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The benefit of mechanical circulatory support with Impella (Abiomed, Inc., Danvers, Massachusetts) for high-risk percutaneous coronary intervention (HR-PCI) is uncertain. PROTECT III registry data showed improved outcomes with Impella compared with historical data (PROTECT II) but lack a direct comparison with the HR-PCI cohort without Impella support. We retrospectively identified patients meeting the PROTECT III inclusion criteria for HR-PCI and compared this group (non-Impella cohort [NonIMP]) with the outcomes data from the PROTECT III registry (Impella cohort). Baseline differences were balanced using inverse propensity weighting. The coprimary outcome was major adverse cardiac events (MACE) in-hospital and at 90 days. A total of 283 patients at great risk did not receive Impella support; 200 patients had 90-day event ascertainment and were included in the inverse propensity weighting analysis and compared with 504 patients in the Impella cohort group. After calibration, few residual differences remained between groups. The primary outcome was not different in-hospital (3.0% vs 4.8%, p = 0.403) but less in NonIMP at 90 days (7.5% vs 13.8%, p = 0.033). Periprocedural vascular complications, bleeding, and transfusion rate did not differ between groups; however, acute kidney injury occurred more frequently in the NonIMP group (10.5% vs 5.4%, p = 0.023). In conclusion, under identical HR-PCI inclusion criteria for Impella use in PROTECT III, an institutional non-Impella-supported HR-PCI cohort showed similar MACE in-hospital but fewer MACE at 90 days, whereas there was no signal for periprocedural harm with Impella use. These results do not support routine usage of Impella for patients with HR-PCI.
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Corazón Auxiliar , Intervención Coronaria Percutánea , Sistema de Registros , Humanos , Intervención Coronaria Percutánea/métodos , Masculino , Femenino , Anciano , Estudios Retrospectivos , Persona de Mediana Edad , Resultado del Tratamiento , Puntaje de Propensión , Complicaciones Posoperatorias/epidemiología , Factores de Riesgo , Enfermedad de la Arteria Coronaria/cirugía , Mortalidad HospitalariaRESUMEN
Spontaneous coronary artery dissection (SCAD) is a rare cause of ST-segment elevation myocardial infarction (STEMI), predominantly affecting women. Because primary percutaneous coronary intervention (PPCI) is reserved for a select group of patients, vulnerable and minority patients may experience delays in appropriate management and adverse outcomes. We examined the racial differences in the outcomes for patients with SCAD who underwent PPCI for STEMI. Records of patients aged ≥18 years who underwent PPCI for SCAD-related STEMI between 2016 and 2020 were identified from the National Inpatient Sample database. Clinical, socioeconomic, and hospital characteristics were compared between non-White and White patients. Weighted multivariate analysis assessed the association of race with inpatient mortality, length of stay (LOS), and hospitalization costs. The total weighted estimate of patients with SCAD-STEMI who underwent PPCI was 4,945, constituting 25% non-White patients. Non-White patients were younger (56 vs 60.7 years, p <0.001); had a higher prevalence of diabetes, acute renal failure, and obesity; and were more likely to be uninsured and be in the lowest income group. Inpatient mortality (7.7% vs 8.4%, p = 0.74) and hospitalization costs ($34,213 vs $31,858, p = 0.27) were similar for non-White and White patients, and the adjusted analysis did not show any association between the patients' race and inpatient mortality (odds ratio 0.60, 95% confidence interval [CI] 0.32 to 1.13, p = 0.11) or hospitalization costs (ß [ß coefficient]: 215, 95% CI -4,193 to 4,623, p >0.90). Similarly, there was no association between the patients' race and LOS (incident rate ratio 1.20, 95% CI 1.00 to 1.45, p = 0.054). The weighted multivariate analysis showed that age; clinical co-morbidities such as diabetes, acute renal failure, valvular dysfunction, and obesity; low-income status; and hospitalization in the western region were associated with adverse outcomes. In conclusion, our study does not show any differences in inpatient mortality, LOS, and hospitalization costs between non-White and White patients who underwent PPCI for SCAD-related STEMI.
