Association Between Physical Activity, Sedentary Behavior and Breast Cancer Risk Among Moroccan Women: A Multicenter Case–Control Study
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Design and Setting
2.2. Study Population
2.3. Ethical Consideration
2.4. Data Collection
2.5. Physical Activity Assessment
- Overall activity level: Participants categorized their overall activity level over the past year into five categories: Sedentary, slightly active, moderately active, and highly active.
- High-intensity physical activity: Participants were asked if they engaged in high-intensity physical activity at least once per week, sufficient to increase breathing, heart rate, or cause sweating. Further, vigorous physical activity was specifically assessed for different age periods: between 6 and 11 years, 12 and 18 years, 19 and 25 years, 26 and 35 years, and during the past 5 years.
- Daily work habit or routine activities: For work-related activities, participants reported the frequency (Never, Rarely, Sometimes, Often and Very Often) of tasks such as sitting, standing, walking, and lifting heavy objects. Additional questions assessed the frequency of perceived fatigue after work and sweating during tasks.
- Commuting and daily walking: The questionnaire inquired about walking for commuting to work or school, including walking pace (slowly, normal pace, briskly) and duration (0–15 min, 16–30 min, 31–60 min, 1–2 h).
- Stair Climbing: Habits and frequency of stair climbing were assessed, with options for daily frequency (Once, Twice, Three times, Four times, more than five times per day).
- Sedentary behavior: Daily sitting time was quantified for weekdays and weekends (in hours per day), encompassing activities like watching television, computer use, and socializing while seated. This was used to categorize sedentary behavior as either less than 4 h/day or 4 h/day or more [27].
2.6. Statistical Analysis
3. Results
3.1. General Characteristics of Participants
3.2. Physical Activity, Sedentary Behavior, and BC Risk
3.3. Daily Work Habits or Routine Activities and BC Risk
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| PAMV | Physical Activity Moderate and Vigorous |
| PA | Physical Activity |
| BC | Breast Cancer |
| BMI | Body Mass Index |
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| Controls (n = 1400) | Cases (n = 1400) | ||||
|---|---|---|---|---|---|
| Mean | SD | Mean | SD | p Value | |
| Age | 50.47 | 11.41 | 50.92 | 11.36 | 0.30 |
| Age at menarche (Years) | 12.92 | 1.40 | 12.72 | 1.49 | <0.001 |
| Age at full-term pregnancy(years) | 22.38 | 5.15 | 23.53 | 5.50 | <0.001 |
| Age at menopause(years) | 48.88 | 5.07 | 50.24 | 5.06 | <0.001 |
| wealth score | 12.65 | 1.75 | 13.17 | 1.89 | <0.001 |
| Energy Intake (Kcal/day) | 2591.61 | 986.81 | 2497.94 | 747.54 | <0.001 |
| Moderate physical activity duration (min/week) | 968.94 | 649.94 | 783.09 | 571.39 | <0.001 |
| Area of residence | 1.000 | ||||
| Urban | 954.00 | 68.1% | 954.00 | 68.1% | |
| Rural | 446.00 | 31.9% | 446.00 | 31.9% | |
| Marital status | 0.06 | ||||
| Single | 256.00 | 18.3% | 245.00 | 17.5% | |
| Married | 954.00 | 68.1% | 923.00 | 65.9% | |
| Divorced | 87.00 | 6.2% | 88.00 | 6.3% | |
| Widowed | 103.00 | 7.4% | 144.00 | 10.3% | |
| Education level | <0.001 | ||||
| Illiterate | 661.00 | 47.2% | 806.00 | 57.6% | |
| Elementary/Koranic school | 296.00 | 21.1% | 304.00 | 21.7% | |
| Secondary school | 292.00 | 20.9% | 221.00 | 15.8% | |
| High school/Technical or professional school | 151.00 | 10.8% | 69.00 | 4.9% | |
| Occupation | <0.001 | ||||
