportions of patients surviving to hospital discharge were 71.5% (723/1011) and 67.9% (354/521) in the antiplatelet and control groups, respectively (median-adjusted OR, 1.27 [95% CrI, 0.99-1.62]; adjusted absolute difference, 5% [95% CrI, -0.2% to 9.5%]; 97% posterior probability of efficacy). Among survivors, the median for organ support-free days was 14 in both groups. Major bleeding occurred in 2.1% and 0.4% of patients in the antiplatelet and control groups (adjusted OR, 2.97 [95% CrI, 1.23-8.28]; adjusted absolute risk increase, 0.8% [95% CrI, 0.1%-2.7%]; 99.4% probability of harm). Conclusions and Relevance: Among critically ill patients with COVID-19, treatment with an antiplatelet agent, compared with no antiplatelet agent, had a low likelihood of providing improvement in the number of organ support-free days within 21 days. Trial Registration: ClinicalTrials.gov Identifier: NCT02735707.


Assuntos
Tratamento Farmacológico da COVID-19 , COVID-19 , Estado Terminal , Inibidores da Agregação Plaquetária , Tromboembolia Venosa , Adulto , Anticoagulantes/efeitos adversos , Anticoagulantes/uso terapêutico , Aspirina/efeitos adversos , Aspirina/uso terapêutico , Teorema de Bayes , COVID-19/complicações , COVID-19/mortalidade , COVID-19/terapia , Estado Terminal/mortalidade , Estado Terminal/terapia , Feminino , Hemorragia/induzido quimicamente , Humanos , Masculino , Pessoa de Meia-Idade , Inibidores da Agregação Plaquetária/efeitos adversos , Inibidores da Agregação Plaquetária/uso terapêutico , Antagonistas do Receptor Purinérgico P2Y/efeitos adversos , Antagonistas do Receptor Purinérgico P2Y/uso terapêutico , Respiração Artificial , Tromboembolia Venosa/tratamento farmacológico , Tromboembolia Venosa/etiologia
4.
Curr Opin Pharmacol ; 24: 23-9, 2015 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-26164569

RESUMO

Macrophages are a highly plastic cell type and exhibit a range of defensive and regulatory functions in normal physiology. Phagocytic macrophages play an important role in defending against virus infection and they provide an important barrier that can limit the delivery of therapeutic viruses from the injection to the tumour. Within tumours, macrophages generally adopt an immunosuppressive phenotype and are associated with poor clinical prognosis. However their plasticity also provides the opportunity for therapeutic 're-education' of tumour-associated macrophages (TAMs) to adopt an active anticancer role. Oncolytic viruses present the possibility for non-specific stimulation of TAMs, and also the option for tumour-targeted expression of cytokines chosen specifically to modulate macrophage activation.


Assuntos
Macrófagos/imunologia , Vírus Oncolíticos , Humanos , Macrófagos/fisiologia
5.
Hum Gene Ther ; 26(5): 249-56, 2015 May.
Artigo em Inglês | MEDLINE | ID: mdl-25808057

RESUMO

Developing effective anticancer treatments is a particular challenge, as agents must contend with not only the target cellular biology, but also with the complex tumor microenvironment. Here we discuss various in vitro strategies that have sought to address this issue, with a particular focus on new methodologies that utilize clinical samples in basic research and their application in gene therapy and virotherapy.


Assuntos
Terapia Genética , Neoplasias/genética , Neoplasias/terapia , Animais , Técnicas de Cultura de Células , Modelos Animais de Doenças , Avaliação Pré-Clínica de Medicamentos/métodos , Técnicas de Transferência de Genes , Terapia Genética/métodos , Vetores Genéticos/genética , Humanos , Técnicas In Vitro/métodos , Técnicas In Vitro/normas , Esferoides Celulares , Transdução Genética , Pesquisa Translacional Biomédica , Células Tumorais Cultivadas
6.
Trends Mol Med ; 18(9): 564-74, 2012 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-22917663

RESUMO

Cancer arises from 'self' in a series of steps that are all subject to immunoediting. Therefore, therapeutic cancer vaccines must stimulate an immune response against tumour antigens that have already evaded the body's immune defences. Vaccines presenting a tumour antigen in the context of obvious danger signals seem more likely to stimulate a response. This approach can be facilitated by genetic engineering using recombinant viral vectors expressing tumour antigens, cytokines, or both, from an immunogenic virus particle. We overview clinical attempts to use these agents for systemic immunisation and contrast the results with strategies employing direct intratumoural administration. We focus on the challenge of producing an effective response within the immune-suppressive tumour microenvironment, and discuss how the technology can overcome these obstacles.


Assuntos
Vacinas Anticâncer/uso terapêutico , Neoplasias/imunologia , Neoplasias/terapia , Vacinas Virais/uso terapêutico , Animais , Vacinas Anticâncer/imunologia , Vírus de DNA/imunologia , Humanos , Vacinas Sintéticas/imunologia , Vacinas Sintéticas/uso terapêutico , Vacinas Virais/imunologia
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