Selected Emerging Biomarkers in Type 2 Diabetes Mellitus: Clinical Insights and Implications for Precision Care
Abstract
1. Introduction
2. Novel Biomarkers in DM
2.1. Adiponectin
2.2. Adropin
2.3. α-Hydroxybutyrate
2.4. Fetuin-A
2.5. Glycosylphosphatidylinositol-Specific Phospholipase D1 (GPLD1)
2.6. Lipoprotein(a)
2.7. Lysophosphatidylcholine (L-GPC)
2.8. Netrin-1
3. Clinical Studies on the Use of Novel Biomarkers in the Management of DM
3.1. Adiponectin
3.2. Adropin
3.3. Fetuin-A
3.4. Lipoprotein(a)
3.5. Netrin-1
4. Precision Care Implications of Novel Biomarkers in DM
5. Limitations
6. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Idf Diabetes Atlas. Available online: https://diabetesatlas.org/ (accessed on 19 August 2025).
- Ye, J.; Wu, Y.; Yang, S.; Zhu, D.; Chen, F.; Chen, J.; Ji, X.; Hou, K. The global, regional and national burden of type 2 diabetes mellitus in the past, present and future: A systematic analysis of the Global Burden of Disease Study 2019. Front. Endocrinol. 2023, 14, 1192629. [Google Scholar] [CrossRef]
- Ojo, O.A.; Ibrahim, H.S.; Rotimi, D.E.; Ogunlakin, A.D.; Ojo, A.B. Diabetes mellitus: From molecular mechanism to pathophysiology and pharmacology. Med. Nov. Technol. Devices 2023, 19, 100247. [Google Scholar] [CrossRef]
- Garg, P.; Duggal, N. Type 2 diabetes mellitus, its impact on quality of life and how the disease can be managed-a review. Obes. Med. 2022, 35, 100459. [Google Scholar] [CrossRef]
- American Diabetes Association Professional Practice Committee. 1. Improving Care and Promoting Health in Populations: Standards of Care in Diabetes—2025. Diabetes Care 2025, 48, S14–S26. [Google Scholar] [CrossRef] [PubMed]
- Tiwari, D.; Loh, W.J.; Aw, T.C. Updates from the 2025 American Diabetes Association guidelines on standards of medical care in diabetes. Explor. Endocr. Metab. Dis. 2025, 2, 101428. [Google Scholar] [CrossRef]
- American Diabetes Association Professional Practice Committee. 2. Diagnosis and classification of diabetes: Standards of care in diabetes—2024. Diabetes Care 2024, 47, S20–S42. [Google Scholar] [CrossRef]
- Available online: https://idf.org/about-diabetes/diabetes-facts-figures/ (accessed on 19 August 2025).
- Available online: https://diabetesatlas.org/data-by-location/global/ (accessed on 19 August 2025).
- Hossain, M.J.; Al-Mamun, M.; Islam, M.R. Diabetes mellitus, the fastest growing global public health concern: Early detection should be focused. Health Sci. Rep. 2024, 7, e2004. [Google Scholar] [CrossRef]
- Lu, Y.; Wang, Y.; Liu, Y.; Xie, M.; Liu, Q.; Li, S. Vascular complications of diabetes: A narrative review. Medicine 2023, 102, e35285. [Google Scholar] [CrossRef]
- Yapislar, H.; Gurler, E.B. Management of microcomplications of diabetes mellitus: Challenges, current trends, and future perspectives in treatment. Biomedicines 2024, 12, 1958. [Google Scholar] [CrossRef]
- Mansour, A.; Mousa, M.; Abdelmannan, D.; Tay, G.; Hassoun, A.; Alsafar, H. Microvascular and macrovascular complications of type 2 diabetes mellitus: Exome wide association analyses. Front. Endocrinol. 2023, 14, 1143067. [Google Scholar] [CrossRef]
- Butt, M.D.; Ong, S.C.; Wahab, M.U.; Rasool, M.F.; Saleem, F.; Hashmi, A.; Sajjad, A.; Chaudhry, F.A.; Babar, Z.-U. Cost of illness analysis of type 2 diabetes mellitus: The findings from a lower-middle income country. Int. J. Environ. Res. Public Health 2022, 19, 12611. [Google Scholar] [CrossRef]
- Patel, V.B.; Preedy, V.R. (Eds.) Biomarkers in Diabetes; Springer: Cham, Switzerland, 2022. [Google Scholar]
- Prajapati, A.K.K.; Jha, A.K.; Sheth, D. Biomarkers in diabetes mellitus: Advancements, challenges, and future perspectives. IP Int. J. Compr. Adv. Pharmacol. 2024, 9, 80–86. [Google Scholar] [CrossRef]
- Sacks, D.B.; Arnold, M.; Bakris, G.L.; Bruns, D.E.; Horvath, A.R.; Lernmark, Å.; Metzger, B.E.; Nathan, D.M.; Kirkman, M.S. Guidelines and recommendations for laboratory analysis in the diagnosis and management of diabetes mellitus. Diabetes Care 2023, 46, e151–e199. [Google Scholar] [CrossRef] [PubMed]
- Dorcely, B.; Katz, K.; Jagannathan, R.; Chiang, S.S.; Oluwadare, B.; Goldberg, I.J.; Bergman, M. Novel biomarkers for prediabetes, diabetes, and associated complications. Diabetes Metab. Syndr. Obes. 2017, 10, 345–361. [Google Scholar] [CrossRef] [PubMed]
- Available online: https://www.who.int/news-room/fact-sheets/detail/diabetes (accessed on 19 August 2025).
