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1.
J Am Med Inform Assoc ; 31(6): 1303-1312, 2024 May 20.
Artículo en Inglés | MEDLINE | ID: mdl-38713006

RESUMEN

OBJECTIVES: Racial disparities in kidney transplant access and posttransplant outcomes exist between non-Hispanic Black (NHB) and non-Hispanic White (NHW) patients in the United States, with the site of care being a key contributor. Using multi-site data to examine the effect of site of care on racial disparities, the key challenge is the dilemma in sharing patient-level data due to regulations for protecting patients' privacy. MATERIALS AND METHODS: We developed a federated learning framework, named dGEM-disparity (decentralized algorithm for Generalized linear mixed Effect Model for disparity quantification). Consisting of 2 modules, dGEM-disparity first provides accurately estimated common effects and calibrated hospital-specific effects by requiring only aggregated data from each center and then adopts a counterfactual modeling approach to assess whether the graft failure rates differ if NHB patients had been admitted at transplant centers in the same distribution as NHW patients were admitted. RESULTS: Utilizing United States Renal Data System data from 39 043 adult patients across 73 transplant centers over 10 years, we found that if NHB patients had followed the distribution of NHW patients in admissions, there would be 38 fewer deaths or graft failures per 10 000 NHB patients (95% CI, 35-40) within 1 year of receiving a kidney transplant on average. DISCUSSION: The proposed framework facilitates efficient collaborations in clinical research networks. Additionally, the framework, by using counterfactual modeling to calculate the event rate, allows us to investigate contributions to racial disparities that may occur at the level of site of care. CONCLUSIONS: Our framework is broadly applicable to other decentralized datasets and disparities research related to differential access to care. Ultimately, our proposed framework will advance equity in human health by identifying and addressing hospital-level racial disparities.


Asunto(s)
Algoritmos , Negro o Afroamericano , Disparidades en Atención de Salud , Trasplante de Riñón , Población Blanca , Humanos , Estados Unidos , Disparidades en Atención de Salud/etnología , Adulto , Masculino , Femenino , Rechazo de Injerto/etnología , Persona de Mediana Edad
2.
Clin Epigenetics ; 13(1): 32, 2021 02 11.
Artículo en Inglés | MEDLINE | ID: mdl-33573704

RESUMEN

BACKGROUND: There is an unmet need for noninvasive markers specific for kidney transplant rejection. Such a marker may eventually overcome the need for a transplant biopsy. In this pilot study, the potential of circulating cell-free nucleosomes (CCFN) to serve as a biomarker for kidney transplant rejection was evaluated. METHODS: Forty de novo kidney transplant recipients were prospectively followed as part of a randomized, controlled clinical trial. Total CCFN (H3) and CCFN with the histone modifications H3K36me3 and H3 citrulline were measured in patients at four fixed time points: before transplantation and on days 3-6, 30 and 180 after kidney transplantation. In addition, serum collected at times of transplant rejection (n = 14) was analyzed. CCFN were measured with a Nu.Q™ Assay kit (VolitionRx), an ELISA-based assay using antibodies directed against nucleosomes. RESULTS: For total CCFN (H3), H3K36me3, and H3 citrulline, the same pattern was seen over time: Concentrations were elevated shortly after transplantation (day 3-6) followed by a decline reaching baseline (pre-transplantation) values at days 30 and 180. At times of acute rejection, the median concentration of total CCFN (H3) was significantly higher compared to the stable situation (day 30): 4309 (3435-5285) versus 2885 (1668-3923) ng/mL, p < 0.05, respectively. Total CCFN (H3) had an acceptable ability to discriminate rejection from no rejection (AUC-ROC = 0.73) with a negative predictive value of 92.9%. For both histone modifications (H3K36me3 and H3 citrulline), there was no significant difference between episodes of acute rejection and the stable situation (day 30). CONCLUSION: In this pilot study, total CCFN (H3) concentrations are increased at times of acute kidney transplant rejection. The high negative predictive value implies that whenever a patient experiences loss of renal transplant function and the total CCFN (H3) is not increased, causes other than acute rejection should be considered. Clinical implementation of total CCFN (H3) measurement may avoid unnecessary and potentially harmful kidney transplant biopsies.


Asunto(s)
Biomarcadores/sangre , Rechazo de Injerto/sangre , Enfermedades Renales/patología , Trasplante de Riñón/efectos adversos , Nucleosomas/genética , Adulto , Anciano , Anticuerpos/inmunología , Biopsia/normas , Metilación de ADN , Epigénesis Genética , Femenino , Rechazo de Injerto/diagnóstico , Rechazo de Injerto/etnología , Código de Histonas/genética , Humanos , Enfermedades Renales/sangre , Masculino , Persona de Mediana Edad , Nucleosomas/inmunología , Proyectos Piloto , Valor Predictivo de las Pruebas , Estudios Prospectivos , Receptores de Trasplantes/estadística & datos numéricos
3.
Am J Surg ; 221(5): 1093-1103, 2021 05.
Artículo en Inglés | MEDLINE | ID: mdl-33028497

RESUMEN

African Americans (AA) are disproportionately affected by end-stage renal disease (ESRD) and have worse outcomes following renal transplantation. Autosomal dominant polycystic kidney disease (ADPKD) is the most common genetic condition leading to ESRD necessitating transplant. We explored this population with respect to race by conducting a retrospective analysis of the UNOS database between 2005 and 2019. Our study included 10,842 (AA n = 1661; non-AA n = 9181) transplant recipients whose primary diagnosis was ADPKD. We further stratified the AA ADPKD population with respect to blood groups (AA blood type B n = 295 vs AA non-B blood type n = 1366), and also compared this cohort to AAs with a diagnosis of DM (n = 16,706) to identify unique trends in the ADPKD population. We analyzed recipient and donor characteristics, generated survival curves, and conducted multivariate analyses. African American ADPKD patients waited longer for transplants (924 days vs 747 days P < .001), and were more likely to be on dialysis (76% vs 62%; p < .001). This same group was also more likely to have AA donors (21% vs 9%; p < .001) and marginally higher KDPI kidneys (0.48 vs 0.45; p < .001). AA race was a risk factor for delayed graft function (DGF), increasing the chance of DGF by 45% (OR 1.45 95% CI 1.26-1.67; p < .001). AA race was not associated with graft failure (HR 1.10 95% CI 0.95-1.28; p = .21) or patient mortality (HR 0.84 95% CI 0.69-1.03; p = .09). Racial disparities exist in the ADPKD population. They should be continually studied and addressed to improve transplant equity.


