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Published 19 September 2008, doi:10.1136/bmj.a1387
Cite this as: BMJ 2008;337:a1387
Gregorio Montalvo, clinical epidemiologist1, Fausto Avanzini, clinical cardiologist2, Mariella Anselmi, health care unit coordinator1,3, Rosanna Prandi, health manager1, Samuel Ibarra, general practitioner4, Monica Marquez, community epidemiologist1, Daniela Armani, general practitioner1, Juan-Martín Moreira, clinical epidemiologist1, Cynthia Caicedo, community epidemiologist1,4, Maria Carla Roncaglioni, head2, Fabio Colombo, senior statistician2, Paola Camisasca, clinical cardiologist2, Valentina Milani, statistician5, Simon Quimì, general practitioner4, Felix Gonzabay, general practitioner4, Gianni Tognoni, director6
1 Centro de Epidemiología Comunitaria y Medicina Tropical (CECOMET), Esmeraldas, Ecuador, 2 Laboratorio di Ricerca in Medicina Generale, Istituto di Ricerche Farmacologiche Mario Negri, 20156 Milan, Italy, 3 Centro Malattie Tropicali, Ospedale S. Cuore, 37034 Negrar, Verona, Italy, 4 Sistema Local de Salud, Ministerio de Salud Pública, Borbón, Ecuador, 5 Laboratorio di Statistica Medica, Istituto di Ricerche Farmacologiche Mario Negri, Milan, 6 Consorzio Mario Negri Sud, 66030 Santa Maria Imbaro, Chieti, Italy
Correspondence to: F Avanzini, Department of Cardiovascular Research, Istituto di Ricerche Farmacologiche Mario Negri, Via La Masa 19, 20156 Milan, Italy avanzini{at}marionegri.it
Design Prospective cohort study of outcomes according to cardiovascular risk profile at baseline.
Setting Primary care in a poor rural area of the Ecuadorian forest.
Participants 504 people with hypertension prospectively monitored for a mean of 6.7 (SD 2.3) years.
Interventions Essential data included blood pressure, medical history, smoking, age, sex, and diagnosis of diabetes; the WHO-ISH methods additionally included measurement of fasting blood glucose, total cholesterol, and creatinine, urinalysis, and electrocardiography.
Main outcome measures Cardiovascular events and total deaths.
Results With both methods there was a highly significant association between the level of predicted risk and the incidence of cardiovascular events and of total deaths: up to three quarters of all cardiovascular events and two thirds of all deaths were reported among people classified as at high or very high risk with either method. The predictive discrimination of the essential method is comparable with the WHO-ISH with C statistics (95% confidence interval) of 0.788 (0.721 to 0.855) and 0.744 (0.673 to 0.815), respectively, for cardiovascular events and 0.747 (0.678 to 0.816) and 0.705 (0.632 to 0.778) for total mortality.
Conclusions The risk stratification of patients with hypertension with an essential package of variables (that is, available and practicable even in the economically less developed areas of the world) serves at least as well as the more comprehensive method proposed by WHO-ISH.
