Women have been integral in the development of advanced heart failure (HF) and transplantation as a clinical subspecialty of cardiovascular medicine. However, women remain underrepresented in ...leadership positions, senior academic ranks and as researchers in HF. In recent years, there have been accelerating efforts to examine sex differences in the clinical and research domains of HF. The purpose of this review is to discuss the representation of women in HF training programmes and clinical practice, the demographics of HF clinicians compared with other cardiology subspecialties, the persistent sex disparities in HF practice and research environments and potential strategies to promote equity and inclusion for women in the field.
Healthcare datasets are becoming larger and more complex, necessitating the development of accurate and generalizable AI models for medical applications. Unstructured datasets, including medical ...imaging, electrocardiograms, and natural language data, are gaining attention with advancements in deep convolutional neural networks and large language models. However, estimating the generalizability of these models to new healthcare settings without extensive validation on external data remains challenging. In experiments across 13 datasets including X-rays, CTs, ECGs, clinical discharge summaries, and lung auscultation data, our results demonstrate that model performance is frequently overestimated by up to 20% on average due to shortcut learning of hidden data acquisition biases (DAB). Shortcut learning refers to a phenomenon in which an AI model learns to solve a task based on spurious correlations present in the data as opposed to features directly related to the task itself. We propose an open source, bias-corrected external accuracy estimate, P
, that better estimates external accuracy to within 4% on average by measuring and calibrating for DAB-induced shortcut learning.
Ethnic disparities in cardiovascular outcomes have been increasingly recognized in the medical literature. In a recent paper in this journal, Peled et al. provide evidence that Arab Israelis may have ...worse outcome after cardiac transplant than their Jewish counterparts. This commentary explores possible explanations for the differing outcomes and suggests potential solutions that may improve outcomes for cardiac transplant recipients regardless of ethnicity.
Smartphone apps might enable interventions to increase physical activity, but few randomised trials testing this hypothesis have been done. The MyHeart Counts Cardiovascular Health Study is a ...longitudinal smartphone-based study with the aim of elucidating the determinants of cardiovascular health. We aimed to investigate the effect of four different physical activity coaching interventions on daily step count in a substudy of the MyHeart Counts Study.
In this randomised, controlled crossover trial, we recruited adults (aged ≥18 years) in the USA with access to an iPhone smartphone (Apple, Cupertino, CA, USA; version 5S or newer) who had downloaded the MyHeart Counts app (version 2.0). After completion of a 1 week baseline period of interaction with the MyHeart Counts app, participants were randomly assigned to receive one of 24 permutations (four combinations of four 7 day interventions) in a crossover design using a random number generator built into the app. Interventions consisted of either daily prompts to complete 10 000 steps, hourly prompts to stand following 1 h of sitting, instructions to read the guidelines from the American Heart Association website, or e-coaching based upon the individual's personal activity patterns from the baseline week of data collection. Participants completed the trial in a free-living setting. Due to the nature of the interventions, participants could not be masked from the intervention. Investigators were not masked to intervention allocation. The primary outcome was change in mean daily step count from baseline for each of the four interventions, assessed in the modified intention-to-treat analysis set, which included all participants who had completed 7 days of baseline monitoring and at least 1 day of one of the four interventions. This trial is registered with ClinicalTrials.gov, NCT03090321.
Between Dec 12, 2016, and June 6, 2018, 2783 participants consented to enrol in the coaching study, of whom 1075 completed 7 days of baseline monitoring and at least 1 day of one of the four interventions and thus were included in the modified intention-to-treat analysis set. 493 individuals completed the full set of assigned interventions. All four interventions significantly increased mean daily step count from baseline (mean daily step count 2914 SE 74): mean step count increased by 319 steps (75) for participants in the American Heart Association website prompt group (p<0·0001), 267 steps (74) for participants in the hourly stand prompt group (p=0·0003), 254 steps (74) for participants in the cluster-specific prompts group (p=0·0006), and by 226 steps (75) for participants in the 10 000 daily step prompt group (p=0·0026 vs baseline).
Four smartphone-based physical activity coaching interventions significantly increased daily physical activity. These findings suggests that digital interventions delivered via a mobile app have the ability to increase short-term physical activity levels in a free-living cohort.
Stanford Data Science Initiative.