Asunto(s)
Negro o Afroamericano/estadística & datos numéricos , Rechazo de Injerto/epidemiología , Disparidades en Atención de Salud/estadística & datos numéricos , Trasplante de Riñón/estadística & datos numéricos , Enfermedades Renales Poliquísticas/cirugía , Adulto , Tipificación y Pruebas Cruzadas Sanguíneas , Femenino , Rechazo de Injerto/etnología , Rechazo de Injerto/etiología , Humanos , Estimación de Kaplan-Meier , Trasplante de Riñón/efectos adversos , Trasplante de Riñón/mortalidad , Masculino , Persona de Mediana Edad , Enfermedades Renales Poliquísticas/etnología , Enfermedades Renales Poliquísticas/mortalidad , Estudios Retrospectivos , Factores de Riesgo , Factores Sexuales , Resultado del Tratamiento
4.
Transplantation ; 104(4): 847-855, 2020 04.
Artículo en Inglés | MEDLINE | ID: mdl-32224814

RESUMEN

BACKGROUND: Kidney transplant outcomes of indigenous Australians are poorer compared with nonindigenous Australians, but it is unknown whether the type of acute rejection differs between these patient groups or whether rejection mediates the effect between ethnicity, death-censored graft failure (DCGF), and death with a functioning graft (DWFG). METHODS: Biopsy-proven acute rejection (BPAR) rates and types were compared between indigenous and nonindigenous recipients. The associations between ethnicity, BPAR, DCGF, and DWFG were examined using adjusted competing risk analyses, and mediation analysis was conducted to determine whether BPAR mediated the adverse effects between ethnicity and outcomes. RESULTS: Fifty-seven (9.3%) of 616 patients who have received kidney-only transplants between 2000 and 2010 in Western Australia were indigenous. Compared with nonindigenous recipients, BPAR rates were higher in indigenous recipients (42 versus 74 episodes/100 recipients, P < 0.01), with an excess of antibody-mediated rejections. During a median follow-up of 8 years, indigenous recipients were more likely to experience BPAR, DCGF, and DWFG compared with nonindigenous recipients, with adjusted subdistribution hazard ratio of 1.94 (1.39-2.70), 1.53 (0.85-2.76; P = 0.159), and 2.14 (1.13-4.06; P = 0.020), respectively. Although 70% of the effect between ethnicity and DCGF was mediated by BPAR, no similar association was found for DWFG. CONCLUSIONS: Indigenous recipients experienced poorer allograft and patient outcomes compared with nonindigenous recipients, with BPAR an important determinant for DCGF. Future research identifying other risk factors and mediators associated with patient survival in indigenous recipients should be considered a priority.


Asunto(s)
Rechazo de Injerto/etnología , Disparidades en el Estado de Salud , Pueblos Indígenas , Fallo Renal Crónico/cirugía , Trasplante de Riñón , Nativos de Hawái y Otras Islas del Pacífico , Enfermedad Aguda , Adolescente , Adulto , Biopsia , Niño , Preescolar , Asistencia Sanitaria Culturalmente Competente/etnología , Femenino , Rechazo de Injerto/diagnóstico , Rechazo de Injerto/tratamiento farmacológico , Rechazo de Injerto/mortalidad , Supervivencia de Injerto , Humanos , Inmunosupresores/uso terapéutico , Incidencia , Lactante , Recién Nacido , Fallo Renal Crónico/diagnóstico , Fallo Renal Crónico/etnología , Fallo Renal Crónico/mortalidad , Trasplante de Riñón/efectos adversos , Trasplante de Riñón/mortalidad , Masculino , Persona de Mediana Edad , Medición de Riesgo , Factores de Riesgo , Factores de Tiempo , Resultado del Tratamiento , Australia Occidental/epidemiología , Adulto Joven
5.
Transplantation ; 104(11): 2346-2353, 2020 11.
Artículo en Inglés | MEDLINE | ID: mdl-32032293

RESUMEN

BACKGROUND: Neighborhood socioeconomic deprivation is associated with adverse health outcomes. We sought to determine if neighborhood socioeconomic deprivation was associated with adherence to immunosuppressive medications after liver transplantation. METHODS: We conducted a secondary analysis of a multicenter, prospective cohort of children enrolled in the medication adherence in children who had a liver transplant study (enrollment 2010-2013). Participants (N = 271) received a liver transplant ≥1 year before enrollment and were subsequently treated with tacrolimus. The primary exposure, connected to geocoded participant home addresses, was a neighborhood socioeconomic deprivation index (range 0-1, higher indicates more deprivation). The primary outcome was the medication level variability index (MLVI), a surrogate measure of adherence to immunosuppression in pediatric liver transplant recipients. Higher MLVI indicates worse adherence behavior; values ≥2.5 are predictive of late allograft rejection. RESULTS: There was a 5% increase in MLVI for each 0.1 increase in deprivation index (95% confidence interval, -1% to 11%; P = 0.08). Roughly 24% of participants from the most deprived quartile had an MLVI ≥2.5 compared with 12% in the remaining 3 quartiles (P = 0.018). Black children were more likely to have high MLVI even after adjusting for deprivation (adjusted odds ratio 4.0 95% confidence interval, 1.7-10.6). CONCLUSIONS: This is the first study to evaluate associations between neighborhood socioeconomic deprivation and an objective surrogate measure of medication adherence in children posttransplant. These findings suggest that neighborhood context may be an important consideration when assessing adherence. Differential rates of medication adherence may partly explain links between neighborhood factors and adverse health outcomes following pediatric liver transplantation.


