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                  Validity and reproducibility of a food frecuency questionnaire                                             ARTÍCULO ORIGINAL
                                          Validity and reproducibility of
                            a food frequency questionnaire to assess
                    dietary intake of women living in Mexico City*
                                                                           (1)                              (2)                       (1)
                                 Mauricio Hernández-Avila, MD, DSc.,          Isabelle Romieu, MD, DSc.,  Socorro Parra, MSc.,
                                                                     (1)                          (3)                            (4,5)
                                      Juan Hernández-Avila,MSc.,        Herlinda Madrigal, Lic.,  Walter Willett, MD, DPh.
                                    Hernández-Avila M, Romieu I, Parra S,               Hernández-Avila M, Romieu I, Parra S,
                                 Hernández-Avila J, Madrigal H, Willett W.              Hernández-Avila J, Madrigal H, Willett W.
                                              Validity and reproducibility of           Validación y reproducibilidad de un cuestionario de
                                 a food frequency questionnaire to assess               frecuencia de consumo para estimar la ingesta
                           dietary intake of women living in Mexico City.               alimentaria en mujeres de la Ciudad de México.
                                       Salud Publica Mex 1998;40:133-140.               Salud Publica Mex 1998;40:133-140.
                  Abstract                                                              Resumen
                  Objective. To assess the reproducibility and validity of a            Objetivo. Evaluar la reproducibilidad y validez de un cues-
                  116 item semi-quantitative food frequency questionnaire               tionario semicuantitativo de frecuencia de consumo de ali-
                  (FFQ), designed to assess the relation between dietary                mentos, para ser utilizado en estudios epidemiológicos sobre
                  intake and chronic diseases. Material and methods. To                 enfermedades crónicas. Material y métodos. Para evaluar
                  test the reproducibility of the FFQ questionnaire, the FFQ            la reproducibilidad del cuestionario de frecuencia de con-
                  was administered twice to 134 women residing in Mexico                sumo se comparó el resultado obtenido al aplicar la encuesta
                  City at an interval of approximately one year; to assess              a 134 mujeres en dos tiempos separados por 12 meses.
                  the validity we compared results obtained by the FFQs                 Para evaluar la validez del cuestionario, comparamos los
                  with those obtained by four 4-day 24-hour recalls at three            resultados obtenidos a partir de su aplicación, con el pro-
                  month intervals. Validity and reproducibility were evaluated          medio de 16 recordatorios de 24-horas, los cuales se obtu-
                  using regression analysis and Pearson and intraclass                  vieron en el transcurso de 12 meses. Para estimar la validez
                  correlation coefficients of log-e and calorie-adjusted nutrient       utilizamos modelos de regresión y correlación de Pearson.
                  scores. Results. Mean values for intake of most nutrients             Para evaluar la reproducibilidad estimamos la correlacion
                  assessed by the two food frequency questionnaires were                intraclase entre los cuestionarios de frecuencia de consumo.
                  similar. However, means for the 24-hr recall were significantly       Resultados. Las ingestas promedio diarias estimadas por
                  lower. Intraclass correlation coefficients for nutrient intakes,      los cuestionarios de frecuencia de consumo fueron similares.
                  assessed by questionnaires, administered one year apart,              Sin embargo, las medias estimadas mediante los recorda-
                  ranged from 0.38 for cholesterol to 0.54 for crude fiber.             torios de 24 horas fueron significativamente menores. Las
                  Correlation coefficients between energy-adjusted nutrient             correlaciones intraclase entre los cuestionarios de frecuencia
                  intakes, measured by diet recalls, and the first FFQ ranged           de consumo aplicados 12 meses aparte, variaron entre 0.38
                  from 0.12 for polyunsaturated fatty acids to 0.67 for                 para colesterol y 0.54 para fibra cruda. Las correlaciones
                  saturated fatty acids. Regression coefficients between                ajustadas por calorías entre el primer cuestionario y la media
                  24-hr recall and FFQ,s were all significant were significant          de los recordatorios variaron entre 0.12 para ácidos grasos
                  for all nutrients, except for polyunsaturated fat, folic acid,        polinsaturados y 0.67 para ácidos grasos saturados. En el
                  vitamin E and Zinc. Conclusions. These data indicate that             análisis de regresión observamos asociaciones estadística-
                  * This paper was presented in the II International Conference on Nutritional Survey Methods. Boston, Mass. January 22-24, 1995.
