{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T06:06:14Z","timestamp":1784009174822,"version":"3.55.0"},"reference-count":39,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T00:00:00Z","timestamp":1783987200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Nutr."],"abstract":"<jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>The uric acid to high-density lipoprotein cholesterol ratio (UHR), a composite biomarker integrating pro-inflammatory stress and vascular protection loss, has been linked to diabetic kidney disease (DKD) in cross-sectional studies, but longitudinal evidence on its association with continuous eGFR decline remains limited.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>This retrospective cohort study included 8,827 community-managed type 2 diabetes patients from 54 health centers in Shenzhen, China, followed for 3 years (2023\u20132025). Baseline UHR was calculated as serum uric acid (\u03bcmol\/L) divided by HDL-C (mmol\/L). The primary outcome was annual eGFR slope, derived from individual linear regressions. Multivariable linear regression, restricted cubic spline analysis, model comparison, and pre-specified subgroup and sensitivity analyses were performed.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      In fully adjusted models, each 1-unit increase in baseline UHR was associated with greater annual eGFR decline (\n                      <jats:italic>\u03b2<\/jats:italic>\n                      \u202f=\u202f\u22120.002, 95% CI\u202f\u2212\u202f0.003 to \u22120.001,\n                      <jats:italic>p<\/jats:italic>\n                      \u202f=\u202f0.002). In model comparison, UHR demonstrated a larger standardized effect (\n                      <jats:italic>\u03b2<\/jats:italic>\n                      \u202f=\u202f\u22120.052) than UA alone (\n                      <jats:italic>\u03b2<\/jats:italic>\n                      \u202f=\u202f\u22120.045) or HDL-C alone (\n                      <jats:italic>\u03b2<\/jats:italic>\n                      \u202f=\u202f0.028) and achieved explanatory power comparable to the joint UA\u202f+\u202fHDL-C model with a lower AIC, indicating superior parsimony. Comparing extreme tertiles, the highest UHR tertile (T3) exhibited an additional 0.56\u202fmL\/min\/1.73\u202fm\n                      <jats:sup>2<\/jats:sup>\n                      \/year decline versus the lowest (T1) (\n                      <jats:italic>\u03b2<\/jats:italic>\n                      \u202f=\u202f\u22120.558,\n                      <jats:italic>p<\/jats:italic>\n                      \u202f=\u202f0.001; P for trend\u202f=\u202f0.001), cumulating to 5.6\u202fmL\/min\/1.73\u202fm\n                      <jats:sup>2<\/jats:sup>\n                      over 10\u202fyears. Truly negative eGFR slopes were more frequent in T3 (44.3%) than T1 (21.4%), and T3 had 34% higher odds of rapid eGFR decline (OR 1.34, 95% CI 1.11\u20131.61,\n                      <jats:italic>p<\/jats:italic>\n                      \u202f=\u202f0.002). RCS analysis confirmed linearity (P for nonlinearity\u202f=\u202f0.301). The association was stronger in patients aged &amp;gt;60\u202fyears and those with HbA1c\u202f\u2265\u202f7% (P for interaction\u202f=\u202f0.005 and &amp;lt;0.001) and remained robust in sensitivity analyses, including three-year average UHR (\n                      <jats:italic>\u03b2<\/jats:italic>\n                      \u202f=\u202f\u22120.009,\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.001).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>Higher baseline UHR independently predicted faster eGFR decline in community-managed type 2 diabetes patients. As an inexpensive, readily available index, UHR may serve as a biomarker for identifying patients at elevated risk of progressive renal function loss.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fnut.2026.1879633","type":"journal-article","created":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T05:40:28Z","timestamp":1784007628000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Association between the uric acid to high-density lipoprotein cholesterol ratio and estimated glomerular filtration rate decline in community-managed patients with type 2 diabetes: a retrospective cohort study"],"prefix":"10.3389","volume":"13","author":[{"given":"Jian","family":"Yang","sequence":"first","affiliation":[{"name":"Department of General Medicine, Longhua District People\u2019s Hospital","place":["Shenzhen, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ying","family":"Yi","sequence":"additional","affiliation":[{"name":"Department