| Housewife | 1031.00 | 73.6% | 968.00 | 69.1% | |
| Employed | 244.00 | 17.4% | 166.00 | 11.9% | |
| Previously Employed | 125.00 | 8.9% | 266.00 | 19.0% | |
| Oral contraceptives | <0.001 | ||||
| Yes | 644.00 | 46.0% | 835.00 | 59.6% | |
| No | 756.00 | 54.0% | 565.00 | 40.4% | |
| Parity | 0.90 | ||||
| Parous | 1036.00 | 74.0% | 1033.00 | 73.8% | |
| Nulliparous | 364.00 | 26.0% | 367.00 | 26.2% | |
| Breastfeeding | |||||
| Never Breastfed | 14.00 | 1.4% | 44.00 | 4.3% | <0.001 |
| >0–<24 months | 148.00 | 14.4% | 287.00 | 27.9% | |
| ≥24 months | 869.00 | 84.3% | 697.00 | 67.8% | |
| Family history of cancer | <0.001 | ||||
| Yes | 266.00 | 19.0% | 423.00 | 30.2% | |
| No | 1134.00 | 81.0% | 977.00 | 69.8% | |
| Family history of breast cancer | <0.001 | ||||
| Yes | 77.00 | 5.5% | 185.00 | 13.2% | |
| No | 1323.00 | 94.5% | 1215.00 | 86.8% | |
| Alcohol | 0.41 | ||||
| Yes | 9.00 | 0.7% | 6.00 | 0.4% | |
| No | 1361.00 | 99.3% | 1394.00 | 99.6% |
| Ca/Co | OR Crude | aOR (95% CI) | ||
|---|---|---|---|---|
| Sedentary behavior | ||||
| No (<4 h/day) | 745/804 | 1(Ref) | 1(Ref) | |
| Yes (≥4 h/day) | 655/596 | 1.19(1.02–1.38) | 1.09(0.91–1.30) | |
| p value | 0.025 | 0.338 | ||
| Moderate physical activity duration (min/week) | ||||
| Q1 <420 | 512/384 | 1(Ref) | 1(Ref) | |
| Q2 [420–840] | 392/345 | 0.85(0.70–1.04) | 0.80(0.65–0.99) | |
| Q3 [840–1380] | 296/310 | 0.72(0.58–0.88) | 0.62(0.49–0.79) | |
| Q4 ≥ 1380 | 200/361 | 0.42(0.33–0.52) | 0.37(0.29–0.47) | |
| p trend | <0.001 | <0.001 | ||
| Self-reported Physical Activity Level (Past Year) | ||||
| Sedentary | 113/50 | 1(Ref) | 1(Ref) | |
| Slightly active | 360/320 | 0.50(0.35–0.72) | 0.51(0.34–0.75) | |
| Moderately active | 590/749 | 0.35(0.25–0.50) | 0.37(0.26–0.54) | |
| High activity | 337/281 | 0.53(0.37–0.77) | 0.51(0.34–0.76) | |
| p trend | 0.012 | 0.009 | ||
| High-Intensity Physical Activity (6–11 years) | ||||
| No | 1174/1136 | 1(Ref) | 1(Ref) | |
| Yes | 215/225 | 0.93(0.75–1.13) | 0.88(0.70–1.11) | |
| p value | 0.451 | 0.287 | ||
| High-Intensity Physical Activity (12–18 years) | ||||
| No | 928/891 | 1(Ref) | 1(Ref) | |
| Yes | 467/493 | 0.91(0.78–1.06) | 0.90(0.75–1.07) | |
| p value | 0.235 | 0.236 | ||
| High-Intensity Physical Activity (19–25 years) | ||||
| No | 820/685 | 1(Ref) | 1(Ref) | |
| Yes | 574/703 | 0.68(0.59–0.79) | 0.65(0.54–0.77) | |
| p value | 0.001 | <0.001 | ||
| High-Intensity Physical Activity (26–35 years) | ||||
| No | 845/713 | 1(Ref) | 1(Ref) | |
| Yes | 555/687 | 0.68(0.59–0.79) | 0.65(0.55–0.77) | |
| p value | <0.001 | <0.001 | ||
| High-Intensity Physical Activity (Past 5 years) | ||||
| No | 1029/965 | 1(Ref) | 1(Ref) | |
| Yes | 371/435 | 0.80(0.68–0.94) | 0.73(0.61–0.88) | |
| p value | 0.008 | 0.001 | ||
| Ca/Co | OR Crude | ORa (95% CI) | ||
|---|---|---|---|---|
| Sitting frequency during your job or work tasks * | ||||
| Never/rarely | 239/247 | 1(Ref) | 1(Ref) | |
| Occasionally/sometimes | 273/402 | 0.70(0.56–0.89) | 0.76(0.58–1.00) | |
| Often | 157/150 | 1.08(0.81–1.44) | 1.10(0.79–1.51) | |
| p trend | 0.975 | 0.784 | ||
| Standing as part of daily work or routine activities * | ||||
| Never/rarely | 107/112 | 1(Ref) | 1(Ref) | |
| Occasionally/sometimes | 281/375 | 0.78(0.58–1.07) | 0.71(0.50–0.99) | |
| Often | 274/311 | 0.92(0.68–1.26) | 0.88(0.62–1.24) | |
| p trend | 0.937 | 0.898 | ||
| Walking frequency during your job or work tasks * | ||||
| Never/rarely | 138/169 | 1(Ref) | 1(Ref) | |
| Occasionally/sometimes | 404/446 | 1.11(0.85–1.44) | 1.03(0.77–1.37) | |
| Often | 119/178 | 0.82(0.59–1.13) | 0.84(0.59–1.20) | |