                  (1)  Instituto Nacional de Salud Publica, Cuernavaca, Mexico
                  (2)  Centro Panamericano de Ecologia Humana y Salud, Mexico
                  (3)  Instituto Nacional de la Nurtricion Salvador Zubirán, Mexico
                  (4)  Department of Epidemiology and Nutrition, Harvard School of Public Health, Boston MA, USA
                  (5)  Channing Laboratory, Department of Medicine, Brigham and Women’s hospital and Harvard Medical School, Boston MA, USA
                                              Fecha de recibido: 31 de octubre de 1997 • Fecha de aprobado: 7 de abril de 1998
                  Correspondence should be addressed to Dr. Mauricio Hernandez, Instituto Nacional de Salud Publica, 655 Av. Universidad, Col. Sta Maria Ahuacatitlan,
                     Cuernavaca, Morelos, Mexico. Tel :52-73-17-53-91; Fax: 52-73-11-11-48. Supported by a Research Grant of the National Institute of Health (Small
                    grants for epidemiology), by the Ministry of Health of Mexico and the National Center for Environment from the Centers for Disease Control and
                                                                       Prevention, Atlanta, GA , USA.
                  salud pública de méxico / vol.39, no.40, enero-febrero de 1998                                                                   133
                            ARTÍCULO ORIGINAL                                                                           Hernández-Avila M y col.
                      this semi-quantitative FFQ is reproducible and provides a      mente significativas para casi  todos los nutrientes, excepto
                      useful estimate by which to categorize individuals by level    para  grasas polinsaturadas, ácido folico, vitamina E y zinc.
                      of past nutrient intake. However, its application outside      Conclusiones. Los resultados indican que el cuestionario
                      Mexico City or in different age and gender populations will    es útil para evaluar la ingesta dietética. Sin embargo, su uti-
                      require additional modifications and validation efforts.       lización en poblaciones con diferente estructura de edad y
                                                                                     género o ubicación geográfica requerirá de acciones adicio-
                                                                                     nales para garantizar su validez y reproducibilidad.
                      Key words: questionnaire/validity; diet; women; epidem-        Palabras clave: cuestionario/validez; dieta; mujeres; epide-
                      iology; Mexico                                                 miología; México
                      Exposure assessment is a critical issue in epidemi-            ulating the results of a dietary survey carried out in
                          ological studies. The value of any research find-          1983 by the National Institute of Nutrition on a ran-
                      ing depends largely on the validity of the information         dom sample of 240 low to medium income families
                                                                                                      3
                      used to measure exposure. For studies relating the             in Mexico City.  Data collected in this survey includ-
                      effect of food consumption and chronic disorders, food         ed both 24-hour dietary recalls and home visits to
                      frequency questionnaires (FFQs) have been widely               weigh and measure the food items actually consu-
                      used because they allow the evaluation of individual           med. Using, stepwise linear regression, the foods
                      dietary intake for large populations at low cost. FFQs         which were the best predictors of each nutrient of in-
                      are designed to measure dietary intake over an extend-         terest were identified. We then compiled all the foods
                      ed period of time, such as months or years. The under-         identified using this methodology. In a second step
                      lying assumption of the FFQ approach is that the               we identified important foods that may have not been
                      measurement of long term dietary exposures is more             reported by the population who participated in the sur-
                      relevant to chronic diseases. Therefore, in this context       vey carried out by the National Institute of Nutrition.
                      it is better to rely on less precise estimates of usual di-    For this purpose, a group of Mexican dietitians and
                      etary intake than on rather precise estimates of short-        nutritionists were invited to participate and were asked
                      term intake, which may not adequately reflect                  to identify relevant food items that may have not been
                                1
                      exposure.  Consequently, it is expected that the infor-        identified with the stepwise linear regression approach.