There is a growing interest in the evaluation of tricuspid regurgitation due to its increasing prevalence and detrimental impact on clinical outcomes. Historically, it has been coined the “forgotten” ...defect in the field of valvular heart disease due to the lack of effective treatments to improve prognosis. However, the development of percutaneous treatment techniques has led to a new era in its management, with promising results and diminished complication risk. In spite of these advances, a comprehensive exploration of the pathophysiological mechanisms is essential to establish clear indications and optimal timing for medical and percutaneous intervention. This review will address the most important aspects related to the diagnosis, pathophysiology and treatment of tricuspid regurgitation from a cardiorenal perspective, with a special emphasis on the interaction between right ventricular dysfunction and the development of hepatorenal congestion.
Heart failure (HF) affects many patients who are older and frail, presenting multiple physical barriers to accessing specialty care in a traditional ambulatory clinic model. Here, we present an ...assisted virtual care model in which a home visiting nurse facilitated video visits with a HF cardiologist to follow homebound, frail, and older patients with HF.
This is a pragmatic, quasi-experimental, pre–post, single-centre study. It included homebound, frail, and older patients with HF from 2015 to 2019 who were followed for 1 year; in-person clinic visits were completely replaced by nurse-facilitated virtual video visits. Outcomes evaluated included annualized hospitalization rate, number of hospitalization days, and number of emergency department visits.
A total of 49 patients were included, with a median age of 86 (83-93) years, and were followed for 1 year after enrollment. Among patients enrolled, HF with preserved ejection fraction was the most common subtype (57%). Compared to the year prior to enrollment, patients had a lower mortality-adjusted all-cause annualized hospitalization rate in the year following enrollment (2.57 vs 1.78, P < 0.0001). Compared to the year prior, the number of mortality-adjusted all-cause hospitalization days was significantly lower in the year following enrollment (27.2 vs 21.4, P < 0.0001). There was a reduction in the number of all-cause annualized emergency department visits (3.10 vs 2.27, P = 0.003).
Nurse-assisted virtual visits may be a preferable strategy for homebound, frail, and older patients with HF to receive longitudinal care. This approach may represent a plausible strategy to care for other patients with significant barriers to accessing specialized cardiac care.
L’insuffisance cardiaque (IC) touche de nombreux patients âgés et fragiles, et dresse maints obstacles physiques à l’accès aux soins spécialisés au sein d’un modèle classique de soins cliniques ambulatoires. Dans le présent article, nous exposons un modèle de soins virtuels assistés où une infirmière visiteuse assure par vidéoconsultation, avec un cardiologue, le suivi de patients âgés et fragiles atteints d’IC confinés à la maison.
Une étude monocentrique et pragmatique, quasi expérimentale de type « avant-après », a été menée de 2015 à 2019 auprès de patients âgés et fragiles atteints d’IC confinés à la maison. Les patients ont été suivis durant un an; les consultations en personne ont été entièrement remplacées par des vidéoconsultations effectuées par une infirmière. Les paramètres évalués comprenaient le taux annualisé d’hospitalisation, le nombre de jours d’hospitalisation et le nombre de consultations aux urgences.
Au total, 49 patients dont l’âge médian était de 86 ans (83-93 ans) ont été suivis durant un an à compter de leur admission à l’étude. L’IC à fraction d’éjection préservée était le sous-type d’IC le plus fréquent (57 %) chez les patients participant à l’étude. Par comparaison à l’année précédente, le taux annualisé d’hospitalisation toutes causes confondues ajusté en fonction de la mortalité a été plus faible chez les patients au cours de l’année où ils ont été suivis dans le cadre de l’étude (2,57 vs 1,78, P < 0,0001). Toujours par comparaison à l’année précédente, le nombre de jours d’hospitalisation toutes causes confondues ajusté en fonction de la mortalité a été significativement inférieur chez les patients au cours de l’année où ils ont été suivis dans le cadre de l’étude (27,2 vs 21,4, P < 0,0001). Le nombre annualisé de consultations aux urgences toutes causes confondues a quant à lui diminué (3,10 vs 2,27, P = 0,003).
Les consultations virtuelles assistées par une infirmière peuvent constituer une stratégie à privilégier dans la prestation de soins longitudinaux à des patients âgés et fragiles atteints d’IC qui sont confinés à la maison. Cette approche pourrait représenter une stratégie plausible pour prodiguer des soins à d’autres patients qui sont confrontés à d’importants obstacles limitant leur accès à des soins spécialisés en cardiologie.