of General Medicine, Longhua District People\u2019s Hospital","place":["Shenzhen, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaoli","family":"Zhu","sequence":"additional","affiliation":[{"name":"Department of Emergency Medicine, Shenzhen Second People\u2019s Hospital","place":["Shenzhen, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hairong","family":"Zhou","sequence":"additional","affiliation":[{"name":"Department of General Medicine, Longhua District People\u2019s Hospital","place":["Shenzhen, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhifu","family":"Zhang","sequence":"additional","affiliation":[{"name":"Department of General Medicine, Longhua District People\u2019s Hospital","place":["Shenzhen, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,7,14]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1038\/nrneph.2015.173","article-title":"Changing epidemiology of type 2 diabetes mellitus and associated chronic kidney disease","volume":"12","author":"Thomas","year":"2016","journal-title":"Nat Rev Nephrol"},{"key":"ref2","doi-asserted-by":"publisher","first-page":"2032","DOI":"10.2215\/CJN.11491116","article-title":"Diabetic kidney disease: challenges, progress, and possibilities","volume":"12","author":"Alicic","year":"2017","journal-title":"Clin J Am Soc Nephrol"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"709","DOI":"10.1016\/S0140-6736(20)30045-3","article-title":"Global, regional, and national burden of chronic kidney disease, 1990-2017: a systematic analysis for the global burden of Disease study 2017","volume":"395","year":"2020","journal-title":"Lancet"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"1651446","DOI":"10.3389\/fendo.2025.1651446","article-title":"A meta-analysis of serum uric acid and diabetic nephropathy risk in type 2 diabetes","volume":"16","author":"Zhao","year":"2026","journal-title":"Front Endocrinol"},{"key":"ref5","doi-asserted-by":"publisher","first-page":"350","DOI":"10.1097\/JCMA.0000000000000285","article-title":"Serum uric acid is independently associated with diabetic nephropathy but not diabetic retinopathy in patients with type 2 diabetes mellitus","volume":"83","author":"Xia","year":"2020","journal-title":"J Chin Med Assoc"},{"key":"ref6","doi-asserted-by":"publisher","first-page":"1847","DOI":"10.2147\/DMSO.S409410","article-title":"Serum lipoprotein(a) and high-density lipoprotein cholesterol associate with diabetic nephropathy: evidence from machine learning perspectives","volume":"16","author":"Gao","year":"2023","journal-title":"Diabetes Metab Syndr Obes"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"e005581","DOI":"10.1136\/bmjdrc-2025-005581","article-title":"High-density lipoprotein cholesterol and kidney disease progression in patients with type 2 diabetes mellitus: the Fukushima cohort study","volume":"13","author":"Nakada","year":"2025","journal-title":"BMJ Open Diabetes Res Care"},{"key":"ref8","doi-asserted-by":"publisher","first-page":"297","DOI":"10.1080\/00325481.2022.2039007","article-title":"Poorly controlled hypertension is associated with elevated serum uric acid to HDL-cholesterol ratio: a cross-sectional cohort study","volume":"134","author":"Aktas","year":"2022","journal-title":"Postgrad Med"},{"key":"ref9","doi-asserted-by":"publisher","first-page":"549","DOI":"10.1590\/1806-9282.20201005","article-title":"The association between serum uric acid to high density lipoprotein-cholesterol ratio and non-alcoholic fatty liver disease: the Abund study","volume":"67","author":"Kosekli","year":"2021","journal-title":"Rev Assoc Med Bras"},{"key":"ref10","doi-asserted-by":"publisher","first-page":"e066243","DOI":"10.1136\/bmjopen-2022-066243","article-title":"Association between serum uric acid\/HDL-cholesterol ratio and chronic kidney disease: a cross-sectional study based on a health check-up population","volume":"12","author":"Cheng","year":"2022","journal-title":"BMJ Open"},{"key":"ref11","doi-asserted-by":"publisher","first-page":"167","DOI":"10.2147\/DMSO.S387726","article-title":"Association between uric acid to HDL cholesterol ratio and diabetic complications in men and postmenopausal women","volume":"16","author":"Xuan","year":"2023","journal-title":"Diabetes Metab Syndr Obes."