Association Between Dyspeptic Symptoms and Eating Habits in the Colombian Population
Abstract
1. Introduction
2. Materials and Methods
2.1. Participants
2.2. Procedure
2.3. Data Analysis Methods
2.3.1. Cluster Analysis
2.3.2. Comparisons Between Less vs. More DS (LDS vs. MDS)
2.3.3. Exploratory Predictors of the DS Index
3. Results
3.1. Participant Characteristics
3.2. Demographic and Anthropometric Comparisons Between LDS and MDS Groups
3.3. Frequency of Food Consumption of the LDS and MDS Groups
3.4. Exploratory Predictors of the DS
4. Discussion
4.1. Demographic and Anthropometric Data
4.2. Frequency of Food Consumption and DS
4.3. Exploratory Predictors of the DS
5. Conclusions
6. Limitations
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| FD | Functional dyspepsia |
| DS | Dyspeptic symptoms |
| PDS | Postprandial distress syndrome |
| EPS | Epigastric pain syndrome |
| TNF | Tumor necrosis factor |
| PPIs | Proton pump inhibitors |
| NSAIDS | Nonsteroidal anti-inflammatory drugs |
| LDS | Less dyspeptic symptoms |
| MDS | More dyspeptic symptoms |
| UC | Ulcerative colitis |
Appendix A

Appendix B
| Demographic and Health Information | Información de Salud y Demográficos |
|---|---|
| Personal Information | Información personal |
| Sex | Sexo |
| Age | Edad |
| Marital status | Estado civil |
| Nationality | Nacionalidad |
| Place of residence | Lugar de residencia |
| Anthropometric Data | Datos antropométricos |
| Height (m) | Estatura (m) |
| Weight (kg) | Peso (kg) |
| Socioeconomic and Occupational Data | Datos ocupacionales y socioeconómicos |
| Occupation | Ocupación |
| Education level | Nivel de educación |
| Metabolic and Cardiovascular Conditions | Condiciones cardiovasculares y metabólicos |
| Do you have type 2 diabetes mellitus? | ¿Usted padece diabetes mellitus tipo 2? |
| Do you have high cholesterol levels? | ¿Usted padece niveles altos de colesterol? |
| Do you have high triglyceride levels? | ¿Usted padece niveles de triglicéridos altos? |
| Do you have hypertension (high blood pressure)? | ¿Usted padece hipertensión? |
| Gastrointestinal Disorders | Desordenes gastrointestinales |
| Do you have gastritis? | ¿Usted padece de gastritis? |
| Who diagnosed your gastritis? | ¿Quién le diagnosticó la gastritis? |
| Do you experience acid reflux (heartburn)? | ¿Ha experimentado reflujo? |
| Do you experience stomach burning? | ¿Ha experimentado acidez estomacal? |
| Do you associate stomach burning with any specific factor? | ¿Ha asociado la acidez estomacal con algún factor específico? |
| Do you have irritable bowel syndrome (IBS)? | ¿Usted padece síndrome de intestino irritable? |
| Do you have nonspecific ulcerative colitis? | ¿Usted padece colitis ulcerativa inespecífica? |
| Do you suffer from constipation? | ¿Usted padece estreñimiento? |
| How many times do you have a bowel movement per day? | ¿Cuántas veces evacua, hace del baño heces por día? |
| Do you experience bloating after eating? | ¿Experimenta ardor de estómago después de comer? |
| Do you experience nausea after eating? | ¿Experimenta náuseas después de comer? |