- American Diabetes Association Professional Practice Committee. 3. Prevention or Delay of Type 2 Diabetes and Associated Comorbidities: Standards of Medical Care in Diabetes-2022. Diabetes Care 2022, 45, S39–S45. [Google Scholar] [CrossRef]
- Guan, H.; Tian, J.; Wang, Y.; Niu, P.; Zhang, Y.; Zhang, Y.; Fang, X.; Miao, R.; Yin, R.; Tong, X. Advances in secondary prevention mechanisms of macrovascular complications in type 2 diabetes mellitus patients: A comprehensive review. Eur. J. Med. Res. 2024, 29, 152. [Google Scholar] [CrossRef]
- Marsim, E.; Prisma, F.A.; Prianggi, H. Meta analysis: Application of health belief model on the tertiary prevention of type 2 diabetes mellitus. J. Health Promot. Behav. 2021, 6, 28–297. [Google Scholar] [CrossRef]
- Le, T.N.; Bright, R.; Truong, V.K.; Li, J.; Juneja, R.; Vasilev, K. Key biomarkers in type 2 diabetes patients: A systematic review. Diabetes Obes. Metab. 2025, 27, 7–22. [Google Scholar] [CrossRef]
- Mohammed, C.M.; Ahmed, D.Y.; Naif, R.O. Exploring traditional and emerging biomarkers in type 2 diabetes mellitus: A comprehensive overview of diagnostic and prognostic tools. BioEksakta J. Ilm. Biol. Unsoed 2024, 6, 256–262. [Google Scholar] [CrossRef]
- Sahu, S.; Gond, S.P.; Gupta, A.; Gupta, A.K.; Singh, A. Diagnostic biomarkers for diabetes: A review. Asian J. Med. Princ. Clin. Pract. 2022, 5, 352–362. [Google Scholar]
- Ghanem, S.S.; Abdulkreem, E.M.; Alfurayh, M.S.; Ahmed, A.A.; Rikabi, H.A. The role of HbA1c in the follow-up and control of diabetes mellitus. Cureus 2025, 17, e78357. [Google Scholar] [CrossRef] [PubMed]
- Manekar, S.; Tikait, S.; Deshmukh, S. HBA1C study in diabetic patients. Int. J. Pharm. Sci. 2025, 3, 2687–2702. [Google Scholar]
- Wautier, J.L.; Guillausseau, P.J. Advanced glycation end products, their receptors and diabetic angiopathy. Diabetes Metab. 2001, 27, 535–542. [Google Scholar] [PubMed]
- Kaiafa, G.; Veneti, S.; Polychronopoulos, G.; Pilalas, D.; Daios, S.; Kanellos, I.; Didangelos, T.; Pagoni, S.; Savopoulos, C. Is HbA1c an ideal biomarker of well-controlled diabetes? Postgrad. Med J. 2021, 97, 380–383. [Google Scholar] [CrossRef]
- Akselrod, D.; Friger, M.; Biderman, A. HbA1C variability among type 2 diabetic patients: A retrospective cohort study. Diabetol. Metab. Syndr. 2021, 13, 101. [Google Scholar] [CrossRef]
- Luc, K.; Schramm-Luc, A.; Guzik, T.J.; Mikolajczyk, T.P. Oxidative stress and inflammatory markers in prediabetes and diabetes. J. Physiol. Pharmacol. 2019, 70, 809–824. [Google Scholar]
- 32; Shrestha, S.; Sharma, P.; Kumar, P.; Prasad, M. Inflammatory markers in pre-diabetes and diabetes: A comparative study. Ann. Int. Med. Dent. Res. 2019, 5, 6–11. [Google Scholar]
- Savvopoulos, S.; Hatzikirou, H.; Jelinek, H.F. Comparative analysis of biomarkers in type 2 diabetes patients with and without comorbidities: Insights into the role of hypertension and cardiovascular disease. Biomark. Insights 2024, 19, 11772719231222111. [Google Scholar] [CrossRef]