The COVID-19 pandemic has reduced access to endomyocardial biopsy (EMB) rejection surveillance in heart transplant (HT) recipients. This study is the first in Canada to assess the role for ...noninvasive rejection surveillance in personalizing titration of immunosuppression and patient satisfaction post-HT.
In this mixed-methods prospective cohort study, adult HT recipients more than 6 months from HT had their routine EMBs replaced by noninvasive rejection surveillance with gene expression profiling (GEP) and donor-derived cell-free DNA (dd-cfDNA) testing. Demographics, outcomes of noninvasive surveillance score, hospital admissions, patient satisfaction, and health status on the medical outcomes study 12-item short-form health survey (SF-12) were collected and analyzed, using t tests and χ2 tests. Thematic qualitative analysis was performed for open-ended responses.
Among 90 patients, 31 (33%) were enrolled. A total of 36 combined GEP/dd-cfDNA tests were performed; 22 (61%) had negative results for both, 10 (27%) had positive GEP/negative dd-cfDNA results, 4 (11%) had negative GEP/positive dd-cfDNA results, and 0 were positive on both. All patients with a positive dd-cfDNA result (range: 0.19%-0.81%) underwent EMB with no significant cellular or antibody-mediated rejection. A total of 15 cases (42%) had immunosuppression reduction, and this increased to 55% in patients with negative concordant testing. Overall, patients’ reported satisfaction was 90%, and on thematic analysis they were more satisfied, with less anxiety, during the noninvasive testing experience.
Noninvasive rejection surveillance was associated with the ability to lower immunosuppression, increase satisfaction, and reduce anxiety in HT recipients, minimizing exposure for patients and providers during a global pandemic.
La pandémie de COVID-19 a réduit l’accès à la biopsie endomyocardique pour surveiller le risque de rejet après une greffe du cœur. Cette étude est la première à être menée au Canada pour évaluer le rôle de la surveillance non invasive du risque de rejet en personnalisant le titrage de l’immunosuppression et la satisfaction du patient après la greffe cardiaque.
Dans le cadre de cette étude de cohorte prospective à méthodes mixtes, des adultes ayant reçu une greffe cardiaque depuis plus de six mois ont vu leurs biopsies endomyocardiques régulières remplacées par une surveillance non invasive du risque de rejet qui consiste à établir le profil de l’expression génique et à analyser l’ADN acellulaire dérivé du donneur. Les données démographiques, les résultats du score de surveillance non invasive, les admissions à l’hôpital, la satisfaction des patients et l’état de santé tirés du questionnaire SF-12 (questionnaire abrégé sur la santé comprenant 12 items) de l’étude sur les issues médicales ont été colligés et analysés au moyen des tests T et des tests χ2. Les réponses ouvertes ont fait l’objet d’une analyse qualitative thématique.
Parmi 90 patients, 31 (33 %) ont été recrutés. Au total, 36 tests combinés de profilages de l’expression génique et d’ADN acellulaire dérivé du donneur ont été réalisés; les résultats ont été négatifs pour les deux tests dans 22 cas (61 %), positifs pour le profilage de l’expression génique et négatifs pour l’ADN acellulaire dans 10 cas (27 %), négatifs pour le profilage de l’expression génique et positifs pour l’ADN acellulaire dans quatre cas (11 %) et aucun cas n’a donné de résultats positifs pour les deux types de tests. Tous les patients qui ont donné des résultats positifs à l’analyse de l’ADN acellulaire dérivé du donneur (fourchette : 0,19 % à 0,81 %) ont subi une biopsie endomyocardique n’ayant révélé aucun rejet cellulaire ou à médiation par anticorps important. Au total, 15 cas (42 %) affichaient une immunosuppression réduite, proportion qui a grimpé à 55 % chez les patients dont les tests de concordance ont donné des résultats négatifs. Dans l’ensemble, le niveau de satisfaction rapporté par les patients était de 90 % et, à l’analyse thématique, ils étaient plus satisfaits et moins anxieux pendant les tests non invasifs.
La surveillance non invasive du risque de rejet a été associée à la capacité de diminuer l’immunosuppression, d’augmenter la satisfaction et de réduire l’anxiété chez les patients qui ont reçu une greffe cardiaque, en plus de réduire l’exposition des patients et du personnel médical dans le contexte d’une pandémie.
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Background
While it is well known that heart failure patients presenting to the emergency room (ER) have high short‐term mortality after discharge, the outcomes of patients with heart failure with ...repeated ER visits within a short time are not known. In this study, we aimed to determine whether clustering is associated with an increased risk of death.
