Abstract
Although prior studies have demonstrated that Hispanic patients have a higher cardiovascular risk profile than Caucasians and present at an earlier age for percutaneous coronary intervention (PCI), limited studies exist examining the outcomes of Hispanics post PCI and potential explanations for differences noted. Utilizing patients from the National Heart, Lung, and Blood Institute Dynamic Registry Waves 1–5 (1997 to 2006), demographic features, angiographic data, and one year outcomes of Hispanic (n= 542) versus Caucasian patients (n=1357) undergoing PCI were evaluated. Compared with Caucasians, Hispanic patients were younger, and had more hypertension and diabetes mellitus, including more insulin treated diabetes mellitus. While the mean lesion length was longer in Hispanics (15.4 mm versus 14.1 mm, p<0.001), there were no differences in the number of significant lesions, or in the use of drug-eluting stents. At follow-up, Hispanics were more likely to report recent anginal symptoms, but had a similar incidence of one year hospitalizations for angina. Adjusted one year hazard ratios for adverse events for Hispanics versus Caucasians revealed lower rates of coronary artery bypass graft (CABG) surgery (HR 0.43, 0.22 – 0.85, p=0.02), and a trend toward lower rates of repeat revascularization (HR 0.76, CI 0.57 – 1.03, p=0.08). In conclusion, despite the presence of diabetes in almost 50% of Hispanic patients and longer lesion lengths than Caucasians, Hispanic patients were less likely to undergo CABG one year post PCI, and had a trend toward lower rates of repeat revascularization.
Keywords: Percutaneous Coronary Intervention, Hispanics, Restenosis
Introduction
Prior studies have demonstrated that Hispanic patients have a higher cardiovascular risk profile than Caucasians [1–5], and thus present at an earlier age for percutaneous coronary intervention (PCI) [2, 4–5]. However, there are only a limited number of studies examining both in-hospital and long term outcomes of Hispanic patients following PCI [2, 4, and 6], and none of these studies have explored further explanations of the differences described. Because Hispanic individuals account for one-half of the United States growth and will comprise approximately one-fourth of the nation's population by 2010 [7], studying the utilization and outcomes of Hispanics and revascularization is vital, as optimizing the care for this growing patient population could have a significant impact on the public health of our nation. Using the National Heart, Lung, and Blood Institute sponsored Dynamic Registry, we sought to investigate not only the cardiovascular profile and outcomes of Hispanic patients referred for PCI as compared to Caucasian patients, but also possible explanations of discrepancies in outcomes between the races.
Methods
The specific methodologies and characteristics of the National Heart, Lung, and Blood Institute Dynamic Registry have been reported previously [8]. In brief, data were collected on approximately 2,000 consecutive patients undergoing PCI during five recruitment `waves' across 27 clinical centers (Wave 1: July 1997-February 1998; Wave 2: February-June 1999; Wave 3: October 2001-March 2002; Wave 4: February-May 2004; Wave 5: February-August 2006).
The Dynamic Registry is also designed to enroll an enriched sample of women and minority patients. In each wave, consecutive patients undergoing PCI are enrolled at each center until 120 Caucasian men are enrolled at that site or a total of 1,600 Caucasian patients are enrolled across all sites. Enrollment of Caucasian men ends, while consecutive women and minorities continue to be enrolled until a total of 2,000 patients are enrolled across the sites. Individual sites do not have a center-specific limit for minority patient enrollment.
Patients were contacted via telephone interview at one year by trained nurse coordinators to assess vital status, symptoms, coronary events or cardiac-related hospitalizations. Informed consent was obtained for all patients and the study protocol was approved by Institutional Review Boards at the respective clinical sites and at the University of Pittsburgh data coordinating center. Ethnicity (Hispanic or not regardless of race) and race (White, Black, Asian, or Other) were designated by the research coordinator at the individual sites. The present analysis includes Hispanic patients regardless of race and Caucasian patients, and is restricted to clinical centers where > 5% of patients were reported to be of Hispanic ethnicity.
