Skip to main content
Top
Published in: The journal of nutrition, health & aging 4/2023

21-03-2023 | Stroke | Original Research

Interactive Effects of Dietary Inflammatory Index with BMI for the Risk of Stroke among Adults in the United States: Insight from NHANES 2011–2018

Authors: Y. Shi, Wei Zhou

Published in: The journal of nutrition, health & aging | Issue 4/2023

Login to get access

Abstract

Background and Aim

Research on the correlation between Dietary Inflammation Index (DII) and stroke is limited. Patients with high body mass index (BMI), as a high-risk group for stroke, require attention. Therefore, we aimed to examine the interactive effects of dietary inflammation and BMI on the risk of stroke among adults in the United States.

Methods and Results

Overall, 9,384 participants were included in this study. The exposure variable was the DII, which was calculated based on the overall inflammatory effect score, and the outcome was stroke. Overall, there was a positive relationship between DII (as a continuous variable) and stroke. Increased level of DII was significantly associated with increased risk of stroke (odds ratio [OR]: 1.21, 95% CI: 1.06–1.38), which was enhanced by higher BMI (OR: 1.35, 95% CI: 1.15–1.58) with significant additive interactions. There was a significant secondary interaction of copresence of BMI ≥25 kg/m2, systolic blood pressure (SBP) ≥140 mmHg, and high DII for increased stroke, with a further increase in OR to 1.41 (1.19–1.67).

