Effects of Mixed Fruits and Berries on Ameliorating Gut Microbiota and Hepatic Alterations Induced by Cafeteria Diet
Abstract
1. Introduction
2. Materials and Methods
2.1. Diet Preparation and Composition
2.2. Animal Housing and Study Design
2.3. Plasma Biochemical Measurements
2.4. Liver Tissue Preparation for Biochemical Analysis
2.5. Histopathological Examination of Liver Tissue
2.6. Short-Chain Fatty Acids (SCFA) Analysis
2.7. Microbiome DNA Extraction and 16S rRNA Sequencing
2.8. Microbial Diversity and Bioinformatics Analysis
2.9. Statistical and Functional Analysis
3. Results
3.1. The Effects of MFB and CAF Diets on Weight and Diet
3.2. The Effects of MFB and CAF Diets on Liver Enzymes and Biochemical Analysis
3.3. The Effects of MFB and CAF Diets on Histopathological Study
3.4. The Effects of MFB and CAF Diets on Cecum Weight, Colon Length, and SCFA
3.5. The Effects of MFB and CAF Diets on the Taxonomy of Cecal Microbiota in the Rat Groups
3.6. Richness and Diversity of Cecal Microbiota
3.7. Comparative Analysis of Obesity-Associated Microbiota Species
3.8. Correlation of SCFA-Producing Bacterial Abundance with Acetic and Butyric Acid Levels
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
References
- Breton, J.; Galmiche, M.; Déchelotte, P. Dysbiotic Gut Bacteria in Obesity: An Overview of the Metabolic Mechanisms and Therapeutic Perspectives of Next-Generation Probiotics. Microorganisms 2022, 10, 452. [Google Scholar] [CrossRef]
- Valdes, A.M.; Walter, J.; Segal, E.; Spector, T.D. Role of the Gut Microbiota in Nutrition and Health. BMJ 2018, 361, k2179. [Google Scholar] [CrossRef]
- Magalhães, M.I.; Azevedo, M.J.; Castro, F.; Oliveira, M.J.; Costa, Â.M.; Sampaio Maia, B. The Link Between Obesity and the Gut Microbiota and Immune System in Early-Life. Crit. Rev. Microbiol. 2025, 51, 264–284. [Google Scholar] [CrossRef]
- Vallianou, N.; Stratigou, T.; Christodoulatos, G.S.; Dalamaga, M. Understanding the Role of the Gut Microbiome and Microbial Metabolites in Obesity and Obesity-Associated Metabolic Disorders: Current Evidence and Perspectives. Curr. Obes. Rep. 2019, 8, 317–332. [Google Scholar] [CrossRef]
- Yao, N.; Yang, Y.; Li, X.; Wang, Y.; Guo, R.; Wang, X.; Li, J.; Xie, Z.; Li, B.; Cui, W. Effects of Dietary Nutrients on Fatty Liver Disease Associated with Metabolic Dysfunction (MAFLD): Based on the Intestinal-Hepatic Axis. Front. Nutr. 2022, 9, 906511. [Google Scholar] [CrossRef] [PubMed]
- Carson, M.D.; Westwater, C.; Novince, C.M. Adolescence and the Microbiome. Am. J. Pathol. 2023, 193, 1900–1909. [Google Scholar] [CrossRef]
- Lin, K.; Zhu, L.; Yang, L. Gut and Obesity/Metabolic Disease: Focus on Microbiota Metabolites. MedComm 2022, 3, e171. [Google Scholar] [CrossRef] [PubMed]
- Kendig, M.D.; Hasebe, K.; McCague, R.; Lee, F.; Leigh, S.-J.; Arnold, R.; Morris, M.J. Adolescent Exposure to a Solid High-Fat, High-Sugar ‘Cafeteria’ Diet Leads to More Pronounced Changes in Metabolic Measures and Gut Microbiome Composition than Liquid Sugar in Female Rats. Appetite 2022, 172, 105973. [Google Scholar] [CrossRef]