},{"key":"ref12","doi-asserted-by":"publisher","first-page":"519","DOI":"10.1080\/00325481.2023.2214058","article-title":"Is serum uric acid-to-HDL cholesterol ratio elevation associated with diabetic kidney injury?","volume":"135","author":"Aktas","year":"2023","journal-title":"Postgrad Med"},{"key":"ref13","doi-asserted-by":"publisher","first-page":"1269580","DOI":"10.3389\/fendo.2023.1269580","article-title":"Association between cumulative uric acid to high-density lipoprotein cholesterol ratio and the incidence and progression of chronic kidney disease","volume":"14","author":"Liu","year":"2023","journal-title":"Front Endocrinol"},{"key":"ref14","doi-asserted-by":"publisher","first-page":"580807","DOI":"10.2147\/RMHP.S580807","article-title":"Association of cumulative average uric acid to HDL cholesterol ratio with the risk of rapidly declining renal function: a retrospective community-based cohort study in Shanghai undertaken on elderly subjects with hypertension and type 2 diabetes mellitus patients","volume":"19","author":"Wang","year":"2026","journal-title":"Risk Manag Healthc Policy"},{"key":"ref15","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1053\/j.ajkd.2019.06.009","article-title":"Change in albuminuria and GFR as end points for clinical trials in early stages of CKD: a scientific workshop sponsored by the National Kidney Foundation in collaboration with the US Food and Drug Administration and European medicines agency","volume":"75","author":"Levey","year":"2020","journal-title":"Am J Kidney Dis"},{"key":"ref16","doi-asserted-by":"publisher","first-page":"1746","DOI":"10.1681\/ASN.2019010008","article-title":"Evaluating glomerular filtration rate slope as a surrogate end point for ESKD in clinical trials: an individual participant meta-analysis of observational data","volume":"30","author":"Grams","year":"2019","journal-title":"J Am Soc Nephrol"},{"key":"ref17","doi-asserted-by":"publisher","first-page":"1756","DOI":"10.1681\/ASN.2019010009","article-title":"Performance of GFR slope as a surrogate end point for kidney disease progression in clinical trials: a statistical simulation","volume":"30","author":"Greene","year":"2019","journal-title":"J Am Soc Nephrol"},{"key":"ref18","doi-asserted-by":"publisher","first-page":"2147","DOI":"10.1007\/s00125-021-05512-5","article-title":"Effects of the SGLT2 inhibitor canagliflozin on plasma biomarkers TNFR-1, TNFR-2 and KIM-1 in the CANVAS trial","volume":"64","author":"Sen","year":"2021","journal-title":"Diabetologia"},{"key":"ref19","doi-asserted-by":"publisher","first-page":"2350","DOI":"10.2337\/dc22-0382","article-title":"Dapagliflozin and prevention of kidney disease among patients with type 2 diabetes: post hoc analyses from the DECLARE-TIMI 58 trial","volume":"45","author":"Mosenzon","year":"2022","journal-title":"Diabetes Care"},{"key":"ref20","doi-asserted-by":"publisher","first-page":"e2532512","DOI":"10.1001\/jamanetworkopen.2025.32512","article-title":"Improving the reporting on health equity in observational research (STROBE-equity): extension checklist and elaboration","volume":"8","author":"Dewidar","year":"2025","journal-title":"JAMA Netw Open"},{"key":"ref21","doi-asserted-by":"publisher","first-page":"S20","DOI":"10.2337\/dc24-S002","article-title":"Diagnosis and classification of diabetes: standards of Care in Diabetes-2024","volume":"47","year":"2024","journal-title":"Diabetes Care"},{"key":"ref22","first-page":"24","article-title":"2018 Chinese guidelines for the management of hypertension","volume":"24","year":"2019","journal-title":"Chin J Cardiovasc Med"},{"key":"ref23","doi-asserted-by":"publisher","first-page":"1451","DOI":"10.1136\/bjsports-2020-102955","article-title":"World Health Organization 2020 guidelines on physical activity and sedentary behaviour","volume":"54","author":"Bull","year":"2020","journal-title":"Br J Sports Med"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"S117","DOI":"10.1016\/j.kint.2023.10.018","article-title":"Improving global outcomes (KDIGO) CKD work group. KDIGO 2024 clinical practice guideline for the evaluation and management of chronic kidney disease","volume":"105","author":"Disease","year":"2024","journal-title":"Kidney Int"},{"key":"ref25","doi-asserted-by":"publisher","first-page":"1582495","DOI":"10.3389\/fnut.2025.1582495","article-title":"Association between uric acid to high-density lipoprotein cholesterol ratio and chronic kidney disease in Chinese patients with type 2 diabetes mellitus: a cross-sectional study","volume":"12","author":"Chen","year":"2025","journal-title":"Front Nutr"},{"key":"ref26","doi-asserted-by":"publisher","first-page":"2695","DOI":"10.2147\/DMSO.S425511","article-title":"Serum uric acid is a better indicator of kidney impairment than serum uric acid-to-creatinine ratio and serum uric acid-to-high-density lipoprotein ratio: a cross-sectional study of type 2 diabetes mellitus patients","volume":"16","author":"Han","year":"2023","journal-title":"Diabetes Metab Syndr Obes."