Death was defined as all cause mortality. Myocardial infarction (MI) for waves 1 and 2 was defined as evidence of two or more of the following: (1) typical chest pain > 20 minutes duration not relieved by nitroglycerin, (2) serial electrocardiogram recordings showing changes from baseline or serially in ST-T and/or Q-waves in ≥ 2 contiguous leads, (3) serum enzyme elevation of creatinine kinase-myocardial band (CK-MB) > 5% (total creatinine kinase (CK) >2X normal, lactate dehydrogenase (LDH) subtype 1 > LDH subtype 2, or troponin > 0.2 μg/ml), or (4) new wall motion abnormalities. For waves 3–5, an MI had to satisfy at least one of the 2 following criteria: (1) evolutionary ST-segment elevation, development of new Q-waves in 2 or more contiguous electrocardiogram leads, or new or presumably new left bundle branch pattern on the electrocardiogram, (2) biochemical evidence of myocardial necrosis manifested as a) CK-MB ≥ 3 times the upper limit of normal, b) total CK ≥ 3 times the upper limit of normal (if CK-MB not available), or troponin level above the upper limit of normal.
Coronary artery bypass grafting (CABG) surgery was classified as elective when deferred for >24 hours, urgent when required within 24 hours, and emergency procedure when required immediately. Angiographic success was classified as either partial when some but not all attempted lesions were successfully treated or total when all attempted lesions were successfully treated. Procedural success was defined as either partial or total angiographic success without death, Q-wave myocardial infarction, or emergency CABG. A composite outcome of major adverse cardiac event rates was defined as a composite of death, MI and repeat revascularization.
Statistical comparisons were made between Hispanic and Caucasian patients. The chi-square test or Fisher's exact test were used for categorical data and the Wilcoxon rank-sum for continuous data. One-year event rates were calculated using the Kaplan-Meier method comparisons of survival curves were performed using the log-rank test. Patients who did not experience the outcome of interest were censored at the last known date of contact or at one year if contact extended beyond one year.
The association between 1-year adverse events for Hispanic patients as compared to Caucasian patients was performed with Cox proportional hazards methods. Covariate adjustment was performed such that demographic, clinical and angiographic variables were initially screened for univariate associations with outcomes of interest at p≤0.30. Identified variables were then assessed in a forward stepwise manner using a p value criterion of ≤0.05. In instances when the variable indicating a patient's race/ethnicity did not `step into a model', they were included in the model after entry of all other significant variables. Assumptions of proportionality was assessed and met for all models.
Consent to collect 1-year follow-up data were not obtained for 133 (7%) of the surviving 1879 patients. While follow-up contact was high, the rate was higher in surviving Caucasian than surviving Hispanic patients (96.9% versus 92.9%, p<0.001).
Results
Five hundred and forty two Hispanic patients and 1357 Caucasian patients in the Dynamic Registry were analyzed. Compared with Caucasian patients, Hispanic patients were younger, more commonly female, and had more hypertension and diabetes mellitus, including insulin treated diabetes mellitus (Table 1).
Table 1.
Patient Demographics for Hispanic versus Caucasian Patients
Variable | Hispanic (N=542) | Caucasian (N=1357) | P Value |
---|---|---|---|
Mean age (years) | 61.9 | 64.9 | < 0.0001 |
Female | 36.0% | 31.4% | 0.05 |
Mean Body Mass Index (kg/m2) | 29.0 | 29.1 | 0.66 |
Prior percutaneous coronary intervention | 27.9% | 34.4% | 0.006 |
Prior coronary artery bypass graft | 12.9% | 16.4% | 0.055 |
Prior myocardial infarction | 25.8% | 30.9% | 0.03 |
Diabetes mellitus | 49.2% | 27.8% | <0.001 |
Insulin treated diabetes mellitus | 15.0% | 7.4% | <0.001 |
Hypertension* | 80.4% | 72.3% | 0.001 |
Heart failure | 9.6% | 10.9% | 0.41 |
Hypercholesterolemia** | 70.6% | 73.8% | 0.17 |
Severe non-cardiac concomitant disease | 24.6% | 34.0% | <0.001 |
Cerebrovascular disease | 4.1% | 6.5% | 0.04 |
Pulmonary disease | 6.3% | 9.4% | 0.03 |
Renal disease | 4.9% | 5.3% | 0.71 |
Peripheral vascular disease | 5.6% | 10.3% | 0.001 |
Smoking | 57.1% | 69.1% | <0.001 |
Hypertension = blood pressure ≥ 140 systolic or ≥ 90 diastolic on two occasions or if the patient is currently on antihypertensive medications
Hypercholesterolemia = repeated values for serum cholesterol greater than 240mg/100ml or if a physician has medically treated the participant for high cholesterol
Hispanic patients were more likely to be undergoing PCI secondary to an acute myocardial infarction; however, they had similar referrals for stable and unstable angina (Table 2). The angiographic results were reported as technically amenable to complete revascularization with CABG in 78.4% of Hispanic versus 81.2% of Caucasian patients (p=0.17), while Hispanic patients had a higher likelihood of being technically amenable to complete revascularization with PCI than Caucasians (87.6% versus 83.9%, p=0.05).