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Anomalías de los Vasos Coronarios , Mortalidad Hospitalaria , Intervención Coronaria Percutánea , Infarto del Miocardio con Elevación del ST , Humanos , Femenino , Masculino , Persona de Mediana Edad , Intervención Coronaria Percutánea/estadística & datos numéricos , Infarto del Miocardio con Elevación del ST/cirugía , Infarto del Miocardio con Elevación del ST/epidemiología , Anomalías de los Vasos Coronarios/complicaciones , Anomalías de los Vasos Coronarios/epidemiología , Anomalías de los Vasos Coronarios/cirugía , Estados Unidos/epidemiología , Enfermedades Vasculares/epidemiología , Enfermedades Vasculares/congénito , Enfermedades Vasculares/cirugía , Tiempo de Internación/estadística & datos numéricos , Anciano , Disparidades en Atención de Salud/estadística & datos numéricos , Costos de Hospital/estadística & datos numéricos , Estudios Retrospectivos , Lesión Renal Aguda/epidemiología , Lesión Renal Aguda/etiologíaAsunto(s)
Circulación Coronaria , Electrocardiografía , Microcirculación , Humanos , Circulación Coronaria/fisiología , Microcirculación/fisiología , Vasos Coronarios/fisiopatología , Vasos Coronarios/diagnóstico por imagen , Enfermedad de la Arteria Coronaria/fisiopatología , Enfermedad de la Arteria Coronaria/diagnósticoRESUMEN
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.
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BACKGROUND: The intricate relationship between mental health disorders, notably anxiety and depression, and chest pain associated with non-obstructive coronary artery disease has become a focus of investigation. METHODS: This study from the Coronary Microvascular Disease Registry (CMDR) evaluated the association of mental health disorders and coronary microvascular dysfunction (CMD) among patients with angina with no obstructive coronary artery disease (ANOCA) who had undergone comprehensive invasive physiological testing for CMD. Clinical data regarding baseline characteristics, comorbidities, and noninvasive cardiac testing were obtained from chart review. The primary outcome of interest was the potential relationship between mental health diagnoses and the presence of CMD. RESULTS: Of patients included in the CMDR, 27 % (41/152) had at least one documented mental health disorder diagnosis (International Classification of Diseases, Tenth Revision codes) and CMD. There was no difference in mental health diagnosis prevalence between CMD-positive and CMD-negative patients (21.1 % vs. 28.9 %, p = 0.34). The most common mental health diagnoses were depression (15.8 %) and anxiety (15.8 %). Furthermore, 46.3 % (19/41) of patients with mental health disorders were prescribed psychiatric medications, with the most common being benzodiazepines (26.8 %). CONCLUSION: Patients with chest pain not due to CMD did not have an increased prevalence of mental health disorders compared with patients with ANOCA due to CMD, challenging the notion of a psychosomatic component in the pathogenesis of ANOCA.
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BACKGROUND: Coronary microvascular dysfunction (CMD) is associated with various inflammatory conditions that worsen endothelial dysfunction. This study aimed to investigate the relationship between CMD and inflammation using common inflammatory markers derived from complete blood count (CBC) analysis. METHODS: Information was gathered from the Coronary Microvascular Disease Registry to examine the neutrophil-to-lymphocyte ratio (NLR), eosinophil-to-monocyte ratio (EMR), and monocyte-to-high-density lipoprotein ratio (MHR) in a cohort of patients with angina who showed non-obstructive coronary arteries and underwent invasive physiological assessments for CMD. RESULTS: Of the 171 patients studied, 126 were CMD-negative and 45 were CMD-positive, constituting two groups of interest. The average age of all patients was 61.7 ± 11.1 years, and 63.7 % were female. No significant differences were observed between the two groups in terms of baseline characteristics, cardiovascular risk factors, or potential anti-inflammatory medications. Furthermore, there were no statistically significant differences in NLR (2.54 ± 3.71 vs. 2.52 ± 2.28, p = 0.97), EMR (0.3 ± 0.21 vs. 0.34 ± 0.29, p = 0.31), or MHR (0.02 ± 0.01 vs. 0.01 ± 0.01, p = 0.54) between CMD-positive and CMD-negative patients. CONCLUSION: Our findings did not show a noteworthy connection between CMD and inflammation, as suggested by various simple CBC-based biomarkers.
