In terms of weight, 40.12% of men and 48.87% of women were classified as normal according to their BMI; 13.2% of men and 17.5% of women were classified as obese. As for cholesterol, 57.3% of men and 53% of women had levels greater than 200 mg/dl, 23% of men and 17.95% of women had LDL-cholesterol levels higher than 160 mg/dl, whereas 15% of men and 6% of women had HDL-cholesterol levels below 40 mg/dl. Hypertriglyceridemia (>150 mg/dl) was detected in 28% of men and 13% of women. Systolic blood pressure was greater than 140 mmHg in 30% of men and in 21% of women; diastolic pressure was higher than 90 mmHg in 23.2% of men and in 13.6% of women. Baseline blood sugar levels were above 126 mg/dl in 11.2% of men and in 7.2% of women aged more than 55; the prevalence of diabetes in this age group was 5.3% and 2.4%, respectively. Smokers accounted for 39% of the study population, and this proportion was higher in men (48.1% of the population compared with 30.2% women).
The prevalence of metabolic syndrome was 10.87% overall (12.15% in men and 9.9% in women). The number of participants with at least 1 major cardiovascular risk factor (arterial hypertension, dyslipidemia, diabetes) was higher in participants with a BMI >27 than in those whose BMI was normal. In terms of waist circumference, 25% of those individuals with risk factors (>102 cm in men and >88 cm women) presented at least 1 major cardiovascular risk factor (χ²= 56.970; P<0.001). Receiver operating characteristic (ROC) curves were used to compare the sensitivity and specificity of the different anthropometric indicators and estimate the presence of cardiovascular risk factors associated with obesity.
The individual importance of each cardiovascular risk factor in our setting was evaluated by calculating the attributable risk fraction. The attributable fraction for arterial hypertension was 26.7% for men and 22.9% for women. The prevalence of hypercholesterolemia was 20.7% for men and 18.2% for women, with an attributable fraction of 15.7% and 12.7%, respectively. The prevalence of obesity was 13.2% for men and 17.5% for women, with an attributable fraction of 4% and 5%, respectively. Smoking was third in men, with an attributable fraction of 13.13%, and fourth in women, with an attributable fraction of 3.71%.
- Systolic and diastolic blood pressure (Grade 1-3)
- Men aged > 55 years
- Women aged > 65 years
- Smoking
- Total cholesterol > 6.5 mmol/L (250 mg/dL).
- Diabetes
- Family history of premature cardiovascular disease Other factors that negatively affect prognosis:
- Low HDL cholesterol
- High LDL cholesterol
- Microalbuminuria in diabetes
- Carbohydrate intolerance
- Obesity
- Sedentary lifestyle
High fibrinogen
- High-risk socioeconomic group
- High-risk ethnic group
- High-risk geographic region Target organ lesion:
• Left ventricular hypertrophy diagnosed by electrocardiogram or echocardiography
• Proteinuria, mild increase in plasma creatinine concentration (1.2-2 mg/dL), or both.
• Echographic or radiologic signs of the presence of atherosclerotic plaque in the carotid, iliac, or femoral arteries, or in the aorta.
• Focal or generalized stenosis of retinal arteries.
Associated clinical disorders:
• Cerebrovascular disease: Cerebrovascular accident, cerebral hemorrhage, or transient ischemic attack.
• Heart disease: Myocardial infarction, angina, coronary revascularization, or congestive heart failure.
• Kidney disease: Diabetic kidney disease or kidney failure (plasma creatinine concentration >2 mg/dL).
• Vascular disease: Dissecting aneurysm or symptomatic artery disease.
• Advanced hypertensive retinal disease: Hemorrhage, exudates, or papillary edema.
a. High risk: patients with clinically demonstrated atherosclerotic disease, patients with a calculated risk greater than 20%, and patients with type 2 diabetes.
b. Moderate risk: patients with risk factors and a cardiovascular risk calculated to be between 10% and 20%.
c. Low risk: patients with a cardiovascular risk calculated to be below 10%.