Table 2.
Angiographic and Procedural Characteristics for Hispanic versus Caucasian Patients
Hispanic (N=542) | Caucasian (N=1357) | P Value | |
---|---|---|---|
Patient Level | |||
Revascularization Reason | |||
Stable Angina Pectoris | 20.0% | 20.1% | 0.93 |
Unstable Angina Pectoris | 46.6% | 44.8% | 0.47 |
Acute Myocardial Infarction | 24.2% | 18.0% | 0.002 |
Cardiogenic shock | 1.8% | 0.6% | 0.01 |
Thrombolytic therapy | 5.4% | 3.2% | 0.03 |
Circumstances of Procedure | <0.001 | ||
Elective | 57.4% | 47.6% | |
Urgent | 31.0% | 43.7% | |
Emergent | 11.6% | 8.7% | |
Mean left ventricular ejection fraction | 53.2% | 52.9% | 0.89 |
Mean Significant lesions | 3.0% | 2.9% | 0.43 |
Coronary Luminal Irregularities | |||
None | 44.4% | 55.3% | <0.001 |
Two Arteries | 11.6% | 10.1% | 0.33 |
Three Arteries | 15.3% | 7.6% | <0.001 |
Medications used <24hrs, prior to, or during procedure | |||
Aspirin | 90.0% | 93.3% | 0.02 |
Clopidogrel and/or Ticlopidine | 65.9% | 57.4% | < 0.001 |
IIb/IIIa Receptor Antagonists | 27.9% | 35.7% | 0.001 |
Mean number of lesions attempted | 1.4% | 1.4% | 0.87 |
Hispanic (N=542) | Caucasian (N=1357) | P Value | |
---|---|---|---|
Lesion Level | |||
Mean reference vessel size (mm) | 2.9 | 2.9 | 0.25 |
Mean lesion length (mm) | 15.5 | 14.1 | <0.001 |
Total occlusion | 12.3% | 10.6% | 0.21 |
Mean diameter % stenosis | 84.6 | 84.5 | 0.87 |
Evidence of thrombus | 12.7% | 14.1% | 0.35 |
Calcified | 21.4% | 23.0% | 0.39 |
Bifurcation | 11.4% | 9.1% | 0.08 |
Ostial lesion | 11.3% | 8.3% | 0.02 |
Lesion tortuosity | < 0.001 | ||
None/Mild | 73.7% | 79.8% | |
Moderate/Severe | 26.3% | 20.2% | |
American College of Cardiology/American Heart Association Class | 0.055 | ||
A | 11.8% | 13.4% | |
B1 | 35.4% | 37.0% | |
B2 | 34.9% | 35.8% | |
C | 17.9% | 13.8% | |
Stent use overall | 75.1% | 77.9% | 0.12 |
Drug eluting stent use* | 29.1% | 29.8% | 0.72 |
Limited to patients in waves 4 and 5
The characteristics of the attempted lesions in Hispanic patients compared to Caucasian patients demonstrated a longer mean lesion length, higher moderate/severe tortuosity, and a higher rate of American Heart Association/American College of Cardiology Class C lesions. Angiographic success was similar between Hispanic and Caucasian patients (96.2% versus 98.0%, p=0.48).
Peri-procedural outcomes were similar or better in Hispanic patients compared to Caucasian patients. Major dissection was seen in 3.2% versus 4.9% (p=0.05) of attempted lesions in Hispanic versus Caucasian patients, embolization in 0.5% versus 0.8% (p=0.47), side branch occlusion in 2.4% versus 1.4% (p=0.06), but persistent flow reduction in 0.1% versus 1.3% (p=0.005).
There were no differences in in-hospital outcomes between Hispanic and Caucasian patients, including death (0.9% versus 1.1%, p=0.72), MI (1.5% versus 2.0%, p=0.28), stroke (0.2% versus 0.4%, p=0.40), bleeding (1.4% versus 2.2%, p=0.28), or CABG (0.4% versus 0.2%, p=0.57). Procedural success rates were also similar at 97.0% versus 96.0% (p=0.29). Hispanic patients had a longer mean length of stay and at discharge were less likely to be prescribed a thienopyridine and calcium channel blockers, but were more likely to be prescribed long acting nitrates as compared to Caucasians (Table 3).
Table 3.
