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Meta-analysis of the association between the dietary inflammatory index and risk of chronic kidney disease

Abstract

To explore the relationship between Dietary Inflammatory Index (DII) and chronic kidney disease (CKD) risk, we obtained 6 studies (3 prospective studies and 3 cross-sectional studies) from PubMed, CBM, Cochrane Library, and Embase, as of March 6, 2023. Our results revealed a positive link between the CKD risk and rising DII that signified a pro-inflammatory diet. With medium heterogeneity (Overall RR = 1.44, 95%CI: 1.22, 1.71; I2 = 64.7%, P = 0.015), individuals in the highest DII exposure category had a 44% greater overall risk of developing CKD than those in the lowest DII exposure category. According to risk estimations from cross-sectional studies, individuals in the highest DII exposure category had a 64% higher risk of developing CKD than those in the lowest DII exposure category, with significant heterogeneity (RR = 1.64, 95%CI: 1.18, 2.29; I2 = 70.9%, P = 0.032). The risk estimates in cohort studies revealed individuals in the highest DII exposure category had a 28% higher risk of CKD than those in the lowest DII exposure category, with a low heterogeneity (RR = 1.28, 95%CI: 1.14, 1.44; I2 = 17.2%, P = 0.015). Cross-sectional studies showed a nonlinear dose-response relationship between DII and CKD risk, while cohort studies indicated a linear dose-response relationship. Meta-regression results showed publication year, study design, and country had no significant correlation with the meta-analysis. The subgroup analysis results remained consistent. Results support the significance and importance of adopting a better anti-inflammatory diet in preventing CKD. These findings further confirm DII as a tool of the inflammatory potential of the diet to prevent and delay the onset and progression of CKD.

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References

  1. Lozano R, Naghavi M, Foreman K, Lim S, Shibuya K, Aboyans V, et al. Global and regional mortality from 235 causes of death for 20 age groups in 1990 and 2010: a systematic analysis for the Global Burden of Disease Study 2010. Lancet. 2012;380:2095–128. https://doi.org/10.1016/S0140-6736(12)61728-0

    Article  PubMed  PubMed Central  Google Scholar 

  2. Liyanage T, Toyama T, Hockham C, Ninomiya T, Perkovic V, Woodward M, et al. Prevalence of chronic kidney disease in Asia: a systematic review and analysis. BMJ Glob Health. 2022;7:e007525 https://doi.org/10.1136/bmjgh-2021-007525

    Article  PubMed  PubMed Central  Google Scholar 

  3. Nair N, Prashant Kadatane S, Yaacoub RM, Sandhu JM, Bhavaraju S, Raina R. Challenges and unique considerations of adolescents with chronic kidney disease. Acta Paediatr. 2023;112:1165–76. https://doi.org/10.1111/apa.16752

    Article  PubMed  CAS  Google Scholar 

  4. Krisanapan P, Tangpanithandee S, Thongprayoon C, Pattharanitima P, Cheungpasitporn W. Revolutionizing chronic kidney disease management with machine learning and artificial intelligence. J Clin Med. 2023;12:3018 https://doi.org/10.3390/jcm12083018

    Article  PubMed  PubMed Central  Google Scholar 

  5. August P. Chronic kidney disease-another step forward. N Engl J Med. 2023;388:179–80. https://doi.org/10.1056/NEJMe2215286

    Article  PubMed  Google Scholar 

  6. GBD 2019 Diseases and Injuries Collaborators. Global burden of 369 diseases and injuries in 204 countries and territories, 1990-2019: a systematic analysis for the global burden of disease study 2019. Lancet. 2020;396:1204–22. https://doi.org/10.1016/S0140-6736(20)30925-9

    Article  Google Scholar 

  7. Foreman KJ, Marquez N, Dolgert A, Fukutaki K, Fullman N, McGaughey M, et al. Forecasting life expectancy, years of life lost, and all-cause and cause-specific mortality for 250 causes of death: reference and alternative scenarios for 2016-40 for 195 countries and territories. Lancet. 2018;392:2052–90. https://doi.org/10.1016/S0140-6736(18)31694-5

    Article  PubMed  PubMed Central  Google Scholar 

  8. Li PK, Garcia-Garcia G, Lui SF, Andreoli S, Fung WW, Hradsky A, et al. Kidney health for everyone everywhere-from prevention to detection and equitable access to care. Pediatr Nephrol. 2020;35:1801–10. https://doi.org/10.1007/s00467-020-04604-5

    Article  PubMed  Google Scholar 

  9. Lozano R, Naghavi M, Foreman K, Lim S, Shibuya K, Aboyans V, et al. Global and regional mortality from 235 causes of death for 20 age groups in 1990 and 2010: a systematic analysis for the global burden of disease study 2010. Lancet. 2013;381:628.