Asunto(s)
Rechazo de Injerto/prevención & control , Inmunosupresores/uso terapéutico , Trasplante de Hígado , Cumplimiento de la Medicación , Características de la Residencia , Determinantes Sociales de la Salud , Factores Socioeconómicos , Tacrolimus/uso terapéutico , Adolescente , Negro o Afroamericano , Factores de Edad , Niño , Preescolar , Femenino , Rechazo de Injerto/etnología , Humanos , Masculino , Factores Raciales , Medición de Riesgo , Factores de Riesgo , Determinantes Sociales de la Salud/etnología , Factores de Tiempo , Resultado del Tratamiento , Estados Unidos/epidemiología
6.
Exp Clin Transplant ; 18(2): 144-148, 2020 04.
Artículo en Inglés | MEDLINE | ID: mdl-31250745

RESUMEN

OBJECTIVES: Risk of kidney disease is heightened in African American individuals. African American donor ethnicity is one of 10 risk factors in calculating the kidney donor profile index used in assessing organ quality. We aimed to evaluate outcomes of deceased-donor kidney transplants from African American donors stratified by kidney donor profile index. MATERIALS AND METHODS: Using the Organ Procurement and Transplant Network/United Network for Organ Sharing database, we identified deceased-donor kidney transplant recipients from 2000 to 2015 who received induction and calcineurin inhibitor/mycophenolic acid maintenance. Patients were divided into 4 kidney donor profile index groups (0%-20%, 21%-50%, 51%-85%, and > 85%). Long-term outcomes of each group were compared between African American and non-African American kidney donations using Cox model. RESULTS: Among 59 648 patients, 15 250 were in the 0% to 20% group (560 African American donors, 14 690 non-African American donors), 19 355 were in the 21% to 50% group (2807 African American donors, 16 548 non-African American donors), 19 412 were in the 51% to 85% group (2774 African American donors, 16 638 non-African American donors), and 5631 were in the > 85% group (1670 African American donors, 3961 non-African American donors). Adjusted overall and death-censored graft failure risks were higher for recipients of African American donor kidneys in the 51% to 85% (hazard ratio 1.12; 95% confidence interval, 1.01-1.25; P = .009 and hazard ratio 1.12; 95% confidence interval, 1.01-1.25; P = .03) and the > 85% kidney donor profile index (hazard ratio 1.12; 95% confidence interval, 1.04-1.24; P = .025 and hazard ratio 1.33; 95% confidence interval, 1.16-1.51; P < .001) groups. CONCLUSIONS: Inferior graft outcomes in recipients of African American kidneys in our study were limited to those with > 50% kidney donor profile index. Effects of risk factors such as APOL1 risk alleles and sickle cell trait on these observations need further study.


Asunto(s)
Negro o Afroamericano , Selección de Donante , Trasplante de Riñón , Donantes de Tejidos , Bases de Datos Factuales , Rechazo de Injerto/etnología , Rechazo de Injerto/mortalidad , Supervivencia de Injerto , Humanos , Trasplante de Riñón/efectos adversos , Trasplante de Riñón/mortalidad , Factores Raciales , Estudios Retrospectivos , Medición de Riesgo , Factores de Riesgo , Factores de Tiempo , Resultado del Tratamiento , Estados Unidos/epidemiología
7.
Ann Surg ; 271(1): 177-183, 2020 01.
Artículo en Inglés | MEDLINE | ID: mdl-29781845

RESUMEN

OBJECTIVE: To examine the largest single-center experience of simultaneous kidney/pancreas transplantation (SPK) transplantation among African-Americans (AAs). BACKGROUND: Current dogma suggests that AAs have worse survival following SPK than white recipients. We hypothesize that this national trend may not be ubiquitous. METHODS: From August 30, 1999, through October 1, 2014, 188 SPK transplants were performed at the University of Alabama at Birmingham (UAB) and 5523 were performed at other US centers. Using Kaplan-Meier survival estimates and Cox proportional hazards regression, we examined the influence of recipient ethnicity on survival. RESULTS: AAs comprised 36.2% of the UAB cohort compared with only 19.1% nationally (P < 0.01); yet, overall, 3-year graft survival was statistically higher among UAB than US cohort (kidney: 91.5% vs 87.9%, P = 0.11; pancreas: 87.4% vs 81.3%; P = 0.04, respectively) and persisted on adjusted analyses [kidney adjusted hazard ratio (aHR): 0.58, 95% confidence interval (95% CI) 0.35-0.97, P = 0.04; pancreas aHR: 0.54, 95% CI 0.34-0.85, P = 0.01]. Among the UAB cohort, graft survival did not differ between AA and white recipients; in contrast, the US cohort experienced significantly lower graft survival rates among AA than white recipients (kidney 5 years: 76.5% vs 82.3%, P < 0.01; pancreas 5 years: 72.2% vs 76.3%, P = 0.01; respectively). CONCLUSION: Among a single-center cohort of SPK transplants overrepresented by AAs, we demonstrated similar outcomes among AA and white recipients and better outcomes than the US experience. These data suggest that current dogma may be incorrect. Identifying best practices for SPK transplantation is imperative to mitigate racial disparities in outcomes observed at the national level.


Asunto(s)
Negro o Afroamericano , Predicción , Rechazo de Injerto/etnología , Trasplante de Riñón , Trasplante de Páncreas , Sistema de Registros , Adolescente , Adulto , Femenino , Estudios de Seguimiento , Humanos , Incidencia , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Tasa de Supervivencia/tendencias , Estados Unidos/epidemiología , Adulto Joven
8.
Exp Clin Transplant ; 17(2): 196-201, 2019 04.
Artículo en Inglés | MEDLINE | ID: mdl-29206087

RESUMEN

OBJECTIVES: Our aim was to assess outcomes in White and African American kidney transplant recipients after induction with alemtuzumab. MATERIALS AND METHODS: We performed a retrospective study of 464 patients who received deceased-donor kidney transplants and were induced with alem-tuzumab between March 2006 and May 2015. We evaluated ethnic influences on patient and graft survival, delayed graft function, allograft failure, and rejection. RESULTS: There were 337 White (67.3%) and 127 African American (25.3%) patients. We observed no significant differences in 1-, 3-, 5-, and 7- year death-censored graft survival. We also observed no significant differences in 1-, 3-, and 5-year patient survival rates. Having African American ethnicity was not a significant predictor of rejection, graft survival, or patient survival. CONCLUSIONS: Our results indicate that recipient ethnicity is not a predictor of rejection, graft survival, or patient survival. White and African American kidney transplant recipients induced with alemtuzumab experienced an equalization of outcomes.