| Other Chronic Diseases | Otras enfermedades crónicas |
| Do you have any type of cancer? (If yes, specify type) | ¿Usted padece algún tipo de cáncer? Si es así, especifique el tipo. |
| Do you have any other medical conditions? | ¿Usted padece alguna otra condición médica? |
| If yes, which ones? | Si es así, cuál? |
| Dietary Habits | Hábitos dietarios |
| Liters of water per day | ¿Cuántos litros de agua usted bebe al día? |
| Do you drink coffee? (Yes/No) | ¿Usted toma café? Si/No |
| How many times per week? | ¿Cuántas veces por semana bebe café? |
| How many cups per day? | ¿Cuántas tazas de café toma al día? |
| Do you drink alcohol? (Yes/No) | ¿Usted consume bebidas alcohólicas? |
| Type and quantity of alcoholic beverages consumed | ¿Qué tan frecuente consume bebidas alcohólicas y que cantidad? |
| Consumption of Frequency Food Groups | Frecuencia de consumo de grupos alimentarios |
| How many times per week do you consume: | ¿Cuántas veces por semana consume? |
| Vegetables | Verduras |
| Fruits | Frutas |
| Red meat | Carnes rojas |
| White meat (poultry, fish, etc.) | Carnes blancas (pollo, pescado) |
| Eggs | Huevo |
| Dairy products | Productos lácteos |
| Specific Food Frequency | Frecuencia de consumo específicos |
| How frequently do you consume the following foods? | ¿Qué tan frecuentemente consume los siguientes alimentos? |
| Fruits (e.g., grapes, blueberries, peaches, raspberries, grapefruit, kiwi, oranges, etc.) | Frutas (uvas, duraznos, blueberries, zarzamora, frambuesa, kiwi, fresa, naranjas, etc.) |
| Vegetables (e.g., spinach, carrots, bell peppers, mushrooms, tomatoes, onions, etc.) | Vegetales (espinacas, zanahorias, champiñones, pimientos, tomate, jitomate, cebolla, etc.) |
| Grains and legumes (e.g., rice, oats, barley, wheat, corn, lentils, beans, etc.) | Granos y legumbres (Arroz, avena, trigo, maíz, lentejas, frijoles etc.) |
| Nuts and seeds (e.g., almonds, walnuts, peanuts, chia, flaxseeds, etc.) | Nueces y semillas (Almendras, nueces, chía, almendras, linaza etc.) |
| Spices and Seasonings Consumption | Consumo de especias y sazonadores |
| How frequently do you consume these spices? (e.g., parsley, cilantro, oregano, garlic, paprika, cumin, cinnamon, etc.) | ¿Qué tan frecuente usted consume las siguientes especias? cilantro, perejil, orégano, ajo, paprika, cúrcuma, canela |
| Do you avoid any spices? If yes, why? | ¿Usted evita alguna especia? ¿Si es así, por qué? |
| Fermented Foods Consumption | Consumo de alimentos fermentados |
| How frequently do you consume fermented foods? (e.g., pickled olives, blue cheese, parmesan, yogurt, natilla, etc.) | ¿Qué tan frecuente, usted consume alimentos fermentados? (ej. Aceitunas, queso azul, parmesano, yogurt, natilla, etc.) |
| Do you avoid any fermented foods? If yes, why? | ¿Usted evita algún alimento fermentado? ¿Si es así, por qué? |
| Probiotics and Supplements | Suplementos y probióticos |
| Do you consume probiotic supplements? | ¿Usted consume algún suplemento con probióticos? |
| If yes, which type and for how long? | Si es así, ¿qué tipo y por cuánto tiempo lo consume? |
