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1.
Artigo em Inglês | MEDLINE | ID: mdl-38719633

RESUMO

BACKGROUND: High-sensitivity troponin (hsTnI) is correlated with cardiac mortality; however, studies on the relationship of markedly elevated hsTnI with in-hospital mortality after cardiac surgery are sparse. Therefore, we aimed to define this relationship in order to help guide in-hospital, acute management of post-surgical patients. METHODS: We retrospectively analyzed all cardiac surgeries completed at our institution between January 2020 and June 2022 in which a peak hsTnI was noted to be >35× upper limit of normal (ULN = 34 ng/L). The primary outcome was in-hospital death. Subgroup analysis was performed to assess differences between coronary artery bypass grafting (CABG) and other cardiac surgeries. RESULTS: A total of 1382 cases met inclusion criteria. The patients' mean age was 64.8 years and 68.2 % were male. Median peak hsTnI after surgery was 4202 ng/L (interquartile ratio: 2427-7654). Univariate analysis of troponin level with mortality found that for every 1000 ng/L increase in hsTnI, odds of in-hospital death increased by 3.8 % (odds ratio [OR]: 1.038; 95 % confidence interval [CI] 1.027-1.050; p < 0.0001). In a multivariate model, troponin (OR 1.02; 95 % CI 1.01-1.04; p = 0.004) maintained a significant association with in-hospital death. CABG was associated with a lower risk of in-hospital death for any given hsTnI level up to 60,000 ng/L compared to other cardiac surgeries. CONCLUSION: Increasing hsTnI level is associated with increasing probability of in-hospital mortality and, therefore, serves as an additional, objective measure of risk to help guide in-hospital clinical management.

2.
Front Oncol ; 13: 1219111, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37781187

RESUMO

Background: The head and neck cancers (HNCs) incidence differs between Europe and East Asia. Our objective was to determine whether survival of HNC also differs between European and Asian countries. Methods: We used population-based cancer registry data to calculate 5-year relative survival (RS) for the oral cavity, hypopharynx, larynx, nasal cavity, and major salivary gland in Europe, Taiwan, and Japan. We modeled RS with a generalized linear model adjusting for time since diagnosis, sex, age, subsite, and histological grouping. Analyses were performed using federated learning, which enables analyses without sharing sensitive data. Findings: Five-year RS for HNC varied between geographical areas. For each HNC site, Europe had a lower RS than both Japan and Taiwan. HNC subsites and histologies distribution and survival differed between the three areas. Differences between Europe and both Asian countries persisted even after adjustments for all HNC sites but nasal cavity and paranasal sinuses, when comparing Europe and Taiwan. Interpretation: Survival differences can be attributed to different factors including different period of diagnosis, more advanced stage at diagnosis, or different availability/access of treatment. Cancer registries did not have stage and treatment information to further explore the reasons of the observed survival differences. Our analyses have confirmed federated learning as a feasible approach for data analyses that addresses the challenges of data sharing and urge for further collaborative studies including relevant prognostic factors.

3.
Breast Cancer Res Treat ; 201(2): 247-256, 2023 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-37355527

RESUMO

PURPOSE: The aim of the study was to benchmark and compare breast cancer care quality indicators (QIs) between Norway and the Netherlands using federated analytics preventing transfer of patient-level data. METHODS: Breast cancer patients (2017-2018) were retrieved from the Netherlands Cancer Registry and the Cancer Registry of Norway. Five European Society of Breast Cancer Specialists (EUSOMA) QIs were assessed: two on magnetic resonance imaging (MRI), two on surgical approaches, and one on postoperative radiotherapy. The QI outcomes were calculated using 'Vantage 6' federated Propensity Score Stratification (PSS). Likelihood of receiving a treatment was expressed in odds ratios (OR). RESULTS: In total, 39,163 patients were included (32,786 from the Netherlands and 6377 from Norway). PSS scores were comparable to the crude outcomes of the QIs. The Netherlands scored higher on the QI 'proportions of patients preoperatively examined with breast MRI' [37% vs.17.5%; OR 2.8 (95% CI 2.7-2.9)], the 'proportions of patients receiving primary systemic therapy examined with breast MRI' [83.3% vs. 70.8%; OR 2.3 (95% CI 1.3-3.3)], and 'proportion of patients receiving a single breast operation' [95.2% vs. 91.5%; OR 1.8 (95% CI 1.4-2.2)]. Country scores for 'immediate breast reconstruction' and 'postoperative radiotherapy after breast-conserving surgery' were comparable. The EUSOMA standard was achieved in both countries for 4/5 indicators. CONCLUSION: Both countries achieved high scores on the QIs. Differences were observed in the use of MRI and proportion of patients receiving single surgery. The federated approach supports future possibilities on benchmark QIs without transfer of privacy-sensitive data.