Studies like INTERHEART provide important support for the idea that the components of cardiovascular risk are substantially comparable across a broad spectrum of populations and healthcare systems.15 16 Cohort studies in low income countries, aiming to assess not only the causal side of the risk but the critical question of the transferability of measures recommended to identify patients at risk and to influence their clinical outcomes, are still rare.17
This situation is likely to produce an important cultural distortion in the perception and management of problems by local and international health professionals and planners, further aggravating the impact of well known socioeconomic inequalities.17 18 Countries with restricted resources need a cost effective cardiovascular preventive strategy19 so that candidates for preventive interventions can be stratified by absolute level of cardiovascular risk and priority given to those at higher risk of complications.20 21 22
We explored the predictive power of a risk stratification method for hypertension based on "essential" procedures (that is, available in good community practice even in the economically less developed areas of the world), comparing it in the same population with the results given by the method suggested by the World Health Organization-International Society of Hypertension (WHO-ISH) guidelines11 in an area that could be described as a model of epidemiological transition8 and where hypertension has been carefully documented as the major component of a high cardiovascular risk profile.23
Screening for hypertension and diagnostic investigation
Between 1995 and 2001 a screening programme of the population aged 18 and over was set up to assess the size and impact of the risk of hypertension. Rural medical doctors visited villages and measured blood pressure with calibrated aneroid sphygmomanometers in seated patients. They recorded the lower of two values measured 5 minutes apart, rounded to the nearest 5 mm Hg. All participants with systolic blood pressure
140 mm Hg or diastolic
90 mm Hg were rechecked the next day. The results of this screening programme have been reported elsewhere.23
The cohort of 1643 people with hypertension (systolic blood pressure
140 mm Hg or diastolic
90 mm Hg, or both, at the screening and the next day, or taking antihypertensive drugs) was prospectively monitored, and all causes of death and major cardiovascular events (stroke, transient ischaemic attack, myocardial infarction, heart or renal failure, and vascular disease) were recorded. The rural medical doctors diagnosed non-lethal cardiovascular events during their periodic visits to the communities. All deaths were included in a registry based on an immediate postmortem form filled in by the local nurse or health promoter. The rural medical doctors subsequently defined cause of deaths with verbal autopsies.24 25 26
With the resources provided by an international donation, between 1998 and 2001 a subset of participants with hypertension underwent all the laboratory and instrumental investigations recommended by the World Health Organization (WHO) and the International Society of Hypertension (ISH).10 11 Tests included fasting blood glucose, total cholesterol, and creatinine concentrations; urinalysis; and electrocardiography. The local hospital laboratory could not measure plasma potassium concentrations. Participants in the subset lived in the more accessible villages because, in the absence of electricity, blood samples had to be stored in a portable refrigerator and had to be transferred as soon as possible to the local hospital at Borbón. Complete laboratory data were available for 504 of the 714 participants evaluated.
The results of the laboratory tests, with clinical history, physical examination, and blood pressure, served to estimate each participants future absolute risk of major cardiovascular events, as suggested by WHO-ISH guidelines.11 These estimates are based on blood pressure and the presence of other risk factors and history of diseases (age, sex, family history of premature cardiovascular disease, smoking, cholesterol, diabetes, target organ damage, associated clinical conditions) (fig 1)
. The rural medical doctors diagnosed associated clinical conditions (cerebrovascular or coronary diseases, heart and renal failure, vascular disease) on the basis of clinical history, physical examination, and, when available, clinical record, as suggested by the WHO-ISH 1999 guidelines.11 We could not evaluate hypertensive retinopathy because of the lack of equipment and technical competence, and a family history of premature cardiovascular disease could not be assumed to be retrievable information. This should not have altered the predictive power of the WHO-ISH method as generalised or focal narrowing of the retinal arteries has low specificity27 and has therefore been dropped as target organ damage in the 2003 WHO-ISH guidelines,28 and advanced retinopathy is usually associated with severe hypertension, that is in itself a high risk condition. Moreover, the prevalence of a family history of premature cardiovascular disease in an adult population in the transition phase is expected to be low.
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As the laboratory and instrumental investigations recommended by the WHO-ISH are not usually available for people living in this poor region of the equatorial forest, in the same population evaluated according to the method suggested by WHO-ISH guidelines we studied the predictive power of a simplified risk stratification method based only on the data available even in this economically underdeveloped area. In addition to blood pressure, this essential method includes age, smoking, diabetes (which in this population is usually self diagnosed by tasting urine), and associated clinical conditions (fig 1).
We compared the two risk prediction methods using cardiovascular events (the first non-lethal cardiovascular event or cardiovascular death) as the primary outcome and total mortality as secondary outcome.
Statistical analysis
Descriptive data are expressed as counts (percentages) for categorical data and as means (SD) for continuous variables, as appropriate. We measured concordance between the two methods in individual risk stratification by the weighted
statistic. Differences in the rate of events according to risk categories were evaluated with the Mantel-Haenszel test for linear association. Plots of the Kaplan-Meier estimate of the survival curves according to the cardiovascular risk categories of the two methods are shown for cardiovascular events and total deaths. Survival plots run to the mean follow-up of seven years. We constructed two multivariable Cox proportional hazards models for cardiovascular events for each method, adjusting for four classes of blood pressure and four categories of other risk factors and history of disease (fig 1).