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BACKGROUND: Hemoglobin (Hgb) drop without bleeding is common among patients undergoing transcatheter aortic valve replacement; however, the clinical implications of significant Hgb drop have not been fully evaluated. METHODS AND RESULTS: Consecutive patients undergoing transcatheter aortic valve replacement at our institution from 2011 to 2021 were retrospectively reviewed. Three groups were assessed: no Hgb drop and no bleed (NoD-NoB [reference group]), Hgb drop with bleed, and Hgb drop and no bleed (D-NoB). Hgb drop was defined as ≥3 g/dL decrease from pre- to post-transcatheter aortic valve replacement. Outcomes of interest were in-hospital death and 1-year all-cause mortality. A total of 1851 cases with complete Hgb data were included: NoD-NoB: n=1579 (85.3%); D-NoB: n=49 (2.6%); Hgb drop with bleed: n=223 (12.6%). Compared with NoD-NoB, the D-NoB group was older (81.1 versus 78.9 years of age) with higher preprocedure Hgb (12.9 versus 11.7 g/dL). In-hospital death rate was higher among patients with D-NoB versus NoD-NoB (4.5% versus 0.8%, P<0.001) and similar to Hgb drop with bleed (4.5% versus 4.1%, P=0.999). Predictors of in-hospital death were D-NoB (odds ratio [OR], 3.45 [95% CI, 1.32-8.69]) and transfusion (OR, 10.6 [95% CI, 4.25-28.2]). Landmark survival analysis found that D-NoB experienced 1-year mortality rate comparable to NoD-NoB, whereas Hgb drop with bleed had higher midterm mortality (hazard ratio [HR], 3.2 [95% CI, 1.83-5.73]), and transfusion continued to impact mortality (HR, 2.5 [95% CI, 1.79-3.63]). CONCLUSIONS: Hgb drop without bleeding is common among patients undergoing transcatheter aortic valve replacement and may represent a higher risk of periprocedural death. Blood transfusion increases short- and midterm mortality risk in patients with and without bleeding, supporting a restrictive transfusion strategy.
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Estenosis de la Válvula Aórtica , Hemoglobinas , Mortalidad Hospitalaria , Reemplazo de la Válvula Aórtica Transcatéter , Humanos , Reemplazo de la Válvula Aórtica Transcatéter/efectos adversos , Reemplazo de la Válvula Aórtica Transcatéter/mortalidad , Masculino , Femenino , Anciano de 80 o más Años , Anciano , Estudios Retrospectivos , Hemoglobinas/metabolismo , Hemoglobinas/análisis , Estenosis de la Válvula Aórtica/cirugía , Estenosis de la Válvula Aórtica/mortalidad , Factores de Riesgo , Resultado del Tratamiento , Medición de Riesgo/métodosRESUMEN
BACKGROUND: Radial artery access has been used for left heart catheterization (LHC) and percutaneous coronary intervention (PCI) for over 30 years. This method has gained popularity among operators due to superficial vessel anatomy, allowing for easy accessibility and compressibility, resulting in effective hemostasis. METHODS: We conducted a retrospective analysis of patients who underwent PCI due to ST-elevation myocardial infarction (STEMI), non-ST-elevation acute coronary syndrome (NSTE-ACS), and chest pain (stable angina) from November 2013 to February 2023. RESULTS: We analyzed validated registries and found 7714 PCIs. Of these, 1230 were STEMI patients, 5585 were NSTE-ACS patients, and 899 were stable angina patients, forming the basis of our final analysis. In STEMI patients, there was a trend toward a higher rate of ventriculography with femoral access compared to radial access (53.4 % vs. 47.5 %, p = 0.06), which was also observed in NSTE-ACS patients (34.2 % vs. 31.8 %, p = 0.07). The use of central venous access was more common with femoral access in all three diagnoses, with significantly higher rates seen in STEMI patients (36.2 % vs. 7.6 %, p < 0.001), NSTE-ACS patients (19.3 % vs. 2.8 %, p < 0.001), and chest pain patients (26.4 % vs. 2.7 %, p < 0.001). CONCLUSIONS: The analysis revealed that operators may perform fewer ventriculography and RHC procedures when using radial access as compared to femoral access. While there is discrepancy in performing left ventriculography and RHC when using a radial artery, it is essential to emphasize that routinely performing ventriculography and hemodynamic assessment has not proven to impact outcomes, despite their contributions to proper decision-making and treatment.