Discharge Data for Hispanic versus Caucasian Patients
Variable | Hispanic (N=542) | Caucasian (N=1357) | P Value |
---|---|---|---|
Number of catheterization lab visits during hospitalization | 0.02 | ||
1 | 95.6% | 97.6% | |
≥2 | 4.4% | 2.4% | |
Mean length of stay (days) | 2.5 | 2.2 | 0.01 |
Discharge Medications | |||
Aspirin | 95.3% | 95.5% | 0.86 |
Clopidogrel and/or Ticlopidine | 79.9% | 84.6% | 0.01 |
Beta blocker | 75.7% | 76.0% | 0.92 |
Ace-Inhibitor | 46.8% | 36.7% | <0.001 |
Statin | 58.4% | 61.3% | 0.24 |
Nitrate | 23.9% | 18.4% | 0.008 |
Calcium channel blocker | 20.3% | 31.1% | <0.001 |
Method of payment | <0.001 | ||
Medicare | 36.7% | 37.3% | |
Public | 33.5% | 11.3% | |
Private | 22.7% | 46.9% | |
Self | 7.2% | 4.4% |
Despite a similar incidence in 1-year hospitalizations for angina (15.0% versus 12.1%, p=0.12), Hispanic patients were significantly more likely than Caucasians to report anginal symptoms within the past six weeks (29.0% versus 16.3%, p<0.001). Furthermore, the frequency of revascularization procedures during follow-up in the subset of patients re-hospitalized for angina or angina and/or MI differed by ethnicity (Figure 1). In both clinical scenarios, there was significantly less use of CABG and revascularization procedures in Hispanic compared to Caucasian patients. The frequency of PCI was numerically lower in Hispanic patients but did not reach statistical significance. Alternatively, the percent of patients undergoing revascularization via CABG or PCI during follow-up among patients not experiencing angina was identical for Hispanic and Caucasian patients.
Figure 1. Frequency of Revascularization Procedures in Patients Re-Hospitalized for Angina or Angina and/or MI*.
MI=Myocardial Infarction, CABG=Coronary Artery Bypass Grafting, PCI=Percutaneous Coronary Intervention, Revasc=Revascularization
*Angina hospitalizations: n=146 Caucasians, n=65 Hispanics
Angina or MI hospitalizations: n=166 Caucasians, n=75 Hispanics
Adjusted analyses of one year outcomes revealed that Hispanic patients had similar rates of death and MI as Caucasian patients, but were less likely to undergo CABG (HR 0.43, 95% CI 0.22 – 0.85, p=0.02), and had a trend toward lower rates of revascularization (HR 0.76, 95% CI 0.57 – 1.03, p=0.08) (Figure 2).
Figure 2. Adjusted One Year Hazard Ratios and Confidence Intervals for Hispanic versus Caucasian Patients.
CABG=Coronary Artery Bypass Grafting, MI=Myocardial Infarction, PCI=Percutaneous Coronary Intervention, MACE=Major Adverse Cardiac Events (Death/MI/Repeat Revascularization)
Discussion
Utilizing the National Heart, Lung, and Blood Institute Dynamic Registry, we examined the risk profile and outcomes of Hispanic patients referred for PCI. We confirmed that Hispanic patients referred for PCI not only have a higher risk cardiovascular profile as compared to Caucasians including higher rates of hypertension, diabetes mellitus, and insulin treated diabetes mellitus, but also presented at a younger age than Caucasian patients. We found no differences in in-hospital outcomes for Hispanic patients post PCI, as reported by others [2,4,6]. We did, however, at one year find lower rates of CABG in Hispanic patients as compared to Caucasians.
Given the findings of this study, we must consider the causality and clinical implications of these data. Diabetes mellitus and longer lesion lengths are well-described predictors of in-stent restenosis in patients undergoing PCI [9–12], resulting in higher rates of repeat revascularization. Surprisingly, although Hispanic patients had more diabetes mellitus and longer lesions lengths than Caucasians in our study, they had no difference in repeat PCI at one year, lower rates of CABG, and a trend toward lower rates of repeat revascularization. There are several possible explanations for this disparity.
First, there may be a referral bias for Hispanic patients needing revascularization procedures. Prior studies have revealed that Hispanic patients are less likely to undergo angiography, PCI (both angioplasty and stents), and bypass surgery [4, 13–15], however the data is not consistent. Other studies have shown no differences in rates of CABG between Hispanic and Caucasian patients [16]. We investigated this specifically in our study and our 1-year data demonstrate lower rates of CABG and revascularization in Hispanic versus Caucasian patients that were re-admitted for angina or angina and/or MI. Given that this population of patients had previously agreed to PCI during the index procedure, it is more likely in our study that this represents a referral bias.