- Pihl, A.F.; Fonvig, C.E.; Stjernholm, T.; Hansen, T.; Pedersen, O.; Holm, J.-C. The Role of the Gut Microbiota in Childhood Obesity. Child. Obes. 2016, 12, 292–299. [Google Scholar] [CrossRef] [PubMed]
- Yuan, L.; Li, Y.; Chen, M.; Xue, L.; Wang, J.; Ding, Y.; Gu, Q.; Zhang, J.; Zhao, H.; Xie, X.; et al. Therapeutic Applications of Gut Microbes in Cardiometabolic Diseases: Current State and Perspectives. Appl. Microbiol. Biotechnol. 2024, 108, 156. [Google Scholar] [CrossRef]
- Luo, Y.; Lin, H. Inflammation Initiates a Vicious Cycle between Obesity and Nonalcoholic Fatty Liver Disease. Immun. Inflamm. Dis. 2020, 9, 59–73. [Google Scholar] [CrossRef]
- Lanzaro, F.; Guarino, S.; D’Addio, E.; Salvatori, A.; D’Anna, J.A.; Marzuillo, P.; Miraglia del Giudice, E.; Di Sessa, A. Metabolic-Associated Fatty Liver Disease from Childhood to Adulthood: State of Art and Future Directions. World J. Hepatol. 2022, 14, 1087–1098. [Google Scholar] [CrossRef]
- Fang, J.; Yu, C.H.; Li, X.J.; Yao, J.M.; Fang, Z.Y.; Yoon, S.H.; Yu, W.Y. Gut dysbiosis in nonalcoholic fatty liver disease: Pathogenesis, diagnosis, and therapeutic implications. Front. Cell Infect Microbiol. 2022, 12, 997018. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- Tokuhara, D. Role of the Gut Microbiota in Regulating Non-alcoholic Fatty Liver Disease in Children and Adolescents. Front. Nutr. 2021, 8, 700058. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- Pant, K.; Venugopal, S.K.; Lorenzo Pisarello, M.J.; Gradilone, S.A. The Role of Gut Microbiome-Derived Short-Chain Fatty Acid Butyrate in Hepatobiliary Diseases. Am. J. Pathol. 2023, 193, 1455–1467. [Google Scholar] [CrossRef]
- Qin, X.; Chen, M.; He, B.; Chen, Y.; Zheng, Y. Role of Short-Chain Fatty Acids in Non-Alcoholic Fatty Liver Disease and Potential Therapeutic Targets. Front. Microbiol. 2025, 16, 1539972. [Google Scholar] [CrossRef] [PubMed]
- Zhang, D.; Liu, Z.; Bai, F. Roles of Gut Microbiota in Alcoholic Liver Disease. Int. J. Gen. Med. 2023, 16, 3735–3746. [Google Scholar] [CrossRef]
- Münte, E.; Hartmann, P. The Role of Short-Chain Fatty Acids in Metabolic Dysfunction-Associated Steatotic Liver Disease and Other Metabolic Diseases. Biomolecules 2025, 15, 469. [Google Scholar] [CrossRef] [PubMed]
- Hodgkinson, K.; El Abbar, F.; Dobranowski, P.; Manoogian, J.; Butcher, J.; Figeys, D.; Mack, D.; Stintzi, A. Butyrate’s Role in Human Health and the Current Progress towards Its Clinical Application to Treat Gastrointestinal Disease. Clin. Nutr. 2023, 42, 61–75. [Google Scholar] [CrossRef]
- Faradilah, A.; Bukhari, A.; Aminuddin, A.; Syauki, A.Y. The Role of Obesity in Altering the Effects of Short-Chain Fatty Acids (SCFA) on Metabolic Hormone Regulation: A Systematic Review and Meta-Analysis. Clin. Nutr. Open Sci. 2025, 60, 181–199. [Google Scholar] [CrossRef]