- Bogdan, M.; Tica, I.; Gheorghe, D.N.; Silosi, I.; Solomon, S.; Martu, I.; Surlin, P.; Chiscop, I.; Budacu, C. Effect of 0.2% Chlorhexidine’s Use for Treatment of Localized Gingival Lesions in Patients with Type 2 Diabetes. Rev. Chim. 2016, 67, 2651–2653. [Google Scholar]
- Vatankhah Yazdi, K.; Kalantar, S.M.; Houshmand, M.; Rahmanian, M.; Manaviat, M.R.; Jahani, M.R.; Kamalidehghan, B.; Almasi-Hashiani, A. SLC30A8, CDKAL1, TCF7L2, KCNQ1 and IGF2BP2 are associated with type 2 diabetes mellitus in Iranian patients. Diabetes Metab. Syndr. Obes. 2020, 13, 897–906. [Google Scholar] [CrossRef]
- Zhou, X.; Yang, N.; Xu, W.; Li, X.; Spiliopoulou, A.; Theodoratou, E. Associations of genetic factors with vascular diabetes complications: An umbrella review. J. Glob. Health 2025, 15, 04081. [Google Scholar] [CrossRef]
- Hujoel, M.L.A.; Handsaker, R.E.; Sherman, M.A.; Kamitaki, N.; Barton, A.R.; Mukamel, R.E.; Terao, C.; McCarroll, S.A.; Loh, P.-R. Protein-altering variants at copy number-variable regions influence diverse human phenotypes. Nat. Genet. 2024, 56, 569–578. [Google Scholar] [CrossRef] [PubMed]
- Suzuki, K.; Hatzikotoulas, K.; Southam, L.; Taylor, H.J.; Yin, X.; Lorenz, K.M.; Mandla, R.; Huerta-Chagoya, A.; Melloni, G.E.M.; Rayner, N.W.; et al. Genetic drivers of heterogeneity in type 2 diabetes pathophysiology. Nature 2024, 627, 347–357. [Google Scholar] [CrossRef] [PubMed]
- Imamura, M.; Maeda, S. Perspectives on genetic studies of type 2 diabetes from the genome-wide association studies era to precision medicine. J. Diabetes Investig. 2024, 15, 410–422. [Google Scholar] [CrossRef] [PubMed]
- Kreienkamp, R.J.; Voight, B.F.; Gloyn, A.L.; Udler, M.S. Genetics of type 2 diabetes. In Diabetes in America [Internet]; Lawrence, J.M., Casagrande, S.S., Herman, W.H., Wexler, D.J., Cefalu, W.T., Eds.; National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK): Bethesda, MD, USA, 2023. [Google Scholar]
- Wu, Y.L.; Lin, Z.J.; Li, C.C.; Lin, X.; Shan, S.-K.; Guo, B.; Zheng, M.-H.; Li, F.; Yuan, L.-Q.; Li, Z.-H. Epigenetic regulation in metabolic diseases: Mechanisms and advances in clinical study. Signal Transduct. Target. Ther. 2023, 8, 98. [Google Scholar] [CrossRef]
- Ashok, D.; Prasad, M.; Fareed, M.; Chaudhary, A.A. Epigenetic mechanisms in type-2 diabetes mellitus: A narrative review. J. Clin. Diagn. Res. 2025, 19, BE07–BE11. [Google Scholar] [CrossRef]
- Idris, I. Epigenetic changes shown to cause type 2 diabetes. Diabetes Obes. Metab. Now 2024, 2, e86. [Google Scholar] [CrossRef]
- Zhu, H.; Ding, G.; Liu, X.; Huang, H. Developmental origins of diabetes mellitus: Environmental epigenomics and emerging patterns. J. Diabetes 2023, 15, 569–582. [Google Scholar] [CrossRef]
- Jazieh, C.; Arabi, T.Z.; Asim, Z.; Sabbah, B.N.; Alsaud, A.W.; Alkattan, K.; Yaqinuddin, A. Unraveling the epigenetic fabric of type 2 diabetes mellitus: Pathogenic mechanisms and therapeutic implications. Front. Endocrinol. 2024, 15, 1295967. [Google Scholar] [CrossRef]
- Sandforth, L.; Kullmann, S.; Sandforth, A.; Fritsche, A.; Schwartzenberg, R.J.-V.; Stefan, N.; Birkenfeld, A.L. Prediabetes remission to reduce the global burden of type 2 diabetes. Trends Endocrinol. Metab. 2025, 36, 899–916. [Google Scholar] [CrossRef]