Asunto(s)
Alemtuzumab/administración & dosificación , Negro o Afroamericano , Inmunosupresores/administración & dosificación , Trasplante de Riñón , Receptores de Trasplantes , Población Blanca , Adulto , Anciano , Alemtuzumab/efectos adversos , Funcionamiento Retardado del Injerto/etnología , Funcionamiento Retardado del Injerto/inmunología , Funcionamiento Retardado del Injerto/prevención & control , Femenino , Rechazo de Injerto/etnología , Rechazo de Injerto/inmunología , Rechazo de Injerto/prevención & control , Supervivencia de Injerto/efectos de los fármacos , Humanos , Inmunosupresores/efectos adversos , Trasplante de Riñón/efectos adversos , Trasplante de Riñón/mortalidad , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Medición de Riesgo , Factores de Riesgo , Factores de Tiempo , Resultado del Tratamiento
9.
J Natl Med Assoc ; 111(2): 202-209, 2019 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-30409716

RESUMEN

OBJECTIVE: The aim of this study was to provide a contemporary analysis of longitudinal kidney transplant outcomes and to evaluate potential causes of ethnic disparities among African American (AA) and Caucasian American (CA) patients undergoing kidney transplantation at our institution. PATIENTS AND METHODS: 1400 patients were identified who underwent kidney transplantation from 2003 to 2013 from a large, academic institution in Cleveland, OH. Relevant recipient and donor demographic and clinical covariates were obtained from an institutional transplant database. Simple descriptive statistics and comparative survival analyses were performed to assess overall survival and graft survival. RESULTS: The final cohort was comprised of 341 AA and 1059 CA patients. AAs were less likely to receive a living donor transplant (27.6% vs. 57.2%, p < 0.001) compared to CAs. Overall patient survival did not significantly differ between the two groups even when stratified by ethnicity. However, AAs had a significantly lower rate of graft survival (p < 0.001). On stratified analysis, there was no difference in the rate of graft survival among AAs and CAs who received living donor grafts. On univariate analysis, AAs demonstrated higher rates of immunosuppression non-compliance and chronic rejection (both p < 0.05). On multivariate analysis, AA recipient ethnicity (HR 1.56, p = 0.047), recipient history of diabetes (HR 1.67, p < 0.001), and AA donor ethnicity (HR 1.56, p = 0.047) were significantly associated with graft failure. CONCLUSION: AAs undergoing deceased donor renal transplantation demonstrated lower graft survival compared to CAs. Conversely, this disparity did not exist among AAs undergoing living donor transplantation. AAs had higher rates of deceased donor transplantation, immunosuppression non-compliance, chronic rejection, and diabetes. Opportunities exist to use patient education, alternative immunosuppression regimens, and living transplantation to close the ethnic disparity in renal allograft survival.


Asunto(s)
Negro o Afroamericano/estadística & datos numéricos , Rechazo de Injerto/etnología , Disparidades en el Estado de Salud , Trasplante de Riñón/estadística & datos numéricos , Población Blanca/estadística & datos numéricos , Diabetes Mellitus/enzimología , Femenino , Supervivencia de Injerto , Humanos , Inmunosupresores/uso terapéutico , Donadores Vivos/estadística & datos numéricos , Masculino , Cumplimiento de la Medicación/estadística & datos numéricos , Persona de Mediana Edad , Estudios Retrospectivos , Factores de Riesgo , Tasa de Supervivencia , Resultado del Tratamiento
10.
Exp Clin Transplant ; 17(6): 707-713, 2019 12.
Artículo en Inglés | MEDLINE | ID: mdl-30570456

RESUMEN

OBJECTIVES: Although both tacrolimus and mycophenolate have improved outcomes after kidney transplant, studies regarding effects of exposure on outcomes, specifically related to racial disparities, are sparse. MATERIALS AND METHODS: In this 8-year longitudinal cohort study of adult kidney transplant recipients, mycophenolate and tacrolimus levels were compared across transplant vintage stratified by non-African Americans versus African Americans. Data were analyzed with standard univariate tests and multivariable regression models. RESULTS: Our study included 1217 patients (transplanted from 2005-2013) who had tacrolimus and myco-phenolate exposure data, with follow-up through 2015 (53.7% were African Americans). Mean mycophenolate dose was 1672 ± 463 mg/day during the first 3 years posttransplant. Although transplant vintage did not appreciably impact mycophenolate dosing in non-African Americans (0.7 mg/day/y; P = .903), doses significantly decreased in African Americans across transplant vintage (-20.5 mg/day/y; P < .001). Rate of mycophenolate being held or discontinued based on transplant vintage significantly increased in African Americans but did not change in non-African Americans. At the beginning of the study, mean tacrolimus levels were lower in African Americans; however, levels then slightly decreased in non-African Americans (-0.03 ng/mL/y; P = .279) and slightly increased in African Americans (+0.03 ng/mL/y; P = .247), with similar levels by 2013. Higher tacrolimus levels were protective against rejection in African Americans only but were protective against death-censored graft loss in both race/ethnicity groups. Mycophenolate dosing had no appreciable impact on outcomes in African Americans, but higher mycophenolate dosing was a significant risk factor for death-censored graft loss in non-African Americans. CONCLUSIONS: Tacrolimus and mycophenolate exposure levels have significantly changed over time and differed by race/ethnicity. In non-African Americans, those transplanted more recently tended to have lower tacrolimus but similar mycophenolate exposure. Although mycophenolate exposure in African Americans has recently decreased, tacrolimus has increased. Differences in outcomes likely reflect improved understanding of immunosuppressant tolerability by recipient race/ethnicity.


Asunto(s)
Negro o Afroamericano , Inhibidores de la Calcineurina/administración & dosificación , Rechazo de Injerto/prevención & control , Supervivencia de Injerto/efectos de los fármacos , Inmunosupresores/administración & dosificación , Trasplante de Riñón , Ácido Micofenólico/administración & dosificación , Tacrolimus/administración & dosificación , Adulto , Anciano , Inhibidores de la Calcineurina/efectos adversos , Inhibidores de la Calcineurina/sangre , Monitoreo de Drogas , Femenino , Rechazo de Injerto/etnología , Rechazo de Injerto/inmunología , Humanos , Inmunosupresores/efectos adversos , Inmunosupresores/sangre , Trasplante de Riñón/efectos adversos , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Ácido Micofenólico/efectos adversos , Ácido Micofenólico/sangre , Factores Raciales , Estudios Retrospectivos , Factores de Riesgo , South Carolina , Tacrolimus/efectos adversos , Tacrolimus/sangre , Factores de Tiempo , Resultado del Tratamiento
11.
Transplant Proc ; 50(10): 3283-3295, 2018 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-30577198

