Your browser doesn't support javascript.
loading
Mostrar: 20 | 50 | 100
Resultados 1 - 20 de 2.953
Filtrar
1.
Rev Assoc Med Bras (1992) ; 70(4): e2023075, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38716931

RESUMEN

OBJECTIVE: History, electrocardiogram, age, risk factors, troponin risk score and troponin level follow-up are used to safely discharge low-risk patients with suspected non-ST elevation acute coronary syndrome from the emergency department for a 1-month period. We aimed to comprehensively investigate the 6-month mortality of patients with the history, electrocardiogram, age, risk factors, troponin risk score. METHODS: A total of 949 non-ST elevation acute coronary syndrome patients admitted to the emergency department from 01.01.2019 to 01.10.2019 were included in this retrospective study. History, electrocardiogram, age, risk factors, troponin scores of all patients were calculated by two emergency clinicians and a cardiologist. We compared the 6-month mortality of the groups. RESULTS: The mean age of the patients was 67.9 (56.4-79) years; 57.3% were male and 42.7% were female. Six-month mortality was significantly lower in the high-risk history, electrocardiogram, age, risk factors, troponin score group than in the low- and moderate-risk groups: 11/80 (12.1%), 58/206 (22%), and 150/444 (25.3%), respectively (p=0.019). CONCLUSION: Patients with high history, electrocardiogram, age, risk factors, troponin risk scores are generally treated with coronary angioplasty as soon as possible. We found that the mortality rate of this group of patients was lower in the long term compared with others. Efforts are also needed to reduce the mortality of moderate and low-risk patients. Further studies are needed on the factors affecting the 6-month mortality of moderate and low-risk acute coronary syndrome patients.


Asunto(s)
Síndrome Coronario Agudo , Electrocardiografía , Troponina , Humanos , Femenino , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Anciano , Síndrome Coronario Agudo/mortalidad , Síndrome Coronario Agudo/sangre , Factores de Riesgo , Troponina/sangre , Medición de Riesgo/métodos , Factores de Edad , Servicio de Urgencia en Hospital/estadística & datos numéricos , Factores de Tiempo , Biomarcadores/sangre , Anamnesis
2.
Arq Bras Cardiol ; 121(4): e20230060, 2024 Apr.
Artículo en Portugués, Inglés | MEDLINE | ID: mdl-38716988

RESUMEN

BACKGROUND: Women, in comparison to men, experience worse outcomes after acute coronary syndrome (ACS). However, whether the female sex per se is an independent predictor of such adverse events remains unclear. OBJECTIVE: This study aims to assess the association between the female sex and in-hospital mortality after ST-elevation myocardial infarction (STEMI). METHODS: We conducted a retrospective cohort study by enrolling consecutive STEMI patients admitted to a tertiary hospital from January 2018 to February 2019. All patients were treated per current guideline recommendations. Multivariable logistic regression models were applied to evaluate in-hospital mortality using GRACE variables. Model accuracy was evaluated using c-index. A p-value < 0.05 was statistically significant. RESULTS: Out of the 1678 ACS patients, 709 presented with STEMI. The population consisted of 36% women, and the median age was 61 years. Women were older (63.13 years vs. 60.53 years, p = 0.011); more often presented with hypertension (75.1% vs. 62.4%, p = 0.001), diabetes (42.2% vs. 27.8%, p < 0.001), and hyperlipidemia (34.1% vs. 23.9%, p = 0.004); and were less likely to undergo percutaneous coronary intervention (PCI) via radial access (23.7% vs. 46.1%, p < 0.001). In-hospital mortality rate was significantly higher in women (13.2% vs. 5.6%, p = 0.001), and the female sex remained at higher risk for in-hospital mortality (OR 2.79, 95% CI 1.15-6.76, p = 0.023). A multivariate model including age, sex, systolic blood pressure, cardiac arrest, and Killip class was 94.1% accurate in predicting in-hospital mortality, and the c-index was 0.85 (95% CI 0.77-0.93). CONCLUSION: After adjusting for the risk factors in the GRACE prediction model, women remain at higher risk for in-hospital mortality.


FUNDAMENTO: As mulheres, em comparação aos homens, apresentam piores resultados após a síndrome coronariana aguda (SCA). No entanto, ainda não está claro se o sexo feminino em si é um preditor independente de tais eventos adversos. OBJETIVO: Este estudo tem como objetivo avaliar a associação entre o sexo feminino e a mortalidade hospitalar após infarto do miocárdio com supradesnivelamento do segmento ST (IAMCSST). MÉTODOS: Conduzimos um estudo de coorte retrospectivo, recrutando pacientes consecutivos com IAMCSST, internados em um hospital terciário de janeiro de 2018 a fevereiro de 2019. Todos os pacientes foram tratados de acordo com as recomendações das diretrizes atuais. Modelos de regressão logística multivariada foram aplicados para avaliar a mortalidade hospitalar utilizando variáveis de GRACE. A precisão do modelo foi avaliada usando o índice c. Um valor de p < 0,05 foi estatisticamente significativo. RESULTADOS: Dos 1.678 pacientes com SCA, 709 apresentaram IAMCSST. A população era composta por 36% de mulheres e a idade média era de 61 anos. As mulheres tinham maior idade (63,13 anos vs. 60,53 anos, p = 0,011); apresentavam hipertensão (75,1% vs. 62,4%, p = 0,001), diabetes (42,2% vs. 27,8%, p < 0,001) e hiperlipidemia (34,1% vs. 23,9%, p = 0,004) mais frequentemente; e apresentaram menor probabilidade de serem submetidas a intervenção coronária percutânea (ICP) por acesso radial (23,7% vs. 46,1%, p < 0,001). A taxa de mortalidade hospitalar foi significativamente maior em mulheres (13,2% vs. 5,6%, p = 0,001), e o sexo feminino permaneceu em maior risco de mortalidade hospitalar (OR 2,79, IC de 95% 1,15­6,76, p = 0,023). Um modelo multivariado incluindo idade, sexo, pressão arterial sistólica, parada cardíaca e classe de Killip atingiu 94,1% de precisão na previsão de mortalidade hospitalar, e o índice c foi de 0,85 (IC de 95% 0,77­0,93). CONCLUSÃO: Após ajuste para os fatores de risco no modelo de previsão do GRACE, as mulheres continuam em maior risco de mortalidade hospitalar.