Second, there may be more difficulty with access to health care for Hispanic patients as compared to Caucasians. Language barriers appear to be an important contribution. DuBard et al recently examined access to health care between Spanish-speaking and English-speaking Hispanics [17]. Whereas both groups had similar employment rates, Spanish-speaking Hispanics were more likely to lack health insurance and less likely to have a primary care physician. Although our study did not discriminate between primary language spoken for our Hispanic patients, Hispanic patients were more likely to have public aid and less likely to have private methods of payment as compared to Caucasian patients. These differences in payment method may lead to hesitancy in undergoing costly procedures such as PCI or CABG. While it is not possible to measure rates of declined procedures in our data, differences in clinical follow-up were potentially a mediating factor in our study with follow up rates for Hispanics and Caucasians of 92.9% and 96.9%, respectively, p<0.001.
An alternate explanation for the lower rates of CABG in Hispanic patients may be related to the possibility of an ethnicity related component to inflammation and restenosis. Bild et al reported that despite similar cardiovascular risk factors, diabetic Hispanic patients had less coronary artery calcification and abdominal aortic calcification as compared to Caucasian diabetic patients [18], and they questioned whether environmental or genetic differences exist in Hispanic patients that may protect them from atherosclerosis and calcification. In our study, despite longer lesion lengths and more insulin treated diabetes mellitus, Hispanic patients had equivalent rates of repeat PCI and were less likely to undergo CABG compared to Caucasian patients. Whether or not Hispanic patients possess any intrinsic or lifestyle factors that could be protective toward restenosis remain to be determined.
Limitations to our study include our reduced sample size given the restriction of analysis to centers with more than 5% of patients reported to be Hispanic. Also, the rates of medication adherence following hospital discharge were not followed to allow association with outcomes. Additionally, the Dynamic Registry does not collect data regarding the above-mentioned barriers that individual patients may have to access medical care.
Acknowledgments
Funding Support: This study was supported by grant number HL-33292 from the National Heart, Lung, and Blood Institute of the National Institutes of Health
REFERENCES
- 1.Shaw LJ, Shaw RE, Merz CN, Brindis RG, Klein LW, Nallamothu B, Douglas PS, Krone RJ, McKay CR, Block PC, Hewitt K, Weintraub WS, Peterson ED. American College of Cardiology-National Cardiovascular Data Registry Investigators. Impact of ethnicity and gender differences on angiographic coronary artery disease prevalence and in-hospital mortality in the American College of Cardiology-National Cardiovascular Data Registry. American College of Cardiology-National Cardiovascular Data Registry Investigators. Circulation. 2008;117(14):1787–1801. doi: 10.1161/CIRCULATIONAHA.107.726562. [DOI] [PubMed] [Google Scholar]
- 2.Slater J, Selzer F, Dorbala S, Tormey D, Vlachos HA, Wilensky RL, Jacobs AK, Laskey WK, Douglas JS, Jr, Williams DO, Kelsey SF. Ethnic differences in the presentation, treatment strategy, and outcomes of percutaneous coronary intervention (a report from the National Heart, Lung, and Blood Institute Dynamic Registry) Am J Cardiol. 2003;92(7):773–778. doi: 10.1016/s0002-9149(03)00881-6. [DOI] [PubMed] [Google Scholar]
- 3.Yeo KK, Li Z, Amsterdam E. Clinical characteristics and 30-day mortality among Caucasians, Hispanics, Asians, And African-Americans in the 2003 California coronary artery bypass graft surgery outcomes reporting program. Am J Cardiol. 2007 Jul;100(1):59–63. doi: 10.1016/j.amjcard.2007.02.053. [DOI] [PubMed] [Google Scholar]
- 4.Minutello RM, Chou ET, Hong MK, Wong SC. Impact of race and ethnicity on in hospital outcomes after percutaneous coronary intervention (report from the 2000–2001 New York State Angioplasty Registry) Am Heart J. 2006;51(1):164–167. doi: 10.1016/j.ahj.2005.02.029. [DOI] [PubMed] [Google Scholar]
- 5.Budoff MJ, Nasir K, Mao S, Tseng PH, Chau A, Liu ST, Flores F, Blumenthal RS. Ethnic differences of the presence and severity of coronary atherosclerosis. Atherosclerosis. 2006;187(2):343–350. doi: 10.1016/j.atherosclerosis.2005.09.013. [DOI] [PubMed] [Google Scholar]
- 6.Jacobi JA, Parikh SV, McGuire DK, Delemos JA, Murphy SA, Keeley EC. Racial disparity in clinical outcomes following primary percutaneous coronary intervention for ST elevation myocardial infarction: influence of process of care. J Interv Cardiol. 2007;20(3):182–187. doi: 10.1111/j.1540-8183.2007.00263.x. [DOI] [PubMed] [Google Scholar]
- 7.United States Census Bureau 2008 http://www.census.gov/population/www/socdemo/hispanic/hispanic.html.