},{"key":"ref27","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1007\/s10238-025-01893-8","article-title":"Serum uric acid to high-density lipoprotein cholesterol ratio as a novel predictor of diabetic nephropathy: a cross-sectional analysis of NHANES 2011-2018","volume":"25","author":"Che","year":"2025","journal-title":"Clin Exp Med"},{"key":"ref28","doi-asserted-by":"publisher","first-page":"202","DOI":"10.1210\/endrev\/bnz010","article-title":"The new biology of diabetic kidney disease-mechanisms and therapeutic implications","volume":"41","author":"Lytvyn","year":"2020","journal-title":"Endocr Rev"},{"key":"ref29","doi-asserted-by":"publisher","first-page":"1098","DOI":"10.3390\/biomedicines12051098","article-title":"Diabetes and renal complications: an overview on pathophysiology, biomarkers and therapeutic interventions","volume":"12","author":"Jha","year":"2024","journal-title":"Biomedicine"},{"key":"ref30","doi-asserted-by":"publisher","first-page":"1935","DOI":"10.1161\/CIRCULATIONAHA.120.050808","article-title":"High-density lipoprotein anti-inflammatory capacity and incident cardiovascular events","volume":"143","author":"Jia","year":"2021","journal-title":"Circulation"},{"key":"ref31","doi-asserted-by":"publisher","first-page":"117213","DOI":"10.1016\/j.atherosclerosis.2023.117213","article-title":"HDL abnormalities in type 2 diabetes: clinical implications","volume":"394","author":"Martagon","year":"2024","journal-title":"Atherosclerosis"},{"key":"ref32","doi-asserted-by":"publisher","first-page":"e0149283","DOI":"10.1371\/journal.pone.0149283","article-title":"Renal function trajectories in patients with prior improved eGFR slopes and risk of death","volume":"11","author":"Xie","year":"2016","journal-title":"PLoS One"},{"key":"ref33","doi-asserted-by":"publisher","first-page":"1063","DOI":"10.1016\/j.jhep.2018.01.019","article-title":"Fructose and sugar: a major mediator of non-alcoholic fatty liver disease","volume":"68","author":"Jensen","year":"2018","journal-title":"J Hepatol"},{"key":"ref34","doi-asserted-by":"publisher","first-page":"110795","DOI":"10.1016\/j.biopha.2020.110795","article-title":"Recent advances in fructose intake and risk of hyperuricemia","volume":"131","author":"Zhang","year":"2020","journal-title":"Biomed Pharmacother"},{"key":"ref35","doi-asserted-by":"publisher","first-page":"e34","DOI":"10.1056\/NEJMoa1800389","article-title":"Primary prevention of cardiovascular Disease with a Mediterranean diet supplemented with extra-virgin olive oil or nuts","volume":"378","author":"Estruch","year":"2018","journal-title":"N Engl J Med"},{"key":"ref36","doi-asserted-by":"publisher","first-page":"633","DOI":"10.1161\/CIRCULATIONAHA.116.023712","article-title":"Mediterranean diet improves high-density lipoprotein function in high-cardiovascular-risk individuals: a randomized controlled trial","volume":"135","author":"Hern\u00e1ez","year":"2017","journal-title":"Circulation"},{"key":"ref37","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3967\/bes2022.111","article-title":"Association between serum uric acid to HDL-cholesterol ratio and nonalcoholic fatty liver Disease risk among Chinese adults","volume":"36","author":"Zhao","year":"2023","journal-title":"Biomed Environ Sci"},{"key":"ref38","doi-asserted-by":"publisher","first-page":"1098","DOI":"10.1080\/13685538.2019.1678126","article-title":"Uric acid to HDL cholesterol ratio is a strong predictor of diabetic control in men with type 2 diabetes mellitus","volume":"23","author":"Aktas","year":"2020","journal-title":"Aging Male"},{"key":"ref39","doi-asserted-by":"publisher","first-page":"F1843","DOI":"10.1152\/ajprenal.00184.2018","article-title":"Enhanced renal ischemia-reperfusion injury in aging and diabetes","volume":"315","author":"Muroya","year":"2018","journal-title":"Am J Physiol Renal Physiol"}],"container-title":["Frontiers in Nutrition"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fnut.2026.1879633\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T05:40:29Z","timestamp":1784007629000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fnut.2026.1879633\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,14]]},"references-count":39,"alternative-id":["10.3389\/fnut.2026.1879633"],"URL":"https:\/\/doi.org\/10.3389\/fnut.2026.1879633","relation":{},"ISSN":["2296-861X"],"issn-type":[{"value":"2296-861X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,14]]},"article-number":"1879633"}}