Asunto(s)
Mortalidad Hospitalaria , Infarto del Miocardio con Elevación del ST , Humanos , Femenino , Infarto del Miocardio con Elevación del ST/mortalidad , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Factores Sexuales , Anciano , Medición de Riesgo/métodos , Factores de Riesgo , Síndrome Coronario Agudo/mortalidad , Síndrome Coronario Agudo/terapia , Modelos Logísticos , Intervención Coronaria Percutánea
3.
J Am Heart Assoc ; 13(9): e029691, 2024 May 07.
Artículo en Inglés | MEDLINE | ID: mdl-38700013

RESUMEN

BACKGROUND: Cardiovascular disease is the leading cause of mortality in patients with kidney failure, and their risk of cardiovascular events is 10 to 20 times higher as compared with the general population. METHODS AND RESULTS: We evaluated 508 822 patients who initiated dialysis between January 1, 2005 and December 31, 2014 using the United States Renal Data System with linked Medicare claims. We determined hospitalization rates for cardiovascular events, defined by acute coronary syndrome, heart failure, and stroke. We examined the association of sex with outcome of cardiovascular events, cardiovascular death, and all-cause death using adjusted time-to-event models. The mean age was 70±12 years and 44.7% were women. The cardiovascular event rate was 232 per thousand person-years (95% CI, 231-233), with a higher rate in women than in men (248 per thousand person-years [95% CI, 247-250] versus 219 per thousand person-years [95% CI, 217-220]). Women had a 14% higher risk of cardiovascular events than men (hazard ratio [HR], 1.14 [95% CI, 1.13-1.16]). Women had a 16% higher risk of heart failure (HR, 1.16 [95% CI, 1.15-1.18]), a 31% higher risk of stroke (HR, 1.31 [95% CI, 1.28-1.34]), and no difference in risk of acute coronary syndrome (HR, 1.01 [95% CI, 0.99-1.03]). Women had a lower risk of cardiovascular death (HR, 0.89 [95% CI, 0.88-0.90]) and a lower risk of all-cause death than men (HR, 0.96 [95% CI, 0.95-0.97]). CONCLUSIONS: Among patients undergoing dialysis, women have a higher risk of cardiovascular events of heart failure and stroke than men. Women have a lower adjusted risk of cardiovascular mortality and all-cause mortality.


Asunto(s)
Enfermedades Cardiovasculares , Causas de Muerte , Humanos , Femenino , Masculino , Anciano , Factores Sexuales , Estados Unidos/epidemiología , Enfermedades Cardiovasculares/mortalidad , Enfermedades Cardiovasculares/epidemiología , Anciano de 80 o más Años , Persona de Mediana Edad , Insuficiencia Cardíaca/mortalidad , Insuficiencia Cardíaca/epidemiología , Factores de Riesgo , Diálisis Renal , Fallo Renal Crónico/mortalidad , Fallo Renal Crónico/terapia , Fallo Renal Crónico/epidemiología , Fallo Renal Crónico/complicaciones , Medición de Riesgo/métodos , Hospitalización/estadística & datos numéricos , Estudios Retrospectivos , Medicare/estadística & datos numéricos , Accidente Cerebrovascular/epidemiología , Accidente Cerebrovascular/mortalidad , Factores de Tiempo , Síndrome Coronario Agudo/mortalidad , Síndrome Coronario Agudo/epidemiología , Síndrome Coronario Agudo/terapia , Síndrome Coronario Agudo/complicaciones , Insuficiencia Renal/epidemiología , Insuficiencia Renal/mortalidad
4.
Cardiovasc Diabetol ; 23(1): 143, 2024 Apr 25.
Artículo en Inglés | MEDLINE | ID: mdl-38664806

RESUMEN

AIMS: Risk assessment for triple-vessel disease (TVD) remain challenging. Stress hyperglycemia represents the regulation of glucose metabolism in response to stress, and stress hyperglycemia ratio (SHR) is recently found to reflect true acute hyperglycemic status. This study aimed to evaluate the prognostic value of SHR and its role in risk stratification in TVD patients with acute coronary syndrome (ACS). METHODS: A total of 3812 TVD patients with ACS with available baseline SHR measurement were enrolled from two independent centers. The endpoint was cardiovascular mortality. Cox regression was used to evaluate the association between SHR and cardiovascular mortality. The SYNTAX (Synergy Between Percutaneous Coronary Intervention With Taxus and Cardiac Surgery) II (SSII) was used as the reference model in the model improvement analysis. RESULTS: During a median follow-up of 5.1 years, 219 (5.8%) TVD patients with ACS suffered cardiovascular mortality. TVD patients with ACS with high SHR had an increased risk of cardiovascular mortality after robust adjustment for confounding (high vs. median SHR: adjusted hazard ratio 1.809, 95% confidence interval 1.160-2.822, P = 0.009), which was fitted as a J-shaped pattern. The prognostic value of the SHR was found exclusively among patients with diabetes instead of those without diabetes. Moreover, addition of SHR improved the reclassification abilities of the SSII model for predicting cardiovascular mortality in TVD patients with ACS. CONCLUSIONS: The high level of SHR is associated with the long-term risk of cardiovascular mortality in TVD patients with ACS, and is confirmed to have incremental prediction value beyond standard SSII. Assessment of SHR may help to improve the risk stratification strategy in TVD patients who are under acute stress.


Asunto(s)
Síndrome Coronario Agudo , Biomarcadores , Glucemia , Enfermedad de la Arteria Coronaria , Hiperglucemia , Humanos , Síndrome Coronario Agudo/mortalidad , Síndrome Coronario Agudo/sangre , Síndrome Coronario Agudo/diagnóstico , Síndrome Coronario Agudo/terapia , Masculino , Femenino , Persona de Mediana Edad , Anciano , Medición de Riesgo , Factores de Tiempo , Hiperglucemia/diagnóstico , Hiperglucemia/mortalidad , Hiperglucemia/sangre , Glucemia/metabolismo , Factores de Riesgo , Biomarcadores/sangre , Enfermedad de la Arteria Coronaria/mortalidad , Enfermedad de la Arteria Coronaria/sangre , Enfermedad de la Arteria Coronaria/diagnóstico , Enfermedad de la Arteria Coronaria/terapia , Valor Predictivo de las Pruebas , Pronóstico , Estudios Retrospectivos , Intervención Coronaria Percutánea/efectos adversos , Intervención Coronaria Percutánea/mortalidad , China/epidemiología
5.
High Blood Press Cardiovasc Prev ; 31(2): 141-155, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-38557855