| Beverages Consumption | Consumo de bebidas |
| How frequently do you consume these beverages? | ¿Qué tan frecuente, usted consume las siguientes bebidas? |
| Tea varieties (e.g., green tea, black tea, Chamomilla, mint tea, etc.) | Variedades de té: negro, verde, Chamomilla, menta, etc. |
| Juices (e.g., orange, mango, apple, cherry, etc.) | Jugos: naranja, mango, manzana, cereza, etc. |
| Other beverages (e.g., agua miel, cinnamon-infused drinks, etc.) | Otras bebidas: agua miel, infusiones de canela, etc. |
| Do you avoid any beverages? If yes, why? | ¿Usted evita alguna bebida? ¿Si es así, por qué? |
| Consumption of Processed and Fast Foods | Consumo de comidas fritas y procesadas |
| How many times per week do you consume: | ¿Cuántas veces por semana usted consume los siguientes alimentos? |
| Soft drinks | Bebidas carbonatadas, refrescos |
| Pasta | Pastas |
| Fast food | Comida rápida |
| Fatty foods (e.g., buñuelos, pasteles, arepas, etc.) | Preparaciones fritas: buñuelos, pasteles, arepas, etc. |
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| Item | Raw Core | DS Index formula DS Index = Raw scores [(1 × 2) + 3 + 4 + (6 × 6.1) + 6.2 + 7 + 8] | Weight of Factorial Analysis |
| 1. Do you suffer from gastritis or dyspepsia? * 2. Who diagnosed you with gastritis or dyspepsia? | Presence = 1 Absence = 0 ND = 0 Myself = 1 Physician = 2 | 0.845 × 0.848 | |
| 3. Do you have heartburn? | Presence = 1 Absence = 0 | 0.757 | |
| 4. Do you associate stomach burning with any specific factor? | Stress = 1 Unhealthy food intake habits = 2 ND = 0 | 0.648 | |
| 5. Do you have a burning in the stomach? | Presence = 1 Absence = 0 | 0.662 | |
| 6. Do you avoid any food? * | Presence = 1 Absence = 0 | 0.800 × 0.900 | |
| 6.1 Which foods do you avoid? | ND = 0 Make me feel unhealthy = 3 It is prohibited for me = 2 I don’t like it = 1 | ||
| 6.2 Indicate which foods you avoid | 0–27 | ||
| 7. Do you have gastrointestinal inflammation after meals? | Presence = 1 Absence = 0 | 0.688 | |
| 8. Do you have nausea after eating? | Presence = 1 Absence = 0 | 0.617 |
| LDS | MDS | |||
|---|---|---|---|---|
| Mean (SD) | Mean (SD) | |||
| Age (years old) | 28.3 (11.0) | 23.6 (6.4) | ||
| n | (%) | n | (%) | |
| Sex | 15 Female 18 Male | (45.5) (54.5) | 36 Female 33 Male | (52.2) (47.8) |
| Scholarship | ||||
| High school | 6 | (18.2) | 20 | (29.0) |
| Technical | 2 | (6.1) | 12 | (17.4) |
| Technologist | 2 | (6.1) | 1 | (1.4) |
| Undergraduate | 22 | (66.7) | 35 | (50.7) |
| Postgraduate | 1 | (3.0) | 1 | (1.4) |
| Civil status | ||||
| Single | 17 | (51.5) | 43 | (62.3) |
| Married | 7 | (21.2) | 3 | (4.3) |
| Free union | 9 | (27.3) | 22 | (31.9) |
| Divorced | - | - | 1 | (1.4) |
| Occupation | ||||
| Professional | 14 | (42.4) | 11 | (15.9) |
| Housewife | - | - | 4 | (5.8) |
| Employee | 2 | (6.1) | 5 | (7.2) |
| Self-Employed | 1 | (3.0) | 8 | (11.6) |
| Businessman | - | - | 1 | (1.4) |
| Student | 11 | (33.3) | 37 | (53.6) |
| Military | - | - | 2 | (2.9) |
| Policeman | 1 | (3.0) | 1 | (1.4) |
| Diseases | ||||
| Diabetes mellitus | 3 | (9.1) | 1 | (1.4) |