RESUMEN

BACKGROUND: Black kidney transplant patients experience inferior outcomes compared with other ethnicities. Because scrutiny is required when immunosuppressant drugs are used in such at-risk populations, we report the first large-scale clinical efficacy data assessing prolonged-release tacrolimus (PR-T) in black de novo kidney transplant patients. METHODS AND MATERIALS: We used logistic regression and proportionate hazards to compare a composite outcome measure (biopsy-proven acute rejection, graft loss, mortality, and loss to follow-up) in black and white patients in treatment groups longer than 24 weeks, from 3 large Phase III randomized controlled trials. Secondary endpoints included tacrolimus trough concentration, dose, and estimated glomerular filtration rate. RESULTS: The study included 2162 patients whose treatments belonged to two categories (immediate-release tacrolimus: 77 black patients, 721 white patients; and PR-T: 87 black patients, 1277 white patients). Despite demographic factors generally predictive of worse outcomes, efficacy failure among black patients who received PR-T was non-inferior to that among white patients who received either therapy. Compared with immediate-release tacrolimus, black patients who received PR-T achieved stable tacrolimus concentrations 2.5 times faster (21 vs 56 days, P = .04), and more achieved stable target concentrations (76.7% vs 69.3%). Treatment-emergent adverse events were consistent with those reported separately in pivotal trials. CONCLUSIONS: Overall, black patients who received PR-T achieved non-inferior outcomes compared to white patients, despite higher pretransplant risk among black patients. Moreover, PR-T improved the time to achieve, and the likelihood of reaching, stable therapeutic concentrations among black patients, suggesting that PR-T could improve the consistency of tacrolimus exposure in this patient population.


Asunto(s)
Rechazo de Injerto/prevención & control , Inmunosupresores/administración & dosificación , Trasplante de Riñón , Tacrolimus/administración & dosificación , Adulto , Negro o Afroamericano , Cápsulas , Ensayos Clínicos Fase III como Asunto , Preparaciones de Acción Retardada , Femenino , Rechazo de Injerto/etnología , Humanos , Inmunosupresores/uso terapéutico , Trasplante de Riñón/efectos adversos , Masculino , Persona de Mediana Edad , Ensayos Clínicos Controlados Aleatorios como Asunto , Factores de Riesgo , Resultado del Tratamiento
12.
Exp Clin Transplant ; 16(6): 682-689, 2018 12.
Artículo en Inglés | MEDLINE | ID: mdl-30295582

RESUMEN

OBJECTIVES: There are conflicting reports in the literature regarding outcomes after kidney transplant for patients of black ethnicity. To investigate further, we compared outcomes for black versus white kidney transplant recipients in a single UK transplant center. MATERIALS AND METHODS: We analyzed 1066 kidney transplant recipients (80 black patients, 986 white patients) within a single-center cohort (2007-2017) in the United Kingdom, with cumulative 4446 patient-year follow-up. Data were electronically extracted from the Department of Health Informatics database for every study recruit, with manual data linkage to the UK Transplant Registry (for graft survival, delayed graft function, and rejection data) and Office for National Statistics (for mortality data). Primary outcomes of interest were graft/patient survival. RESULTS: Black recipients have increased baseline risk profiles with longer wait times, difficulty in matching, worse HLA matching, more socioeconomic deprivation, and lower rates of living kidney donors. Postoperatively, black versus white recipients had increased risk for delayed graft function (34.3% vs 10.2%; P < .001), increased 1-year rejection (16.7% vs 7.3%; P = .012), higher 1-year creatinine levels (166 vs 138 mmol/L; P = .003), and longer posttransplant length of stay (14.5 vs 9.5 days; P = .020). Although black recipients did not have increased risk of death versus white recipients (10.0% vs 11.0%, respectively; P = .486), they did have increased risk for death-censored graft loss (23.8% vs 11.1%; P = .002). However, in an adjusted Cox regression model, black ethnicity was not associated with increased risk for death-censored graft loss (hazard ratio of 1.209, 95% confidence interval, 0.660-2.216; P = .539). CONCLUSIONS: Black kidney transplant recipients in the United Kingdom have increased risk of adverse graft-related outcomes due to high-risk baseline variables rather than their black ethnicity per se.


Asunto(s)
Población Negra , Funcionamiento Retardado del Injerto/etnología , Rechazo de Injerto/etnología , Supervivencia de Injerto , Trasplante de Riñón/efectos adversos , Población Blanca , Adulto , Bases de Datos Factuales , Funcionamiento Retardado del Injerto/diagnóstico , Funcionamiento Retardado del Injerto/mortalidad , Femenino , Rechazo de Injerto/diagnóstico , Rechazo de Injerto/mortalidad , Disparidades en el Estado de Salud , Disparidades en Atención de Salud/etnología , Humanos , Trasplante de Riñón/mortalidad , Masculino , Persona de Mediana Edad , Sistema de Registros , Estudios Retrospectivos , Factores de Riesgo , Determinantes Sociales de la Salud/etnología , Factores de Tiempo , Resultado del Tratamiento , Reino Unido/epidemiología
13.
J Racial Ethn Health Disparities ; 5(5): 1003-1013, 2018 10.
Artículo en Inglés | MEDLINE | ID: mdl-29270842

RESUMEN

Renal transplant outcomes have been shown to be impacted by ethnicity. Prior studies have evaluated the disparate transplant outcomes of Black recipients and recipients of Black donors. However, it has remained unclear whether other donor ethnicities independent of medical comorbidities can influence transplant outcomes. Utilizing the Scientific Registry of Transplant Recipients (SRTR) (with greater than 100,000 patients), we evaluated the effect of each ethnicity, Black, American Indian, Hispanic, Native Hawaiian or other Pacific Islander, and Asian as compared to White recipients on adverse kidney transplant outcomes, assessing for delayed graft function, positive urine protein, acute rejection, and graft failure. Additionally, we assessed the interplay of donor ethnicity on recipient transplant outcomes, which has not previously been comprehensively examined. Logistic regression analysis that took into consideration gender, age, comorbidities, graft type, donor ethnicity, body mass index (BMI), HLA mismatch, ever been on hemodialysis, and time on dialysis indicates that Black recipients have worse outcomes compared to Whites in all outcomes assessed. A logistic regression analysis showed that recipient ethnicity was an independent risk factor for adverse outcomes. Notably, we found that donor ethnicity also independently affects graft outcomes. Hispanic donors lead to better outcomes in Whites and Blacks, while Asian donors have the best outcomes amongst Asian recipients. Recipients of Black donors fared the worst of all ethnicity donors. These data suggest the potential importance of risk stratification for the donor allograft and developing risk calculators that include both donor and recipient ethnicity may be useful, which the current Kidney Donor Profile Index (KDPI) does not currently take into account as they give black donors a different weight, but the same score is assigned to Whites, Asians, and Hispanics.