RESUMEN

INTRODUCTION: Patients of acute coronary syndrome (ACS) at a high-bleeding risk (HBR) often require dual antiplatelet therapy (DAPT) to reduce the risk of recurrent cardiovascular events. Clopidogrel and ticagrelor are the most commonly used antiplatelet agents in DAPT regimens. However, the safety profiles of these drugs in ACS patients at HBR remain a subject of ongoing debate. AIM: To investigate any difference between the safety of clopidogrel and ticagrelor used as a part of DAPT regimen in ACS patients at HBR. METHODS: A systematic search on PubMed, Cochrane Library, and Google Scholar was conducted to identify experimental and observational studies published up to the knowledge cutoff date in September 2023. Studies comparing the safety of clopidogrel and ticagrelor in ACS patients at HBR were included for analysis. The primary outcomes assessed were major bleeding events, stroke, and myocardial infarction (MI), while secondary outcomes included all-cause mortality, major adverse cardiac and cerebrovascular events (MACCE), and net adverse clinical and cerebral events (NACCE). RESULTS: We included a total of 8 observational studies in our meta-analysis. The pooled analysis revealed a statistically significant increase in the risk of MI (pooled RR = 1.43; 95% CI 1.12-1.83; P = 0.005) in the patients using clopidogrel. There were no statistically significant differences in major bleeding events (pooled RR = 0.94; 95% CI 0.82-1.09; P = 0.44), stroke (pooled RR = 1.36; 95% CI 0.86-2.14; P = 0.18), all-cause mortality (pooled RR = 1.17; 95% CI 0.97-1.41; P = 0.10), MACCE (pooled RR = 1.07; 95% CI 0.76-1.50; P = 0.69) and NACCE (pooled RR = 0.95; 95% CI 0.66-1.37; P = 0.78) between the two groups. Subgroup analyses based on region were performed. CONCLUSION: Both drugs are generally safe for treating ACS patients with HBR at baseline, although a higher risk of MI was observed with the use of clopidogrel. Nevertheless, drug choice should factor in regional variations, patient-specific characteristics, cost, accessibility, and potential drug interactions.


Asunto(s)
Síndrome Coronario Agudo , Clopidogrel , Terapia Antiplaquetaria Doble , Hemorragia , Inhibidores de Agregación Plaquetaria , Ticagrelor , Anciano , Femenino , Humanos , Masculino , Persona de Mediana Edad , Síndrome Coronario Agudo/mortalidad , Clopidogrel/efectos adversos , Clopidogrel/uso terapéutico , Clopidogrel/administración & dosificación , Terapia Antiplaquetaria Doble/efectos adversos , Hemorragia/inducido químicamente , Estudios Observacionales como Asunto , Inhibidores de Agregación Plaquetaria/efectos adversos , Inhibidores de Agregación Plaquetaria/administración & dosificación , Inhibidores de Agregación Plaquetaria/uso terapéutico , Medición de Riesgo , Factores de Riesgo , Ticagrelor/efectos adversos , Ticagrelor/uso terapéutico , Ticagrelor/administración & dosificación , Resultado del Tratamiento
6.
Sci Bull (Beijing) ; 69(9): 1302-1312, 2024 May 15.
Artículo en Inglés | MEDLINE | ID: mdl-38519397

RESUMEN

Regional variations in acute coronary syndrome (ACS) management and outcomes have been an enormous public health issue. However, studies have yet to explore how to reduce the variations. The National Chest Pain Center Program (NCPCP) is the first nationwide, hospital-based, comprehensive, continuous quality improvement program for improving the quality of care in patients with ACS in China. We evaluated the association of NCPCP and regional variations in ACS healthcare using generalized linear mixed models and interaction analysis. Patients in the Western region had longer onset-to-first medical contact (FMC) time and time stay in non-percutaneous coronary intervention (PCI) hospitals, lower rates of PCI for ST-elevation myocardial infarction (STEMI) patients, and higher rates of medication usage. Patients in Central regions had relatively lower in-hospital mortality and in-hospital heart failure rates. Differences in the door-to-balloon time (DtoB) and in-hospital mortality between Western and Eastern regions were less after accreditation (ß = -8.82, 95% confidence interval (CI) -14.61 to -3.03; OR = 0.79, 95%CI 0.70 to 0.91). Similar results were found in differences in DtoB time, primary PCI rate for STEMI between Central and Eastern regions. The differences in PCI for higher-risk non-ST-segment elevation acute coronary syndrome (NSTE-ACS) patients among different regions had been smaller. Additionally, the differences in medication use between Eastern and Western regions were higher after accreditation. Regional variations remained high in this large cohort of patients with ACS from hospitals participating in the NCPCP in China. More comprehensive interventions and hospital internal system optimizations are needed to further reduce regional variations in the management and outcomes of patients with ACS.


Asunto(s)
Síndrome Coronario Agudo , Mortalidad Hospitalaria , Intervención Coronaria Percutánea , Humanos , Síndrome Coronario Agudo/terapia , Síndrome Coronario Agudo/mortalidad , China/epidemiología , Femenino , Masculino , Persona de Mediana Edad , Intervención Coronaria Percutánea/estadística & datos numéricos , Anciano , Resultado del Tratamiento , Infarto del Miocardio con Elevación del ST/terapia , Infarto del Miocardio con Elevación del ST/mortalidad , Infarto del Miocardio con Elevación del ST/epidemiología , Dolor en el Pecho/terapia , Tiempo de Tratamiento/estadística & datos numéricos , Mejoramiento de la Calidad
8.
Int J Cardiovasc Imaging ; 40(4): 841-851, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38365994

RESUMEN

To investigate the long-term prognostic value of the left atrial (LA) strain indices - peak atrial longitudinal strain (PALS), peak conduit strain (PCS), and peak atrial contractile strain (PACS) in acute coronary syndrome (ACS) patients in relation to all-cause mortality. This retrospective study included ACS patients treated with percutaneous coronary intervention (PCI) and examined with echocardiography. Exclusion criteria were non-sinus rhythm during echocardiography, missing images, and inadequate image quality for 2D speckle tracking analysis of the LA. The endpoint was all-cause death. Multivariable Cox regression which included relevant clinical and echocardiographic measures was utilized to assess the relationship between LA strain parameters and all-cause mortality. A total of 371 were included. Mean age was 64 years and 76% were male. Median time to echocardiography was 2 days following PCI. During a median follow-up of 5.7 years, 83 (22.4%) patients died. Following multivariable analysis, PALS (HR 1.04, 1.01-1.06, p = 0.002, per 1% decrease) and PCS (HR 1.05, 1.01-1.09, p = 0.006, per 1% decrease) remained significantly associated with all-cause mortality. PALS and PCS showed a linear relationship with the outcome whereas PACS was associated with the outcome in a non-linear fashion such that the risk of death increased when PACS < 18.22%. All LA strain parameters remained associated with worse survival rate when restricting analysis to patients with left atrial volume index < 34 ml/m2. Reduced LA function as assessed by PALS, PCS, and PACS were associated with an increased risk of long-term mortality in patients with ACS.