                      mation derived from FFQs will not reflect current di-          A final format that included 85 food items was then
                      etary intake as accurately, but instead will be more valid     pilot-tested using a convenient sample of women of
                      to rank individuals by levels of their past nutrient           medium to low socioeconomic status, living in Mexico
                             2
                      intake.  FFQs are based on a list of foods and ques-           City. The final instrument was composed of a ma-
                      tions regarding how often these foods are eaten. There-        trix listing 116 food items and 10 frequencies of con-
                      fore, in order to provide a reasonable estimation of           sumption. The consumption frequencies were: 6 or
                      intake, the food items included in the questionnaire           more per day, 4-5 per day, 2-3 per day, 1 per day, 5-6
                      need to be selected carefully, using methods that would        per week, 2-4 per week, 1 per week, 2-3 per month, 1
                      yield a list of foods that will reflect the food consump-      per month or less and never. (Copy of the question-
                      tion patterns and choices of the population under              naire is abailable from author  M. Hernandez-Avila).
                      study.
                          We therefore conducted a study to assess the va-           Estimation of nutrient scores
                      lidity and reproducibility of an FFQ to be used in fu-
                      ture epidemiological studies, to assess nutritional risk       For each food item, the nutrient content per average
                      factors of chronic diseases among women who live in            unit (specified serving size: slice, glass, or natural unit)
                      Mexico City.                                                   was compiled. Nutritional composition of each food
                                                                                     included in the questionnaire was derived from the US
                                   Material and methods                              Department of Agriculture (USDA) food composition
                                                                                            4
                                                                                     tables  and, when necessary, complemented by the
                      Development of the food frequency                              nutrient data base developed by the National Institute
                      questionnaire                                                  of Nutrition.5 Daily dietary nutrient intakes for study
                                                                                     participants were estimated as follows:  for each food
                      The FFQ was developed using the methodology pro-               a nutrient score was calculated using the food nutrient
                                            2 
                      posed by Willett et al. We identified food items by tab-       content taken from the food table, adjusted to the spec-
                      134                                                                 salud pública de méxico / vol.39, no.40, marzo-abril de 1998
                  Validity and reproducibility of a food frecuency questionnaire                                           ARTÍCULO ORIGINAL
                  ified portion size of the questionnaire. We then multi-              Statistical analysis
                  plied this score by the weight corresponding to the fre-
                  quency of use. The weights used were: 6 for reported                 All items consumed, by frequency and quantity, in ei-
                  frequencies of 6 or more per day; 4.5 for 4-5 per day;               ther the FFQ or the 24-hour recalls were coded and
                  2.5 for 2-3 per day; 1 for 1 per day; 0.8 for 5-5 per week;          transformed to daily nutrients with the use of a food-
                  0.43 for 2-4 per week, 0.08 for 2-3 per month and 0.016              composition database, developed to accommodate
                  for 1 per month or less. Then the product of frequen-                the characteristics of the Mexican diet. We used food
                  cies times the nutrient scores were summed, produc-                  composition tables provided by the National Institute
                                                                                                     5
                  ing scores for overall food items, to obtain a total                 of Nutrition  and completed these tables with nutri-
                                                                                                                                       4
                  nutrient score.                                                      tion composition tables from the USDA  and other
                       Portion sizes were estimated by “natural” units                 published sources and personal communications from
                  or standard quantities where possible. To account for                laboratories and manufacturers.