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BACKGROUND: Full adoption of coronary microvascular dysfunction (CMD) assessment faces challenges due to its invasive nature and concerns about prolonged procedure time and increased contrast and/or radiation exposure. We compared procedural aspects of CMD invasive assessment to diagnostic left heart catheterization (DLHC) in patients with chest pain who were not found to have obstructive coronary artery disease. METHODS: A total of 227 patients in the Coronary Microvascular Disease Registry were compared to 1592 patients who underwent DLHC from August 2021 to November 2023. The two cohorts were compared using propensity-score matching; primary outcomes were fluoroscopy time and total contrast use. RESULTS: The participants' mean age was 64.1 ± 12.6 years. CMD-assessed patients were more likely to be female (66.5% vs. 45.2%, p < 0.001) and have hypertension (80.2% vs. 44.5%, p < 0.001), history of stroke (11.9% vs. 6.3%, p = 0.002), and history of myocardial infarction (20.3% vs. 7.7%, p < 0.001). CMD assessment was safe, without any reported adverse outcomes. A propensity-matched analysis showed that patients who underwent CMD assessment had slightly higher median contrast exposure (50 vs. 40 mL, p < 0.001), and slightly longer fluoroscopy time (6.9 vs. 4.7 min, p < 0.001). However, there was no difference in radiation dose (209.3 vs. 219 mGy, p = 0.58) and overall procedure time (31 vs. 29 min, p = 0.37). CONCLUSION: Compared to DLHC, CMD assessment is safe and requires only slightly additional contrast use (10 mL) and slightly longer fluoroscopy time (2 min) without clinical implications. These findings emphasize the favorable safety and feasibility of invasive CMD assessment.
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Enfermedad de la Arteria Coronaria , Angina Microvascular , Infarto del Miocardio , Isquemia Miocárdica , Humanos , Femenino , Persona de Mediana Edad , Anciano , Masculino , Resultado del Tratamiento , Enfermedad de la Arteria Coronaria/diagnóstico por imagen , Enfermedad de la Arteria Coronaria/terapia , Angina Microvascular/diagnóstico , Circulación Coronaria , Microcirculación , Vasos Coronarios/diagnóstico por imagenAsunto(s)
Valor Predictivo de las Pruebas , Infarto del Miocardio con Elevación del ST , Humanos , Infarto del Miocardio con Elevación del ST/diagnóstico por imagen , Infarto del Miocardio con Elevación del ST/terapia , Infarto del Miocardio con Elevación del ST/diagnóstico , Función Ventricular Izquierda , Ventrículos Cardíacos/diagnóstico por imagen , Ventrículos Cardíacos/fisiopatologíaRESUMEN
BACKGROUND/PURPOSE: The cusp overlap technique has standardized implantation for self-expanding valves with the goal of achieving more consistent implantation depths and lowering permanent pacemaker (PPM) implantation rates. We retrospectively compared short-term outcomes in patients undergoing transcatheter aortic valve replacement (TAVR) with a self-expanding valve implanted using the cusp overlap technique vs. the traditional coplanar technique in a large tertiary referral center. METHODS: We conducted a retrospective study among PPM-naïve patients who underwent TAVR using the CoreValve Evolut PRO/PRO+. We compared in-hospital PPM rates in patients who underwent TAVR using the cusp overlap technique vs. the coplanar technique. Additional outcomes included in-hospital all-cause mortality, stroke, major vascular complications, annular rupture, and >mild paravalvular leak. Furthermore, we compared outcomes over time to see whether there was evidence of a