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High-Fat, Western-Style Diet, Systemic Inflammation, and Gut Microbiota: A Narrative Review
Open accessAbstract
The gut microbiota is responsible for recovering energy from food, providing hosts with vitamins, and providing a barrier function against exogenous pathogens. In addition, it is involved in maintaining the integrity of the intestinal epithelial barrier, crucial for the functional maturation of the gut immune system. The Western diet (WD)—an unhealthy diet with high consumption of fats—can be broadly characterized by overeating, frequent snacking, and a prolonged postprandial state. The term WD is commonly known and intuitively understood. However, the strict digital expression of nutrient ratios is not precisely defined. Based on the US data for 1908–1989, the calory intake available from fats increased from 32% to 45%. Besides the metabolic aspects (hyperinsulinemia, insulin resistance, dyslipidemia, sympathetic nervous system and renin-angiotensin system overstimulation, and oxidative stress), the consequences of excessive fat consumption (high-fat diet—HFD) comprise dysbiosis, gut barrier dysfunction, increased intestinal permeability, and leakage of toxic bacterial metabolites into the circulation. These can strongly contribute to the development of low-grade systemic inflammation. This narrative review highlights the most important recent advances linking HFD-driven dysbiosis and HFD-related inflammation, presents the pathomechanisms for these phenomena, and examines the possible causative relationship between pro-inflammatory status and gut microbiota changes.
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Citations
Cites
Obesity is associated with macrophage accumulation in adipose tissue
Weisberg, S. P., McCann, D., Desai, M., Rosenbaum, M., Leibel, R. L., & Ferrante, A. W. (2003) · Journal of Clinical Investigation · doi:10.1172/jci200319246 · Cited by 10,041
Human gut microbes associated with obesity
Ley, R. E., Turnbaugh, P. J., Klein, S., & Gordon, J. I. (2006) · Nature · doi:10.1038/4441022a · Cited by 8,785
Xu, H., Barnes, G. T., Yang, Q., Tan, G., Yang, D., Chou, C. J., Sole, J., Nichols, A., Ross, J. S., Tartaglia, L. A., et al. (2003) · Journal of Clinical Investigation · doi:10.1172/jci200319451 · Cited by 6,760
The gut microbiota as an environmental factor that regulates fat storage
Bäckhed, F., Ding, H., Wang, T., Hooper, L. V., Koh, G. Y., Nagy, A., Semenkovich, C. F., & Gordon, J. I. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0407076101 · Cited by 6,245
Revised Estimates for the Number of Human and Bacteria Cells in the Body
Sender, R., Fuchs, S., & Milo, R. (2016) · PLOS Biology · doi:10.1371/journal.pbio.1002533 · Cited by 5,425
Host-Bacterial Mutualism in the Human Intestine
Bäckhed, F., Ley, R. E., Sonnenburg, J. L., Peterson, D. A., & Gordon, J. I. (2005) · Science · doi:10.1126/science.1104816 · Cited by 5,277
Cani, P. D., Bibiloni, R., Knauf, C., Waget, A., Neyrinck, A. M., Delzenne, N. M., & Burcelin, R. (2008) · Diabetes · doi:10.2337/db07-1403 · Cited by 4,819
Obesity induces a phenotypic switch in adipose tissue macrophage polarization
Lumeng, C. N., Bodzin, J. L., & Saltiel, A. R. (2007) · Journal of Clinical Investigation · doi:10.1172/jci29881 · Cited by 4,664
Functional interactions between the gut microbiota and host metabolism
Tremaroli, V., & Bäckhed, F. (2012) · Nature · doi:10.1038/nature11552 · Cited by 4,387
TLR4 links innate immunity and fatty acid-induced insulin resistance
Shi, H., Kokoeva, M. V., Inouye, K., Tzameli, I., Yin, H., & Flier, J. S. (2006) · Journal of Clinical Investigation · doi:10.1172/jci28898 · Cited by 3,690
Rinninella, E., Raoul, P., Cintoni, M., Franceschi, F., Miggiano, G. A. D., Gasbarrini, A., & Mele, M. C. (2019) · Microorganisms · doi:10.3390/microorganisms7010014 · Cited by 3,462
Ecological and Evolutionary Forces Shaping Microbial Diversity in the Human Intestine
Ley, R. E., Peterson, D. A., & Gordon, J. I. (2006) · Cell · doi:10.1016/j.cell.2006.02.017 · Cited by 3,358
Normal gut microbiota modulates brain development and behavior
Heijtz, R. D., Wang, S., Anuar, F., Qian, Y., Björkholm, B., Samuelsson, A., Hibberd, M. L., Forssberg, H., & Pettersson, S. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1010529108 · Cited by 3,228 · cited 1×
“For instance, it is involved in satiety regulation and hormonal regulation and impacts mood and behavior [57,77,78].”
