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AnteayerInterdisciplinares

Improving reproducibility of data analysis and code in medical research: 5 recommendations to get started

Por: Streiber · A. M. · Hoepel · S. J. W. · Blok · E. · van Rooij · F. J. A. · Neitzel · J. · Labrecque · J. · Ikram · M. K. · Bos · D.

Due to the growing use of high-dimensional data and methodological advances in medical research, reproducibility of research is increasingly dependent on the availability of reproducible code. However, code is rarely made available and too often only partly reproducible. Here, we aim to provide practical and easily implementable recommendations for medical researchers to improve the reproducibility of their code. We reviewed current coding practices in the population-based Rotterdam Study cohort. Based on this review, we formulated the following five recommendations to improve the reproducibility of code used in data analysis: (1) make reproducibility a priority and allocate time and resources; (2) implement systematic code review by peers, as it further strengthens reproducibility. We provide a code review checklist, which serves as a practical tool to facilitate structured code review; (3) write comprehensible code that is well-structured; (4) report decisions transparently, for instance by providing the annotated workflow code for data cleaning, formatting and sample selection; and (5) focus on accessibility of code and data and share both, when possible, via an open repository to foster accessibility. Ideally, this repository should be managed by the institution and should be accessible to everyone. Based on these five recommendations, medical researchers can take actionable steps to improve the reproducibility of their research. Importantly, these recommendations are thought to provide a practical starting point for enhancing reproducibility rather than mandatory guidelines.

Multiparametric MRI for local staging in patients with suspected muscle-invasive bladder cancer: study protocol for a multicentre, non-inferiority randomised controlled trial (the BladParadigm study)

Introduction

Muscle-invasive bladder cancer (MIBC) is an aggressive type of cancer. About 50% of patients will die from the disease within 5 years despite radical treatment. This implies that in many patients, the disease has already spread at the time of radical treatment, even though imaging shows no signs of metastasis. We hypothesise that the standard local staging method, transurethral resection of the bladder tumour (TURBT), is partly responsible for tumour cell spread. Furthermore, TURBT (and re-TURBT in many patients) contributes to a significant delay to definitive therapy. The aim of this randomised study is to determine whether multiparametric MRI (mpMRI) of the bladder, in combination with a single outpatient bladder tumour biopsy for histological confirmation, is a safer, faster, less costly and, therefore, more cost-effective diagnostic pathway than TURBT to detect or rule out MIBC.

Methods and analysis

BladParadigm is a two-arm multicentre randomised controlled trial (RCT) conducted in the Netherlands. Over a 3-year period, patients with clinically suspected MIBC without evidence of metastases will be recruited and randomised 1:1 to either TURBT or 3-Tesla mpMRI with same-day outpatient bladder biopsy. The Vesical Imaging Reporting and Data System (VI-RADS) will be used to standardise mpMRI reporting. Patients will undergo definitive treatment based on the results of the TURBT or mpMRI. The study is powered to demonstrate that the mpMRI-based strategy is at least non-inferior to standard TURBT in patients treated with radical cystectomy alone, assuming a relative hazard of 0.55. The required sample size is 360 patients (180 TURBT, 180 mpMRI). The primary outcome is 2-year progression-free survival. Progression will be assessed by imaging, according to the current standard of care. Secondary outcome measures are time to definitive treatment, quality of life (EuroQol 5D-5L), healthcare costs and cost-effectiveness.

Ethics and dissemination

This study has received ethical approval from the Medical Ethical Committee Oost-Nederland (NL83685.091.23). All participants will provide written informed consent prior to inclusion. Findings of this study will be disseminated through peer-reviewed, open-access publications, presentations at scientific conferences and stakeholder briefings.

Trial registration number

NCT05779631.

Bringing together conceptualisations of the health advocacy competence across the continuum of medical education: a scoping review protocol

Por: Oosthoek · W. R. W. · Cecilio-Fernandes · D. · Engel · M. F. M. · van Prooijen · L. T. · Otto · S. J. · Woltman · A. M.
Introduction

Health advocacy (HA) is acknowledged as a core competence in medical education. However, varying and sometimes conflicting conceptualisations of HA exist, making it challenging to integrate the competence consistently. While this diversity highlights the need for a deeper understanding of HA conceptualisations, a comprehensive analysis across the continuum of medical education is absent in the literature. This protocol has been developed to clarify the conceptual dimensions of the HA competence in literature as applied to medical education.

Methods and analysis

The review will be conducted in line with the JBI (formerly Joanna Briggs Institute) methodology for scoping reviews. A comprehensive literature search was developed and already carried out in eight academic databases and Google Scholar, without restrictions on publication date, geography or language. Articles that describe the HA role among students and physicians who receive or provide medical education will be eligible for inclusion. Two independent reviewers will independently complete title and abstract screening prior to full-text review of selected articles and data extraction on the final set. A descriptive-analytical approach will be applied for summarising the data.

Ethics and dissemination

This scoping review does not involve human participants, as all evidence is sourced from publicly available databases. Therefore, ethical approval is not required for this study. The findings from this scoping review will be disseminated through submission to a high-quality peer-reviewed journal and presented at academic conferences. By clarifying the conceptualisations of HA, this review aims to contribute to a shared narrative that will strengthen the foundation for integrating the HA role into medical education.