| p trend | 0.238 | 0.338 | ||
| Lifting heavy objects frequency during your job or work tasks * | ||||
| Never/rarely | 320/434 | 1(Ref) | 1(Ref) | |
| Occasionally/sometimes | 240/264 | 1.23(0.98–1.55) | 1.18(0.92–1.53) | |
| Often | 91/88 | 1.40(1.01–1.94) | 1.38(0.96–1.99) | |
| p trend | 0.017 | 0.058 | ||
| Perceived fatigue frequency after Work * | ||||
| Never/rarely | 32/117 | 1(Ref) | 1(Ref) | |
| Occasionally/sometimes | 163/288 | 2.07(1.34–3.20) | 1.37(0.84–2.23) | |
| Often | 125/127 | 3.60(2.27–5.72) | 2.58(1.52–4.36) | |
| p trend | <0.001 | <0.001 | ||
| Sweating frequency during your job or work tasks * | ||||
| Never/rarely | 80/260 | 1(Ref) | 1(Ref) | |
| Occasionally/sometimes | 174/204 | 2.77(2.01–3.83) | 2.61(1.78–3.84) | |
| Often | 72/79 | 2.96(1.97–4.45) | 2.89(1.79–4.67) | |
| p trend | <0.001 | <0.001 | ||
| Walking Speed for Daily Activities | ||||
| Slowly | 293/219 | 1(Ref) | 1(Ref) | |
| At a normal pace | 973/988 | 0.74(0.61–0.90) | 0.78(0.62–0.97) | |
| Briskly | 127/185 | 0.51(0.39–0.68) | 0.49(0.36–0.68) | |
| p trend | <0.001 | <0.001 | ||
| Daily Walking duration * | ||||
| 12 to 15 min | 653/486 | 1(Ref) | 1(Ref) | |
| 16 to 30 min | 188/299 | 0.47(0.38–0.58) | 0.45(0.35–0.57) | |
| 31 to 60 min | 91/129 | 0.53(0.39–0.70) | 0.44(0.32–0.61) | |
| 1 to 2 h | 78/67 | 0.87(0.61–1.23) | 0.77(0.52–1.15) | |
| p trend | 0.003 | <0.001 | ||
| Stairs climbing habit | ||||
| No (Does not climb stairs regularly) | 838/743 | 1(Ref) | 1(Ref) | |
| Yes (Regularly climbsstairs) | 562/657 | 0.76(0.65–0.88) | 0.74(0.63–0.87) | |
| p value | <0.001 | 0.001 | ||
| Daily stair Climbing Frequency | ||||
| Once per day | 104/77 | 1(Ref) | 1(Ref) | |
| Twice per day | 251/255 | 0.73(0.52–1.03) | 0.84(0.58–1.22) | |
| Three times per day | 96/151 | 0.47(0.32–0.70) | 0.49(0.32–0.75) | |
| Four times per day | 69/127 | 0.40(0.27–0.61) | 0.43(0.27–0.68) | |
| More than five times per day (at least 40 min per day) | 42/47 | 0.66(0.40–1.10) | 0.73(0.42–1.29) | |
| p trend | <0.001 | <0.001 | ||
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Mrah, S.; Lamchabbek, N.; Amzerin, M.; Mane, N.; Mellas, N.; Bendahou, K.; Elattabi, C.; Boutayeb, S.; Belyamani, L.; Faure, E.; et al. Association Between Physical Activity, Sedentary Behavior and Breast Cancer Risk Among Moroccan Women: A Multicenter Case–Control Study. Epidemiologia 2026, 7, 22. https://doi.org/10.3390/epidemiologia7010022
Mrah S, Lamchabbek N, Amzerin M, Mane N, Mellas N, Bendahou K, Elattabi C, Boutayeb S, Belyamani L, Faure E, et al. Association Between Physical Activity, Sedentary Behavior and Breast Cancer Risk Among Moroccan Women: A Multicenter Case–Control Study. Epidemiologia. 2026; 7(1):22. https://doi.org/10.3390/epidemiologia7010022
Chicago/Turabian StyleMrah, Siham, Najoua Lamchabbek, Mounia Amzerin, Najia Mane, Nawfel Mellas, Karima Bendahou, Chaimaa Elattabi, Saber Boutayeb, Lahcen Belyamani, Elodie Faure, and et al. 2026. "Association Between Physical Activity, Sedentary Behavior and Breast Cancer Risk Among Moroccan Women: A Multicenter Case–Control Study" Epidemiologia 7, no. 1: 22. https://doi.org/10.3390/epidemiologia7010022
APA StyleMrah, S., Lamchabbek, N., Amzerin, M., Mane, N., Mellas, N., Bendahou, K., Elattabi, C., Boutayeb, S., Belyamani, L., Faure, E., Huybrechts, I., Najdi, A., El M’rabet, F. Z., & Khalis, M. (2026). Association Between Physical Activity, Sedentary Behavior and Breast Cancer Risk Among Moroccan Women: A Multicenter Case–Control Study. Epidemiologia, 7(1), 22. https://doi.org/10.3390/epidemiologia7010022