BackgroundThe Effect of Diet on the Human Gut Microbiome: A Metagenomic Analysis in Humanized Gnotobiotic Mice
Turnbaugh, P. J., Ridaura, V. K., Faith, J. J., Rey, F. E., Knight, R., & Gordon, J. I. (2009) · Science Translational Medicine · doi:10.1126/scitranslmed.3000322 · Cited by 3,058
Bile salt biotransformations by human intestinal bacteria
Ridlon, J. M., Kang, D.-J., & Hylemon, P. B. (2006) · Journal of Lipid Research · doi:10.1194/jlr.r500013-jlr200 · Cited by 2,829
Sudo, N., Chida, Y., Aiba, Y., Sonoda, J., Oyama, N., Yu, X., Kubo, C., & Koga, Y. (2004) · The Journal of Physiology · doi:10.1113/jphysiol.2004.063388 · Cited by 2,735
McDonald, L. C., Gerding, D. N., Johnson, S., Bakken, J. S., Carroll, K. C., Coffin, S. E., Dubberke, E. R., Garey, K. W., Gould, C. V., Kelly, C., et al. (2018) · Clinical Infectious Diseases · doi:10.1093/cid/cix1085 · Cited by 2,690 · cited 1×
“These include, for instance, fecal microbiota transplantation in recurrent Clostridium difficile infections or inflammatory bowel diseases [80,81].”
BackgroundKanda, H. (2006) · Journal of Clinical Investigation · doi:10.1172/jci26498 · Cited by 2,682
The many roles of chemokines and chemokine receptors in inflammation
Charo, I. F., & Ransohoff, R. M. (2006) · New England Journal of Medicine · doi:10.1056/nejmra052723 · Cited by 2,523
Lamb, C. A., Kennedy, N. A., Raine, T., Hendy, P. A., Smith, P. J., Limdi, J. K., Hayee, B., Lomer, M. C. E., Parkes, G. C., Selinger, C., et al. (2019) · Gut · doi:10.1136/gutjnl-2019-318484 · Cited by 2,346
Role of the gut microbiota in immunity and inflammatory disease
Kamada, N., Seo, S.-U., Chen, G. Y., & Núñez, G. (2013) · Nature reviews. Immunology · doi:10.1038/nri3430 · Cited by 2,256
Mozaffarian, D. (2016) · Circulation · doi:10.1161/circulationaha.115.018585 · Cited by 2,216 · cited 1×
“Generally, the WD is characterized by high intakes of refined sugars (candies and sweets, and high-sugar soft drinks), animal fats (high intake of saturated and omega-6 fatty acids, reduced omega-3 fat intake), processed meats (especially red meat), refined grains, high-fat dairy products, conventionally-raised animal…”
BackgroundPlovier, H., Everard, A., Druart, C., Depommier, C., Van Hul, M., Geurts, L., Chilloux, J., Ottman, N., Duparc, T., Lichtenstein, L., et al. (2017) · Nature Medicine · doi:10.1038/nm.4236 · Cited by 2,204
Akkermansia muciniphila gen. nov., sp. nov., a human intestinal mucin-degrading bacterium
Derrien, M., Vaughan, E. E., Plugge, C. M., & de Vos, W. M. (2004) · International Journal of Systematic and Evolutionary Microbiology · doi:10.1099/ijs.0.02873-0 · Cited by 2,094
The Long-Term Stability of the Human Gut Microbiota