- Joseph, J. Novel biomarkers and diagnostics in diabetes: A new frontier in disease management. J. Diabetes Metab. 2024, 15, 1167. [Google Scholar]
- Ortiz-Martínez, M.; González-González, M.; Martagón, A.J.; Hlavinka, V.; Willson, R.C.; Rito-Palomares, M. Recent developments in biomarkers for diagnosis and screening of type 2 diabetes mellitus. Curr. Diabetes Rep. 2022, 22, 95–115. [Google Scholar] [CrossRef]
- Olteanu, M.; Surlin, P.; Oprea, B.; Rauten, A.M.; Popescu, R.M.; Niţu, M.; Camen, G.C.; Caraivan, O. Gingival inflammatory infiltrate analysis in patients with chronic periodontitis and diabetes mellitus. Rom. J. Morphol. Embryol. 2011, 52, 1311–1317. [Google Scholar] [PubMed]
- Kim, M.J.; Kim, S.W.; Ha, B.; Kim, H.S.; Kwon, S.H.; Jin, J.; Choi, Y.K.; Park, K.G.; Kim, J.G.; Lee, I.K.; et al. Persistent influence of past obesity on current adiponectin levels and mortality in patients with type 2 diabetes. Korean J. Intern. Med. 2025, 40, 299–309. [Google Scholar] [CrossRef] [PubMed]
- He, L.; Xuan, W.; Liu, D.; Zhong, J.; Luo, H.; Cui, H.; Zhang, X.; Chen, W. The role of adiponectin in the association between abdominal obesity and type 2 diabetes: A mediation analysis among 232,438 Chinese participants. Front. Endocrinol. 2024, 15, 1327716. [Google Scholar] [CrossRef] [PubMed]
- Kumari, S.; Peela, S.; Srilatha, M.; Girish, B.P.; Nagaraju, G.P. Adiponectin: Its role in diabetic and pancreatic cancer. Mol. Asp. Med. 2025, 103, 101370. [Google Scholar] [CrossRef]
- Sikarwar, M.S. Effects of Phytoconstituents on adipocytes in the management of obesity and hyperinsulinemia. J. Young Pharm. 2025, 17, 271–278. [Google Scholar] [CrossRef]
- Abdalla, M.M.I. Therapeutic potential of adiponectin in prediabetes: Strategies, challenges, and future directions. Ther. Adv. Endocrinol. Metab. 2024, 15, 20420188231222371. [Google Scholar] [CrossRef]
- Gianopoulos, I.; Mantzoros, C.S.; Daskalopoulou, S.S. Adiponectin and adiponectin receptors in atherosclerosis. Endocr. Rev. 2025, 46, 1–25. [Google Scholar] [CrossRef]
- Gorgojo-Martínez, J.J. Adipocentric Strategy for the Treatment of Type 2 Diabetes Mellitus. J. Clin. Med. 2025, 14, 678. [Google Scholar] [CrossRef]
- Ishizu, M.; Watanabe, T.; Torii, Y.; Kita, K.; Matsuura, A.; Unohara, T.; Katsuura-Kamano, S.; Uemura, H. Association between coffee and adiponectin according to the obesity status: A cross-sectional analysis of the Japan Multi-Institutional Collaborative Cohort Study in Tokushima, Japan. Nutr. Metab. Cardiovasc. Dis. 2025, 35, 104103. [Google Scholar] [CrossRef] [PubMed]
- Skrzypski, M.; Wojciechowicz, T.; Rak, A.; Krążek, M.; Fiedorowicz, J.; Strowski, M.Z.; Nowak, K.W. The levels of adropin and its therapeutic potential in diabetes. J. Endocrinol. 2025, 265, e240117. [Google Scholar] [CrossRef] [PubMed]
- Wang, J.; Ding, N.; Chen, C.; Gu, S.; Liu, J.; Wang, Y.; Lin, L.; Zheng, Y.; Li, Y. Adropin: A key player in immune cell homeostasis and regulation of inflammation in several diseases. Front. Immunol. 2025, 16, 1482308. [Google Scholar] [CrossRef] [PubMed]