- An, L.; Shi, X.; Wang, X.; Zhang, H. The role of gut-derived lipopolysaccharides and the TLR4–MD2 complex in liver diseases. Food Chem. Toxicol. 2022, 164, 113118. [Google Scholar] [CrossRef]
- Anand, S.; Mande, S.S. Host-microbiome interactions: Gut-liver axis and its connection with other organs. Npj Biofilms Microbiomes 2022, 8, 89. [Google Scholar] [CrossRef]
- Hsu, C.; Schnabl, B. The gut–liver axis and gut microbiota in health and liver disease. Nat. Rev. Microbiol. 2023, 21, 719–733. [Google Scholar] [CrossRef]
- Ohtani, N.; Kamiya, T.; Kawada, N. Recent updates on the role of the gut–liver axis in the pathogenesis of chronic liver diseases such as NAFLD and NASH. Hepatic Commun. 2023, 7, e001010. [Google Scholar] [CrossRef][Green Version]
- Mercado-Gómez, M.; Goikoetxea-Usandizaga, N.; Kerbert, A.J.; Gracianteparaluceta, L.U.; Serrano-Maciá, M.; Lachiondo-Ortega, S.; Rodriguez-Agudo, R.; Gil-Pitarch, C.; Simon, J.; Gonzales-Recio, I.; et al. The lipopolysaccharide–TLR4 axis regulates hepatic glutaminase 1 expression promoting liver ammonia build-up as steatotic liver disease progresses to steatohepatitis. Metabolism 2024, 158, 155952. [Google Scholar] [CrossRef]
- Aravind, S.M.; Wichienchot, S.; Tsao, R.; Ramakrishnan, S.; Chakkaravarthi, S.J.F.R. Role of Dietary Polyphenols on Gut Microbiota, Their Metabolites and Health Benefits. Food Res. Int. 2021, 142, 110189. [Google Scholar] [CrossRef]
- Ma, G.; Chen, Y. Polyphenol Supplementation Benefits Human Health via Gut Microbiota: A Systematic Review via Meta-Analysis. J. Funct. Foods 2020, 66, 103829. [Google Scholar] [CrossRef]
- Liu, L.; Du, X.; Zhang, W.; Huang, L.; Li, H.; Jin, T.; Liu, J.; Ming, X.; Gao, N.; Liu, H.; et al. Anthocyanins from Blueberry and Blackberry Ameliorate Metabolic Syndrome by Prevotella histicola and Acetic Acid. NPJ Sci. Food 2025, 9, 158. [Google Scholar] [CrossRef]
- Lange, O.; Proczko-Stepaniak, M.; Mika, A. Short-Chain Fatty Acids–A Product of the Microbiome and Its Participation in Two-Way Communication on the Microbiome-Host Mammal Line. Curr. Obes. Rep. 2023, 12, 108–126. [Google Scholar] [CrossRef]
- Mohammadhasani, K.; Vahedi Fard, M.; Mottaghi Moghaddam Shahri, A.; Khorasanchi, Z. Polyphenols improve non-alcoholic fatty liver disease via gut microbiota: A comprehensive review. Food Sci. Nutr. 2024, 12, 5341–5356. [Google Scholar] [CrossRef] [PubMed]
- Rasche, A.; Roderburg, C.; Tacke, F. The Effects of Probiotics, Prebiotics and Synbiotics in Non-Alcoholic Fatty Liver Disease (NAFLD) and Non-Alcoholic Steatohepatitis (NASH): A Systematic Review. Int. J. Mol. Sci. 2022, 23, 8805. [Google Scholar] [CrossRef]
- Al Hazaimeh, R.; Shackelford, L.; Boateng, J. Mixed Fruits and Berries Counteract the Detrimental Effects Caused by the Obesogenic Cafeteria /Western Diet in Adolescent Rat Model of Obesity. J. Funct. Foods 2025, 126, 106693. [Google Scholar] [CrossRef]
- Lalanza, J.F.; Snoeren, E.M.S. The Cafeteria Diet: A Standardized Protocol and Its Effects on Behavior. Neurosci. Biobehav. Rev. 2021, 122, 92–119. [Google Scholar] [CrossRef]