Asunto(s)
Síndrome Coronario Agudo , Función del Atrio Izquierdo , Intervención Coronaria Percutánea , Valor Predictivo de las Pruebas , Humanos , Masculino , Persona de Mediana Edad , Femenino , Estudios Retrospectivos , Síndrome Coronario Agudo/mortalidad , Síndrome Coronario Agudo/diagnóstico por imagen , Síndrome Coronario Agudo/fisiopatología , Síndrome Coronario Agudo/terapia , Factores de Tiempo , Anciano , Factores de Riesgo , Intervención Coronaria Percutánea/mortalidad , Intervención Coronaria Percutánea/efectos adversos , Resultado del Tratamiento , Medición de Riesgo , Causas de Muerte , Fenómenos Biomecánicos , Atrios Cardíacos/fisiopatología , Atrios Cardíacos/diagnóstico por imagen
9.
Coron Artery Dis ; 35(4): 322-327, 2024 Jun 01.
Artículo en Inglés | MEDLINE | ID: mdl-38411246

RESUMEN

BACKGROUND: The shock index (SI), reflecting heart rate (HR) to SBP ratio, is established for predicting adverse outcomes in acute coronary syndrome (ACS) patients. Exploring the age shock index (ASI), obtained by multiplying SI with age, could offer further insights into ACS prognosis. OBJECTIVES: Assess ASI's effectiveness in predicting in-hospital death in individuals with ACS. METHODS: This study encompassed patients with acute myocardial infarction, drawn from a national registry spanning October 2010 to January 2022. The optimal ASI threshold was established using receiver operating characteristic (ROC) curve analysis. The primary outcome was in-hospital mortality. RESULTS: A total of 27 312 patients were enrolled, exhibiting a mean age of 66 ±â€…13 years, with 72.3% being male and 47.5% having ST-elevation myocardial infarction. ROC analysis yielded an area under the curve (AUC) of 0.80, identifying the optimal ASI cutoff as 44. Multivariate regression analysis, adjusting for potential confounders, established ASI ≥ 44 as an independent predictor of in-hospital death [hazard ratio: 3.09, 95% confidence interval: 2.56-3.71, P  < 0.001]. Furthermore, ASI emerged as a notably superior predictor of in-hospital death compared to the SI (AUC ASI  = 0.80 vs. AUC SI  = 0.72, P  < 0.0001), though it did not outperform the Global Registry of Acute Coronary Events (GRACE) score (AUC ASI  = 0.80 vs. AUC GRACE  = 0.85, P  < 0.001) or thrombolysis in myocardial infarction (TIMI) risk index (AUC ASI  = 0.80 vs. AUC TIMI  = 0.84, P  < 0.001). CONCLUSION: The ASI offers an expedient mean to promptly identify ACS patients at elevated risk of in-hospital death. Its simplicity and effectiveness could render it a valuable tool for early risk stratification in this population.


Asunto(s)
Síndrome Coronario Agudo , Mortalidad Hospitalaria , Sistema de Registros , Humanos , Masculino , Femenino , Síndrome Coronario Agudo/mortalidad , Síndrome Coronario Agudo/complicaciones , Síndrome Coronario Agudo/diagnóstico , Anciano , Persona de Mediana Edad , Medición de Riesgo/métodos , Pronóstico , Factores de Edad , Factores de Riesgo , Frecuencia Cardíaca/fisiología , Valor Predictivo de las Pruebas , Infarto del Miocardio con Elevación del ST/mortalidad , Infarto del Miocardio con Elevación del ST/diagnóstico , Infarto del Miocardio con Elevación del ST/fisiopatología , Infarto del Miocardio con Elevación del ST/terapia , Curva ROC , Presión Sanguínea
10.
Eur J Prev Cardiol ; 31(7): 812-821, 2024 May 11.
Artículo en Inglés | MEDLINE | ID: mdl-38135289

RESUMEN

AIMS: Most studies of treatment adherence after acute coronary syndrome (ACS) are based on prescribed drugs and lack long-term follow-up or consecutive data on risk factor control. We studied the long-term treatment adherence, risk factor control, and its association to recurrent ACS and death. METHODS AND RESULTS: We retrospectively included 3765 patients (mean age 75 years, 40% women) with incident ACS from 1 January 2006 until 31 December 2010 from the Swedish Primary Care Cardiovascular Database of Skaraborg. All patients were followed until 31 December 2014 or death. We recorded blood pressure (BP), low-density lipoprotein cholesterol (LDL-C), recurrent ACS, and death. We used data on dispensed drugs to calculate the proportion of days covered for secondary prevention medications. Cox regressions were used to analyse the association of achieved BP and LDL-C to recurrent ACS and death. The median follow-up time was 4.8 years. The proportion of patients that reached BP of <140/90 mm Hg was 58% at Year 1 and 66% at Year 8. 65% of the patients reached LDL-C of <2.5 mmol/L at Year 1 and 56% at Year 8; however, adherence to statins varied from 43% to 60%. Only 62% of the patients had yearly measured BP, and only 28% yearly measured LDL-C. Systolic BP was not associated with a higher risk of recurrent ACS or death. Low-density lipoprotein cholesterol of 3.0 mmol/L was associated with a higher risk of recurrent ACS {hazard ratio [HR] 1.19 [95% confidence interval (CI) 1.00-1.40]} and death HR [1.26 (95% CI 1.08-1.47)] compared with an LDL-C of 1.8 mmol/L. CONCLUSION: This observational long-term real-world study demonstrates low drug adherence and potential for improvement of risk factors after ACS. Furthermore, the study confirms that uncontrolled LDL-C is associated with adverse outcome even in this older population.