- Ali, I.I.; D’Souza, C.; Singh, J.; Adeghate, E. Adropin’s Role in energy homeostasis and metabolic disorders. Int. J. Mol. Sci. 2022, 23, 8318. [Google Scholar] [CrossRef]
- Chen, X.; Xie, N.; Feng, L.; Huang, Y.; Wu, Y.; Zhu, H.; Tang, J.; Zhang, Y. Oxidative stress in diabetes mellitus and its complications: From pathophysiology to therapeutic strategies. Chin. Med. J. 2025, 138, 15–27. [Google Scholar] [CrossRef]
- Weinberg Sibony, R.; Segev, O.; Dor, S.; Raz, I. Overview of oxidative stress and inflammation in diabetes. J. Diabetes 2024, 16, e70014. [Google Scholar] [CrossRef]
- Hasanpour-Segherlou, Z.; Butler, A.A.; Candelario-Jalil, E.; Hoh, B.L. Role of the unique secreted peptide adropin in various physiological and disease states. Biomolecules 2024, 14, 1613. [Google Scholar] [CrossRef]
- Bozic, J.; Kumric, M.; Ticinovic Kurir, T.; Males, I.; Borovac, J.A.; Martinovic, D.; Vilovic, M. Role of adropin in cardiometabolic disorders: From pathophysiological mechanisms to therapeutic target. Biomedicines 2021, 9, 1407. [Google Scholar] [CrossRef]
- Zhang, S.; Chen, Q.; Lin, X.; Chen, M.; Liu, Q. A review of adropin as the medium of dialogue between energy regulation and immune regulation. Oxidative Med. Cell. Longev. 2020, 2020, 3947806. [Google Scholar] [CrossRef]
- Cobb, J.; Eckhart, A.; Motsinger-Reif, A.; Carr, B.; Groop, L.; Ferrannini, E. α-Hydroxybutyric Acid Is a Selective Metabolite Biomarker of Impaired Glucose Tolerance. Diabetes Care 2016, 39, 988–995. [Google Scholar] [CrossRef]
- Steiner, B.; Leitner, C.; Stadler, D.; Prugger, E.M.; Magnes, C.; Herzog, P.L. Enzymatic detection of α-hydroxybutyrate, an important marker of insulin resistance, and comparison with LC-MS/MS detection. Pract. Lab. Med. 2024, 40, e00398. [Google Scholar] [CrossRef] [PubMed]
- Campi, B.; Vitelli, V.; Saponaro, F.; Zucchi, R.; Ferrannini, E.; Saba, A. HPLC-MS/MS method for simultaneous analysis of plasma 2-hydroxybutyrate and 2-hydroxyisobutyrate: Development and clinical significance. Clin. Chim. Acta 2025, 565, 120023. [Google Scholar] [CrossRef] [PubMed]
- Caturano, A.; D’Angelo, M.; Mormone, A.; Russo, V.; Mollica, M.P.; Salvatore, T.; Galiero, R.; Rinaldi, L.; Vetrano, E.; Marfella, R.; et al. Oxidative stress in type 2 diabetes: Impacts from pathogenesis to lifestyle modifications. Curr. Issues Mol. Biol. 2023, 45, 6651–6666. [Google Scholar] [CrossRef] [PubMed]
- Lv, X.; Ding, P.; Li, L.; Li, L.; Zhou, D.; Wang, X.; Chen, J.; Zhang, W.; Wang, Q.; Liao, T.; et al. Increased α-HB links colorectal cancer and diabetes by potentiating NF-κB signaling. Mol. Metab. 2023, 75, 101766. [Google Scholar] [CrossRef]
- Al-Majdoub, M.; Spégel, P.; Bennet, L. Metabolite profiling paradoxically reveals favorable levels of lipids, markers of oxidative stress and unsaturated fatty acids in a diabetes susceptible group of Middle Eastern immigrants. Acta Diabetol. 2020, 57, 597–603. [Google Scholar] [CrossRef]
- Bae, J.; Kim Ye Jung, K.J.; Jee, S.H.; Lee, B.-W. Association between serum beta-hydroxybutyrate levels and risk of type 2 diabetes mellitus in patients with impaired fasting glucose. Nutr. Diabetes 2025, 15, 16. [Google Scholar] [CrossRef]