    Google Scholar 

  10. Chen A, Zou M, Young CA, Zhu W, Chiu HC, Jin G, et al. Disease burden of chronic kidney disease due to hypertension from 1990 to 2019: a global analysis. Front Med. 2021;8:690487 https://doi.org/10.3389/fmed.2021.690487

    Article  Google Scholar 

  11. Liyanage T, Ninomiya T, Jha V, Neal B, Patrice HM, Okpechi I, et al. Worldwide access to treatment for end-stage kidney disease: a systematic review. Lancet. 2015;385:1975–82. https://doi.org/10.1016/S0140-6736(14)61601-9

    Article  PubMed  Google Scholar 

  12. Voelkl J, Egli-Spichtig D, Alesutan I, Wagner CA. Inflammation: a putative link between phosphate metabolism and cardiovascular disease. Clin Sci. 2021;135:201–27. https://doi.org/10.1042/CS20190895

    Article  CAS  Google Scholar 

  13. Mihai S, Codrici E, Popescu ID, Enciu AM, Albulescu L, Necula LG, et al. Inflammation-related mechanisms in chronic kidney disease prediction, progression, and outcome. J Immunol Res. 2018;2018:2180373 https://doi.org/10.1155/2018/2180373

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  14. Santos S, Oliveira A, Lopes C. Systematic review of saturated fatty acids on inflammation and circulating levels of adipokines. Nutr Res. 2013;33:687–95. https://doi.org/10.1016/j.nutres.2013.07.002

    Article  PubMed  CAS  Google Scholar 

  15. Bordoni A, Danesi F, Dardevet D, Dupont D, Fernandez AS, Gille D, et al. Dairy products and inflammation: a review of the clinical evidence. Crit Rev Food Sci Nutr. 2017;57:2497–525. https://doi.org/10.1080/10408398.2014.967385

    Article  PubMed  CAS  Google Scholar 

  16. Barbaresko J, Koch M, Schulze MB, Nöthlings U. Dietary pattern analysis and biomarkers of low-grade inflammation: a systematic literature review. Nutr Rev. 2013;71:511–27. https://doi.org/10.1111/nure.12035

    Article  PubMed  Google Scholar 

  17. Gopinath B, Harris DC, Flood VM, Burlutsky G, Mitchell P. A better diet quality is associated with a reduced likelihood of CKD in older adults. Nutr Metab Cardiovasc Dis. 2013;23:937–43. https://doi.org/10.1016/j.numecd.2012.07.003

    Article  PubMed  CAS  Google Scholar 

  18. Cavicchia PP, Steck SE, Hurley TG, Hussey JR, Ma Y, Ockene IS, et al. A new dietary inflammatory index predicts interval changes in serum high-sensitivity C-reactive protein. J Nutr 2009;139:2365–72. https://doi.org/10.3945/jn.109.114025

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  19. Shivappa N, Steck SE, Hurley TG, Hussey JR, Hébert JR. Designing and developing a literature-derived, population-based dietary inflammatory index. Public Health Nutr. 2014;17:1689–96. https://doi.org/10.1017/S1368980013002115

    Article  PubMed  Google Scholar 

  20. Wells, George A. The Newcastle-Ottawa Scale (NOS) for assessing the quality of nonrandomised studies in meta-analyses.(2014).