- Takahashi, Y.; Fukusato, T. Histopathology of nonalcoholic fatty liver disease. Diagn. Histopathol. 2014, 20, 5–13. [Google Scholar]
- Exner, T.; Beretta, C.A.; Gao, Q.; Afting, C.; Romero-Brey, I.; Bartenschlager, R.; Fehring, L.; Poppelreuther, M.; Füllekrug, J. Lipid Droplet Quantification Based on Iterative Image Processing. J. Lipid Res. 2019, 60, 1333–1344. [Google Scholar] [CrossRef]
- Scheppach, W.; Bartram, P.; Richter, A.; Richter, F.; Liepold, H.; Dusel, G.; Hofstetter, G.; Rüthlein, J.; Kasper, H. Effect of Short-chain Fatty Acids on the Human Colonic Mucosa in Vitro. J. Parenter. Enter. Nutr. 1992, 16, 43–48. [Google Scholar] [CrossRef] [PubMed]
- Manach, C.; Scalbert, A.; Morand, C.; Rémésy, C.; Jiménez, L. Polyphenols: Food Sources and Bioavailability. Am. J. Clin. Nutr. 2004, 79, 727–747. [Google Scholar] [CrossRef]
- Pap, N.; Fidelis, M.; Azevedo, L.; do Carmo, M.A.V.; Wang, D.; Mocan, A.; Pereira, E.P.R.; Xavier-Santos, D.; Sant’Ana, A.S.; Yang, B.; et al. Berry polyphenols and human health: Evidence of antioxidant, anti-inflammatory, microbiota modulation, and cell-protecting effects. Curr. Opin. Food Sci. 2021, 42, 167–186. [Google Scholar] [CrossRef]
- Jokioja, J.; Yang, B.; Linderborg, K.M. Acylated Anthocyanins: A Review on Their Bioavailability and Effects on Postprandial Carbohydrate Metabolism and Inflammation. Compr. Rev. Food Sci. Food Saf. 2021, 20, 5570–5615. [Google Scholar] [CrossRef]
- Xie, L.; Su, H.; Sun, C.; Zheng, X.; Chen, W. Recent Advances in Understanding the Anti-Obesity Activity of Anthocyanins and Their Biosynthesis in Microorganisms. Trends Food Sci. Technol. 2018, 72, 13–24. [Google Scholar] [CrossRef]
- Sampey, B.P.; Vanhoose, A.M.; Winfield, H.M.; Freemerman, A.J.; Muehlbauer, M.J.; Fueger, P.T.; Newgard, C.B.; Makowski, L. Cafeteria Diet Is a Robust Model of Human Metabolic Syndrome with Liver and Adipose Inflammation: Comparison to high-Fat Diet. Obesity 2011, 19, 1109–1117. [Google Scholar] [CrossRef]
- Pellenz, F.M.; de Oliveira, M.S.; Witteé, S.C.; Lemos, J.R.; Panis, B.G.; de Lima, I.C.; da Silva, C.F.; Vieira, A.C.; Aubin, M.R.; Moretto, L.; et al. Dietary Blueberry Supplementation Attenuates the Effects of an Ultra-Processed Food Cafeteria Diet on Weight Gain and Metabolic Parameters, Enhancing Nutrigenomic Profiles in C57BL/6 Mice. Mol. Nutr. Food Res. 2025, 69, 70206. [Google Scholar] [CrossRef]
- Svobodová, G.; Horní, M.; Velecká, E.; Boušová, I. Metabolic Dysfunction-Associated Steatotic Liver Disease-Induced Changes in the Antioxidant System: A Review. Arch. Toxicol. 2024, 99, 1–22. [Google Scholar] [CrossRef] [PubMed]
- Gomes, L.F.; Costa, S.A.M.; Rocha-Gomes, A.; Teixeira, A.E.; Silva, A.A.D.; Lessa, M.R.; Riul, T.R. Cafeteria Diet from Birth to Adulthood Promotes Hepatic Steatosis and Redox Imbalance in Wistar Rats. Nutr. Food Sci. 2021, 51, 483–493. [Google Scholar] [CrossRef]