To compare the predictivity of the two stratification methods we used receiver operating characteristic (ROC) curves based on the same variables as the Cox regression models. These curves are the plot of the true positive rate (sensitivity) in relation to the false positive rate (100–specificity).30 The area under the curve, which is equivalent to the C statistic, provides a summary measure of the accuracy of the diagnostic test, which can also be thought of as how well the test distinguished between those with and without outcomes (cardiovascular events or death). The curves were calculated up to a maximum of seven years. To assess the diagnostic performance of the two methods of risk stratification we compared predicted cardiovascular risk (medium and over, high and over, or very high) with observed outcomes (incidence of cardiovascular events and total deaths during follow-up), calculating the sensitivity and specificity. All statistical analyses were done with SAS (version 9), and all tests were done at the 5% significance level.
140/90 mm Hg and 34% had blood pressure
180/110 mm Hg. Fifty six (11%) had evidence of target organ damage (evidence of left ventricular hypertrophy on the electrocardiogram, proteinuria, or slightly raised plasma creatinine concentrations). Associated clinical conditions (history or current symptoms of coronary disease, heart failure, cerebrovascular disease, vascular disease, renal disease) were reported in 22 (4%), mainly cerebrovascular events (n=14) and heart failure (n=6).
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value of 0.764.
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value of 0.902 (table 3)
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The proportion of participants with cardiovascular events was significantly associated with baseline blood pressure: respectively 7%, 11%, 10%, and 25% in those with normal blood pressure (<140/90 mm Hg), mild (140-159/90-99 mm Hg), moderate (160-179/100-109 mm Hg), and severe (
180/110 mm Hg) hypertension (P<0.001 for trend). The proportion with cardiovascular events was also significantly associated with the four categories of other risk factors and history of disease considered in the WHO-ISH method (7%, 19%, 15%, and 68%, P<0.001 for trend) and the essential method (6%, 21%, 24%, and 68%, P<0.001 for trend).
Multivariate Cox analyses confirmed that in this population the criteria adopted by both methods (blood pressure classes and categories of other risk factors and disease history) were significantly associated with the incidence of cardiovascular events (data not shown). Kaplan Meier survival curves in patients at very low, low, medium, high, and very high cardiovascular risk according to both methods indicated a highly significant association between the level of predicted risk with both methods and the incidence of cardiovascular events (log rank test, P<0.001) (fig 2).
The ROC curves show that the predictive discrimination of the essential method was comparable with that of the WHO-ISH method with C statistics 0.788 (95% confidence interval 0.721 to 0.855) and 0.744 (0.673 to 0.815), respectively (fig 3).
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Only two of the 76 cardiovascular events were in participants who were classified according to the essential method as at lower risk than according to the WHO-ISH method: one was a patient classified medium instead of high risk and the other was classified as high risk instead of very high.
The results did not change substantially when we restricted the analyses to the 357 patients with blood pressure
140/90 mm Hg who were not taking antihypertensive drugs at baseline. The predictive discrimination of the essential method was comparable with that of the WHO-ISH, with C statistics 0.759 (0.667 to 0.851) and 0.715 (0.619 to 0.811), respectively.
The use of electrocardiographic criteria for the detection of left ventricular hypertrophy by a more sensitive method than the Framingham criterion, such as the Romhilt-Estes and Perugia score or the Sokolow-Lyon and Cornell voltages,31 would reduce the predictive discrimination of the WHO-ISH method: C statistics 0.739 (0.668 to 0.810), 0.725 (0.652 to 0.798), 0.724 (0.651 to 0.797), and 0.723 (0.650 to 0.796), respectively.
Total mortality during follow-up according to risk prediction
The percentages of all deaths in patients at very low, low, medium, high, and very high cardiovascular risk were 3%, 6%, 10%, 16%, and 30% according to the WHO-ISH method and 4%, 6%, 10%, 15%, and 35% according to the essential method. As for cardiovascular events, even with total deaths as outcome, both stratification methods showed a significant association between the level of predicted risk and mortality (log rank test, P<0.001) (fig 2)
; similar predictive discrimination with C statistic 0.705 (0.632 to 0.778) for the WHO-ISH method and 0.747 (0.678 to 0.816) for the essential method (fig 3)
; and comparable sensitivity and specificity (table 4).