Conclusions

This cross-sectional study shows that the relationship between higher DII levels and the significant increase in stroke prevalence was further amplified in patients with SBP ≥140 mmHg and higher BMI.
Appendix
Available only for authorised users
Literature
1.
go back to reference Diet, nutrition and the prevention of chronic diseases. World Health Organization technical report series 2003;916:i-viii, 1–149, backcover. Diet, nutrition and the prevention of chronic diseases. World Health Organization technical report series 2003;916:i-viii, 1–149, backcover.
4.
go back to reference Garcia-Arellano A, Ramallal R, Ruiz-Canela M, Salas-Salvadó J, Corella D, Shivappa N, Schröder H, Hébert JR, Ros E, Gómez-Garcia E, Estruch R, Lapetra J, Arós F, Fiol M, Serra-Majem L, Pintó X, Babio N, González JI, Fitó M, Martínez JA, Martínez-González MA. Dietary Inflammatory Index and Incidence of Cardiovascular Disease in the PREDIMED Study. NUTRIENTS 2015;7(6):4124–4138. doi:https://doi.org/10.3390/nu7064124CrossRefPubMedPubMedCentral Garcia-Arellano A, Ramallal R, Ruiz-Canela M, Salas-Salvadó J, Corella D, Shivappa N, Schröder H, Hébert JR, Ros E, Gómez-Garcia E, Estruch R, Lapetra J, Arós F, Fiol M, Serra-Majem L, Pintó X, Babio N, González JI, Fitó M, Martínez JA, Martínez-González MA. Dietary Inflammatory Index and Incidence of Cardiovascular Disease in the PREDIMED Study. NUTRIENTS 2015;7(6):4124–4138. doi:https://​doi.​org/​10.​3390/​nu7064124CrossRefPubMedPubMedCentral
9.
go back to reference Wirth MD, Burch J, Shivappa N, Violanti JM, Burchfiel CM, Fekedulegn D, Andrew ME, Hartley TA, Miller DB, Mnatsakanova A, Charles LE, Steck SE, Hurley TG, Vena JE, Hébert JR. Association of a dietary inflammatory index with inflammatory indices and metabolic syndrome among police officers. JOURNAL OF OCCUPATIONAL AND ENVIRONMENTAL MEDICINE 2014;56(9):986–989. doi:https://doi.org/10.1097/JOM.0000000000000213CrossRef Wirth MD, Burch J, Shivappa N, Violanti JM, Burchfiel CM, Fekedulegn D, Andrew ME, Hartley TA, Miller DB, Mnatsakanova A, Charles LE, Steck SE, Hurley TG, Vena JE, Hébert JR. Association of a dietary inflammatory index with inflammatory indices and metabolic syndrome among police officers. JOURNAL OF OCCUPATIONAL AND ENVIRONMENTAL MEDICINE 2014;56(9):986–989. doi:https://​doi.​org/​10.​1097/​JOM.​0000000000000213​CrossRef
10.
go back to reference Phillips CM, Chen LW, Heude B, Bernard JY, Harvey NC, Duijts L, Mensink-Bout SM, Polanska K, Mancano G, Suderman M, Shivappa N, Hébert JR. Dietary Inflammatory Index and Non-Communicable Disease Risk: A Narrative Review. NUTRIENTS 2019;11 (8). doi:https://doi.org/10.3390/nu11081873 Phillips CM, Chen LW, Heude B, Bernard JY, Harvey NC, Duijts L, Mensink-Bout SM, Polanska K, Mancano G, Suderman M, Shivappa N, Hébert JR. Dietary Inflammatory Index and Non-Communicable Disease Risk: A Narrative Review. NUTRIENTS 2019;11 (8). doi:https://​doi.​org/​10.​3390/​nu11081873
14.
go back to reference 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 (2). doi:https://doi.org/10.3390/nu12020588 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 (2). doi:https://​doi.​org/​10.​3390/​nu12020588
15.
go back to reference Asadi Z, Yaghooti-Khorasani M, Ghazizadeh H, Sadabadi F, Mosa-Farkhany E, Darroudi S, Shabani N, Kamel-Khodabandeh A, Bahrami A, Khorrami-Mohebbseraj MS, Heidari-Bakavoli S, Heidari-Bakavoli A, Esmaily H, Moohebati M, Oladi MR, Shivappa N, Hébert JR, Ferns GA, Ghayour-Mobarhan M. Association between dietary inflammatory index and risk of cardiovascular disease in the Mashhad stroke and heart atherosclerotic disorder study population. IUBMB LIFE 2020;72(4):706–715. doi:https://doi.org/10.1002/iub.2172CrossRefPubMed Asadi Z, Yaghooti-Khorasani M, Ghazizadeh H, Sadabadi F, Mosa-Farkhany E, Darroudi S, Shabani N, Kamel-Khodabandeh A, Bahrami A, Khorrami-Mohebbseraj MS, Heidari-Bakavoli S, Heidari-Bakavoli A, Esmaily H, Moohebati M, Oladi MR, Shivappa N, Hébert JR, Ferns GA, Ghayour-Mobarhan M. Association between dietary inflammatory index and risk of cardiovascular disease in the Mashhad stroke and heart atherosclerotic disorder study population. IUBMB LIFE 2020;72(4):706–715. doi:https://​doi.​org/​10.​1002/​iub.​2172CrossRefPubMed