Faith, J. J., Guruge, J. L., Charbonneau, M., Subramanian, S., Seedorf, H., Goodman, A. L., Clemente, J. C., Knight, R., Heath, A. C., Leibel, R. L., et al. (2013) · Science · doi:10.1126/science.1237439 · Cited by 2,058
Dietary emulsifiers impact the mouse gut microbiota promoting colitis and metabolic syndrome
Chassaing, B., Koren, O., Goodrich, J. K., Poole, A. C., Srinivasan, S., Ley, R. E., & Gewirtz, A. T. (2015) · Nature · doi:10.1038/nature14232 · Cited by 2,055
ER stress-induced cell death mechanisms
Sano, R., & Reed, J. C. (2013) · Biochimica et Biophysica Acta (BBA) - Molecular Cell Research · doi:10.1016/j.bbamcr.2013.06.028 · Cited by 1,988
Bile acid-microbiota crosstalk in gastrointestinal inflammation and carcinogenesis
Jia, W., Xie, G., & Jia, W. (2018) · Nature Reviews Gastroenterology & Hepatology · doi:10.1038/nrgastro.2017.119 · Cited by 1,924
Dietary-fat-induced taurocholic acid promotes pathobiont expansion and colitis in Il10-/- mice
Devkota, S., Wang, Y., Musch, M. W., Leone, V., Fehlner-Peach, H., Nadimpalli, A., Antonopoulos, D. A., Jabri, B., & Chang, E. B. (2012) · Nature · doi:10.1038/nature11225 · Cited by 1,904
The Firmicutes/Bacteroidetes ratio of the human microbiota changes with age
Mariat, D., Firmesse, O., Levenez, F., Guimarăes, V., Sokol, H., Doré, J., Corthier, G., & Furet, J.-P. (2009) · BMC Microbiology · doi:10.1186/1471-2180-9-123 · Cited by 1,755
High-Fat Diet Determines the Composition of the Murine Gut Microbiome Independently of Obesity
Hildebrandt, M. A., Hoffmann, C., Sherrill–Mix, S. A., Keilbaugh, S. A., Hamady, M., Chen, Y., Knight, R., Ahima, R. S., Bushman, F., & Wu, G. D. (2009) · Gastroenterology · doi:10.1053/j.gastro.2009.08.042 · Cited by 1,576
Microbiota-mediated colonization resistance against intestinal pathogens
Buffie, C. G., & Pamer, E. G. (2013) · Nature reviews. Immunology · doi:10.1038/nri3535 · Cited by 1,564
Through Ageing, and Beyond: Gut Microbiota and Inflammatory Status in Seniors and Centenarians
Biagi, E., Nylund, L., Candela, M., Ostan, R., Bucci, L., Pini, E., Nikkïla, J., Monti, D., Satokari, R., Franceschi, C., et al. (2010) · PLoS ONE · doi:10.1371/journal.pone.0010667 · Cited by 1,483
Lee, J. Y., Sohn, K. H., Rhee, S. H., & Hwang, D. (2001) · Journal of Biological Chemistry · doi:10.1074/jbc.m011695200 · Cited by 1,299
Effect of Insulin and Glucose Infusions on Sympathetic Nervous System Activity in Normal Man
Rowe, J. W., Young, J. B., Minaker, K. L., Stevens, A. L., Pallotta, J., & Landsberg, L. (1981) · Diabetes · doi:10.2337/diab.30.3.219 · Cited by 1,143
Moving pictures of the human microbiome
Caporaso, J. G., Lauber, C. L., Costello, E. K., Berg-Lyons, D., Gonzalez, A., Stombaugh, J., Knights, D., Gajer, P., Ravel, J., Fierer, N., et al. (2011) · Genome Biology · doi:10.1186/gb-2011-12-5-r50 · Cited by 1,138
The role of the gut microbiota in energy metabolism and metabolic disease
