Skip to main content
Top
Published in: Cardiovascular Diabetology 1/2023

Open Access 01-12-2023 | Research

Association of cardio-renal biomarkers and mortality in the U.S.: a prospective cohort study

Authors: Fan Yang, Mingsi Wang, Yuzhu Chen, Jianjun Wu, Yilan Li

Published in: Cardiovascular Diabetology | Issue 1/2023

Login to get access

Abstract

Objective

Diabetes poses a significant threat to human health. There is a lack of large-scale cohort studies to explore the association between mortality risk and indicators beyond blood glucose monitoring in diabetic populations.

Methods

Multivariable Cox proportional hazards regression models were performed to investigate the association of 13 blood biomarkers with mortality risk in the National Health and Nutrition Examination Survey (NHANES) and biomarker levels were log-transformed and correlated with mortality.

Results

During a median follow-up of 7.42 years, 1783 diabetic patients were enrolled. Compared to traditional risk factors, the addition of hs-cTnT, hs-cTnI, NT-proBNP, creatinine, cystatin C, and β-2 microglobulin biomarkers increased the predictive ability for all-cause mortality by 56.4%, 29.5%, 38.1%, 18.8%, 35.7%, and 41.3%, respectively. However, the inclusion of blood glucose monitoring had no impact on the prediction of all-cause mortality. Compared with the 1st quartiles of creatinine and Cystatin C, the risk of diabetes mortality were higher in the highest quartiles (HR: 5.16, 95% CI: 1.87–14.22; HR: 10.06, 95% CI: 4.20-24.13).