- Hamza, N.; Ahmed, N.; Li Chen, L.; Zainaba, N. Advancing diabetes care the role of personalized medicine in type 2 diabetes management. Preprints 2025, 2025010921. [Google Scholar] [CrossRef]
- Tricò, D.; Prinsen, H.; Giannini, C.; de Graaf, R.; Juchem, C.; Li, F.; Caprio, S.; Santoro, N.; Herzog, R.I. Elevated α-Hydroxybutyrate and Branched-Chain Amino Acid Levels Predict Deterioration of Glycemic Control in Adolescents. J. Clin. Endocrinol. Metab. 2017, 102, 2473–2481. [Google Scholar] [CrossRef]
- Luís, C.; Soares, R.; Baylina, P.; Fernandes, R. Underestimated Prediabetic Biomarkers: Are We Blind to Their Strategy? Front. Endocrinol. 2022, 13, 805837. [Google Scholar] [CrossRef]
- Stefan, N.; Fritsche, A.; Weikert, C.; Boeing, H.; Joost, H.G.; Häring, H.U.; Schulze, M.B. Plasma fetuin-A levels and the risk of type 2 diabetes. Diabetes 2008, 57, 2762–2767. [Google Scholar] [CrossRef]
- Wang, Y.; Koh, W.P.; Jensen, M.K.; Yuan, J.M.; Pan, A. Plasma Fetuin-A levels and risk of type 2 diabetes mellitus in a Chinese population: A nested case-control study. Diabetes Metab. J. 2019, 43, 474–486. [Google Scholar] [CrossRef] [PubMed]
- Karamfilova, V.; Nedeva, I.; Gatev, T.; Gateva, A.; Assyov, Y.; Gerganova, A.; Popov, D.; Velikova, T.; Kamenov, Z. Relationship of serum Fetuin-A with metabolic and vascular parameters in patients with prediabetes and type 2 diabetes mellitus. Pharmacia 2023, 70, 1455–1461. [Google Scholar] [CrossRef]
- Kaur, S.; Mahajan, M. Chapter 10. Fetuin A: A newer marker for pre diabetes. In New Insights into Disease and Pathogen Research; BP International (Bookpi): Hooghly, India, 2024; Volume 1, pp. 101–108. [Google Scholar] [CrossRef]
- Roshanzamir, F.; Miraghajani, M.; Rouhani, M.H.; Mansourian, M.; Ghiasvand, R.; Safavi, S.M. The association between circulating fetuin-A levels and type 2 diabetes mellitus risk: Systematic review and meta-analysis of observational studies. J. Endocrinol. Investig. 2018, 41, 33–47. [Google Scholar] [CrossRef]
- Guo, V.Y.; Cao, B.; Cai, C.; Cheng, K.K.; Cheung, B.M.Y. Fetuin-A levels and risk of type 2 diabetes mellitus: A systematic review and meta-analysis. Acta Diabetol. 2018, 55, 87–98. [Google Scholar] [CrossRef] [PubMed]
- Benkova, M.; Petrov, P.; Petrov, A.; Staykova, S.; Zlatanova, E.; Chervenkov, T.; Nikolova, S. PTM-Fetuin-A: A Novel Biomarker for Early Detection of Diabetic Kidney Disease. J. Clin. Nephrol. 2025, 9, 13–19. [Google Scholar] [CrossRef]
- Sommer, P.; Schreinlechner, M.; Noflatscher, M.; Lener, D.; Mair, F.; Theurl, M.; Kirchmair, R.; Marschang, P. High baseline fetuin-A levels are associated with lower atherosclerotic plaque progression as measured by 3D ultrasound. Atheroscler. Plus 2021, 45, 10–17. [Google Scholar] [CrossRef]
- Mohamed, O.N.; Mohamed, M.R.; Hassan, I.G.; Alakkad, A.F.; Othman, A.; Setouhi, A.; Issa, A.S. The relationship of fetuin-a with coronary calcification, carotid atherosclerosis, and mortality risk in non-dialysis chronic kidney disease. J. Lipid Atheroscler. 2024, 13, 194–211. [Google Scholar] [CrossRef]