AGE GROUP |
LIPID PARAMETER |
MEAN |
SD |
95% CI |
25th |
50th Percentiles |
75th |
25-34 |
Weight (Kg) |
75,11a |
10,89 |
74,63-75,59 |
67,20 |
74,00 |
82,00 |
|
Height (cm) |
173,51a |
676 |
173,22173,81 |
169 |
173,00 |
178,00 |
|
BMI (kg/m2) |
24,91a |
3,27 |
24,76-25,05 |
22,75 |
24,54 |
26,85 |
|
Waist (cm) |
87,15a |
8,66 |
86,62-87,68 |
80,50 |
86,50 |
93,00 |
|
Waist/Hip ratio |
0,89a |
0,06 |
0,89-0,89 |
0,85 |
0,89 |
0,93 |
|
SBP (mmHg) |
126,24a |
13,58 |
125,49126,98 |
118,00 |
125,00 |
135,00 |
|
DBP(mmHg)50th |
76,98a |
10,07 |
76,43-7753 |
70,00 |
76,00 |
84,00 |
35-44 |
Weight (Kg) |
76,26 |
11,40 |
75,72-76,80 |
69,00 |
75,00 |
83,00 |
|
Height (cm) |
171,09 |
6,63 |
170,77171,40 |
166,87 |
171,00 |
175,50 |
|
BMI (kg/m2) |
26,01 |
3,41 |
25,85-26,17 |
23,78 |
25,83 |
28,01 |
|
Waist (cm) |
91,16 |
9,78 |
90,52-91,80 |
84,00 |
91,50 |
96,50 |
|
Waist/Hip ratio |
0,91 |
0,06 |
0,91-0,92 |
0,88 |
0,91 |
0,95 |
|
SBP (mmHg) |
127,85 |
14,85 |
126,97128,72 |
120,00 |
127,50 |
137,00 |
|
DBP (mmHg) |
79,85 |
11,37 |
79,18-80,51 |
71,00 |
80,00 |
88,00 |
45-54 |
Weight (Kg) |
76,38 |
11,58 |
75,78-76,98 |
69,00 |
75,00 |
83,00 |
|
Height (cm) |
169,00 |
7,09 |
168,63169,37 |
164,00 |
169,00 |
173,91 |
|
BMI (kg/m2) |
26,71 |
3,62 |
26,52-26,89 |
24,52 |
26,46 |
28,86 |
|
Waist (cm) |
94,46 |
9,72 |
93,77-95,15 |
88,40 |
94,00 |
100,00 |
|
Waist/Hip ratio |
0,94 |
0,06 |
0,94-0,95 |
0,90 |
0,94 |
0,99 |
|
SBP (mmHg) |
133,11 |
15,35 |
132,11134,12 |
120,00 |
130,00 |
144,50 |
|
DBP (mmHg) |
83,11 |
12,05 |
82,32-83,90 |
75,00 |
83,50 |
90,00 |
55-64 |
Weight (Kg) |
75,82 |
10,82 |
75,20-76,45 |
69,10 |
75,50 |
82,00 |
|
Height (cm) |
167,15 |
6,86 |
166,76167,55 |
163,00 |
167,50 |
172,00 |
|
BMI (kg/m2) |
27,10 |
3,48 |
26,90-27,30 |
24,92 |
26,57 |
29,34 |
|
Waist (cm) |
96,85 |
8,93 |
96,14-97,56 |
91,50 |
97,00 |
102,30 |
|
Waist/Hip ratio |
0,96 |
0,06 |
0,96-0,96 |
0,92 |
0,97 |
1,00 |
|
SBP (mmHg) |
139,44 |
18,20 |
138,11-140,77 |
128,00 |
139,50 |
150,00 |
|
DBP (mmHg) |
84,62 |
11,01 |
83,82-85,42 |
78,00 |
85,00 |
90,00 |
AGE GROUP |
LIPID PARAMETER |
MEAN |
SD |
95% CI |
25th |
50th Percentiles |
75th |
25-34 |
Total cholesterol (mg/dL) |
192,97a |
35,77 |
188,80-197,13 |
169,00 |
191,00 |
216,94 |
|
cLDL (mg/dL) |
121,20a |
32,99 |
116,86-125,53 |
97,00 |
119,94 |
143,00 |
|
cHDL (mg/dL) |
52,15 |
12,28 |
50,71-53,48 |
44,09 |
51,00 |
58,00 |
|
Triglycerides (mg/dL) |
119,14b |
69,10 |
111,09-127,18 |
76,86 |
107,28 |
144,75 |
|
Glucemia (mg/dL) |