Conclusions

In the diabetic population, elevated plasma levels of hs-cTnT, hs-cTnI, NT-proBNP, creatinine, cystatin C, and β-2 microglobulin serve as robust and straightforward predictors of long-term mortality compared to blood glucose levels and HbA1c values. Creatinine and cystatin C stand out as more precise markers for predicting diabetes mortality prior to blood glucose monitoring.
Appendix
Available only for authorised users
Literature
2.
go back to reference Wu J, Zhou Y, Hu H, Yang D, Yang F. Effects of β-carotene on glucose metabolism dysfunction in humans and type 2 diabetic rats. Acta Materia Medica. 1(1): p. 138–53. Wu J, Zhou Y, Hu H, Yang D, Yang F. Effects of β-carotene on glucose metabolism dysfunction in humans and type 2 diabetic rats. Acta Materia Medica. 1(1): p. 138–53.
3.
go back to reference Luo Y. Effects of adjuvant chinese patent medicine therapy on major adverse cardiovascular events in patients with coronary heart disease angina pectoris: a population-based retrospective cohort study. Acupunct Herb Med. 2022;2(2):109–17.CrossRef Luo Y. Effects of adjuvant chinese patent medicine therapy on major adverse cardiovascular events in patients with coronary heart disease angina pectoris: a population-based retrospective cohort study. Acupunct Herb Med. 2022;2(2):109–17.CrossRef
4.
go back to reference Pang XZYZZL. Campanumoea javanica bl. Activates the PI3K/AKT/mTOR signaling pathway and reduces sarcopenia in a T2DM rat model. Acupunct Herb Med. 2022;2(2):99–108.CrossRef Pang XZYZZL. Campanumoea javanica bl. Activates the PI3K/AKT/mTOR signaling pathway and reduces sarcopenia in a T2DM rat model. Acupunct Herb Med. 2022;2(2):99–108.CrossRef
5.
go back to reference Ko TY, Lin TT, Hsu JC, Yang YY, Chuang SL, Lin LY, Kao HL, Ho YL. Incidence, risk factors and predictors of cardiovascular mortality for aortic stenosis among patients with diabetes mellitus. Diabetes Res Clin Pract. 2022;191:110050.CrossRefPubMed Ko TY, Lin TT, Hsu JC, Yang YY, Chuang SL, Lin LY, Kao HL, Ho YL. Incidence, risk factors and predictors of cardiovascular mortality for aortic stenosis among patients with diabetes mellitus. Diabetes Res Clin Pract. 2022;191:110050.CrossRefPubMed
6.
go back to reference Li Y, Gao R, Zhao B, Zhang Y. Low serum bicarbonate levels increase the risk of All-Cause, Cardiovascular Disease, and Cancer Mortality in Type 2 diabetes. J Clin Endocrinol Metab. 2022;107(11):3055–65.CrossRefPubMedPubMedCentral Li Y, Gao R, Zhao B, Zhang Y. Low serum bicarbonate levels increase the risk of All-Cause, Cardiovascular Disease, and Cancer Mortality in Type 2 diabetes. J Clin Endocrinol Metab. 2022;107(11):3055–65.CrossRefPubMedPubMedCentral
7.
go back to reference Tanriverdi O, Askin L. Associations between Vaspin levels and coronary artery disease. Cardiovasc Innovations Appl. 2020;000(001):211–6. Tanriverdi O, Askin L. Associations between Vaspin levels and coronary artery disease. Cardiovasc Innovations Appl. 2020;000(001):211–6.
8.
go back to reference Ciardullo S, Rea F, Cannistraci R, Muraca E, Perra S, Zerbini F, Mortara A, Perseghin G. NT-ProBNP and mortality across the spectrum of glucose tolerance in the general US population. Cardiovasc Diabetol. 2022;21(1):236.CrossRefPubMedPubMedCentral Ciardullo S, Rea F, Cannistraci R, Muraca E, Perra S, Zerbini F, Mortara A, Perseghin G. NT-ProBNP and mortality across the spectrum of glucose tolerance in the general US population. Cardiovasc Diabetol. 2022;21(1):236.CrossRefPubMedPubMedCentral
9.
go back to reference Stopic B, Medic-Brkic B, Savic-Vujovic K, Davidovic Z, Todorovic J, Dimkovic N. Biomarkers and predictors of adverse Cardiovascular events in different stages of chronic kidney disease. Dose Response. 2022;20(3):15593258221127568.CrossRefPubMedPubMedCentral Stopic B, Medic-Brkic B, Savic-Vujovic K, Davidovic Z, Todorovic J, Dimkovic N. Biomarkers and predictors of adverse Cardiovascular events in different stages of chronic kidney disease. Dose Response. 2022;20(3):15593258221127568.CrossRefPubMedPubMedCentral