- Ramírez-Maldonado, L.M.; Guerrero-Castro, J.; Rodríguez-Mejía, J.L.; Cárdenas-Conejo, Y.; Bonales-Alatorre, E.O.; Valencia-Cruz, G.; Anguiano-García, P.T.; Vega-Juárez, I.; Dagnino-Acosta, A.; Ruvalcaba-Galindo, J.; et al. Obesogenic Cafeteria Diet Induces Dynamic Changes in Gut Microbiota, Reduces Myenteric Neuron Excitability, and Impairs Gut Contraction in Mice. Am. J. Physiol. Gastrointest. Liver Physiol. 2025, 328, G32–G48. [Google Scholar] [CrossRef] [PubMed]
- Balasubramaniam, A.; Srinivasan, S. Diet-Microbiome-ENS Connection: Impact of the Cafeteria Diet. Am. J. Physiol. Gastrointest. Liver Physiol. 2025, 328, G179–G181. [Google Scholar] [CrossRef] [PubMed]
- Kern, L.; Mittenbühler, M.J.; Vesting, A.J.; Ostermann, A.L.; Wunderlich, C.M.; Wunderlich, F.T. Obesity-Induced TNFα and IL-6 Signaling: The Missing Link between Obesity and Inflammation-Driven Liver and Colorectal Cancers. Cancers 2019, 11, 24. [Google Scholar] [CrossRef]
- Sanz, A.; Caro, P.; Ayala, V.; Portero-Otin, M.; Pamplona, R.; Barja, G. Methionine Restriction Decreases Mitochondrial Oxygen Radical Generation and Leak as Well as Oxidative Damage to Mitochondrial DNA and Proteins. FASEB J. 2006, 20, 1064–1073. [Google Scholar] [CrossRef]
- Georgiou-Siafis, S.K.; Tsiftsoglou, A.S. The Key Role of GSH in Keeping the Redox Balance in Mammalian Cells: Mechanisms and Significance of GSH in Detoxification via Formation of Conjugates. Antioxidants 2023, 12, 1953. [Google Scholar] [CrossRef]
- Kyrana, E. Liver function tests. In Oxford Specialist Handbook of Paediatric Gastroenterology, Hepatology, and Nutrition; Oxford Academic: Oxford, UK, 2018. [Google Scholar] [CrossRef]
- Xuan, Y.; Wu, D.; Zhang, Q.; Yu, Z.; Yu, J.; Zhou, D. Elevated ALT/AST Ratio as a Marker for NAFLD Risk and Severity: Insights from a Cross-Sectional Analysis in the United States. Front. Endocrinol. 2024, 15, 1457598. [Google Scholar] [CrossRef]
- Svop Jensen, V.; Fledelius, C.; Max Wulff, E.; Lykkesfeldt, J.; Hvid, H. Temporal Development of Dyslipidemia and Nonalcoholic Fatty Liver Disease (NAFLD) in Syrian Hamsters Fed a High-Fat, High-Fructose, High-Cholesterol Diet. Nutrients 2021, 13, 604. [Google Scholar] [CrossRef]
- Radu, F.; Potcovaru, C.G.; Salmen, T.; Filip, P.V.; Pop, C.; Fierbințeanu-Braticievici, C. The Link between NAFLD and Metabolic Syndrome. Diagnostics 2023, 13, 614. [Google Scholar] [CrossRef]
- Sakurai, Y.; Kubota, N.; Yamauchi, T.; Kadowaki, T. Role of Insulin Resistance in MAFLD. Int. J. Mol. Sci. 2021, 22, 4156. [Google Scholar] [CrossRef] [PubMed]
- Li, L.; Jin, Y.; Li, T.; Lv, B.; Yuan, D.; Li, X.; Yuan, J. Flavonoid Polyphenols as Therapeutic Agents for Fatty Liver Disease: Mechanisms, Microbiome Interactions, and Metabolic Insights. Mol. Nutr. Food Res. 2025, 69, e70144. [Google Scholar] [CrossRef] [PubMed]
- Koh, A.; De Vadder, F.; Kovatcheva-Datchary, P.; Bäckhed, F. From Dietary Fiber to Host Physiology: Short-Chain Fatty Acids as Key Bacterial Metabolites. Cell 2016, 165, 1332–1345. [Google Scholar] [CrossRef] [PubMed]