16.
go back to reference Namazi N, Larijani B, Azadbakht L. Dietary Inflammatory Index and its Association with the Risk of Cardiovascular Diseases, Metabolic Syndrome, and Mortality: A Systematic Review and Meta-Analysis. Hormone and metabolic research = Hormon-und Stoffwechselforschung = Hormones et metabolisme 2018;50(5):345–358. doi:https://doi.org/10.1055/a-0596-8204CrossRefPubMed Namazi N, Larijani B, Azadbakht L. Dietary Inflammatory Index and its Association with the Risk of Cardiovascular Diseases, Metabolic Syndrome, and Mortality: A Systematic Review and Meta-Analysis. Hormone and metabolic research = Hormon-und Stoffwechselforschung = Hormones et metabolisme 2018;50(5):345–358. doi:https://​doi.​org/​10.​1055/​a-0596-8204CrossRefPubMed
18.
go back to reference Global, regional, and national incidence, prevalence, and years lived with disability for 354 diseases and injuries for 195 countries and territories, 1990–2017: a systematic analysis for the Global Burden of Disease Study 2017. LANCET 2018;392 (10159):1789–1858. doi:https://doi.org/10.1016/S0140-6736(18)32279-7 Global, regional, and national incidence, prevalence, and years lived with disability for 354 diseases and injuries for 195 countries and territories, 1990–2017: a systematic analysis for the Global Burden of Disease Study 2017. LANCET 2018;392 (10159):1789–1858. doi:https://​doi.​org/​10.​1016/​S0140-6736(18)32279-7
19.
go back to reference Global, regional, and national disability-adjusted life-years (DALYs) for 359 diseases and injuries and healthy life expectancy (HALE) for 195 countries and territories, 1990–2017: a systematic analysis for the Global Burden of Disease Study 2017. LANCET 2018;392 (10159):1859–1922. doi:https://doi.org/10.1016/S0140-6736(18)32335-3 Global, regional, and national disability-adjusted life-years (DALYs) for 359 diseases and injuries and healthy life expectancy (HALE) for 195 countries and territories, 1990–2017: a systematic analysis for the Global Burden of Disease Study 2017. LANCET 2018;392 (10159):1859–1922. doi:https://​doi.​org/​10.​1016/​S0140-6736(18)32335-3
22.
go back to reference Liu X, Zhang D, Liu Y, Sun X, Hou Y, Wang B, Ren Y, Zhao Y, Han C, Cheng C, Liu F, Shi Y, Chen X, Liu L, Chen G, Hong S, Zhang M, Hu D. A J-shaped relation of BMI and stroke: Systematic review and dose-response meta-analysis of 4.43 million participants. Nutrition, metabolism, and cardiovascular diseases: NMCD 2018;28(11):1092–1099. doi:https://doi.org/10.1016/j.numecd.2018.07.004PubMed Liu X, Zhang D, Liu Y, Sun X, Hou Y, Wang B, Ren Y, Zhao Y, Han C, Cheng C, Liu F, Shi Y, Chen X, Liu L, Chen G, Hong S, Zhang M, Hu D. A J-shaped relation of BMI and stroke: Systematic review and dose-response meta-analysis of 4.43 million participants. Nutrition, metabolism, and cardiovascular diseases: NMCD 2018;28(11):1092–1099. doi:https://​doi.​org/​10.​1016/​j.​numecd.​2018.​07.​004PubMed
23.
go back to reference Curtin LR, Mohadjer LK, Dohrmann SM, Montaquila JM, Kruszan-Moran D, Mirel LB, Carroll MD, Hirsch R, Schober S, Johnson CL. The National Health and Nutrition Examination Survey: Sample Design, 1999–2006. Vital and health statistics. Series 2, Data evaluation and methods research 2012;(155):1–39. Curtin LR, Mohadjer LK, Dohrmann SM, Montaquila JM, Kruszan-Moran D, Mirel LB, Carroll MD, Hirsch R, Schober S, Johnson CL. The National Health and Nutrition Examination Survey: Sample Design, 1999–2006. Vital and health statistics. Series 2, Data evaluation and methods research 2012;(155):1–39.
24.
go back to reference Johnson CL, Dohrmann SM, Burt VL, Mohadjer LK. National health and nutrition examination survey: sample design, 2011–2014. Vital and health statistics. Series 2, Data evaluation and methods research 2014;(162):1–33. Johnson CL, Dohrmann SM, Burt VL, Mohadjer LK. National health and nutrition examination survey: sample design, 2011–2014. Vital and health statistics. Series 2, Data evaluation and methods research 2014;(162):1–33.