  21. Greenland S. Quantitative methods in the review of epidemiologic literature. Epidemiol Rev. 1987;9:1–30. https://doi.org/10.1093/oxfordjournals.epirev.a036298

    Article  PubMed  CAS  Google Scholar 

  22. Shivappa N, Godos J, Hébert JR, Wirth MD, Piuri G, Speciani AF, et al. Dietary inflammatory index and cardiovascular risk and mortality-a meta-analysis. Nutrients. 2018;1:200 https://doi.org/10.3390/nu10020200

    Article  CAS  Google Scholar 

  23. Shivappa N, Godos J, Hébert JR, Wirth MD, Piuri G, Speciani AF, et al. Dietary inflammatory index and colorectal cancer risk-a meta-analysis. Nutrients. 2017;9:1043 https://doi.org/10.3390/nu9091043

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  24. Begg CB, Mazumdar M. Operating characteristics of a rank correlation test for publication bias. Biometrics. 1994;50:1088–101.

    Article  PubMed  CAS  Google Scholar 

  25. Huang Y, Zeng M, Zhang L, Shi J, Yang Y, Liu F, et al. Dietary inflammatory potential is associated with sarcopenia among chronic kidney disease population. Front Nutr. 2022;9:856726 https://doi.org/10.3389/fnut.2022.856726

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  26. Qin Z, Yang Q, Liao R, Su B. The association between dietary inflammatory index and parathyroid hormone in adults with/without chronic kidney disease. Front Nutr. 2021;8:688369 https://doi.org/10.3389/fnut.2021.688369

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  27. Seo YK, Lee H, Kim H, Kim TY, Ryu H, Ju DL, et al. Foods contributing to nutrients intake and assessment of nutritional status in pre-dialysis patients: a cross-sectional study. BMC Nephrol. 2020;21:301 https://doi.org/10.1186/s12882-020-01958-8. Published 2020 Jul 25

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  28. Mazidi M, Shivappa N, Wirth MD, Hebert JR, Kengne AP. Greater dietary inflammatory index score is associated with higher likelihood of chronic kidney disease. Br J Nutr. 2018;120:204–9. https://doi.org/10.1017/S0007114518001071

    Article  PubMed  CAS  Google Scholar 

  29. Rouhani MH, Najafabadi MM, Surkan PJ, Esmaillzadeh A, Feizi A, Azadbakht L. Dietary inflammatory index and its association with renal function and progression of chronic kidney disease. Clin Nutr ESPEN. 2019;29:237–41. https://doi.org/10.1016/j.clnesp.2018.09.001

    Article  PubMed  Google Scholar 

  30. Bondonno NP, Blekkenhorst LC, Bird AL, Lewis JR, Hodgson JM, Shivappa N, et al. Dietary inflammatory index and the aging kidney in older women: a 10-year prospective cohort study. Eur J Nutr. 2020;59:3201–11. https://doi.org/10.1007/s00394-019-02160-9

    Article  PubMed  CAS  Google Scholar 

  31. Moludi J, Fateh HL, Pasdar Y, Moradinazar M, Sheikhi L, Saber A, et al. Association of dietary inflammatory index with chronic kidney disease and kidney stones in Iranian adults: a cross-sectional study within the Ravansar non-communicable diseases cohort. Front Nutr. 2022;9:955562 https://doi.org/10.3389/fnut.2022.955562

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  32. Yan LJ, Zhang FR, Ma CS, Zheng Y. Higher dietary inflammatory index is associated with increased all-cause mortality in adults with chronic kidney disease. Front Nutr. 2022;9:883838 https://doi.org/10.3389/fnut.2022.883838

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  33. Huang Y, Zhang L, Zeng M, Liu F, Sun L, Liu Y, et al. Energy-adjusted dietary inflammatory index is associated with 5-year all cause and cardiovascular mortality among chronic kidney disease patients. Front Nutr. 2022;9:899004 https://doi.org/10.3389/fnut.2022.899004

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  34. Syed Soffian SS, Mohammed Nawi A, Hod R, Ja’afar MH, Isa ZM, Chan HK, et al. Meta-analysis of the association between dietary inflammatory index (DII) and colorectal cancer. Nutrients. 2022;14:1555 https://doi.org/10.3390/nu14081555

    Article  PubMed  PubMed Central  Google Scholar 

  35. Hariharan R, Odjidja EN, Scott D, Shivappa N, Hébert JR, Hodge A, et al. The dietary inflammatory index, obesity, type 2 diabetes, and cardiovascular risk factors and diseases. Obes Rev. 2022;23:e13349 https://doi.org/10.1111/obr.13349