| Hypertension | 3 | (9.1) | 1 | (1.4) |
| Hypercholesterolemia | 5 | (15.2) | 7 | (10.1) |
| Hypertriglyceridemia | 3 | (9.1) | 3 | (4.3) |
| IBS (irritable bowel syndrome) | - | - | 3 | (4.3) |
| BMI | ||||
| Underweight | 4 | (12.1) | 3 | (4.3) |
| Normal Weight | 14 | (42.4) | 41 | (59.4) |
| Overweight | 12 | (36.4) | 21 | (30.4) |
| Obesity | 3 | (9.1) | 4 | (5.8) |
| LDS_Never (%) | LDS_1–3 t Week (%) | LDS_ > 4 t Week (%) | MDS_Never (%) | MDS_1–3 t Week (%) | MDS_ > 4 t Week (%) | |
|---|---|---|---|---|---|---|
| Vegetables | 0 | 24.2 | 75.7 | 8.7 | 39.1 | 52.1 |
| Fruit | 0 | 51.5 | 48.5 | 4.3 | 65.2 | 23.1 |
| Red meat * | 6.1 | 81.8 | 12.1 | 0 | 69.6 | 30.4 |
| White meats | 0 | 69.8 | 30.4 | 1.4 | 81.8 | 17.3 |
| Egg | 0 | 63.6 | 36.3 | 4.3 | 43.4 | 52.1 |
| Dairy products | 6.1 | 60.6 | 33.3 | 5.8 | 71 | 23.1 |
| Soft drinks | 3 | 48.5 | 48.5 | 1.4 | 37.6 | 60.9 |
| Pasta | 6.1 | 84.8 | 9.1 | 1.4 | 82.6 | 15.8 |
| Fast food *** | 42.4 | 36.4 | 21.2 | 4.3 | 82.6 | 42 |
| Arepas *** | 0 | 33.4 | 9.1 | 0 | 62.3 | 17.4 |
| Fried foods *** | 0 | 24.3 | 12.1 | 0 | 68.1 | 17.4 |
| Fritanga * | 0 | 27.3 | 3.0 | 0 | 39.1 | 8.7 |
| Buñuelos * | 0 | 30.4 | 6.1 | 0 | 37.7 | 11.6 |
| Cakes *** | 0 | 21.2 | 6.1 | 0 | 27.5 | 13 |
| Exploratory Predictors of DS Index | Standardized Coefficients | t | p-Value | F | R2 | p | VIF |
|---|---|---|---|---|---|---|---|
| Beta | |||||||
| (Constant) | 4.6 | 0.9 | 0.3 | 16.1 | 0.4 | 0.001 | |
| How many times per week do you consume fatty food? | 0.5 | 6.5 | 0.000 | 1.1 | |||
| Saccharomyces boulardii probiotic | −0.3 | −4.2 | 0.000 | 1.1 | |||
| White onion | −0.3 | −3.7 | 0.000 | 1.0 | |||
| Sesame | 0.2 | 3.1 | 0.002 | 1.1 |
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Share and Cite
Alatorre-Cruz, J.M.; Carreño-López, R.; Vargas-Plaza, V.; Barrios-Cortés, L.; Santiago-Sáenz, Y.O.; Martínez-de la Peña, C.F.; Santiesteban-López, N.A.; Alatorre-Cruz, G.C. Association Between Dyspeptic Symptoms and Eating Habits in the Colombian Population. Nutrients 2026, 18, 308. https://doi.org/10.3390/nu18020308
Alatorre-Cruz JM, Carreño-López R, Vargas-Plaza V, Barrios-Cortés L, Santiago-Sáenz YO, Martínez-de la Peña CF, Santiesteban-López NA, Alatorre-Cruz GC. Association Between Dyspeptic Symptoms and Eating Habits in the Colombian Population. Nutrients. 2026; 18(2):308. https://doi.org/10.3390/nu18020308
Chicago/Turabian StyleAlatorre-Cruz, Julia María, Ricardo Carreño-López, Vanesa Vargas-Plaza, Lizbeth Barrios-Cortés, Yair Olovaldo Santiago-Sáenz, Claudia Fabiola Martínez-de la Peña, Norma Angélica Santiesteban-López, and Graciela Catalina Alatorre-Cruz. 2026. "Association Between Dyspeptic Symptoms and Eating Habits in the Colombian Population" Nutrients 18, no. 2: 308. https://doi.org/10.3390/nu18020308
APA StyleAlatorre-Cruz, J. M., Carreño-López, R., Vargas-Plaza, V., Barrios-Cortés, L., Santiago-Sáenz, Y. O., Martínez-de la Peña, C. F., Santiesteban-López, N. A., & Alatorre-Cruz, G. C. (2026). Association Between Dyspeptic Symptoms and Eating Habits in the Colombian Population. Nutrients, 18(2), 308. https://doi.org/10.3390/nu18020308