25.
go back to reference Chen TC, Clark J, Riddles MK, Mohadjer LK, Fakhouri T. National Health and Nutrition Examination Survey, 2015–2018: Sample Design and Estimation Procedures. Vital and health statistics. Series 2, Data evaluation and methods research 2020;(184):1–35. Chen TC, Clark J, Riddles MK, Mohadjer LK, Fakhouri T. National Health and Nutrition Examination Survey, 2015–2018: Sample Design and Estimation Procedures. Vital and health statistics. Series 2, Data evaluation and methods research 2020;(184):1–35.
29.
go back to reference Sonawane K, Zhu Y, Balkrishnan R, Suk R, Sharrief A, Deshmukh AA, Aguilar D. Antihypertensive drug use and blood pressure control among stroke survivors in the United States: NHANES 2003–2014. Journal of clinical hypertension (Greenwich, Conn.) 2019;21(6):766–773. doi:https://doi.org/10.1111/jch.13553CrossRefPubMed Sonawane K, Zhu Y, Balkrishnan R, Suk R, Sharrief A, Deshmukh AA, Aguilar D. Antihypertensive drug use and blood pressure control among stroke survivors in the United States: NHANES 2003–2014. Journal of clinical hypertension (Greenwich, Conn.) 2019;21(6):766–773. doi:https://​doi.​org/​10.​1111/​jch.​13553CrossRefPubMed
30.
go back to reference Ruiz-Canela M, Zazpe I, Shivappa N, Hébert JR, Sánchez-Tainta A, Corella D, Salas-Salvadó J, Fitó M, Lamuela-Raventós RM, Rekondo J, Fernández-Crehuet J, Fiol M, Santos-Lozano JM, Serra-Majem L, Pinto X, Martínez JA, Ros E, Estruch R, Martínez-González MA. Dietary inflammatory index and anthropometric measures of obesity in a population sample at high cardiovascular risk from the PREDIMED (PREvención con DIeta MEDiterránea) trial. The British journal of nutrition 2015;113(6):984–995. doi:https://doi.org/10.1017/S0007114514004401CrossRefPubMedPubMedCentral Ruiz-Canela M, Zazpe I, Shivappa N, Hébert JR, Sánchez-Tainta A, Corella D, Salas-Salvadó J, Fitó M, Lamuela-Raventós RM, Rekondo J, Fernández-Crehuet J, Fiol M, Santos-Lozano JM, Serra-Majem L, Pinto X, Martínez JA, Ros E, Estruch R, Martínez-González MA. Dietary inflammatory index and anthropometric measures of obesity in a population sample at high cardiovascular risk from the PREDIMED (PREvención con DIeta MEDiterránea) trial. The British journal of nutrition 2015;113(6):984–995. doi:https://​doi.​org/​10.​1017/​S000711451400440​1CrossRefPubMedPubMedCentral
32.
go back to reference Calder PC, Ahluwalia N, Brouns F, Buetler T, Clement K, Cunningham K, Esposito K, Jönsson LS, Kolb H, Lansink M, Marcos A, Margioris A, Matusheski N, Nordmann H, O’Brien J, Pugliese G, Rizkalla S, Schalkwijk C, Tuomilehto J, Wärnberg J, Watzl B, Winklhofer-Roob BM. Dietary factors and low-grade inflammation in relation to overweight and obesity. The British journal of nutrition 2011;106 Suppl 3:S5–78. doi:https://doi.org/10.1017/S0007114511005460CrossRefPubMed Calder PC, Ahluwalia N, Brouns F, Buetler T, Clement K, Cunningham K, Esposito K, Jönsson LS, Kolb H, Lansink M, Marcos A, Margioris A, Matusheski N, Nordmann H, O’Brien J, Pugliese G, Rizkalla S, Schalkwijk C, Tuomilehto J, Wärnberg J, Watzl B, Winklhofer-Roob BM. Dietary factors and low-grade inflammation in relation to overweight and obesity. The British journal of nutrition 2011;106 Suppl 3:S5–78. doi:https://​doi.​org/​10.​1017/​S000711451100546​0CrossRefPubMed
33.
go back to reference Men X, Sun W, Fan F, Zhao M, Huang X, Wang Y, Liu L, Liu R, Sun W, Peng Q, Qin X, Tang G, Li J, Zhang Y, Cai Y, Hou FF, Wang B, Xu X, Cheng X, Sun N, Huang Y, Huo Y. China Stroke Primary Prevention Trial: Visit-to-Visit Systolic Blood Pressure Variability Is an Independent Predictor of Primary Stroke in Hypertensive Patients. JOURNAL OF THE AMERICAN HEART ASSOCIATION 2017;6 (3). doi:https://doi.org/10.1161/JAHA.116.004350 Men X, Sun W, Fan F, Zhao M, Huang X, Wang Y, Liu L, Liu R, Sun W, Peng Q, Qin X, Tang G, Li J, Zhang Y, Cai Y, Hou FF, Wang B, Xu X, Cheng X, Sun N, Huang Y, Huo Y. China Stroke Primary Prevention Trial: Visit-to-Visit Systolic Blood Pressure Variability Is an Independent Predictor of Primary Stroke in Hypertensive Patients. JOURNAL OF THE AMERICAN HEART ASSOCIATION 2017;6 (3). doi:https://​doi.​org/​10.​1161/​JAHA.​116.​004350