91,81 |
11,00 |
90,34-93,28 |
85,06 |
92,00 |
98,00 |
35-44 |
Total cholesterol(mg/dL) |
211,8 |
43,31 |
206,75-217,21 |
181,59 |
212,96 |
238,95 |
|
cLDL (mg/dL) |
136,2 |
38,03 |
131,48-141,96 |
109,00 |
137,00 |
159,23 |
|
cHDL (mg/dL) |
51,76 |
14,03 |
50,05-53,46 |
43,00 |
49,21 |
61,00 |
|
Triglycerides (mg/dL) |
142,78 |
130,67 |
126,98-158,58 |
78,12 |
120,00 |
158,08 |
|
Glucemia (mg/dL) |
96,75 |
21,28 |
93,77-99.73 |
86,84 |
94,00 |
102,00 |
45-54 |
Total cholesterol (mg/dL) |
215,54 |
36,52 |
212,12-222,96 |
196,00 |
221,00 |
241,00 |
|
cLDL (mg/dL) |
143,26 |
36,38 |
138,03-148,49 |
118,00 |
145,02 |
162,48 |
|
cHDL (mg/dL) |
50,40 |
12,99 |
48,71-52,09 |
42,00 |
48,00 |
57,00 |
|
Triglycerides (mg/dL) |
132,18 |
74,85 |
122,46-141,89 |
77,00 |
116,82 |
168,11 |
|
Glucemia (mg/dL) |
101,41 |
26,11 |
97.53-105.29 |
90,00 |
97,86 |
105,00 |
55-64 |
Total cholesterol (mg/dL) |
217,54 |
36,52 |
212,12-222,96 |
196,00 |
221,00 |
241,00 |
|
cLDL (mg/dL) |
141,96 |
31,08 |
136,76-147,16 |
125,00 |
147,80 |
163,00 |
|
cHDL (mg/dL) |
52,36 |
16,08 |
49,96-54,75 |
42,02 |
50,00 |
60,99 |
|
Triglycerides (mg/dL) |
141,41 |
86,04 |
128,62-154,20 |
94,33 |
118,58 |
165,29 |
|
Glucemia (mg/dL) |
104,11 |
27,67 |
99,56-108,66 |
89,00 |
97,00 |
107,00 |
|
MEN |
WOMEN |
||
RISK FACTOR |
Prevalence |
Attributable fraction (%) |
Prevalence |
Attributable fraction (%) |
Hypercholesterolemia |
||||
> 200 mg/dL |
57,3%(56,96-57,64) |
34 |
53%(52,68-53,32) |
30 |
> 240 mg/dL |
20,7%(52,68-53,32) |
16 |
18,21%(17,99-18,43) |
13 |
Hypertension |
||||
>140/90 mmHg |
36,4%(35.55-37.24) |
27 |
24.8%(24,36-25,24) |
23 |
Diabetes |
5,3%(4,92-5,68) |
6 |
2,4%(2,03-2,77) |
3 |
Smoking |
48,1%(47,57-48,63) |
13,1 |
30,2%(29,64-30,76) |
4 |
Obesity |
13,2%(13,09-13,31) |
4 |
17,5%(17,28-17,72) |
5 |
AGE GROUP |
MEN |
WOMEN |
25-34 |
35,0 |
32,5 |
35-44 |
27,5 |
28,4 |
45-54 |
21,3 |
23,9 |
55-64 |
16,2 |
15,3 |
EDUCATIONAL LEVEL |
||
LOW |
23,17 |
28,46 |
MEDIUM |
40,81 |
43,85 |
HIGH |
36,02 |
27,69 |
SOCIOECONOMIC LEVEL |
||
LOW |
22,96 |
27,25 |
MEDIUM |
66,03 |
66,08 |
HIGH |
11,02 |
6,67 |
AREA OF RESIDENCE |
||
< 10.000 inhabitants |
12,09 |
11,81 |
10.000-100.000 inhabitants |
31,81 |
31,98 |
> 100.000 inhabitants |
56,11 |
56,14 |
REGION |
||
North |
11,73 |
11,66 |
Northwest |
6,78 |
6,89 |
Center |
25,98 |
26,14 |
Northeast |
18,80 |
18,68 |
East |
14,64 |
14,67 |
South |
22,03 |
21,93 |
• To ascertain the prevalence of cardiovascular risk factors in the Spanish population.
