Food Habits and their Relationship to the Incidence of Non-Alcoholic Fatty Liver Disease in Various Social Classes in Pakistan
DOI:
https://doi.org/10.61919/jhrr.v5i11.1881Keywords:
NAFLD, dietary habits, socioeconomic factors, Pakistan, case-control study, principal component analysisAbstract
Background: The prevalence of non-alcoholic fatty liver disease (NAFLD) has been rising at a rapid pace in the context of Pakistan due to lifestyle changes and increasing metabolic risk factors. International research has already identified Western-type food habits to be a consistent risk factor for NAFLD. However, no study in Pakistan has investigated variations based on socioeconomic factors. Objectives To evaluate the relationship of empirically identified dietary patterns to NAFLD and ascertain the existence of differences in these relationships based on socioeconomic groups in the city of Lahore. Methods: A case–control study was performed at Mansoora Hospital, recruiting 60 NAFLD patients proven by ultrasound scan and 60 controls. Food habits were recorded through a semiquantitative food-frequency questionnaire. Principal components analysis was used to extract large dietary factors. Logistic regression models estimated the odds of NAFLD according to the tertiles of each factor's adherence, adjusted for various factors. The role of SES was explored considering interaction with jointly defined education-income groups. Results: A high Western dietary pattern was positively related to the odds of NAFLD (adjusted OR: 2.94; 95% CI: 1.20-7.19; p trend=0.011), and the protective effect of the prudent dietary pattern was evident (adjusted OR: 0.28; 95% CI: 0.11-0.70; p trend=0.003). The effect of the Western pattern was maximal in the Conclusion: The Western dietary pattern confers a high risk of NAFLD, which increases substantially in higher socioeconomic groups. Stratified dietary treatment trials are greatly needed.
Downloads
References
Abbas Z, Zaheer R. Non-alcoholic fatty liver disease: a real threat in Pakistan. J Pak Med Assoc. 2020.
Hassani Zadeh S, et al. Relationship between dietary patterns and NAFLD: a systematic review and meta-analysis. J Gastroenterol Hepatol. 2020.
Salehi-Sahlabadi A, et al. Dietary patterns and risk of non-alcoholic fatty liver disease. BMC Gastroenterol. 2021.
Moradi F, et al. Association between major dietary patterns and NAFLD risk. J Diabetes Metab Disord. 2022.
Talenezhad N, et al. Empirically derived dietary patterns and NAFLD odds in overweight adults. BMC Gastroenterol. 2022.
Dehghanseresht N, et al. Dietary patterns and NAFLD risk in Iranian adults. Nutrix J. 2020.
Dehghanseresht N, et al. Dietary patterns associated with NAFLD risk. 2020.
Tutunchi H, et al. Dietary patterns and NAFLD odds in Iranian adults. Arch Iran Med. 2021.
Doustmohammadian A, et al. Dietary patterns and NAFLD using structural equation modelling. Front Nutr. 2022.
Soleimani D, et al. Dietary patterns and hepatic fibrosis in NAFLD. Diabetes Metab Syndr Obes. 2019;12:315–24.
Kalafati I, et al. Dietary patterns and NAFLD in Greek adults. Nutrition. 2019.
Zhang S, et al. Dietary patterns and NAFLD risk in a Chinese cohort. Clin Nutr. 2021;40(10):5373–82.
Chaturvedi S, et al. Dietary patterns associated with NAFLD in Indian adults. Clin Nutr ESPEN. 2024.
Rafique I, et al. Dietary patterns of Pakistani adults and sociodemographic correlates. JPMA. 2022.
Afnan BH, et al. Excess calories, refined carbohydrates and NAFLD in Pakistani adults. Pak J Med Health Sci. 2022.
Afif A, et al. Dietary patterns among NAFLD patients in Lahore hospitals. Diet Factor J Nutr Food Sci. 2021.
Friedman SL, Neuschwander-Tetri BA, Rinella M, Sanyal AJ. Mechanisms of NAFLD and NASH. Gastroenterology.
Popkin BM. Global nutrition transition and implications for disease. Lancet.
Mohan V, et al. South Asian dietary patterns and metabolic disease. Diabetes Res Clin Pract.
Hawkes C, et al. Urban food environments and nutrition transitions. World Health Organization.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 Anum Hammed, Laiba Khan, Amna Ali

This work is licensed under a Creative Commons Attribution 4.0 International License.
Public Licensing Terms
This work is licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0). Under this license:
- You are free to share (copy and redistribute the material in any medium or format) and adapt (remix, transform, and build upon the material) for any purpose, including commercial use.
- Attribution must be given to the original author(s) and source in a manner that is reasonable and does not imply endorsement.
- No additional restrictions may be applied that conflict with the terms of this license.
For more details, visit: https://creativecommons.org/licenses/by/4.0/.