Cani, P., & Delzenne, N. (2009) · Current Pharmaceutical Design · doi:10.2174/138161209788168164 · Cited by 974
Gut microorganisms, mammalian metabolism and personalized health care
Nicholson, J. K., Holmes, E., & Wilson, I. D. (2005) · Nature Reviews Microbiology · doi:10.1038/nrmicro1152 · Cited by 945
Western Diet and the Immune System: An Inflammatory Connection
Christ, A., Lauterbach, M., & Latz, E. (2019) · Immunity · doi:10.1016/j.immuni.2019.09.020 · Cited by 907
Gadaleta, R. M., van Erpecum, K. J., Oldenburg, B., Willemsen, E. C. L., Renooij, W., Murzilli, S., Klomp, L. W. J., Siersema, P. D., Schipper, M. E. I., Danese, S., et al. (2011) · Gut · doi:10.1136/gut.2010.212159 · Cited by 870
Erridge, C., Attina, T., Spickett, C. M., & Webb, D. J. (2007) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/86.5.1286 · Cited by 776
Ding, S., Chi, M. M., Scull, B. P., Rigby, R., Schwerbrock, N. M. J., Magness, S., Jobin, C., & Lund, P. K. (2010) · PLoS ONE · doi:10.1371/journal.pone.0012191 · Cited by 713
Chylomicrons promote intestinal absorption of lipopolysaccharides
Ghoshal, S., Witta, J., Zhong, J., de Villiers, W., & Eckhardt, E. (2009) · Journal of Lipid Research · doi:10.1194/jlr.m800156-jlr200 · Cited by 662
Yoshida, N., Emoto, T., Yamashita, T., Watanabe, H., Hayashi, T., Tabata, T., Hoshi, N., Hatano, N., Ozawa, G., Sasaki, N., et al. (2018) · Circulation · doi:10.1161/circulationaha.118.033714 · Cited by 619
Gut Microbiota and Obesity: A Role for Probiotics
Abenavoli, L., Scarpellini, E., Colica, C., Boccuto, L., Salehi, B., Sharifi-Rad, J., Aiello, V., Romano, B., De Lorenzo, A., Izzo, A. A., et al. (2019) · Nutrients · doi:10.3390/nu11112690 · Cited by 615
Lam, Y. Y., Ha, C. W. Y., Campbell, C. R., Mitchell, A. J., Dinudom, A., Oscarsson, J., Cook, D. I., Hunt, N. H., Caterson, I. D., Holmes, A. J., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0034233 · Cited by 604
Impact of Diet-Modulated Butyrate Production on Intestinal Barrier Function and Inflammation
Bach Knudsen, K. E., Lærke, H. N., Hedemann, M. S., Nielsen, T. S., Ingerslev, A. K., Gundelund Nielsen, D. S., Theil, P. K., Purup, S., Hald, S., Schioldan, A. G., et al. (2018) · Nutrients · doi:10.3390/nu10101499 · Cited by 572
Mucin-bacterial interactions in the human oral cavity and digestive tract
Derrien, M., van Passel, M. W. J., van de Bovenkamp, J. H. B., Schipper, R., de Vos, W., & Dekker, J. (2010) · Gut Microbes · doi:10.4161/gmic.1.4.12778 · Cited by 556
Intestinal flora and endogenous vitamin synthesis
Hill, M. J. (1997) · European Journal of Cancer Prevention · doi:10.1097/00008469-199703001-00009 · Cited by 551 · cited 1×
“It has been suggested that up to 50% of the daily vitamin K requirement is secured by the microbiota [72,73].”