• To analyze the impact of obesity on cardiovascular risk factors.
• To propose a quantitative or qualitative model for estimation of cardiovascular risk factors in our setting using other models.
• To calculate the fraction of attributable risk for each of the risk factors analyzed with respect to the Spanish population.
• Socio-demographic
1. Age group: 25-34 years, 35-44 years, 45-54 years, 55-64 years.
2. Gender: man, woman.
3. Marital status: single, married, divorced-separated, widowed.
4. Educational level: low, medium, high.
5. Social class: low, middle, high.
6. Area of residence: <10,000 inhabitants, 10,000-100,000 inhabitants, >100,000 inhabitants.
7. Region.
1. Eating habits: The analysis of eating habits was made using the 24-hour recall method (2 or 3 nonconsecutive days) or diet diaries on 3 nonconsecutive days [11].
2. Smoking: smoker, ex-smoker, nonsmoker.
3. Physical activity: very low, low, medium, high, very high.
4. Exercise (sport): yes, no.
5. Frequency of exercise (sport).
6. Alcohol: yes, no.
7. Sleep.
1. Weight
2. Height
3. BMI
4. Waist and hip circumferences
5. Systolic and diastolic blood pressure: in the dominant arm with two separate sequential measurements. Blood pressure was considered the mean of the two readings. Arterial hypertension was considered as systolic pressure >140 mmHg, diastolic pressure >90 mmHg, or both.
6. Waist-to-hip ratio
7. Waist-to-height ratio
8. Obesity: calculated as BMI >30
1. Baseline blood sugar
2. Total cholesterol: <200 mg/dl (desirable), 200-239 mg/dl, >240 mg/dl (high).
3. LDL cholesterol: <100 mg/dl, 100-129 mg/dl (desirable), 130-159 mg/dl, 160-189 mg/dl (high), >190 mg/dl.
4. HDL cholesterol: <40 mg/dl (low), 40-59 mg/dl (normal), >60 mg/dl.
5. Triglycerides: <150 mg/dl, 150-199 mg/dl (high), 200-499 mg/dl, >500mg/dl.
Metabolic syndrome: defined as a fulfilling 3 or more of the following:
- Abdominal obesity: waist circumference >102 cm for men or >88 cm for women
- Blood pressure >130/85 mmHg.
- Baseline blood sugar >110 mg/dl.
- Hypertriglyceridemia >150 mg/dl.
- HDL-cholesterol < 40mg/dl for men or <50 mg/dl for women
- Weight was determined in kilograms with a tolerance of ±100 g. Height was measured in centimeters with a tolerance of ±0.5 cm.
- The BMI was used for the ponderal index. This divides body weight in kilograms by the square of height in meters (body weight [kg]/height [m²]). Participants were classified as normal weight if the BMI was between 18.5 and 24.9, overweight grade I if the BMI was between 25 and 26.9, overweight grade II if the BMI was between 27 and 29.9, obese type I if BMI was between 30 and 34.9, obese type II if BMI was between 35 and 39.9, obese type III or morbidly obese if BMI was above 40, and obese type IV or extremely obese if the BMI was above 50.
Methodological considerations including as follows:
- The statistical analysis was performed using SPSS and Stata. Proportions were estimated using 95% confidence intervals.
- Quantitative variables were expressed as the mean and standard deviation (SD). Statistical significance was set at P <0.05.