Asunto(s)
Funcionamiento Retardado del Injerto/etnología , Etnicidad/estadística & datos numéricos , Rechazo de Injerto/etnología , Trasplante de Riñón , Donantes de Tejidos , Receptores de Trasplantes , Adolescente , Adulto , Negro o Afroamericano , Anciano , Asiático , Femenino , Hispánicos o Latinos , Humanos , Indígenas Norteamericanos , Donadores Vivos , Masculino , Persona de Mediana Edad , Nativos de Hawái y Otras Islas del Pacífico , Modelos de Riesgos Proporcionales , Factores de Riesgo , Población Blanca , Adulto Joven
14.
J Heart Lung Transplant ; 37(4): 503-512, 2018 04.
Artículo en Inglés | MEDLINE | ID: mdl-29198929

RESUMEN

BACKGROUND: Despite improvements in outcomes after heart transplantation, black recipients have worse survival compared with non-black recipients. The source of such disparate outcomes remains largely unknown. We hypothesize that a propensity to generate de-novo donor-specific antibodies (dnDSA) and subsequent antibody-mediated rejection (AMR) may account for racial differences in sub-optimal outcomes after heart transplant. In this study we aimed to determine the role of dnDSA and AMR in racial disparities in post-transplant outcomes. METHODS: This study was a single-center, retrospective analysis of 137 heart transplant recipients (81% male, 48% black) discharged from Emory University Hospital. Patients were classified as black vs non-black for the purpose of our analysis. Kaplan-Meier and Cox regression analyses were used to evaluate the association between race and selected outcomes. The primary outcome was the development of dnDSA. Secondary outcomes included treated AMR and a composite of all-cause graft dysfunction or death. RESULTS: After 3.7 years of follow-up, 39 (28.5%) patients developed dnDSA and 19 (13.8%) were treated for AMR. In multivariable models, black race was associated with a higher risk of developing dnDSA (hazard ratio [HR] 3.65, 95% confidence interval [CI] 1.54 to 8.65, p = 0.003) and a higher risk of treated AMR (HR 4.86, 95% CI 1.26 to 18.72, p = 0.021) compared with non-black race. Black race was also associated with a higher risk of all-cause graft dysfunction or death in univariate analyses (HR 2.10, 95% CI 1.02 to 4.30, p = 0.044). However, in a multivariable model incorporating dnDSA, black race was no longer a significant risk factor. Only dnDSA development was significantly associated with all-cause graft dysfunction or death (HR 4.85, 95% CI 1.89 to 12.44, p = 0.001). CONCLUSION: Black transplant recipients are at higher risk for the development of dnDSA and treated AMR, which may account for racial disparities in outcomes after heart transplantation.


Asunto(s)
Negro o Afroamericano/estadística & datos numéricos , Rechazo de Injerto/sangre , Rechazo de Injerto/etnología , Trasplante de Corazón/efectos adversos , Isoanticuerpos/sangre , Adulto , Femenino , Rechazo de Injerto/mortalidad , Disparidades en el Estado de Salud , Humanos , Masculino , Persona de Mediana Edad , Modelos de Riesgos Proporcionales , Estudios Retrospectivos
15.
Am J Nephrol ; 46(2): 165-175, 2017.
Artículo en Inglés | MEDLINE | ID: mdl-28787713

RESUMEN

BACKGROUND: The persistent challenges of bridging healthcare disparities for African Americans (AAs) in need of kidney transplantation continue to be unresolved at the national level. This healthcare disparity is multifactorial: stemming from limited kidney donors suitable for AAs; inconsistent care coordination and suboptimal risk factor control; social determinants, low socioeconomic status, reduced access to care; and mistrust of clinicians and the healthcare system. SUMMARY: There are numerous opportunities to significantly lessen the disparities in kidney transplantation for AAs through the following measures: the adoption of new care and patient engagement models that include education, enhanced practice-level cultural sensitivity, and timely referral as well as increased research on the impact of the environment on genetic risk, and implementation of new transplantation-related policies. Key Messages: This systematic review describes pretransplant concerns related to access to kidney transplantation, posttransplant complications, and policy interventions to address the challenging issues associated with kidney transplantation in AAs.


Asunto(s)
Negro o Afroamericano/estadística & datos numéricos , Política de Salud , Disparidades en Atención de Salud/etnología , Fallo Renal Crónico/terapia , Trasplante de Riñón/estadística & datos numéricos , Negro o Afroamericano/genética , Pruebas Genéticas , Rechazo de Injerto/etnología , Rechazo de Injerto/genética , Accesibilidad a los Servicios de Salud , Disparidades en Atención de Salud/estadística & datos numéricos , Humanos , Fallo Renal Crónico/etnología , Fallo Renal Crónico/genética , Trasplante de Riñón/efectos adversos , Trasplante de Riñón/legislación & jurisprudencia , Trasplante de Riñón/métodos , Educación del Paciente como Asunto , Resultado del Tratamiento , Estados Unidos
16.
Ann Surg ; 266(3): 450-456, 2017 09.
Artículo en Inglés | MEDLINE | ID: mdl-28654544