BackgroundMicrobial pathways in colonic sulfur metabolism and links with health and disease
Carbonero, F., Benefiel, A. C., Alizadeh-Ghamsari, A. H., & Gaskins, H. R. (2012) · Frontiers in Physiology · doi:10.3389/fphys.2012.00448 · Cited by 544
Lee, J. Y., Ye, J., Gao, Z., Youn, H. S., Lee, W. H., Zhao, L., Sizemore, N., & Hwang, D. H. (2003) · Journal of Biological Chemistry · doi:10.1074/jbc.m305213200 · Cited by 524
Anderson, R. C., Cookson, A. L., McNabb, W. C., Park, Z., McCann, M. J., Kelly, W. J., & Roy, N. C. (2010) · BMC Microbiology · doi:10.1186/1471-2180-10-316 · Cited by 510
Ghanim, H., Abuaysheh, S., Sia, C. L., Korzeniewski, K., Chaudhuri, A., Fernandez-Real, J. M., & Dandona, P. (2009) · Diabetes Care · doi:10.2337/dc09-0979 · Cited by 494
Diet and the human gut microbiome: An international review
Wilson, A. S., Koller, K. R., Ramaboli, M. C., Nesengani, L. T., Ocvirk, S., Chen, C., Flanagan, C. A., Sapp, F. R., Merritt, Z. T., Bhatti, F., et al. (2020) · Digestive Diseases and Sciences · doi:10.1007/s10620-020-06112-w · Cited by 369
Carcinogenicity of deoxycholate, a secondary bile acid
Bernstein, C., Holubec, H., Bhattacharyya, A. K., Nguyen, H., Payne, C. M., Zaitlin, B., & Bernstein, H. (2011) · Archives of Toxicology · doi:10.1007/s00204-011-0648-7 · Cited by 351
Biagi, E., Nylund, L., Candela, M., Ostan, R., Bucci, L., Pini, E., Nikkïla, J., Monti, D., Satokari, R., Franceschi, C., et al. (2010) · PLoS ONE · doi:10.1371/annotation/df45912f-d15c-44ab-8312-e7ec0607604d · Cited by 345
Total Lipopolysaccharide from the Human Gut Microbiome Silences Toll-Like Receptor Signaling
d’Hennezel, E., Abubucker, S., Murphy, L. O., & Cullen, T. W. (2017) · mSystems · doi:10.1128/msystems.00046-17 · Cited by 324
The Gut Microbiota Regulates Intestinal CD4 T Cells Expressing RORγt and Controls Metabolic Disease
Garidou, L., Pomié, C., Klopp, P., Waget, A., Charpentier, J., Aloulou, M., Giry, A., Serino, M., Stenman, L., Lahtinen, S., et al. (2015) · Cell Metabolism · doi:10.1016/j.cmet.2015.06.001 · Cited by 303
Wolters, M., Ahrens, J., Romaní-Pérez, M., Watkins, C., Sanz, Y., Benítez-Páez, A., Stanton, C., & Günther, K. (2019) · Clinical Nutrition · doi:10.1016/j.clnu.2018.12.024 · Cited by 299
Ursodeoxycholic acid and lithocholic acid exert anti-inflammatory actions in the colon
Ward, J. B. J., Lajczak, N. K., Kelly, O. B., O’Dwyer, A. M., Giddam, A. K., Ní Gabhann, J., Franco, P., Tambuwala, M. M., Jefferies, C. A., Keely, S., et al. (2017) · American Journal of Physiology-Gastrointestinal and Liver Physiology · doi:10.1152/ajpgi.00256.2016 · Cited by 286
Potato and french fry consumption and risk of type 2 diabetes in women
Halton, T. L., Willett, W. C., Liu, S., Manson, J. E., Stampfer, M. J., & Hu, F. B. (2006) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/83.2.284 · Cited by 257
XIAP Restricts TNF- and RIP3-Dependent Cell Death and Inflammasome Activation
Yabal, M., Müller, N., Adler, H., Knies, N., Groß, C. J., Damgaard, R. B., Kanegane, H., Ringelhan, M., Kaufmann, T., Heikenwälder, M., et al. (2014) · Cell Reports · doi:10.1016/j.celrep.2014.05.008 · Cited by 255
Diet-driven microbiota dysbiosis is associated with vagal remodeling and obesity