Hypertension is increasingly recognised as a major cause of mortality and morbidity in low income countries, where its complications arise at an earlier age than in developed countries.6 7 8 9 The most cost effective and nowadays universally recommended approach for the treatment of hypertension should be based on the absolute risk of cardiovascular disease.7 10 11 Methods for the identification of high risk patients should be simple, reproducible, easily accessible, and low cost, especially in developing countries.19 The scheme for stratifying the global risk in hypertension was formulated by WHO-ISH in 199911 and subsequently updated and revised.28 32 No data are available, however, on the real applicability of this method in developing countries.
Strengths and limitations
Our findings have the advantage of reflecting real life conditions, where the clinical outcomes include all the relevant field variables that can arise over a follow-up that was particularly long for a difficult and deprived setting of life and care, although we might have underestimated the overall rate of cardiovascular events because of the difficulties of doing instrumental and laboratory tests in this setting. A better classification of cardiovascular events, however, should not have influenced the results of the comparison between the two risk stratification approaches. Also, to overcome this possible limitation, we included total deaths in the evaluation of the prognostic power of the two methods.
In a remote rural region of a low income country the WHO-ISH criteria would be hard to apply in everyday practice.19 Some of the variables could not be measured either because of the lack of equipment or technical skills (for example, examination of the optic fundus) or the unavailability or unreliability of information (family history of premature cardiovascular events). In our study we were able to carry out systematic electrocardiography and biochemical analyses because of an ad hoc research grant that helped to overcome logistic and organisational barriers. In routine practice people with hypertension should attend the nearest local hospital to be examined, which might require a full day of difficult travel (such as river navigation), affordable by only a minority of people. In regions with limited medical staff the simplified approach for first line screening of people at higher risk could be easily used by non-medical staff. The applicability of this method by the "promotores de salud" is currently being assessed in the health district of Borbón.
Comparison with other studies
Though we know of no other similar studies, the problems described here are likely to be representative of the logistic and economic barriers in many other rural areas of Latin America and many other low income countries. Moreover, although our study population was mainly made up of black people with high and often untreated hypertension, the results in terms of feasibility and predictive accuracy of the proposed simplified method for stratifying cardiovascular risk should be easily transferable and applicable in other settings at a similar stage of the epidemiological transition.8 9
Implications
Operationally, the resources needed for the procedures included in the "standards" could be drastically reduced, thus allowing broader coverage of the population as well as closer care of those at highest risk or those already disabled. For example, nowadays in the district of Borbón the cost to a patient for the laboratory tests recommended by WHO-ISH is equivalent to the cost of almost two years treatment with antihypertensive drugs.
From the public health point of view, our data do not support the consolidated idea of a direct proportion between more sophisticated and costly approaches and better care. While the best existing knowledge must certainly be kept in mind, the approach we adopted highlights the priority and the need to put the issue of practicable care in the forefront. Time should not be spent nor resources invested in reiterating general recommendations but in the field, assessing the outcomes of due and possible care and producing original knowledge of the degree of effectiveness (or epidemiological efficacy) of essential practices (that is, recommended and transferable).
Thirty years ago, the WHO report on essential drugs33 was conceived as a tool to assure that most people could have access to drugs as part of their rights to life. Governing bodies were challenged to transform the essential drugs list into concrete health policies. We now also need essential prognostic tools, but there are few field projects that prospectively monitor the outcomes of affordable (not simply recommended) diagnostic practices.
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Cite this as: BMJ 2008;337:a1387
Contributors: GM, FA, MA, RP, J-MM, MCR, and GT were responsible for planning the study. GM, FA, and MCR prepared the first draft of the paper, and GT and MA revised it critically for important intellectual content. PC, GM, MA, RP, SI, MM, DA, J-MM, CC, SQ, and FG were responsible for data collection and development of the dataset. FC and VM carried out the statistical analyses. All authors contributed to the interpretation of the results, and approved the final version of the paper. GT is guarantor.
Funding: CEI (Conferenza Episcopale Italiana), Associazione Amici del terzo mondo di Marsala, Associazione "Cuore batti cuore" di Bergamo, Movimento Laici America Latina/Dipartimento della Cooperazione of the Ministero Affari Esteri, Italia project MAE 2347 Esmeraldas/Equador.
Competing interests: None declared.
Ethical approval: Not required.
Provenance and peer review: Not commissioned; externally peer reviewed.
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