In this real-world retrospective observational study, we followed 3765 elderly patients for up to 8 years after incident acute coronary syndrome.Only a low proportion of the studied population had yearly measured blood pressure and cholesterol, a low proportion had satisfied risk factor control (blood pressure and cholesterol), and adherence to secondary prevention medication was low.In this elderly population (mean age 75 years), higher levels of low-density lipoprotein cholesterol were associated with a higher risk of recurrent coronary event and death.


Asunto(s)
Síndrome Coronario Agudo , LDL-Colesterol , Bases de Datos Factuales , Cumplimiento de la Medicación , Atención Primaria de Salud , Recurrencia , Prevención Secundaria , Humanos , Femenino , Masculino , Prevención Secundaria/métodos , Síndrome Coronario Agudo/mortalidad , Síndrome Coronario Agudo/epidemiología , Suecia/epidemiología , Anciano , Estudios Retrospectivos , Factores de Tiempo , LDL-Colesterol/sangre , Resultado del Tratamiento , Anciano de 80 o más Años , Factores de Riesgo , Presión Sanguínea/efectos de los fármacos , Inhibidores de Hidroximetilglutaril-CoA Reductasas/uso terapéutico , Biomarcadores/sangre , Medición de Riesgo , Persona de Mediana Edad , Dislipidemias/tratamiento farmacológico , Dislipidemias/epidemiología , Dislipidemias/sangre , Dislipidemias/diagnóstico , Incidencia
11.
JAMA Cardiol ; 8(10): 946-956, 2023 10 01.
Artículo en Inglés | MEDLINE | ID: mdl-37647046

RESUMEN

Importance: The Global Registry of Acute Coronary Events (GRACE) risk score, a guideline-recommended risk stratification tool for patients presenting with acute coronary syndromes (ACS), does not consider the extent of myocardial injury. Objective: To assess the incremental predictive value of a modified GRACE score incorporating high-sensitivity cardiac troponin (hs-cTn) T at presentation, a surrogate of the extent of myocardial injury. Design, Setting, and Participants: This retrospectively designed longitudinal cohort study examined 3 independent cohorts of 9803 patients with ACS enrolled from September 2009 to December 2017; 2 ACS derivation cohorts (Heidelberg ACS cohort and Newcastle STEMI cohort) and an ACS validation cohort (SPUM-ACS study). The Heidelberg ACS cohort included 2535 and the SPUM-ACS study 4288 consecutive patients presenting with a working diagnosis of ACS. The Newcastle STEMI cohort included 2980 consecutive patients with ST-elevation myocardial infarction treated with primary percutaneous coronary intervention. Data were analyzed from March to June 2023. Exposures: In-hospital, 30-day, and 1-year mortality risk estimates derived from an updated risk score that incorporates continuous hs-cTn T at presentation (modified GRACE). Main Outcomes and Measures: The predictive value of continuous hs-cTn T and modified GRACE risk score compared with the original GRACE risk score. Study end points were all-cause mortality during hospitalization and at 30 days and 1 year after the index event. Results: Of 9450 included patients, 7313 (77.4%) were male, and the mean (SD) age at presentation was 64.2 (12.6) years. Using continuous rather than binary hs-cTn T conferred improved discrimination and reclassification compared with the original GRACE score (in-hospital mortality: area under the receiver operating characteristic curve [AUC], 0.835 vs 0.741; continuous net reclassification improvement [NRI], 0.208; 30-day mortality: AUC, 0.828 vs 0.740; NRI, 0.312; 1-year mortality: AUC, 0.785 vs 0.778; NRI, 0.078) in the derivation cohort. These findings were confirmed in the validation cohort. In the pooled population of 9450 patients, modified GRACE risk score showed superior performance compared with the original GRACE risk score in terms of reclassification and discrimination for in-hospital mortality end point (AUC, 0.878 vs 0.780; NRI, 0.097), 30-day mortality end point (AUC, 0.858 vs 0.771; NRI, 0.08), and 1-year mortality end point (AUC, 0.813 vs 0.797; NRI, 0.056). Conclusions and Relevance: In this study, using continuous rather than binary hs-cTn T at presentation, a proxy of the extent of myocardial injury, in the GRACE risk score improved the mortality risk prediction in patients with ACS.


Asunto(s)
Síndrome Coronario Agudo , Medición de Riesgo , Infarto del Miocardio con Elevación del ST , Troponina T , Femenino , Humanos , Masculino , Persona de Mediana Edad , Síndrome Coronario Agudo/sangre , Síndrome Coronario Agudo/diagnóstico , Síndrome Coronario Agudo/mortalidad , Síndrome Coronario Agudo/terapia , Estudios Longitudinales , Sistema de Registros , Estudios Retrospectivos , Factores de Riesgo , Infarto del Miocardio con Elevación del ST/sangre , Infarto del Miocardio con Elevación del ST/diagnóstico , Troponina T/sangre , Anciano
12.
Medicina (Kaunas) ; 59(2)2023 Feb 20.
Artículo en Inglés | MEDLINE | ID: mdl-36837617

RESUMEN

Background and Objectives: Recent studies revealed that the extremely low activity of serum alanine aminotransferase (ALT) is associated with frailty and contributes to increased mortality after acute physical stress. We aimed to investigate whether the extremely low activity of serum ALT (<10 U/L) at the time of diagnosis can be used to predict overall-cause mortality in elderly patients that underwent percutaneous coronary intervention (PCI) after acute coronary syndrome (ACS) diagnosis. Materials and Methods: A retrospective medical record review was performed on 1597 patients diagnosed with ACS who underwent PCI at a single university hospital from February 2014 to March 2020. The associations between the extremely low activity of serum ALT and mortality were assessed using a stepwise Cox regression (forward: conditional). Results: A total of 210 elderly patients were analyzed in this study. The number of deaths was 64 (30.5%), the mean survival time was 25.0 ± 18.9 months, and the mean age was 76.9 ± 7.6 years. The mean door-to-PCI time was 74.0 ± 20.9 min. The results of stepwise Cox regression analysis showed that the extremely low activity of serum ALT (adjusted hazard ratio: 5.157, 95% confidence interval: 3.001-8.862, p < 0.001) was the independent risk factor for long-term overall-cause mortality in the elderly who underwent PCI after ACS diagnosis. Conclusions: The extremely low activity of serum ALT at ACS diagnosis is a significant risk factor for increased long-term overall-cause mortality in the elderly who underwent PCI after ACS diagnosis. It is noteworthy that a simple laboratory test at the time of diagnosis was found to be a significant risk factor for mortality.