10.
go back to reference Vasquez-Rios G, Moledina DG, Jia Y, McArthur E, Mansour SG, Thiessen-Philbrook H, Shlipak MG, Koyner JL, Garg AX, Parikh CR, Coca SG. Pre-operative kidney biomarkers and risks for death, cardiovascular and chronic kidney disease events after cardiac surgery: the TRIBE-AKI study. J Cardiothorac Surg. 2022;17(1):338.CrossRefPubMedPubMedCentral Vasquez-Rios G, Moledina DG, Jia Y, McArthur E, Mansour SG, Thiessen-Philbrook H, Shlipak MG, Koyner JL, Garg AX, Parikh CR, Coca SG. Pre-operative kidney biomarkers and risks for death, cardiovascular and chronic kidney disease events after cardiac surgery: the TRIBE-AKI study. J Cardiothorac Surg. 2022;17(1):338.CrossRefPubMedPubMedCentral
11.
go back to reference Levey AS, Stevens LA, Schmid CH, Zhang YL, Castro AF 3rd, Feldman HI, Kusek JW, Eggers P, Van Lente F, Greene T, Coresh J. A new equation to estimate glomerular filtration rate. Ann Intern Med. 2009;150(9):604–12.CrossRefPubMedPubMedCentral Levey AS, Stevens LA, Schmid CH, Zhang YL, Castro AF 3rd, Feldman HI, Kusek JW, Eggers P, Van Lente F, Greene T, Coresh J. A new equation to estimate glomerular filtration rate. Ann Intern Med. 2009;150(9):604–12.CrossRefPubMedPubMedCentral
12.
go back to reference Zucatti KP, Teixeira PP, Wayerbacher LF, Piccoli GF, Correia PE, Fonseca NKO, Moresco KS, Guerra BA, Madure MG, Farenzena LP, Frankenberg AD, Brietzke E, Halpern B, Franco O, Colpani V, Gerchman F. Long-term effect of Lifestyle Interventions on the Cardiovascular and all-cause mortality of subjects with Prediabetes and Type 2 diabetes: a systematic review and Meta-analysis. Diabetes Care. 2022;45(11):2787–95.CrossRefPubMed Zucatti KP, Teixeira PP, Wayerbacher LF, Piccoli GF, Correia PE, Fonseca NKO, Moresco KS, Guerra BA, Madure MG, Farenzena LP, Frankenberg AD, Brietzke E, Halpern B, Franco O, Colpani V, Gerchman F. Long-term effect of Lifestyle Interventions on the Cardiovascular and all-cause mortality of subjects with Prediabetes and Type 2 diabetes: a systematic review and Meta-analysis. Diabetes Care. 2022;45(11):2787–95.CrossRefPubMed
13.
go back to reference Zhang Y, Yang R, Hou Y, Chen Y, Li S, Wang Y, Yang H. Association of cardiovascular health with diabetic complications, all-cause mortality, and life expectancy among people with type 2 diabetes. Diabetol Metab Syndr. 2022;14(1):158.CrossRefPubMedPubMedCentral Zhang Y, Yang R, Hou Y, Chen Y, Li S, Wang Y, Yang H. Association of cardiovascular health with diabetic complications, all-cause mortality, and life expectancy among people with type 2 diabetes. Diabetol Metab Syndr. 2022;14(1):158.CrossRefPubMedPubMedCentral
15.
go back to reference Diem P. [Control of diabetes management: daily profile of blood glucose? Self-monitoring of blood glucose? HbA1/HbA1c?]. Schweiz Med Wochenschr. 1987;117(31–32):1191–5.PubMed Diem P. [Control of diabetes management: daily profile of blood glucose? Self-monitoring of blood glucose? HbA1/HbA1c?]. Schweiz Med Wochenschr. 1987;117(31–32):1191–5.PubMed
16.
go back to reference Cohen RM, Smith EP. Frequency of HbA1c discordance in estimating blood glucose control. Curr Opin Clin Nutr Metab Care. 2008;11(4):512–7.CrossRefPubMed Cohen RM, Smith EP. Frequency of HbA1c discordance in estimating blood glucose control. Curr Opin Clin Nutr Metab Care. 2008;11(4):512–7.CrossRefPubMed
17.
go back to reference Liang X, Miao Z, Lu S, Ye M, Wang J, Zhao H, Xiao C, Shuai M, Gou W, Liang Y, Xu F, Shi M-Q, Wu Y-Y, Wang X-H, Cai F-C, Xu M-Y, Fu Y, Hu W-S, Zheng J-S. Integration of multiomics with precision nutrition for gestational diabetes: study protocol for the Westlake Precision Birth Cohort. iMeta. 2023;2(2):e96.CrossRef Liang X, Miao Z, Lu S, Ye M, Wang J, Zhao H, Xiao C, Shuai M, Gou W, Liang Y, Xu F, Shi M-Q, Wu Y-Y, Wang X-H, Cai F-C, Xu M-Y, Fu Y, Hu W-S, Zheng J-S. Integration of multiomics with precision nutrition for gestational diabetes: study protocol for the Westlake Precision Birth Cohort. iMeta. 2023;2(2):e96.CrossRef