- Borycka-Kiciak, K.; Banasiewicz, T.; Rydzewska, G. Butyric Acid–A Well-Known Molecule Revisited. Gastroenterol. Rev. 2017, 12, 83–89. [Google Scholar] [CrossRef]
- Wu, D.; Wang, X.; Yang, X.; Gu, L.; McGeachy, M.J.; Liu, X. Temporary Consumption of Western Diet Trains the Immune System to Reduce Future Gut Inflammation. iScience 2023, 26, 107420. [Google Scholar] [CrossRef]
- Sankarganesh, P.; Bhunia, A.; Kumar, A.G.; Babu, S.; Gopukumar, S.T.; Lokesh, E. Short-Chain Fatty Acids (SCFAs) in Gut Health: Implications for Drug Metabolism and Therapeutics. Med. Microecol. 2025, 25, 100139. [Google Scholar] [CrossRef]
- Duan, H.; Wang, L.; Huangfu, M.; Li, H. The Impact of Microbiota-Derived Short-Chain Fatty Acids on Macrophage Activities in Disease: Mechanisms and Therapeutic Potentials. Biomed. Pharmacother. 2023, 165, 115276. [Google Scholar] [CrossRef]
- Netto, A.M.; Kashiwagi, N.M.; Minanni, C.A.; Santos, R.D.; Cesena, F.Y. Adiposity, Hepatic Steatosis, and Metabolic Health Transitions in People with Obesity: Influences of Age and Sex. Nutr. Metab. Cardiovasc. Dis. 2023, 33, 1149–1157. [Google Scholar] [CrossRef]
- Li, H.; Christman, L.M.; Li, R.; Gu, L. Synergic Interactions between Polyphenols and Gut Microbiota in Mitigating Inflammatory Bowel Diseases. Food Funct. 2020, 11, 4878–4891. [Google Scholar] [CrossRef]
- Liu, S.; Cheng, L.; Liu, Y.; Zhan, S.; Wu, Z.; Zhang, X. Relationship between Dietary Polyphenols and Gut Microbiota: New Clues to Improve Cognitive Disorders, Mood Disorders and Circadian Rhythms. Foods 2023, 12, 1309. [Google Scholar] [CrossRef]
- González-Gómez, Á.; Cantone, M.; García-Muñoz, A.M.; Victoria-Montesinos, D.; Lucas-Abellán, C.; Serrano-Martínez, A.; Muñoz-Morillas, A.M.; Morillas-Ruiz, J.M. Effect of Polyphenol-Rich Interventions on Gut Microbiota and Inflammatory or Oxidative Stress Markers in Adults Who Are Overweight or Obese: A Systematic Review and Meta-Analysis. Nutrients 2025, 17, 2468. [Google Scholar] [CrossRef]
- Nathan, V.B.; Eckrote, S.; Li, S.; Reddivari, L. Crude Blueberry Phenolic Extracts Improve Gut Barrier Integrity and Exert Anti-Inflammatory and Antimicrobial Activity in an In Vitro Weaning Stress Model. Antioxidants 2024, 13, 1044. [Google Scholar] [CrossRef]
- Leeming, E.R.; Johnson, A.J.; Spector, T.D.; Le Roy, C.I. Effect of Diet on the Gut Microbiota: Rethinking Intervention Duration. Nutrients 2019, 11, 2862. [Google Scholar] [CrossRef] [PubMed]
- Bortolin, R.C.; Vargas, A.R.; Gasparotto, J.; Chaves, P.R.; Schnorr, C.E.; Martinello, K.B.; Moreira, J.C.F. A New Animal Diet Based on Human Western Diet Is a Robust Diet-Induced Obesity Model: Comparison to High-Fat and Cafeteria Diets in Term of Metabolic and Gut Microbiota Disruption. Int. J. Obes. 2018, 42, 525–534. [Google Scholar] [CrossRef] [PubMed]
- Magne, F.; Gotteland, M.; Gauthier, L.; Zazueta, A.; Pesoa, S.; Navarrete, P.; Balamurugan, R. The Firmicutes/Bacteroidetes Ratio: A Relevant Marker of Gut Dysbiosis in Obese Patients? Nutrients 2020, 12, 1474. [Google Scholar] [CrossRef]