Asunto(s)
Síndrome Coronario Agudo , Intervención Coronaria Percutánea , Anciano , Anciano de 80 o más Años , Humanos , Síndrome Coronario Agudo/mortalidad , Alanina Transaminasa/sangre , Intervención Coronaria Percutánea/efectos adversos , Estudios Retrospectivos , Factores de Riesgo , Resultado del Tratamiento
13.
Int J Cardiol ; 371: 432-440, 2023 Jan 15.
Artículo en Inglés | MEDLINE | ID: mdl-36179904

RESUMEN

BACKGROUND: Standard modifiable cardiovascular risk factors (SMuRF), comprising diabetes, hyperlipidemia, hypertension, and smoking, are used for risk stratification in acute coronary syndrome (ACS). Recent studies showed an increasing proportion of SMuRF-less ACS patients. METHODS: Embase, Medline and Pubmed were searched for studies comparing SMuRF-less and SMuRF patients with first presentation of ACS. We conducted single-arm analyses to determine the proportion of SMuRF-less patients in the ACS cohort, and compared the clinical presentation and outcomes of these patients. RESULTS: Of 1,285,722 patients from 15 studies, 11.56% were SMuRF-less. A total of 7.44% of non-ST-segment-elevation ACS patients and 12.87% of ST-segment-elevation myocardial infarction (STEMI) patients were SMuRF-less. The proportion of SMuRF-less patients presenting with STEMI (60.71%) tended to be higher than those with SMuRFs (49.21%). Despite lower body mass index and fewer comorbidities such as chronic kidney disease, peripheral arterial disease, stroke and heart failure, SMuRF-less patients had increased in-hospital mortality (RR:1.57, 95%CI:1.38 to 1.80) and cardiogenic shock (RR:1.39, 95%CI:1.18 to 1.65), but lower risk of heart failure (RR:0.91, 95%CI:0.83 to 0.99). On discharge, SMuRF-less patients were prescribed less statins (RR:0.93, 95%CI:0.91 to 0.95), beta-blockers (RR:0.94, 95%CI:0.92 to 0.96), P2Y12 inhibitors (RR: 0.98, 95%CI: 0.96 to 0.99), and angiotensin-converting-enzyme inhibitor or angiotensin-receptor blocker (RR:0.92, 95%CI:0.75 to 0.91). CONCLUSION: In this study level meta-analysis, SMuRF-less ACS patients demonstrate higher mortality compared with patients with at least one traditional atherosclerotic risk factor. Underuse of guideline-directed medical therapy amongst SMuRF-less patients is concerning. Unraveling novel risk factors amongst SMuRF-less individuals is the next important step. SUMMARY: Standard modifiable cardiovascular risk factors (SMuRF), comprising diabetes mellitus, hyperlipidemia, hypertension, and smoking, are often used for risk stratification in acute coronary syndrome (ACS). Recent studies showed an increasing proportion of SMuRF-less ACS patients. Of 1,285,722 ACS patients, 11.56% were SMuRF-less. Despite lower body mass index and fewer comorbidities, SMuRF-less patients had increased in-hospital mortality and cardiogenic shock. However, despite worse outcomes, SMuRF-less patients were prescribed less guideline-directed medical therapies on discharge.


Asunto(s)
Síndrome Coronario Agudo , Factores de Riesgo , Humanos , Síndrome Coronario Agudo/epidemiología , Síndrome Coronario Agudo/mortalidad , Angiotensinas , Diabetes Mellitus/terapia , Insuficiencia Cardíaca , Hipertensión , Choque Cardiogénico , Infarto del Miocardio con Elevación del ST
14.
Int. j. cardiovasc. sci. (Impr.) ; 35(2): 174-180, Mar.-Apr. 2022. tab, graf
Artículo en Inglés | LILACS | ID: biblio-1364980

RESUMEN

Abstract Background The wide range of clinical presentations of acute coronary syndrome (ACS) makes it indispensible to use tools for risk stratification and for appropriate risks management; thus, the use of prognosis scores is recommended in the immediat clinical decision-making. Objective To validate the Global Registry of Acute Coronary Events (GRACE) score as a predictor of in-hospital and 6-month post-discharge mortality in a population diagnosed with ACS. Methods This is a prospective cohort study of consecutive patients diagnosed with ACS between May and December 2018. GRACE scores were calculated, as well as their predictive value for in-hospital and 6-month post-discharge mortality. The validity of the model was assessed by two techniques: discriminative power using the area under the receiver operating characteristic curve (AUC) and goodness-of-fit, using the Hosmer-Lemeshow (HL) test, at the 5% level of significance. Results A total of 160 patients were included, mean age 64 (±10.9) years; of which 60% were men. The risk model showed to have satisfactory ability to predict both in-hospital mortality, with an area under the curve (AUC) of 0.76 (95% confidence interval [CI], 0.57-0.95; p = 0.014), and 6-month post-discharge mortality, with AUC of 0.78 (95%CI, 0.62-0.94), p = 0.002. The HL test indicated good-fit for both models of the GRACE score. Conclusion In this study, the GRACE risk score for predicting mortality was appropriately validated in patients with ACS, with good discriminative power and goodness-of-fit. The results suggest that the GRACE score is appropriate for clinical use in our setting.