- 8.Bourassa MG, Al-Bassam M, Block PC, Coady P, Cohen H, Cowley M, Dorros G, Faxon D, Holmes DR, Jacobs A, Kelsey SF, King SB, 3rd, Myler R, Slater J, Stanek V, Vlachos HA, Detre KM. Percutaneous coronary intervention in the current era compared with 1985–1986. The National Heart, Lung, and Blood Institute Registries. Circulation. 2000;102:2945–2951. doi: 10.1161/01.cir.102.24.2945. [DOI] [PubMed] [Google Scholar]
- 9.Hoffmann R, Mintz GS. Coronary in-stent restenosis - predictors, treatment and prevention. Eur Heart J. 2000;21(21):1739–1749. doi: 10.1053/euhj.2000.2153. [DOI] [PubMed] [Google Scholar]
- 10.Kastrati A, Schömig A, Elezi S, Schühlen H, Dirschinger J, Hadamitzky M, Wehinger A, Hausleiter J, Walter H, Neumann FJ. Predictive factors of restenosis after coronary stent placement. J Am Coll Cardiol. 1997;30(6):1428–1436. doi: 10.1016/s0735-1097(97)00334-3. [DOI] [PubMed] [Google Scholar]
- 11.Cutlip DE, Chauhan MS, Baim DS, Ho KK, Popma JJ, Carrozza JP, Cohen DJ, Kuntz RE. Clinical restenosis after coronary stenting: perspectives from multicenter clinical trials. J Am Coll Cardiol. 2002;40(12):2082–2089. doi: 10.1016/s0735-1097(02)02597-4. [DOI] [PubMed] [Google Scholar]
- 12.Mercado N, Boersma E, Wijns W, Gersh BJ, Morillo CA, de Valk V, van Es GA, Grobbee DE, Serruys PW. Clinical and quantitative coronary angiographic predictors of coronary restenosis: a comparative analysis from the balloon-to-stent era. J Am Coll Cardiol. 2001;38(3):645–652. doi: 10.1016/s0735-1097(01)01431-0. [DOI] [PubMed] [Google Scholar]
- 13.Carlisle DM, Leake BD, Shapiro MF. Racial and ethnic differences in the use of invasive cardiac procedures among cardiac patients in Los Angeles County, 1986 through 1988. Am J Public Health. 1995;85(3):352–356. doi: 10.2105/ajph.85.3.352. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Ford E, Newman J, Deosaransingh K. Racial and ethnic differences in the use of cardiovascular procedures: findings from the California Cooperative Cardiovascular Project. Am J Public Health. 2000;90(7):1128–1134. doi: 10.2105/ajph.90.7.1128. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Giacomini MK. Gender and ethnic differences in hospital-based procedure utilization in California. Arch Intern Med. 1996;56(11):1217–1224. [PubMed] [Google Scholar]
- 16.Ramsey DJ, Goff DC, Wear ML, Labarthe DR, Nichaman MZ. Sex and ethnic differences in use of myocardial revascularization procedures in Mexican Americans and non-Hispanic whites: the Corpus Christi Heart Project. J Clin Epidemiol. 1997;50(5):603–609. doi: 10.1016/s0895-4356(97)80002-9. [DOI] [PubMed] [Google Scholar]
- 17.DuBard CA, Gizlice Z. Language spoken and differences in health status, access to care, and receipt of preventive services among US Hispanics. Am J Public Health. 2008;98(11):2021–2028. doi: 10.2105/AJPH.2007.119008. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Bild DE, Detrano R, Peterson D, Guerci A, Liu K, Shahar E, Ouyang P, Jackson S, Saad MF. Ethnic differences in coronary calcification: the Multi-Ethnic Study of Atherosclerosis (MESA) Circulation. 2005;111(10):1313–1320. doi: 10.1161/01.CIR.0000157730.94423.4B. [DOI] [PubMed] [Google Scholar]