Trial registration number

A preliminary version of this protocol was registered on the Open Science Framework on 9 December 2024, and can be accessed at the following link: https://osf.io/ed2br. We have also registered our scoping review protocol as a preprint at medRxiv: https://doi.org/10.1101/2024.12.09.24318699.

Comorbidity prevalence and healthcare costs in people living with HIV compared with the general population: a 19-year retrospective cohort study in British Columbia, Canada

Por: Magee · C. · Nathani · H. · Chan · M. · Takeh · B. · Budu · M. · Kooij · K. W. · Hogg · R. S. · Guillemi · S. · Montaner · J. G. S. · Lima · V. D.
Objectives

Our objectives were (1) to characterise the age-sex-standardised prevalence of comorbidities among people living with HIV (PLWH) and people not living with HIV (PnLWH) between 2001 and 2019 and (2) to examine the effect of comorbidities on direct healthcare costs among PLWH and PnLWH.

Design

This was a retrospective, matched cohort study conducted with the Comparative Outcomes and Service Utilisation Trends (COAST) cohort, which contained all known PLWH in British Columbia (BC), Canada and a general population sample.

Setting

BC, Canada.

Participants

A total of 9554 PLWH and 47 770 PnLWH from the COAST cohort were followed between 2001 and 2019. Participants were at least 19 years old and 82% male in both groups.

Outcome measures

The primary outcomes were the age-sex-standardised prevalence of 16 comorbidities, calculated annually, among PLWH and PnLWH. Secondary outcomes included direct healthcare costs associated with each comorbidity among PLWH and PnLWH. Outcomes were ascertained from administrative health databases.

Results

PLWH exhibited a higher age-sex-standardised prevalence of most comorbidities compared with PnLWH over the study period. Relative disparities in liver and kidney diseases markedly decreased since 2008. Disparities in the prevalence of mental health disorders and substance use disorder (SUD) were consistently large throughout the study period. Comorbidities were associated with high healthcare costs, especially among PLWH.

Conclusions

This study underscores the persistent and evolving burden of non-AIDS-defining comorbidities among PLWH, even in the context of improved HIV management. The high prevalence of mental health disorders and SUD, coupled with the substantial healthcare costs associated with these conditions, emphasises the need for holistic and integrated care models that address the full spectrum of health challenges faced by PLWH.

Comparison of outpatient attendance, cardiovascular risk management and cardiovascular health across preCOVID-19, during and postCOVID-19 periods: a prospective cohort study

Por: Zondag · A. G. M. · Haitjema · S. · de Groot · M. C. H. · de Boer · A. R. · van Solinge · W. W. · Bots · M. L. · Vernooij · R. W. M.
Objective

During the COVID-19 pandemic, a substantial decrease was observed in hospital admissions and in-hospital procedures for patients with acute cardiovascular diseases (CVDs). The extent to which measures to prevent COVID-19 transmission, for example, lockdowns, affected the outpatient care of patients at higher cardiovascular risk remains unclear. We aimed to compare outpatient department (OPD) attendance, cardiovascular risk management (CVRM) and cardiovascular health (CVH) of patients at higher cardiovascular risk referred to an OPD of a tertiary care centre between preCOVID-19, during and postCOVID-19 periods.

Design, setting and participants

We included all adult patients at higher cardiovascular risk referred to the cardiology, vascular medicine, diabetology, geriatrics, nephrology or multidisciplinary vascular surgery OPDs of the University Medical Centre Utrecht, the Netherlands, between March 2019 and December 2022, in a prospective cohort study.

Main outcome measures

We assessed trends in the number of first and follow-up appointments and in the completeness of extractable CVRM indicators from the electronic health record (EHR) as a proxy for CVRM guideline adherence. CVH was determined using the Life’s Essential 8 metric (score 0–100, the higher score, the better). We investigated whether CVH differed between COVID-19 periods compared with the reference period (ie, 2019) and stratified by OPDs, using multivariable linear regression, adjusted for age, gender, CVD history and whether the patient had a previous appointment before the reference period.

Results

Among 15 143 patients, we observed a 33% reduction in the weekly number of first appointments during the COVID-19 pandemic, with the largest reductions in the cardiology and nephrology OPDs, with no differences between women and men. Follow-up appointments conducted remotely, compared with before the COVID-19 pandemic, increased significantly for all OPDs. CVRM indicators were up to 11% less extractable during the first lockdown yet returned to prepandemic levels directly after the first lockdown period. The CVH score of patients visiting the nephrology, vascular medicine and geriatrics OPDs during the first lockdown was 11.23 (95% CI 2.74 to 19.72), 5.68 (95% CI 0.82 to 10.54) and 5.66 (95% CI 0.01 to 11.31) points higher, respectively, compared with the prepandemic period. In between the second and third lockdowns, the CVH score was comparable to the preCOVID reference period, yet for the cardiology OPD it was significantly higher (5.54, 95% CI 2.04 to 9.05).

Conclusions

During the COVID-19 pandemic, weekly numbers of first appointments to OPDs decreased, and a population with a higher CVH score (ie, better CVH) visited certain OPDs, especially during the first lockdown period. These suggest that patients with poorer CVH more often avoided or were unable to visit OPDs, which might have resulted in missed opportunities to control cardiovascular risk factors and potentially may have led to preventable disease outcomes. For future epidemics and pandemics, it seems vital to develop a strategy that includes an emphasis on seeking healthcare when needed, with specific attention to patients at higher CVD risk.

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