Methods and Results
This is a retrospective, population‐based cohort study with an accrual window between 2003 and 2014 and maximal follow‐up up to and including March 31, 2015. Data were obtained from administrative databases from Ontario, Canada. Clustering was defined a priori as 3 or more ER visits within a 6‐month period. The main outcome of interest was time to death conditional on 6‐month survival. A total of 72 810 patients with an index hospitalization for acute heart failure were evaluated. ER clustering was observed in 15.1% of the population. Increased burden of comorbidities, primary rural residence, and lack of primary care provider were identified as factors associated with ER clustering. Age‐ and sex‐adjusted mortality for clustered patients was higher than for nonclustered (hazard ratio HR 1.51; 95% confidence interval, 1.47–1.55, P<0.0001). Adjusted mortality risk was also higher for patients with clustered ER visits (HR 1.42; 95% confidence interval 1.38–1.46; P<0.0001).
Conclusions
Clustering, as defined by 3 or more ER visits for any reason within 6 months of index heart failure hospitalization reflects a novel risk factor associated with increased mortality. Future research into the strategies to better manage complex patients with heart failure with recurrent ER visits are warranted.
Background
The number of solid organ transplants in Canada has increased 33% over the past decade. Hospital readmissions are common within the first year after transplant and are linked to increased ...morbidity and mortality. Nearly half of these admissions to the hospital appear to be preventable. Mobile health (mHealth) technologies hold promise to reduce admission to the hospital and improve patient outcomes, as they allow real-time monitoring and timely clinical intervention.
Objective
This study aims to determine whether an innovative mHealth intervention can reduce hospital readmission and unscheduled visits to the emergency department or transplant clinic. Our second objective is to assess the use of clinical and continuous ambulatory physiologic data to develop machine learning algorithms to predict the risk of infection, organ rejection, and early mortality in adult heart, kidney, and liver transplant recipients.
Methods
Remote Mobile Outpatient Monitoring in Transplant (Reboot) 2.0 is a two-phased single-center study to be conducted at the University Health Network in Toronto, Canada. Phase one will consist of a 1-year concealed randomized controlled trial of 400 adult heart, kidney, and liver transplant recipients. Participants will be randomized to receive either personalized communication using an mHealth app in addition to standard of care phone communication (intervention group) or standard of care communication only (control group). In phase two, the prior collected data set will be used to develop machine learning algorithms to identify early markers of rejection, infection, and graft dysfunction posttransplantation. The primary outcome will be a composite of any unscheduled hospital admission, visits to the emergency department or transplant clinic, following discharge from the index admission. Secondary outcomes will include patient-reported outcomes using validated self-administered questionnaires, 1-year graft survival rate, 1-year patient survival rate, and the number of standard of care phone voice messages.
Results
At the time of this paper’s completion, no results are available.
Conclusions
Building from previous work, this project will aim to leverage an innovative mHealth app to improve outcomes and reduce hospital readmission in adult solid organ transplant recipients. Additionally, the development of machine learning algorithms to better predict adverse health outcomes will allow for personalized medicine to tailor clinician-patient interactions and mitigate the health care burden of a growing patient population.
Trial Registration
ClinicalTrials.gov NCT04721288; https://www.clinicaltrials.gov/ct2/show/NCT04721288
International Registered Report Identifier (IRRID)
PRR1-10.2196/26816
Rejection surveillance after heart transplantation has traditionally relied on numerous endomyocardial biopsies, most of which occur during the first posttransplant year. With the introduction of ...gene expression profiling and, more recently, donor-derived cell-free DNA, a great proportion of surveillance is being performed noninvasively with both tests. Although patients have welcomed the use of paired testing because of the decreased risk and inconvenience, interpretation of both tests can sometimes be challenging, particularly when the test results are discordant. Growing evidence from both single-center experiences and large national databases has given insights that have allowed the field to operationalize dual testing and provide physicians with algorithms to approach paired testing. The increased use of noninvasive testing has also begun to challenge the role of biopsy as the gold standard for graft monitoring, not only for rejection but over the life of the heart transplant. In a growing number of circumstances, cell-free DNA not only may be a better means of assessing rejection but could also redefine how clinicians approach the diagnosis and even treatment of graft injury. As the heart transplant community garners more experience and generates more data, the current paradigms of heart transplant surveillance will continue to be challenged.
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