Asunto(s)
Humanos , Masculino , Femenino , Persona de Mediana Edad , Anciano , Medición de Riesgo/métodos , Síndrome Coronario Agudo/mortalidad , Pronóstico , Valor Predictivo de las Pruebas , Estudios Prospectivos , Factores de Riesgo , Curva ROC , Estudios de Seguimiento , Mortalidad Hospitalaria , Síndrome Coronario Agudo/diagnóstico
16.
PLoS Med ; 19(2): e1003911, 2022 02.
Artículo en Inglés | MEDLINE | ID: mdl-35192610

RESUMEN

BACKGROUND: There is limited evidence on the use of high-sensitivity C-reactive protein (hsCRP) as a biomarker for selecting patients for advanced cardiovascular (CV) therapies in the modern era. The prognostic value of mildly elevated hsCRP beyond troponin in a large real-world cohort of unselected patients presenting with suspected acute coronary syndrome (ACS) is unknown. We evaluated whether a mildly elevated hsCRP (up to 15 mg/L) was associated with mortality risk, beyond troponin level, in patients with suspected ACS. METHODS AND FINDINGS: We conducted a retrospective cohort study based on the National Institute for Health Research Health Informatics Collaborative data of 257,948 patients with suspected ACS who had a troponin measured at 5 cardiac centres in the United Kingdom between 2010 and 2017. Patients were divided into 4 hsCRP groups (<2, 2 to 4.9, 5 to 9.9, and 10 to 15 mg/L). The main outcome measure was mortality within 3 years of index presentation. The association between hsCRP levels and all-cause mortality was assessed using multivariable Cox regression analysis adjusted for age, sex, haemoglobin, white cell count (WCC), platelet count, creatinine, and troponin. Following the exclusion criteria, there were 102,337 patients included in the analysis (hsCRP <2 mg/L (n = 38,390), 2 to 4.9 mg/L (n = 27,397), 5 to 9.9 mg/L (n = 26,957), and 10 to 15 mg/L (n = 9,593)). On multivariable Cox regression analysis, there was a positive and graded relationship between hsCRP level and mortality at baseline, which remained at 3 years (hazard ratio (HR) (95% CI) of 1.32 (1.18 to 1.48) for those with hsCRP 2.0 to 4.9 mg/L and 1.40 (1.26 to 1.57) and 2.00 (1.75 to 2.28) for those with hsCRP 5 to 9.9 mg/L and 10 to 15 mg/L, respectively. This relationship was independent of troponin in all suspected ACS patients and was further verified in those who were confirmed to have an ACS diagnosis by clinical coding. The main limitation of our study is that we did not have data on underlying cause of death; however, the exclusion of those with abnormal WCC or hsCRP levels >15 mg/L makes it unlikely that sepsis was a major contributor. CONCLUSIONS: These multicentre, real-world data from a large cohort of patients with suspected ACS suggest that mildly elevated hsCRP (up to 15 mg/L) may be a clinically meaningful prognostic marker beyond troponin and point to its potential utility in selecting patients for novel treatments targeting inflammation. TRIAL REGISTRATION: ClinicalTrials.gov - NCT03507309.


Asunto(s)
Síndrome Coronario Agudo/sangre , Síndrome Coronario Agudo/mortalidad , Proteína C-Reactiva/metabolismo , Síndrome Coronario Agudo/diagnóstico , Anciano , Anciano de 80 o más Años , Biomarcadores/sangre , Estudios de Cohortes , Femenino , Estudios de Seguimiento , Humanos , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Mortalidad/tendencias , Valor Predictivo de las Pruebas , Estudios Retrospectivos , Factores de Riesgo , Reino Unido/epidemiología
17.
Cardiovasc Diabetol ; 21(1): 11, 2022 01 19.
Artículo en Inglés | MEDLINE | ID: mdl-35045846

RESUMEN

BACKGROUND: It has been demonstrated that glycated albumin (GA) is significantly associated with diabetes complications and mortality. However, among patients diagnosed with non-ST-elevation acute coronary syndrome (NSTE-ACS) administered percutaneous coronary intervention (PCI), the predictive value of GA for poor prognosis is unclear. METHODS: This study eventually included 2247 NSTE-ACS patients in Beijing Anzhen Hospital, Capital Medical University in January-December 2015 who received PCI. All patients were followed up until death or for 48 months post-discharge. The primary endpoint was major adverse cardio-cerebral events (MACCEs), including all-cause death, non-fatal myocardial infarction, ischemia-induced revascularization and non-fatal ischemic stroke. RESULTS: In total, 547 (24.3%) MACCEs were recorded during the follow-up period. Upon adjusting for potential confounders, GA remained an important risk predictor of MACCEs (As nominal variate: hazard ratio [HR] 1.527, 95% confidence interval [CI] 1.236-1.886, P < 0.001; As continuous variate: HR 1.053, 95% CI 1.027-1.079, P < 0.001). GA addition significantly enhanced the predictive ability of the traditional risk model (Harrell's C-index, GA vs. Baseline model, 0.694 vs. 0.684, comparison P = 0.002; continuous net reclassification improvement (continuous-NRI) 0.085, P = 0.053; integrated discrimination improvement (IDI) 0.007, P = 0.020). CONCLUSION: GA is highly correlated with poor prognosis in NSTE-ACS patients undergoing PCI, suggesting that it may be a major predictive factor of adverse events among these individuals.


Asunto(s)
Síndrome Coronario Agudo/terapia , Diabetes Mellitus Tipo 2/sangre , Hemoglobina Glucada/metabolismo , Infarto del Miocardio sin Elevación del ST/terapia , Intervención Coronaria Percutánea , Síndrome Coronario Agudo/sangre , Síndrome Coronario Agudo/diagnóstico , Síndrome Coronario Agudo/mortalidad , Anciano , Beijing , Biomarcadores/sangre , Diabetes Mellitus Tipo 2/diagnóstico , Diabetes Mellitus Tipo 2/mortalidad , Femenino , Humanos , Accidente Cerebrovascular Isquémico/etiología , Masculino , Persona de Mediana Edad , Infarto del Miocardio sin Elevación del ST/sangre , Infarto del Miocardio sin Elevación del ST/diagnóstico , Infarto del Miocardio sin Elevación del ST/mortalidad , Intervención Coronaria Percutánea/efectos adversos , Intervención Coronaria Percutánea/instrumentación , Intervención Coronaria Percutánea/mortalidad , Valor Predictivo de las Pruebas , Recurrencia , Retratamiento , Estudios Retrospectivos , Medición de Riesgo , Factores de Riesgo , Stents , Factores de Tiempo , Resultado del Tratamiento
18.
PLoS One ; 17(1): e0262997, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35073375