Sen, T., Cawthon, C. R., Ihde, B. T., Hajnal, A., DiLorenzo, P. M., de La Serre, C. B., & Czaja, K. (2017) · Physiology & Behavior · doi:10.1016/j.physbeh.2017.02.027 · Cited by 239
Lam, Y. Y., Ha, C. W. Y., Hoffmann, J. M. A., Oscarsson, J., Dinudom, A., Mather, T. J., Cook, D. I., Hunt, N. H., Caterson, I. D., Holmes, A. J., et al. (2015) · Obesity · doi:10.1002/oby.21122 · Cited by 223
Patterson, E., O' Doherty, R. M., Murphy, E. F., Wall, R., O' Sullivan, O., Nilaweera, K., Fitzgerald, G. F., Cotter, P. D., Ross, R. P., & Stanton, C. (2014) · British Journal Of Nutrition · doi:10.1017/s0007114514000117 · Cited by 211
Mencarelli, A., Renga, B., Migliorati, M., Cipriani, S., Distrutti, E., Santucci, L., & Fiorucci, S. (2009) · The Journal of Immunology · doi:10.4049/jimmunol.0901347 · Cited by 177
A causal role for hyperinsulinemia in obesity
Templeman, N. M., Skovsø, S., Page, M. M., Lim, G. E., & Johnson, J. D. (2017) · Journal of Endocrinology · doi:10.1530/joe-16-0449 · Cited by 168
C. Vaughn, A., M. Cooper, E., M. DiLorenzo, P., J. O’Loughlin, L., E. Konkel, M., H. Peters, J., Hajnal, A., Sen, T., Hye Lee, S., B. de La Serre, C., et al. (2017) · Acta Neurobiologiae Experimentalis · doi:10.21307/ane-2017-033 · Cited by 166
Kirpich, I. A., Feng, W., Wang, Y., Liu, Y., Barker, D. F., Barve, S. S., & McClain, C. J. (2012) · Alcoholism Clinical and Experimental Research · doi:10.1111/j.1530-0277.2011.01673.x · Cited by 135
Tapias, V., Hu, X., Luk, K. C., Sanders, L. H., Lee, V. M., & Greenamyre, J. T. (2017) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-017-2541-x · Cited by 126
In Kim, H., Kim, J.-K., Kim, J.-Y., Jang, S.-E., Han, M. J., & Kim, D.-H. (2019) · Nutrition Research · doi:10.1016/j.nutres.2019.03.008 · Cited by 82 · cited 4×
“Furthermore, it has been shown that HFD induced iNOSs and cyclooxygenase 2 (COX-2) expression, while treatment with LC27 and LC67 alleviates this effect [48].”
BackgroundInfluentialCalmus, Y., & Poupon, R. (2014) · Clinics and Research in Hepatology and Gastroenterology · doi:10.1016/j.clinre.2014.07.007 · Cited by 69
Luu, N.-T., Madden, J., Calder, P. C., Grimble, R. F., Shearman, C. P., Chan, T., Dastur, N., Howell, W. M., Rainger, G. E., & Nash, G. B. (2007) · The Journal of Nutrition · doi:10.1093/jn/137.12.2769 · Cited by 41
Blædel, T., Holm, J. B., Sundekilde, U. K., Schmedes, M. S., Hess, A. L., Lorenzen, J. K., Kristiansen, K., Dalsgaard, T. K., Astrup, A., & Larsen, L. H. (2016) · Journal of Nutritional Science · doi:10.1017/jns.2016.38 · Cited by 22
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Alves, J. L. D. B., Costa, P. C. T. D., Sales, L. C. S. D., Silva Luis, C. C., Bezerra, T. P. T., Souza, M. L. A., Costa, B. A., & de Souza, E. L. (2025) · Critical Reviews in Food Science and Nutrition · doi:10.1080/10408398.2024.2323112 · Cited by 21
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Metadata
- Authors
- Malesza, I. J., Malesza, M., Walkowiak, J., Mussin, N., Walkowiak, D., Aringazina, R., Bartkowiak-Wieczorek, J., & Mądry, E.
- Venue
- Cells
- Publisher
- MDPI AG
- Published
- 2021-11-14
- Volume
- 10
- Issue
- 11
- Pages
- 3164
- ISSN
- 2073-4409 (ISSN-L)
- OpenAlex
- W3212031021
- Cited by
- 782
- References
- 74
- FWCI
- 8.95
- Type
- journal article
- Language
- en
- Open access
- gold
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