RESUMEN

OBJECTIVE: Determine the impact of cytolytic versus IL-2 receptor antibody (IL-2RA) induction on acute rejection, graft loss and death in African-American (AA) kidney transplant (KTX) recipients. BACKGROUND: AAs are underrepresented in clinical trials in transplantation; thus, there is controversy regarding the optimal choice of perioperative antibody induction in KTX to improve outcomes. METHODS: National cohort study using US transplant registry data from January 1, 2000 to December 31, 2009 in adult solitary AA KTX recipients, with at least 5 years of follow-up. Multivariable logistic and Cox regression were utilized to assess the outcomes of acute rejection, graft loss, and mortality, with interaction terms to assess effect modification. RESULTS: Twenty-five thousand eighty-four adult AAs receiving solitary KTX were included, 16,927 (67.5%) received cytolytic induction and 8157 (32.5%) received IL-2RA induction. After adjustment for recipient sociodemographics, donor, and transplant characteristics, the use of cytolytic induction therapy reduced the risk of acute rejection by 32% (OR 0.68, 0.62-0.75), graft loss by 9% (HR 0.91, 0.86-0.97), and death by 12% (HR 0.88, 0.83-0.94). There were a number of significant effect modifiers, including public insurance, panel reactive antibody, delayed graft function, and steroid withdrawal; in these groups, cytolytic induction substantially improved clinical outcomes. CONCLUSIONS: These data demonstrate that cytolytic induction therapy, as compared with IL-2RA, reduces the risk of rejection, graft loss, and death in adult AA KTX recipients, particularly in those who are sensitized, receive public insurance, develop delayed graft function, or undergo steroid withdrawal.


Asunto(s)
Negro o Afroamericano , Rechazo de Injerto/prevención & control , Inmunosupresores/uso terapéutico , Quimioterapia de Inducción/métodos , Trasplante de Riñón/mortalidad , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Alemtuzumab , Anticuerpos Monoclonales/uso terapéutico , Anticuerpos Monoclonales Humanizados/uso terapéutico , Suero Antilinfocítico/uso terapéutico , Basiliximab , Daclizumab , Femenino , Estudios de Seguimiento , Rechazo de Injerto/etnología , Rechazo de Injerto/mortalidad , Humanos , Inmunoglobulina G/uso terapéutico , Modelos Logísticos , Masculino , Persona de Mediana Edad , Muromonab-CD3/uso terapéutico , Modelos de Riesgos Proporcionales , Proteínas Recombinantes de Fusión/uso terapéutico , Sistema de Registros , Estudios Retrospectivos , Resultado del Tratamiento , Estados Unidos , Adulto Joven
17.
Lupus ; 26(12): 1269-1277, 2017 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-28420070

RESUMEN

Background and objective African-Americans and Hispanic-Americans with lupus are the two most common minority groups who receive kidney transplants in the USA. It is unknown if African-Americans and Hispanic-Americans with lupus have similar outcomes after kidney transplantation. In this study, we assessed whether African-Americans compared to Hispanic-Americans have worse kidney allograft survival after risk factors of rejection and other prognostic factors were matched between both groups. Methods Out of 1816 African-Americans and 901 Hispanic-Americans with lupus, who received kidney transplants between 1987 and 2006 and had complete records in the UNOS program, 478 pairs were matched in 16 baseline predictors and follow-up time employing a predicted probability of group membership. The primary outcome was kidney allograft survival. Main secondary outcomes were rejection, allograft failure attributed to rejection, and mortality. Results Matched pairs were predominantly women (81%) with the mean age of 36 years. 96% were on dialysis before transplantation. 89% of recipients received kidneys from deceased donors and 15.5% from expanded criteria donors. 12% of recipients had zero HLA mismatch. African-Americans compared to Hispanic-Americans had lower cumulative allograft survival during 12-year follow-up ( p < 0.001). African-Americans compared to Hispanic-Americans had higher rates of rejection (10.4 vs 6.73 events/100 patients-years; p = 0.0002) and allograft failure attributed to rejection (6.31 vs 3.99; p = 0.0023). However, African-Americans and Hispanic-Americans had similar mortality rates (2.71 vs 2.31; p = 0.4269). Conclusions African-Americans compared to Hispanic-Americans with lupus had lower kidney allograft survival when recognized risk factors of rejection were matched between groups.


Asunto(s)
Rechazo de Injerto/epidemiología , Supervivencia de Injerto , Trasplante de Riñón , Lupus Eritematoso Sistémico/complicaciones , Adulto , Negro o Afroamericano/estadística & datos numéricos , Femenino , Estudios de Seguimiento , Rechazo de Injerto/etnología , Hispánicos o Latinos/estadística & datos numéricos , Humanos , Trasplante de Riñón/mortalidad , Masculino , Pronóstico , Diálisis Renal/estadística & datos numéricos , Factores de Riesgo , Donantes de Tejidos/estadística & datos numéricos
18.
Dig Dis Sci ; 62(11): 3200-3209, 2017 11.
Artículo en Inglés | MEDLINE | ID: mdl-28391417

RESUMEN

BACKGROUND: There is increasing evidence for a heterogeneity of phenotypes in primary sclerosing cholangitis (PSC), but differences across the age spectrum in adults with PSC have not been well characterized. AIMS: To characterize phenotypic variations and liver transplantation outcomes by age group in adults with PSC. METHODS: The United Network for Organ Sharing database was used to identify waitlist registrations for primary liver transplantation in adults with PSC. Patients were split into three age groups: 18-39 (young), 40-59 (middle-aged), and ≥60 (older). Their clinical characteristics and outcomes on the waitlist and post-transplant were compared. RESULTS: Overall, 8272 adults with PSC were listed for liver transplantation during the study period, of which 28.9% were young, 52.0% were middle-aged, and 19.1% were older. The young age group had the greatest male predominance (70.0 vs. 66.2 vs. 65.1%, p = 0.001), the highest proportion of black individuals (20.0 vs. 11.0 vs. 5.5%, p < 0.001), and the most patients listed with concomitant autoimmune hepatitis (2.2 vs. 1.0 vs. 0.8%, p < 0.001). Older patients experienced the greatest waitlist and post-transplant mortality. Graft survival was greatest in the middle-aged group. Young patients were most likely to experience acute rejection (31 vs. 22.8 vs. 18.0%, p < 0.001) and have graft failure due to chronic rejection or PSC recurrence (47.8 vs. 42.3 vs. 17.9%, p < 0.001). CONCLUSIONS: Age-related differences exist among adults with PSC and are associated with outcomes pre- and post-transplant. Young patients may have a more robust immune-related phenotype that is associated with poorer graft survival. Future studies are needed to further investigate these findings.