                  the seasonal availability of some foods, the question-                    For the calculation of correlations, we used loga-
                  naire had a section on the frequency of consumption                  rithmic transformation for all nutrient values and blood
                  of these foods during the season (e. g. mangos, mam-                 levels to reduce skewedness. We calculated energy-
                  mey).                                                                adjusted nutrients as the residual of each nutrient re-
                       The data from the 16 24-hour dietary recalls were               gressed on caloric intake.6 We calculated intraclass
                  coded in a specifically-made data entry program. We                  correlation coefficients to assess the reproducibility of
                  calculated the specific nutrient content of the reported             the FFQ.7 To assess the validity of nutrient values,
                  portion size and estimated a daily nutrient intake for               derived from the first and second FFQ, we used re-
                  each day.                                                            gression analysis and Pearson correlation coefficients
                                                                                       and compared them with the mean of the 16 24-hour
                  Study population                                                     recalls. To take into account within-person variation,
                                                                                       we used within- and between-person components of
                  We randomly selected an age-stratified sample of 527                 variation for the 24-hour recalls to “deattenuate” the
                  women residing in Tlalpan, the southern district of                  Pearson correlation coefficients.8 All analyses were con-
                  Mexico City. Among them, 211 agreed to participate.                  ducted using STATA statistical software.9
                  A final sample of 134 women completed the study. The
                  main reason for non-participation was the inability to                                        Results
                  comply with the complete study protocol. All study
                  participants signed an informed consent and complet-                 Mean daily intakes of nutrients estimated by the FFQ
                  ed the study. Over a one-year period, we obtained four               and the average of 16 24-hour recalls for the 134 wom-
                  4-day 24-hour recalls, corresponding to 16 days of diet              en included in the validation analysis, are presented
                  recall in batches of 4 days, representing all seasons in             in Table I. The questionnaire measurements of total
                  Mexico. Interviewers visited each participating wom-                 energy intake were higher than the intake assessed by
                  en at her home and recorded the type and quantity of                 diet recalls. Intake of most nutrients was slightly high-
                  food (using local cooking utensils) they had consumed                er when measured by the FFQs compared with diet
                  during the previous 24-h. We arranged visitation of                  recalls, particularly for retinol. However the absolute
                  each subject on different days of the week (including                values of nutrient intake, estimated by the second FFQ,
                  Saturdays and Sundays) to account for differences in                 were quite comparable to the estimate using diet re-
                  daily dietary habits. At baseline, women completed an                calls, with the questionnaire estimates showing a high-
                  FFQ applied by a trained dietitian and provided blood                er standard deviation . Eighty one percent of the mean
                  samples three and nine months later. At the end of the               values for macro and micronutrients, apart from vita-
                  study, the women completed a second FFQ. Results                     mins, measured by questionnaire were within 15 per-
                  from the blood sample analyses are described else-                   cent of the 24-hr recall values. For vitamins, 82% of
                  where.*                                                              mean intake values measured by questionnaire were
                                                                                       within 25 percent of the diet record values.
                                                                                            To obtain a measure of the existing within-subject
                                                                                       variability, we computed intraclass correlations for
                                                                                       unadjusted and energy-adjusted daily nutrients using
                  * Romieu Y, Parra S, Hernández-Avila J, Madrigal H, Willett W,       the average intake, measured by each of the 4-day diet
                   Hernández-Avila M. Questionnaire assessment of antioxidants         recalls. Alpha-carotene was the nutrient with the low-
                   retinol intakes in Mexican women. Unpublished paper.                est correlation coefficient (intraclass r= 0.09) followed
                  salud pública de méxico / vol.39, no.40, enero-febrero de 1998                                                                 135
                                  ARTÍCULO ORIGINAL                                                                                            Hernández-Avila M y col.
                                                                                              Table 1
                                   MEANS AND STANDARD DEVIATIONS OF DAILY NUTRIENT INTAKE ESTIMATED BY SIXTEEN 24 HOUR RECALLS
                                                         QUESTIONNAIRES AND FROM TWO FOOD FREQUENCY QUESTIONNAIRES
                          Nutrient                            24-hr recalls           SD                FFQ1                SD               FFQ2               SD
                          Calorie (Kcal)                       1802                393.2              2200               784.3              1960               646.7
                          Carbohydrates (g)                    253.7                60.2              338.9              126.8             304.1               110.7
                          Protein  (g)                          60.8                12.9               76.4               24.8               69.3               21.6
                          Animal protein (g)                    33.9                10.5               36.9               15.5               36.9               15.5
                          Total fat  (g)                        63.8                18.1               60.9               24.3               70.8               31.4