RESUMEN

Acute coronary syndromes (ACS) are a leading cause of deaths worldwide, yet the diagnosis and treatment of this group of diseases represent a significant challenge for clinicians. The epidemiology of ACS is extremely complex and the relationship between ACS and patient risk factors is typically non-linear and highly variable across patient lifespan. Here, we aim to uncover deeper insights into the factors that shape ACS outcomes in hospitals across four Arabian Gulf countries. Further, because anemia is one of the most observed comorbidities, we explored its role in the prognosis of most prevalent ACS in-hospital outcomes (mortality, heart failure, and bleeding) in the region. We used a robust multi-algorithm interpretable machine learning (ML) pipeline, and 20 relevant risk factors to fit predictive models to 4,044 patients presenting with ACS between 2012 and 2013. We found that in-hospital heart failure followed by anemia was the most important predictor of mortality. However, anemia was the first most important predictor for both in-hospital heart failure, and bleeding. For all in-hospital outcome, anemia had remarkably non-linear relationships with both ACS outcomes and patients' baseline characteristics. With minimal statistical assumptions, our ML models had reasonable predictive performance (AUCs > 0.75) and substantially outperformed commonly used statistical and risk stratification methods. Moreover, our pipeline was able to elucidate ACS risk of individual patients based on their unique risk factors. Fully interpretable ML approaches are rarely used in clinical settings, particularly in the Middle East, but have the potential to improve clinicians' prognostic efforts and guide policymakers in reducing the health and economic burdens of ACS worldwide.


Asunto(s)
Síndrome Coronario Agudo , Mortalidad Hospitalaria , Aprendizaje Automático , Modelos Cardiovasculares , Admisión del Paciente , Sistema de Registros , Síndrome Coronario Agudo/mortalidad , Síndrome Coronario Agudo/terapia , Anciano , Anemia/mortalidad , Anemia/terapia , Comorbilidad , Femenino , Humanos , Masculino , Persona de Mediana Edad , Medio Oriente/epidemiología , Medición de Riesgo
19.
Lipids Health Dis ; 21(1): 17, 2022 Jan 30.
Artículo en Inglés | MEDLINE | ID: mdl-35094695

RESUMEN

BACKGROUND: Biochemical markers are crucial for determining risk in coronary artery disease (CAD) patients; however, the relationship between fasting blood glucose to high-density lipoprotein cholesterol (FG/HDL-C) ratio and short-term outcomes in acute coronary syndrome (ACS) patients remains unknown. Therefore, we have investigated the relationship between the FG/HDL-C ratio and short-term outcomes in ACS patients. METHODS: We used data from a pragmatic, stepped-wedge, cluster-randomized clinical trial to perform a post hoc analysis. A total of 11,284 individuals with ACS were subdivided into quartiles according to their FG/HDL-C ratios. We used a multivariate logistic regression model, two-piecewise linear regression model, and generalized additive model (GAM) to evaluate the relationship between the FG/HDL-C ratio and short-term outcomes (major adverse cardiovascular events [MACEs] and cardiovascular [CV] death within 30 days). RESULTS: The FG/HDL-C ratio was remarkably linked to an enhanced risk of MACEs and CV death in individuals with ACS in the highest quartile (MACEs, odds ratio [OR]: 1.49; 95% confidence interval [CI], [1.11, 1.99]; P < 0.01; CV death, OR: 1.69; 95% CI, [1.01, 1.41]; P = 0.04). The GAM suggested that the relationship between the FG/HDL-C ratio and MACEs and CV death was non-linear. The two-piecewise linear regression model demonstrated that the threshold values were 3.02 and 3.00 for MACEs and CV death, respectively. CONCLUSIONS: A higher FG/HDL-C ratio is associated with a higher risk of MACEs and CV death in patients with ACS.


Asunto(s)
Síndrome Coronario Agudo/sangre , Glucemia/análisis , HDL-Colesterol/sangre , Síndrome Coronario Agudo/complicaciones , Síndrome Coronario Agudo/mortalidad , Femenino , Humanos , Modelos Lineales , Modelos Logísticos , Masculino , Persona de Mediana Edad , Infarto del Miocardio/sangre , Infarto del Miocardio/etiología , Infarto del Miocardio/mortalidad , Factores de Riesgo
20.
Cardiovasc Diabetol ; 21(1): 3, 2022 01 06.
Artículo en Inglés | MEDLINE | ID: mdl-34991602

RESUMEN

BACKGROUND: With the advancement of the world population aging, more attention should be paid to the prognosis of elderly patients with acute coronary syndrome (ACS). Triglyceride-glucose (TyG) index is a reliable indicator of insulin resistance (IR) and is closely related to traditional risk factors of cardiovascular disease (CVD). However, the effect of TyG index on the prognosis of long-term adverse events in elderly ACS patients has not been reported. This study evaluated the prognostic power of TyG index in predicting adverse events in elderly ACS patients. METHODS: In this study, 662 ACS patients > 80 years old who were hospitalized from January 2006 to December 2012 were enrolled consecutively and the general clinical data and baseline blood biochemical indicators were collected. The follow-up time after discharge was 40-120 months (median, 63 months; interquartile range, 51‒74 months). In addition, the following formula was used to calculate the TyG index: Ln [fasting TG (mg/dL) × FBG (mg/dL)/2], and patients were divided into three groups according to the tertile of the TyG index. RESULTS: The mean age of the subjects was 81.87 ± 2.14 years, the proportion of females was 28.10%, and the mean TyG index was 8.76 ± 0.72. The TyG index was closely associated with the traditional risk factors of CVD. In the fully-adjusted Cox regression model, the Hazard ratio (95% CI) of all-cause mortality (in tertile 3) was 1.64 (1.06, 2.54) and major adverse cardiac event (MACE) (in tertile 3) was 1.36 (1.05, 1.95) for each SD increase in the TyG index. The subgroup analyses also confirmed the significant association of the TyG index and long-term prognosis. CONCLUSION: The TyG index is an independent predictor of long-term all-cause mortality and MACE in elderly ACS patients.


Asunto(s)
Síndrome Coronario Agudo/diagnóstico , Glucemia/metabolismo , Triglicéridos/sangre , Síndrome Coronario Agudo/sangre , Síndrome Coronario Agudo/mortalidad , Síndrome Coronario Agudo/terapia , Factores de Edad , Biomarcadores/sangre , Causas de Muerte , Femenino , Hospitalización , Humanos , Masculino , Valor Predictivo de las Pruebas , Pronóstico , Medición de Riesgo , Factores de Riesgo , Factores de Tiempo
SELECCIÓN DE REFERENCIAS
DETALLE DE LA BÚSQUEDA