learning curve. RESULTS: Of the 528 patients included, 270 underwent TAVR using the coplanar technique and 258 underwent TAVR using the cusp overlap technique. The rate of new PPM implantation did not differ between cohorts (17.0 % vs. 16.7 %; p = 0.910). Additionally, rates of in-hospital all-cause mortality (0.0 % vs. 0.4 %; p = 0.328), stroke (3.7 % vs. 1.6 %; p = 0.124), major vascular complications (0.7 % vs. 1.2 %; p = 0.617), annular rupture (0.4 % vs. 0.0 %; p = 0.328) and >mild paravalvular leak (0.0 % vs. 0.4 %; p = 0.444) were similar. Our secondary analysis did not identify any evidence of a learning curve. CONCLUSIONS: The cusp overlap technique may not yield a reduction in PPM rates when compared with the coplanar technique. Other confounders should be explored to further minimize in-hospital PPM rates.
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Estenosis de la Válvula Aórtica , Prótesis Valvulares Cardíacas , Marcapaso Artificial , Accidente Cerebrovascular , Reemplazo de la Válvula Aórtica Transcatéter , Humanos , Reemplazo de la Válvula Aórtica Transcatéter/efectos adversos , Válvula Aórtica/diagnóstico por imagen , Válvula Aórtica/cirugía , Estudios Retrospectivos , Estenosis de la Válvula Aórtica/diagnóstico por imagen , Estenosis de la Válvula Aórtica/cirugía , Resultado del Tratamiento , Factores de Riesgo , Diseño de PrótesisRESUMEN
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.
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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.
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Neoplasias de la Mama , Humanos , Femenino , Neoplasias de la Mama/diagnóstico , Neoplasias de la Mama/epidemiología , Neoplasias de la Mama/terapia , Países Bajos/epidemiología , Indicadores de Calidad de la Atención de Salud , Puntaje de Propensión , Noruega/epidemiologíaRESUMEN
COVID-19 with myocardial injury, defined as troponin elevation, is associated with worse outcomes. The temporal changes in outcomes during various phases of the pandemic remain unclear. We evaluated outcomes during the Omicron phase compared with previous phases of the pandemic. We analyzed patients who were COVID-19-positive with evidence of myocardial injury who presented to the MedStar Health system (11 hospitals in Washington, District of Columbia, and Maryland) during phase 1 of the pandemic (March to June 2020), phase 2 (October 2020 to January 2021), and phase 3 (Omicron; December 2021 to March 2022), comparing their characteristics and outcomes. The primary end point was in-hospital mortality. The cohort included 2,079 patients admitted who were COVID-19 positive and for whom troponin was elevated (phase 1: n = 150, phase 2: n = 854, phase 3: n = 1,075). Baseline characteristics were similar overall. Inflammatory markers were significantly elevated in phase 1 compared with phases 2 and 3. The use of remdesivir and dexamethasone was highest in phase 2. In phase 3, 52.6% of patients were fully vaccinated. In-hospital mortality, though high, was lower in phase 3 than in phases 1 and 2 (59.3% vs 28.1% vs 23.3%; p <0.001). Patients who were vaccinated showed more favorable in-hospital outcomes than did those who were unvaccinated (18.3% vs 24.2%, p = 0.042). In conclusion, patients with COVID-19 with elevated troponin during phase 3 tended to have improved outcomes when compared with patients in earlier waves of the pandemic. This improvement could be attributed to the implementation of the COVID-19 vaccines, advances in COVID-19 treatment options, provider experience, and less virulent variants.