- Ahmad, J.; Khan, I.; Zengin, G.; Mahomoodally, M.F. The Gut Microbiome in the Fight against Obesity: The Potential of Dietary Factors. FASEB J. 2023, 37, e23258. [Google Scholar] [CrossRef] [PubMed]
- Aoki, T.; Oyanagi, E.; Watanabe, C.; Kobiki, N.; Miura, S.; Yokogawa, Y.; Yano, H. The Effect of Voluntary Exercise on Gut Microbiota in Partially Hydrolyzed Guar Gum Intake Mice under High-Fat Diet Feeding. Nutrients 2020, 12, 2508. [Google Scholar] [CrossRef]
- Cani, P.D. Interactions between Gut Microbes and Host Cells Control Gut Barrier and Metabolism. Int. J. Obes. Suppl. 2016, 6, S28–S31. [Google Scholar] [CrossRef]
- Nemzer, B.V.; Al-Taher, F.; Kalita, D.; Yashin, A.Y.; Yashin, Y.I. Health-Improving Effects of Polyphenols on the Human Intestinal Microbiota: A Review. Int. J. Mol. Sci. 2025, 26, 1335. [Google Scholar] [CrossRef]
- Rodríguez-Daza, M.C.; Pulido-Mateos, E.C.; Lupien-Meilleur, J.; Guyonnet, D.; Desjardins, Y.; Roy, D. Polyphenol-Mediated Gut Microbiota Modulation: Toward Prebiotics and Further. Front. Nutr. 2021, 8, 689456. [Google Scholar] [CrossRef]
- Fan, S.; Chen, S.; Lin, L. Research Progress of Gut Microbiota and Obesity Caused by High-Fat Diet. Front. Cell. Infect. Microbiol. 2023, 13, 1139800. [Google Scholar] [CrossRef]
- Zhao, J.; Bai, M.; Ning, X.; Qin, Y.; Wang, Y.; Yu, Z.; Sun, S. Expansion of Escherichia-Shigella in Gut Is Associated with the Onset and Response to Immunosuppressive Therapy of IgA Nephropathy. J. Am. Soc. Nephrol. 2022, 33, 2276–2292. [Google Scholar] [CrossRef]
- Wang, X.; Guo, Q.; Liu, Z.; Wang, Y.; Cao, C.; Jin, L.; Zhao, W. Alterations in the Gut Microbiota Composition in Obesity with and without Type 2 Diabetes: A Pilot Study. Diabetes Metab. Syndr. Obes. 2024, 17, 3965–3974. [Google Scholar] [CrossRef]
- Da Silva, H.E.; Teterina, A.; Comelli, E.M.; Taibi, A.; Arendt, B.M.; Fischer, S.E.; Allard, J.P. Nonalcoholic Fatty Liver Disease Is Associated with Dysbiosis Independent of Body Mass Index and Insulin Resistance. Sci. Rep. 2018, 8, 1466. [Google Scholar] [CrossRef]
- Mouzaki, M.; Comelli, E.M.; Arendt, B.M.; Bonengel, J.; Fung, S.K.; Fischer, S.E.; Allard, J.P. Intestinal Microbiota in Patients with Nonalcoholic Fatty Liver Disease. Hepatology 2013, 58, 120–127. [Google Scholar] [CrossRef]
- García-Montero, C.; Fraile-Martinez, O.; Gomez-Lahoz, A.M.; Pekarek, L.; Castellanos, A.J.; Noguerales-Fraguas, F.; Ortega, M.A. Nutritional Components in Western Diet versus Mediterranean Diet at the Gut Microbiota–Immune System Interplay. Implications for Health and Disease. Nutrients 2021, 13, 699. [Google Scholar] [CrossRef]
- Cheng, D.; Xie, M.Z. A Review of a Potential and Promising Probiotic Candidate—Akkermansia muciniphila. J. Appl. Microbiol. 2021, 130, 1813–1822. [Google Scholar] [CrossRef]
- McDonald, D.; Hyde, E.; Debelius, J.W.; Morton, J.T.; Gonzalez, A.; Ackermann, G.; Knight, R. American Gut: An Open Platform for Citizen Science Microbiome Research. mSystems 2018, 3, e00028-18. [Google Scholar] [CrossRef]