35.
go back to reference Tsao CW, Aday AW, Almarzooq ZI, Alonso A, Beaton AZ, Bittencourt MS, Boehme AK, Buxton AE, Carson AP, Commodore-Mensah Y, Elkind M, Evenson KR, Eze-Nliam C, Ferguson JF, Generoso G, Ho JE, Kalani R, Khan SS, Kissela BM, Knutson KL, Levine DA, Lewis TT, Liu J, Loop MS, Ma J, Mussolino ME, Navaneethan SD, Perak AM, Poudel R, Rezk-Hanna M, Roth GA, Schroeder EB, Shah SH, Thacker EL, VanWagner LB, Virani SS, Voecks JH, Wang NY, Yaffe K, Martin SS. Heart Disease and Stroke Statistics-2022 Update: A Report From the American Heart Association. CIRCULATION 2022;145(8):e153–e639. doi:https://doi.org/10.1161/CIR.0000000000001052PubMed Tsao CW, Aday AW, Almarzooq ZI, Alonso A, Beaton AZ, Bittencourt MS, Boehme AK, Buxton AE, Carson AP, Commodore-Mensah Y, Elkind M, Evenson KR, Eze-Nliam C, Ferguson JF, Generoso G, Ho JE, Kalani R, Khan SS, Kissela BM, Knutson KL, Levine DA, Lewis TT, Liu J, Loop MS, Ma J, Mussolino ME, Navaneethan SD, Perak AM, Poudel R, Rezk-Hanna M, Roth GA, Schroeder EB, Shah SH, Thacker EL, VanWagner LB, Virani SS, Voecks JH, Wang NY, Yaffe K, Martin SS. Heart Disease and Stroke Statistics-2022 Update: A Report From the American Heart Association. CIRCULATION 2022;145(8):e153–e639. doi:https://​doi.​org/​10.​1161/​CIR.​0000000000001052​PubMed
36.
go back to reference Kleindorfer DO, Towfighi A, Chaturvedi S, Cockroft KM, Gutierrez J, Lombardi-Hill D, Kamel H, Kernan WN, Kittner SJ, Leira EC, Lennon O, Meschia JF, Nguyen TN, Pollak PM, Santangeli P, Sharrief AZ, Smith SC Jr, Turan TN, Williams LS. 2021 Guideline for the Prevention of Stroke in Patients With Stroke and Transient Ischemic Attack: A Guideline From the American Heart Association/American Stroke Association. STROKE 2021;52(7):e364–e467. doi:https://doi.org/10.1161/STR.0000000000000375PubMed Kleindorfer DO, Towfighi A, Chaturvedi S, Cockroft KM, Gutierrez J, Lombardi-Hill D, Kamel H, Kernan WN, Kittner SJ, Leira EC, Lennon O, Meschia JF, Nguyen TN, Pollak PM, Santangeli P, Sharrief AZ, Smith SC Jr, Turan TN, Williams LS. 2021 Guideline for the Prevention of Stroke in Patients With Stroke and Transient Ischemic Attack: A Guideline From the American Heart Association/American Stroke Association. STROKE 2021;52(7):e364–e467. doi:https://​doi.​org/​10.​1161/​STR.​0000000000000375​PubMed
38.
40.
go back to reference Pearson TA, Mensah GA, Alexander RW, Anderson JL, Cannon RO 3rd, Criqui M, Fadl YY, Fortmann SP, Hong Y, Myers GL, Rifai N, Smith SC Jr, Taubert K, Tracy RP, Vinicor F. Markers of inflammation and cardiovascular disease: application to clinical and public health practice: A statement for healthcare professionals from the Centers for Disease Control and Prevention and the American Heart Association. CIRCULATION 2003;107(3):499–511. doi:https://doi.org/10.1161/01.cir.0000052939.59093.45 Pearson TA, Mensah GA, Alexander RW, Anderson JL, Cannon RO 3rd, Criqui M, Fadl YY, Fortmann SP, Hong Y, Myers GL, Rifai N, Smith SC Jr, Taubert K, Tracy RP, Vinicor F. Markers of inflammation and cardiovascular disease: application to clinical and public health practice: A statement for healthcare professionals from the Centers for Disease Control and Prevention and the American Heart Association. CIRCULATION 2003;107(3):499–511. doi:https://​doi.​org/​10.​1161/​01.​cir.​0000052939.​59093.​45
Metadata
Title
Interactive Effects of Dietary Inflammatory Index with BMI for the Risk of Stroke among Adults in the United States: Insight from NHANES 2011–2018
Authors
Y. Shi
Wei Zhou
Publication date
21-03-2023
Publisher
Springer Paris
Keyword
Stroke
Published in
The journal of nutrition, health & aging / Issue 4/2023
Print ISSN: 1279-7707
Electronic ISSN: 1760-4788
DOI
https://doi.org/10.1007/s12603-023-1904-1

Other articles of this Issue 4/2023

The journal of nutrition, health & aging 4/2023 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.