19.
go back to reference Perrone MA, Storti S, Salvadori S, Pecori A, Bernardini S, Romeo F, Guccione P, Clerico A. Cardiac troponins: are there any differences between T and I? J Cardiovasc Med (Hagerstown). 2021;22(11):797–805.CrossRefPubMed Perrone MA, Storti S, Salvadori S, Pecori A, Bernardini S, Romeo F, Guccione P, Clerico A. Cardiac troponins: are there any differences between T and I? J Cardiovasc Med (Hagerstown). 2021;22(11):797–805.CrossRefPubMed
20.
go back to reference Bayes-Genis A. Diabetes and NT-proBNP: partners in crime. Diabetes Res Clin Pract. 2022;194:110165.CrossRefPubMed Bayes-Genis A. Diabetes and NT-proBNP: partners in crime. Diabetes Res Clin Pract. 2022;194:110165.CrossRefPubMed
21.
go back to reference Wijkman MO, Claggett BL, Malachias MVB, Vaduganathan M, Ballantyne CM, Kitzman DW, Mosley T, Matsushita K, Solomon SD, Pfeffer MA. Importance of NT-proBNP and conventional risk factors for prediction of death in older adults with and without diabetes mellitus- A report from the atherosclerosis risk in Communities (ARIC) study. Diabetes Res Clin Pract. 2022;194:110164.CrossRefPubMed Wijkman MO, Claggett BL, Malachias MVB, Vaduganathan M, Ballantyne CM, Kitzman DW, Mosley T, Matsushita K, Solomon SD, Pfeffer MA. Importance of NT-proBNP and conventional risk factors for prediction of death in older adults with and without diabetes mellitus- A report from the atherosclerosis risk in Communities (ARIC) study. Diabetes Res Clin Pract. 2022;194:110164.CrossRefPubMed
22.
go back to reference Murkamilov IT, Aitbaev KA, Murkamilova ZA, Fomin VV, Yusupov FA, Kudaibergenova IO, Maanaev TI, Gassanov KA, Batirbekov IZ. Modern biomarkers of renal dysfunction in the elderly and senile age: clinical and prognostic significance]. Adv Gerontol. 2022;35(6):862–8.PubMed Murkamilov IT, Aitbaev KA, Murkamilova ZA, Fomin VV, Yusupov FA, Kudaibergenova IO, Maanaev TI, Gassanov KA, Batirbekov IZ. Modern biomarkers of renal dysfunction in the elderly and senile age: clinical and prognostic significance]. Adv Gerontol. 2022;35(6):862–8.PubMed
23.
go back to reference Hamada R, Kikunaga K, Kaneko T, Okamoto S, Tomotsune M, Uemura O, Kamei K, Wada N, Matsuyama T, Ishikura K, Oka A, Honda M. Urine alpha 1-microglobulin-to-creatinine ratio and beta 2-microglobulin-to-creatinine ratio for detecting CAKUT with kidney dysfunction in children. Pediatr Nephrol. 2023;38(2):479–87.CrossRefPubMed Hamada R, Kikunaga K, Kaneko T, Okamoto S, Tomotsune M, Uemura O, Kamei K, Wada N, Matsuyama T, Ishikura K, Oka A, Honda M. Urine alpha 1-microglobulin-to-creatinine ratio and beta 2-microglobulin-to-creatinine ratio for detecting CAKUT with kidney dysfunction in children. Pediatr Nephrol. 2023;38(2):479–87.CrossRefPubMed
24.
go back to reference Hansson E, Wegman DH, Wesseling C, Glaser J, Schlader ZJ, Wijkstrom J, Jakobsson K. Markers of kidney tubular and interstitial injury and function among sugarcane workers with cross-harvest serum creatinine elevation. Occup Environ Med. 2022;79(6):396–402.CrossRefPubMed Hansson E, Wegman DH, Wesseling C, Glaser J, Schlader ZJ, Wijkstrom J, Jakobsson K. Markers of kidney tubular and interstitial injury and function among sugarcane workers with cross-harvest serum creatinine elevation. Occup Environ Med. 2022;79(6):396–402.CrossRefPubMed
Metadata
Title
Association of cardio-renal biomarkers and mortality in the U.S.: a prospective cohort study
Authors
Fan Yang
Mingsi Wang
Yuzhu Chen
Jianjun Wu
Yilan Li
Publication date
01-12-2023
Publisher
BioMed Central
Published in
Cardiovascular Diabetology / Issue 1/2023
Electronic ISSN: 1475-2840
DOI
https://doi.org/10.1186/s12933-023-01986-2

Other articles of this Issue 1/2023

Cardiovascular Diabetology 1/2023 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