Assuntos
Neoplasias da Mama , Humanos , Feminino , Neoplasias da Mama/diagnóstico , Neoplasias da Mama/epidemiologia , Neoplasias da Mama/terapia , Países Baixos/epidemiologia , Indicadores de Qualidade em Assistência à Saúde , Pontuação de Propensão , Noruega/epidemiologia
4.
J Hematol Oncol ; 13(1): 147, 2020 11 04.
Artigo em Inglês | MEDLINE | ID: mdl-33148289

RESUMO

Oncological care was largely derailed due to the reprioritisation of health care services to handle the initial surge of COVID-19 patients adequately. Cancer screening programmes were no exception in this reprioritisation. They were temporarily halted in the Netherlands (1) to alleviate the pressure on health care services overwhelmed by the upsurge of COVID-19 patients, (2) to reallocate staff and personal protective equipment to support critical COVID-19 care, and (3) to mitigate the spread of COVID-19. Utilising data from the Netherlands Cancer Registry on provisional cancer diagnoses between 6 January 2020 and 4 October 2020, we assessed the impact of the temporary halt of national population screening programmes on the diagnosis of breast and colorectal cancer in the Netherlands. A dynamic harmonic regression model with ARIMA error components was applied to assess the observed versus expected number of cancer diagnoses per calendar week. Fewer diagnoses of breast and colorectal cancer were objectified amid the early stages of the initial COVID-19 outbreak in the Netherlands. This effect was most pronounced among the age groups eligible for cancer screening programmes, especially in breast cancer (age group 50-74 years). Encouragingly enough, the observed number of diagnoses ultimately reached and virtually remained at the level of the expected values. This finding, which emerged earlier in age groups not invited for cancer screening programmes, comes on account of the decreased demand for critical COVID-19 care since early April 2020, which, in turn, paved the way forward to resume screening programmes and a broad range of non-critical health care services, albeit with limited operating and workforce capacity. Collectively, transient changes in health-seeking behaviour, referral practices, and cancer screening programmes amid the early stages of the initial COVID-19 epidemic in the Netherlands conjointly acted as an accelerant for fewer breast and colorectal cancer diagnoses in age groups eligible for cancer screening programmes. Forthcoming research is warranted to assess whether the decreased diagnostic scrutiny of cancer during the COVID-19 pandemic resulted in stage migration and altered clinical management, as well as poorer outcomes.


Assuntos
Neoplasias da Mama/diagnóstico , Neoplasias Colorretais/diagnóstico , Adulto , Idoso , COVID-19/epidemiologia , Detecção Precoce de Câncer , Feminino , Humanos , Programas de Rastreamento/estatística & dados numéricos , Pessoa de Meia-Idade , Países Baixos/epidemiologia , Pandemias
5.
Stat Med ; 34(6): 1059-78, 2015 Mar 15.
Artigo em Inglês | MEDLINE | ID: mdl-25545805

RESUMO

The rate of failure in phase III oncology trials is surprisingly high, partly owing to inadequate phase II studies. Recently, the use of randomized designs in phase II is being increasingly recommended, to avoid the limits of studies that use a historical control. We propose a two-arm two-stage design based on a Bayesian predictive approach. The idea is to ensure a large probability, expressed in terms of the prior predictive probability of the data, of obtaining a substantial posterior evidence in favour of the experimental treatment, under the assumption that it is actually more effective than the standard agent. This design is a randomized version of the two-stage design that has been proposed for single-arm phase II trials by Sambucini. We examine the main features of our novel design as all the parameters involved vary and compare our approach with Jung's minimax and optimal designs. An illustrative example is also provided online as a supplementary material to this article.


Assuntos
Teorema de Bayes , Ensaios Clínicos Fase II como Assunto/métodos , Ensaios Clínicos Controlados Aleatórios como Assunto , Interpretação Estatística de Dados , Humanos , Modelos Estatísticos , Neoplasias , Valor Preditivo dos Testes , Probabilidade , Tamanho da Amostra
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