    Article  PubMed  CAS  Google Scholar 

  36. Cormick G, Settecase E, Wu ML, Nichols PM, Devia M, Dziarski A, et al. Calculation of the contribution of water to calcium intake in low- and middle-income countries. Ann N. Y Acad Sci. 2023;1522:149–57. https://doi.org/10.1111/nyas.14973

    Article  PubMed  CAS  Google Scholar 

  37. Wang Z, Zhang J, Chan S, Cameron A, Healy HG, Venuthurupalli SK, et al. BMI and its association with death and the initiation of renal replacement therapy (RRT) in a cohort of patients with chronic kidney disease (CKD). BMC Nephrol. 2019;20:329 https://doi.org/10.1186/s12882-019-1513-9

    Article  PubMed  PubMed Central  Google Scholar 

  38. Chan S, Cameron A, Wang Z, Venuthurupalli SK, Tan KS, Healy HG, et al. Body mass index in an Australian population with chronic kidney disease. BMC Nephrol. 2018;19:209 https://doi.org/10.1186/s12882-018-1006-2

    Article  PubMed  PubMed Central  Google Scholar 

  39. Fowler ME, Akinyemiju TF. Meta-analysis of the association between dietary inflammatory index (DII) and cancer outcomes. Int J Cancer. 2017;141:2215–27. https://doi.org/10.1002/ijc.30922

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  40. Yi Q, Li X, He Y, Xia W, Shao J, Ye Z, et al. Associations of dietary inflammatory index with metabolic syndrome and its components: a systematic review and meta-analysis. Public Health Nutr. 2021;24:5463–70. https://doi.org/10.1017/S1368980021000288

    Article  PubMed  PubMed Central  Google Scholar 

  41. Khan I, Kwon M, Shivappa N, Hébert JR, Kim MK. Positive association of dietary inflammatory index with incidence of cardiovascular disease: findings from a Korean population-based prospective study. Nutrients. 2020;12:588 https://doi.org/10.3390/nu12020588

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  42. Shakya PR, Melaku YA, Shivappa N, Hébert JR, Adams RJ, Page AJ, et al. Dietary inflammatory index (DII®) and the risk of depression symptoms in adults. Clin Nutr. 2021;40:3631–42. https://doi.org/10.1016/j.clnu.2020.12.031

    Article  PubMed  Google Scholar 

  43. Zhao L, Sun Y, Liu Y, Yan Z, Peng W. A J-shaped association between dietary inflammatory index (DII) and depression: a cross-sectional study from NHANES 2007-2018. J Affect Disord. 2023;15:257–63. https://doi.org/10.1016/j.jad.2022.11.052

    Article  Google Scholar 

  44. Hu EA, Coresh J, Anderson CAM, Appel LJ, Grams ME, Crews DC, et al. Adherence to healthy dietary patterns and risk of CKD progression and all-cause mortality: findings from the CRIC (Chronic Renal Insufficiency Cohort) Study. Am J Kidney Dis. 2021;77:235–44. https://doi.org/10.1053/j.ajkd.2020.04.019

    Article  PubMed  CAS  Google Scholar 

  45. Kelly JT, Palmer SC, Wai SN, Ruospo M, Carrero JJ, Campbell KL, et al. Healthy dietary patterns and risk of mortality and ESRD in CKD: a meta-analysis of cohort studies. Clin J Am Soc Nephrol. 2017;12:272–9. https://doi.org/10.2215/CJN.06190616

    Article  PubMed  Google Scholar 

  46. Rebholz CM, Crews DC, Grams ME, Steffen LM, Levey AS, Miller ER, et al. DASH (Dietary Approaches to Stop Hypertension) diet and risk of subsequent kidney disease. Am J Kidney Dis. 2016;68:853–61. https://doi.org/10.1053/j.ajkd.2016.05.019

    Article  PubMed  PubMed Central  Google Scholar 

  47. Picard K, Senior PA, Adame Perez S, Jindal K, Richard C, Mager DR. Low mediterranean diet scores are associated with reduced kidney function and health related quality of life but not other markers of cardiovascular risk in adults with diabetes and chronic kidney disease. Nutr Metab Cardiovasc Dis. 2021;31:1445–53. https://doi.org/10.1016/j.numecd.2021.02.002

    Article  PubMed  CAS  Google Scholar 

  48. Shivappa N, Wirth MD, Hurley TG, Hébert JR. Association between the dietary inflammatory index (DII) and telomere length and C-reactive protein from the National Health and Nutrition Examination Survey-1999-2002. Mol Nutr Food Res. 2017; 61: 10.1002/mnfr.201600630. https://doi.org/10.1002/mnfr.201600630.