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COVID-19 , Lesiones Cardíacas , Humanos , COVID-19/epidemiología , Vacunas contra la COVID-19 , Pandemias , Tratamiento Farmacológico de COVID-19 , TroponinaRESUMEN
BACKGROUND: Analysing distributed medical data is challenging because of data sensitivity and various regulations to access and combine data. Some privacy-preserving methods are known for analyzing horizontally-partitioned data, where different organisations have similar data on disjoint sets of people. Technically more challenging is the case of vertically-partitioned data, dealing with data on overlapping sets of people. We use an emerging technology based on cryptographic techniques called secure multi-party computation (MPC), and apply it to perform privacy-preserving survival analysis on vertically-distributed data by means of the Cox proportional hazards (CPH) model. Both MPC and CPH are explained. METHODS: We use a Newton-Raphson solver to securely train the CPH model with MPC, jointly with all data holders, without revealing any sensitive data. In order to securely compute the log-partial likelihood in each iteration, we run into several technical challenges to preserve the efficiency and security of our solution. To tackle these technical challenges, we generalize a cryptographic protocol for securely computing the inverse of the Hessian matrix and develop a new method for securely computing exponentiations. A theoretical complexity estimate is given to get insight into the computational and communication effort that is needed. RESULTS: Our secure solution is implemented in a setting with three different machines, each presenting a different data holder, which can communicate through the internet. The MPyC platform is used for implementing this privacy-preserving solution to obtain the CPH model. We test the accuracy and computation time of our methods on three standard benchmark survival datasets. We identify future work to make our solution more efficient. CONCLUSIONS: Our secure solution is comparable with the standard, non-secure solver in terms of accuracy and convergence speed. The computation time is considerably larger, although the theoretical complexity is still cubic in the number of covariates and quadratic in the number of subjects. We conclude that this is a promising way of performing parametric survival analysis on vertically-distributed medical data, while realising high level of security and privacy.
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Seguridad Computacional , Privacidad , Humanos , Modelos de Riesgos Proporcionales , Proyectos de InvestigaciónRESUMEN
Incarcerated populations are at high-risk to develop tuberculosis (TB), however their impact on the population-level tuberculosis epidemic has been scarcely studied. We aimed to describe the burden and trends of TB among incarcerated populations over time in Paraguay, its clinical and epidemiological differences and the population attributable fraction. This is an observational, descriptive study including all TB cases notified to the National TB control Program in Paraguay during the period 2009-2018. We also used case registries of prisoners diagnosed with tuberculosis from the Minister of Justice. The population attributable fraction of TB in the community due to incarcerated cases was estimated through Levin's formula. The characteristics of TB cases in and outside of prison were compared as well as the characteristics of TB in prisons were modified over time. During 2009-2018, 2764 (9.7%) of the 28,534 TB reported cases in Paraguay occurred in prisons. The number of prisoners in Paraguay increased from 6258 in 2009 to 14,627 in 2018 (incarceration rate, 101 to 207 per 100,000 persons) while the number of TB cases among prisoners increased by 250% (n = 192 in 2009 versus n = 480 in 2018). The annual TB notification rate among male prisoners was 3218 and 3459 per 100,000 inmates in 2009 and 2018, respectively. The percentage of all TB cases occurring among prisoners increased from 7.1% in 2009 to 14.5% in 2018. The relative risk of TB in prisons compared to community was 70.3 (95% CI, 67.7-73.1); the overall population attributable risk was 9.5%. Among the 16 penitentiary centers in the country, two of them-Tacumbú (39.0%) and Ciudad del Este (23.3%)-represent two thirds of all TB cases in prisons. TB among inmates is predominantly concentrated in those 20-34 years old (77.3% of all), twice the percentage of cases for the same age group outside of prison. Our findings show that the TB epidemic in prisons represents one of the most important challenges for TB control in Paraguay, especially in the country's largest cities. Appropriate TB control measures among incarcerated populations are needed and may have substantial impact on the overall TB burden in the country.