Asunto(s)
Colangitis Esclerosante/cirugía , Trasplante de Hígado , Adolescente , Adulto , Distribución por Edad , Colangitis Esclerosante/diagnóstico , Colangitis Esclerosante/etnología , Colangitis Esclerosante/mortalidad , Bases de Datos Factuales , Femenino , Rechazo de Injerto/etnología , Supervivencia de Injerto , Humanos , Estimación de Kaplan-Meier , Trasplante de Hígado/efectos adversos , Trasplante de Hígado/mortalidad , Masculino , Persona de Mediana Edad , Fenotipo , Recurrencia , Estudios Retrospectivos , Factores de Riesgo , Distribución por Sexo , Factores de Tiempo , Obtención de Tejidos y Órganos , Resultado del Tratamiento , Estados Unidos/epidemiología , Listas de Espera/mortalidad , Adulto Joven
19.
Clin Exp Nephrol ; 21(5): 787-796, 2017 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-28271256

RESUMEN

BACKGROUND: We investigated the impact of the CYP3A5 genotype on the distributions of dose-adjusted trough concentrations (C 0h/D) and the incidence of rejection in Japanese recipients taking twice-daily (Tac-BID, n = 140) or modified-release once-daily (Tac-QD, n = 80) tacrolimus formulations for 1 year after renal transplantation. METHODS: Logistic regression analysis was carried out to estimate the distinction rate of CYP3A5 genotypes based on the C 0h/D of Tac-BID or Tac-QD. The coefficients of variation (%CVs) were compared in each recipient to estimate the stability of tacrolimus C 0h/D between formulations or CYP3A5 genotypes. RESULTS: Recipients with at least one CYP3A5*1 wild-type allele (EMs) and recipients with homozygous expression of the variant allele CYP3A5*3 (PMs) were significantly identified using the tacrolimus C 0h/D cut-off values of 2.77 and 0.85 ng/mL/mg, respectively, and discrimination rates of 75.3 and 85.4%, respectively, for Tac-BID and Tac-QD groups. The %CV of the tacrolimus C 0h/D in CYP3A5 EMs taking Tac-QD was significantly lower than that in those taking Tac-BID (20.4 versus 23.3%, P = 0.003). The %CV of the tacrolimus C 0h/D was an independent risk factor for rejection (odds ratio = 1.028, P = 0.033). CONCLUSIONS: The tacrolimus C 0h/D values with definite cut-offs for CYP3A5 genotypes were specifically identified in Japanese renal transplant recipients taking Tac-QD. In addition, a larger %CV for the tacrolimus C 0h/D correlated with the incidence of rejection. Consequently, the stability of the C 0h/D achieved using Tac-QD, which was clearly influenced by the CYP3A5 polymorphism, may prevent the development of rejection.


Asunto(s)
Inhibidores de la Calcineurina/administración & dosificación , Citocromo P-450 CYP3A/genética , Rechazo de Injerto/prevención & control , Inmunosupresores/administración & dosificación , Trasplante de Riñón , Variantes Farmacogenómicas , Tacrolimus/administración & dosificación , Pueblo Asiatico/genética , Inhibidores de la Calcineurina/efectos adversos , Inhibidores de la Calcineurina/sangre , Inhibidores de la Calcineurina/farmacocinética , Distribución de Chi-Cuadrado , Citocromo P-450 CYP3A/metabolismo , Composición de Medicamentos , Cálculo de Dosificación de Drogas , Monitoreo de Drogas , Genotipo , Rechazo de Injerto/etnología , Rechazo de Injerto/genética , Rechazo de Injerto/inmunología , Supervivencia de Injerto/efectos de los fármacos , Humanos , Inmunosupresores/efectos adversos , Inmunosupresores/sangre , Inmunosupresores/farmacocinética , Incidencia , Japón/epidemiología , Trasplante de Riñón/efectos adversos , Modelos Logísticos , Análisis Multivariante , Oportunidad Relativa , Farmacogenética , Factores de Riesgo , Tacrolimus/efectos adversos , Tacrolimus/farmacocinética , Resultado del Tratamiento
20.
Exp Clin Transplant ; 15(3): 295-305, 2017 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-28031007

RESUMEN

OBJECTIVES: Costimulatory molecules are important factors determining the outcome of transplant. The aim of the present study was to investigate the effect of CTLA-4, CD28, PD-1, and ICOS gene polymorphisms on the outcome of kidney transplant. MATERIALS AND METHODS: A total of 172 kidney transplant recipients were included in this study. There were 45 recipients (26%) who experienced acute rejection. The CTLA-4, PD-1, ICOS, and CD28 gene polymorphisms were evaluated by polymerase chain reaction and restriction fragment length polymorphism methods. RESULTS: There were no differences between kidney transplant recipients with or without acute rejection in the distribution of genotypes and alleles of studied costimulatory molecules. Significant associations were observed between the AA genotype and the A allele of CTLA-4 1661 (P = .04, P = .05) and also CT and TT genotypes of PD-1.9 in the male compared with female subgroup of patients, with low frequency in the acute rejection group (P = .03; P = .04). Significant associations were observed between the AA genotype and the A allele of CTLA-4 -1661 (P = .02; P = .01) and also GA genotype of PD-1.3 (P = .03) in the male subgroup compared with female subgroup with low frequency of acute rejection. A significant association was observed between TC genotype of CD28 in the female compared with male subgroup of patients with high frequency of acute rejection (P = .05). CONCLUSIONS: The above results suggest that genetic polymorphisms of costimulatory molecules function as sex-dependent risk factors for development of acute rejection. Further studies are needed in different populations.


Asunto(s)
Antígenos CD28/genética , Antígeno CTLA-4/genética , Rechazo de Injerto/genética , Proteína Coestimuladora de Linfocitos T Inducibles/genética , Trasplante de Riñón , Polimorfismo Genético , Receptor de Muerte Celular Programada 1/genética , Adulto , Pueblo Asiatico/genética , Femenino , Frecuencia de los Genes , Estudios de Asociación Genética , Predisposición Genética a la Enfermedad , Rechazo de Injerto/etnología , Rechazo de Injerto/inmunología , Rechazo de Injerto/mortalidad , Heterocigoto , Homocigoto , Humanos , Irán/epidemiología , Estimación de Kaplan-Meier , Trasplante de Riñón/efectos adversos , Trasplante de Riñón/mortalidad , Masculino , Persona de Mediana Edad , Fenotipo , Factores de Riesgo , Factores Sexuales , Factores de Tiempo , Adulto Joven
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