                          Animal  fat (g)                       33.9                10.5               36.9               15.5               32.0              12.58
                          Saturated fat (g)                     18.2                 5.3               20.8                 9.1              17.2                6.8
                          Monosaturated  fat (g)                19.8                6.00               19.8               8.13               16.5               5.76
                          Polyunsaturated fat (g)               16.0                 6.2                7.5                 2.5               8.3                3.0
                          Cholesterol (mg)                     249.5                89.4              357.7              212.2             295.5                165
                          Fiber crude (g)                        4.5                 1.4                6.4                 2.3               5.9                2.2
                          Retinol (UI)                         664.8               279.2              809.2              445.2             990.0               559.4
                          Carotenoid (UI)                      3122                 2611              3626                2320              3260               1784
                          Alfacarotene (mg)                    185.3               291.2              144.4              125.8             156.7               152.8
                          Betacarotene (mg)                    1079                849.5              1257               812.2              1165               724.6
                          Vitamin B (mg)                        1.17                0.25               1.81               0.72               1.61               0.63
                                   1 
                          Vitamin B (mg)                        1.17                0.28               1.64               0.61               1.43               0.45
                                   2 
                          Vitamin B (mg)                        3.14                1.66               5.13               3.08               4.60               2.83
                                   6 
                          Vitamin B (mg)                       196.4                70.0            334.81              128.14             290.5               111.8
                                   12 
                          Vitamin C (mg)                        70.7                42.7              113.4               77.9               84.6               57.7
                          Vitamin D (mg)                       136.4               76.13              189.5              106.7             155.5               96.13
                          Vitamin E (TE)                        6.83                  2.4              3.59                 1.2              4.10                1.6
                          Calcium (mg)                         761.3               215.9              1116               431.6              1004               370.6
                          Iron (mg)                             10.9                 2.7               14.3                 4.9              13.1                2.8
                          Magnesium (mg)                       265.3                67.6              354.8              122.4             324.3               109.7
                          Phosphorous  (mg)                   1172.2               307.1              1584               561.8              1470               499.1
                          Potassium  (mg)                      1760                541.3            2358.5               902.5            2020.2               676.5
                          Zinc (mg)                              7.4                 1.9                8.2                 2.5               7.6                2.1
                          24-hr recalls= mean of 16 24 hours recalls
                          SD= standard deviation
                          FFQ= first food frequency questionnaire
                              1
                          FFQ= second food frequency questionnaire
                              2
                          by beta-carotene (intraclass r= 0.12), whereas the high-                    especially for total proteins, cholesterol, Vitamin B1 and
                          est intraclass correlation was observed for carbohy-                        polyunsaturated fatty acids (Table II).
                          drate (r= 0.34) and calcium (r= 0.31). Energy-adjusted                            To assess the validity of the questionnaire, we
                          coefficients were similar. The reproducibility of the                       calculated the unadjusted and energy-adjusted Pear-
                          questionnaire was assessed by means of estimating                           son correlation coefficients between the average of the
                          correlation between nutrient scores, measured with the                      16 24-hour recalls and the first and second administra-
                          same instrument twice (Table II). Pearson correlation                       tion of the FFQ (Table II). Crude unadjusted correla-
                          coefficients between unadjusted nutrient intake from                        tion between the first questionnaire and diet recalls
                          the FFQ, spaced one-year apart, ranged from 0.43 for                        ranged from 0.13 for Folic acid to 0.52 for magnesium.
                          Alpha-carotene to 0.60 for monounsaturated fatty ac-                        Average correlation coefficients of 0.40 or higher were
                          ids. Adjustment of the nutrient intake for total energy                     noted for total caloric intake, carbohydrate, protein,
                          intake tended to decrease these correlations slightly,                      total fat, animal fat, saturated, monosaturated, and
                          136                                                                               salud pública de méxico / vol.39, no.40, marzo-abril de 1998
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...Validity and reproducibility of a food frecuency questionnaire articulo original frequency to assess dietary intake women living in mexico city mauricio hernandez avila md dsc isabelle romieu socorro parra msc juan herlinda madrigal lic walter willett dph m i s j h w validacion y reproducibilidad de un cuestionario frecuencia consumo para estimar la ingesta alimentaria en mujeres ciudad salud publica mex abstract resumen objective the objetivo evaluar validez cues item semi quantitative tionario semicuantitativo ali ffq designed relation between mentos ser utilizado estudios epidemiologicos sobre chronic diseases material methods enfermedades cronicas metodos test del con was administered twice residing sumo se comparo el resultado obtenido al aplicar encuesta at an interval approximately one year dos tiempos separados por meses we compared results obtained by ffqs comparamos los with those four day hour recalls three resultados obtenidos partir su aplicacion pro month intervals were e...

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