- Sun, D.; Xie, C.; Zhao, Y.; Liao, J.; Li, S.; Zhang, Y.; Huang, J. The Gut Microbiota-Bile Acid Axis in Cholestatic Liver Disease. Mol. Med. 2024, 30, 104. [Google Scholar] [CrossRef] [PubMed]













| Taxonomy | NC | PC | T1 | T2 | P1 | P2 | I1 | I2 |
|---|---|---|---|---|---|---|---|---|
| Phylum/Species (%) | ||||||||
| Firmicutes | ||||||||
| Genus Lactobacillus | ||||||||
| Lactobacillus johnsonii | 3064 ± 456 D | 12,139 ±508 A | 2711 ± 472 D | 2734 ±1085 D | 10,382 ± 810 AB | 6565 ± 404 C | 8643 ± 552 BC | 2050 ± 423 D |
| Lactobacillus murinus | 999 ± 352 A | 55.3 ± 14.8 C | 801 ± 87.2 AB | 847 ± 175 AB | 133 ± 65 BC | 571 ± 128 ABC | 651 ± 227 ABC | 774 ± 8.54 ABC |
| Lactobacillus intestinalis | 740 ± 198 AB | 3.67 ± 2.03 C | 761 ± 48.6 AB | 814 ± 218 A | 1287 ± 218 A | 780 ± 73.7 A | 159 ± 22.4 BC | 1310 ± 102 A |
| Lactobacillus reuteri | 269 ± 53.8 A | 842 ± 200 A | 342 ± 125 A | 320 ± 155 A | 812 ± 166 A | 762 ± 171 A | 608 ± 297 A | 729 ± 194 A |
| Genus Lactococcus | ||||||||
| Lactococcus lactis | 531 ± 86 A | 198 ± 65.7 B | 697 ± 253 A | 692 ± 142 A | 305 ± 18 A | 394 ± 69.5 A | 738 ± 260 A | 915 ± 69.2 A |
| Genus Clostridia | ||||||||
| Uncultured Clostridiales | 0 ± 0 B | 11 ± 4.16 A | 0 ± 0 B | 0 ± 0 B | 7.67 ± 1.76 AB | 1.67 ± 1.67 AB | 2 ± 2 AB | 2.33 ± 2.33 AB |
| Actinobacteriota | ||||||||
| Bifidobacterium Pseudolongum | 748 ± 395 AB | 196 ± 106 B | 806 ± 145 AB | 1517 ± 48.1 A | 358 ± 175 B | 211 ± 65.3 B | 526.36 ± 207 B | 196 ± 97.2 B |
| Verrucomicrobiota | ||||||||
| Akkermansia muciniphila | 1001 ± 44.6 BC | 56.7 ± 21.9 D | 1510 ± 84.4 BC | 2464 ± 119 A | 674 ± 278 CD | 1419 ± 224 BC | 870 ± 48.2 BCD | 1780 ± 352 AB |
| Bacteroidota | ||||||||
| Bacteroides dorei | 7.33 ± 1.20 AB | 0 ± 0 B | 12.3 ± 2.60 A | 14 ± 3.79 A | 12.3 ± 3.93 A | 14.7 ± 1.45 A | 7.67 ± 1.45 AB | 10 ± 2.89 AB |
| Proteobacteria | ||||||||
| Genera Escherichia -Shigella | 0 ± 0 B | 184 ± 53.6 A | 0 ± 0 B | 0 ± 0 B | 0 ± 0 B | 0 ± 0 B | 0 ± 0 B | 6.67 ± 3.76 B |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Al Hazaimeh, R.; Shackelford, L.; Boateng, J. Effects of Mixed Fruits and Berries on Ameliorating Gut Microbiota and Hepatic Alterations Induced by Cafeteria Diet. Nutrients 2026, 18, 181. https://doi.org/10.3390/nu18020181
Al Hazaimeh R, Shackelford L, Boateng J. Effects of Mixed Fruits and Berries on Ameliorating Gut Microbiota and Hepatic Alterations Induced by Cafeteria Diet. Nutrients. 2026; 18(2):181. https://doi.org/10.3390/nu18020181
Chicago/Turabian StyleAl Hazaimeh, Rawan, Louis Shackelford, and Judith Boateng. 2026. "Effects of Mixed Fruits and Berries on Ameliorating Gut Microbiota and Hepatic Alterations Induced by Cafeteria Diet" Nutrients 18, no. 2: 181. https://doi.org/10.3390/nu18020181
APA StyleAl Hazaimeh, R., Shackelford, L., & Boateng, J. (2026). Effects of Mixed Fruits and Berries on Ameliorating Gut Microbiota and Hepatic Alterations Induced by Cafeteria Diet. Nutrients, 18(2), 181. https://doi.org/10.3390/nu18020181