  49. Arab A, Karimi E, Nazari M, Tabibi H, As’habi A. Association between the dietary inflammatory index and markers of endothelial and systemic inflammation in hemodialysis patients. Front Nutr. 2023;10:1230747 https://doi.org/10.3389/fnut.2023.1230747

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  50. Cervo MMC, Scott D, Seibel MJ, Cumming RG, Naganathan V, Blyth FM, et al. Proinflammatory diet increases circulating inflammatory biomarkers and falls risk in community-dwelling older men. J Nutr. 2020;150:373–81. https://doi.org/10.1093/jn/nxz256

    Article  PubMed  Google Scholar 

  51. Kidney Disease: Improving global outcomes (KDIGO) Glomerular Diseases Work Group. KDIGO 2021 clinical practice guideline for the management of glomerular diseases. Kidney Int. 2021;100:S1–S276. https://doi.org/10.1016/j.kint.2021.05.021

    Article  Google Scholar 

  52. Huang X, Jiménez-Moleón JJ, Lindholm B, Cederholm T, Arnlöv J, Risérus U, et al. Mediterranean diet, kidney function, and mortality in men with CKD. Clin J Am Soc Nephrol. 2013;8:1548–55. https://doi.org/10.2215/CJN.01780213

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  53. Merecz-Sadowska A, Sitarek P, Kowalczyk T, Zajdel K, Jęcek M, Nowak P, et al. Food anthocyanins: malvidin and its glycosides as promising antioxidant and anti-inflammatory agents with potential health benefits. Nutrients. 2023;15:3016 https://doi.org/10.3390/nu15133016.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  54. Migliori M, Panichi V, De la Torre R, Fitó M, Covas M, Bertelli A, et al. Anti-inflammatory effect of white wine in CKD patients and healthy volunteers. Blood Purif. 2015;39:218–23. https://doi.org/10.1159/000371570

    Article  PubMed  CAS  Google Scholar 

  55. Briskey D, Tucker P, Johnson DW, Coombes JS. The role of the gastrointestinal tract and microbiota on uremic toxins and chronic kidney disease development. Clin Exp Nephrol. 2017;21:7–15. https://doi.org/10.1007/s10157-016-1255-y

    Article  PubMed  CAS  Google Scholar 

  56. Hobby GP, Karaduta O, Dusio GF, Singh M, Zybailov BL, Arthur JM. Chronic kidney disease and the gut microbiome. Am J Physiol Ren Physiol. 2019;316:F1211–F1217. https://doi.org/10.1152/ajprenal.00298.2018

    Article  CAS  Google Scholar 

  57. Ondrussek-Sekac M, Navas-Carrillo D, Orenes-Piñero E. Intestinal microbiota alterations in chronic kidney disease and the influence of dietary components. Crit Rev Food Sci Nutr. 2021;61:1490–502. https://doi.org/10.1080/10408398.2020.1761771

    Article  PubMed  CAS  Google Scholar 

  58. Bolnick DI, Snowberg LK, Hirsch PE, Lauber CL, Org E, Parks B, et al. Individual diet has sex-dependent effects on vertebrate gut microbiota. Nat Commun. 2014;5:4500 https://doi.org/10.1038/ncomms5500

    Article  PubMed  CAS  Google Scholar 

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Conceptualization: QJC and OL; Methodology: QJC and OL; Investigation: QJC; Data curation: QJC; Writing-original draft: QJC; Software: QJC; Visualization: QJC; Resources: OL; Writing-Reviewing and Editing: OL; Supervision: OL; Project administration: OL.

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Correspondence to Liang Ou.

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Chen, Q., Ou, L. Meta-analysis of the association between the dietary inflammatory index and risk of chronic kidney disease. Eur J Clin Nutr (2024). https://doi.org/10.1038/s41430-024-01493-x

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