- Analysis of variance was performed to compare the mean between groups; the χ² was performed to compare proportions.
- The fraction of risk attributable to each factor was calculated to evaluate the individual importance of each factor in our setting.
2. Although the cardiovascular mortality rate is falling in Spain, the total number of deaths will increase due to aging of the population.
3. The importance of the DORICA study lies in the fact that it is the first in Spain to investigate the attributable fraction of each cardiovascular risk factor individually.
4. Cardiovascular risk should be calculated on an individual basis to provide tailored strategies and take full advantage of these strategies.
5. The most important anthropometric values for subsequent cardiovascular risk were waist diameter and waist-to-height index.
6. Although the total number of deaths from cardiovascular disease is greater in men, the gross mortality rate is higher in women.
7. Obesity is a risk factor with little impact on cardiovascular mortality, although it is significantly associated with other key risk factors, such as arterial hypertension and hyperglycemia.
8. Early detection of risk factors and promotion of a healthy diet and lifestyle are particularly important as cardiovascular risk reduction strategies.
9. Future studies in Spain must determine the association between risk factors and the number of cases affected by coronary disease and cerebrovascular disease, since we currently lack protocols of this type.
- Regidor E, Gutierrez-Fisac JL, Calle ME, Otero A (2002) Patron de mortalidad en Espana, 1998. Med Clin (Barc) 118(1): 13-15.
- Tormo Diaz MJ, Navarro MC, Chirlaque MD, Perez FD (1997) Factores de riesgo cardiovascular en la Region de Murcia, Espana. Rev Esp Salud Publica 71(6): 515-529.
- Gaede P, Vedel P, Larsen N, Jensen GV, Parving HH, et al. (2003) Multifactorial intervention and cardiovascular disease in patients with type 2 diabetes. N Engl J Med 348(5): 383-393.
- Murray CJ, Lopez AD (1997) Mortality by cause for eight regions of the World: Global burden of disease study. Lancet 349(9061): 1269-1276.
- Eckel RH (1997) Obesity and heart disease. Circulation 96: 3248-3250.
- Sociedad Espanola para el Estudio de la Obesidad (SEEDO) (1996) Consenso espanol para la evaluacion de la obesidad y para la realizacion de estudios epidemiologicos. Med Clin (Barc) 107: 782-787.
- Maiques A, Brotons C, Villar F (1997) Guias de prevencion cardiovascular. PAPPS-Semfyc, Barcelona.
- World Health Organization (WHO) (2003) Diet, nutrition and the prevention of chronic diseases: report of a joint FAO/WHO Expert consultation. WHO Technical report series 916, Geneva.
- Sociedad Espanola para el Estudio de la Obesidad (SEEDO) (2007) Consenso SEEDO 2007 para la evaluacion del sobrepeso y la obesidad y el establecimiento de criterios de intervencion terapeutica. Med Clin (Barc)
- Aranceta J, Foz M, Gil B, Jover E, Mantilla T, et al. (2004) Obesidad y Riesgo Cardiovascular. Estudio Dorica 15(5): 196-233.
- Aranceta J, Perez C, Amela C, Garcia Herrera R (1994) Encuesta de Nutricion de la Comunidad de Madrid. Madrid: Consejeria de Salud de la Comunidad de Madrid.
- Aranceta J, Perez-Rodrigo C, Serra Majem Ll, Ribas Barba L, Quiles Izquierdo J et al. (2003) y el Grupo Colaborativo para el estudio de la Obesidad en Espana, Med Clin (Barc) 120: 608-612.
- Rubies-Prat J, Botet JP (2003) Hypertrigliceridemia como factor de riesgo cardiovascular. ¿Fin de la controversia?. Med Clin (Barc) 120(8): 303-307.
- NIH. National Institutes of Health National Heart, Lung and Blood Institute. Clinical guidelines on the identification, evaluation and treatment of overweight and obesity in adults. The evidence report. Bethesda (MD, USA)
- Renaud S, Lanzmann-Petithory D (2001) Coronary heart disease: dietary links and pathogenesis. Public Health Nutr 4(2B): 459-474.