- Birukov, A.; Polemiti, E.; Jäger, S.; Stefan, N.; Schulze, M.B. Fetuin-A and risk of diabetes-related vascular complications: A prospective study. Cardiovasc. Diabetol. 2022, 21, 6. [Google Scholar] [CrossRef]
- Al-Said, N.H.; Taha, F.M.; Abdel-Aziz, G.M.; Abdel-Tawab, M.S. Fetuin-A level in type 2 diabetic patients: Relation to microvascular complications. Egypt. J. Intern. Med. 2018, 30, 121–130. [Google Scholar] [CrossRef]
- Sherif, W.; El Ahwal, L.; Elsawy, A.A.; Attia, M.; Kotb, N.A.; Eissa, A. Serum level of fetuin-A as a biomarker for vascular complications and severity of insulin resistance in individuals with type 2 diabetes. Int. J. Adv. Res. Med. 2024, 6, 62–70. [Google Scholar] [CrossRef]
- Cao, J.; Zhou, A.; Zhou, Z.; Liu, H.; Jia, S. The role of GPLD1 in chronic diseases. J. Cell. Physiol. 2023, 238, 1407–1415. [Google Scholar] [CrossRef] [PubMed]
- Müller, G.A.; Müller, T.D. (Patho)physiology of glycosylphosphatidylinositol-anchored proteins i: Localization at plasma membranes and extracellular compartments. Biomolecules 2023, 13, 855. [Google Scholar] [CrossRef]
- Abdolmaleki, F.; Heidarianpour, A. Endurance exercise training restores diabetes-induced alteration in circulating Glycosylphosphatidylinositol-specific phospholipase D levels in rats. Diabetol. Metab. Syndr. 2020, 12, 43. [Google Scholar] [PubMed]
- Qin, W.; Liang, Y.Z.; Qin, B.Y.; Zhang, J.L.; Xia, N. The clinical significance of glycoprotein phospholipase D levels in distinguishing early stage latent autoimmune diabetes in adults and type 2 diabetes. PLoS ONE 2016, 11, e0156959. [Google Scholar]
- Heidarianpour, A.; Keshvari, M.; Shahidi, S.; Zarei, M. Modulation of GPC-4 and GPLD1 serum levels by improving glycemic indices in type 2 diabetes: Resistance training and hawthorn extract intervention. Heliyon 2023, 9, e15537. [Google Scholar] [CrossRef]
- Masuda, S.; Fujishima, Y.; Maeda, N.; Tsugawa-Shimizu, Y.; Nakamura, Y.; Tanaka, Y.; Obata, Y.; Fukuda, S.; Nagao, H.; Kita, S.; et al. Impact of glycosylphosphatidylinositol-specific phospholipase D on hepatic diacylglycerol accumulation, steatosis, and insulin resistance in diet-induced obesity. Am. J. Physiol. Endocrinol. Metab. 2019, 316, E239–E250. [Google Scholar] [CrossRef]
- Suneja, S.; Gangopadhyay, S.; Saini, V.; Dawar, R.; Kaur, C. Emerging diabetic novel biomarkers of the 21st century. Ann. Natl. Acad. Med. Sci. 2021, 57, 69–81. [Google Scholar] [CrossRef]
- Huth, C.; von Toerne, C.; Schederecker, F.; de Las Heras Gala, T.; Herder, C.; Kronenberg, F.; Meisinger, C.; Rathmann, W.; Koenig, W.; Waldenberger, M.; et al. Protein markers and risk of type 2 diabetes and prediabetes: A targeted proteomics approach in the KORA F4/FF4 study. Eur. J. Epidemiol. 2019, 34, 409–422. [Google Scholar] [CrossRef]
- Khovidhunkit, W. Lipoprotein(a). In Endotext; Feingold, K.R., Adler, R.A., Ahmed, S.F., Anawalt, B., Blackman, M.R., Chrousos, G., Corpas, E., de Herder, W.W., Dhatariya, K., Dungan, K., et al., Eds.; MDText.com, Inc.: South Dartmouth, MA, USA, 2000. [Google Scholar]
- Doherty, S.; Hernandez, S.; Rikhi, R.; Mirzai, S.; De Los Reyes, C.; McIntosh, S.; Block, R.C.; Shapiro, M.D. Lipoprotein(a) as a causal risk factor for cardiovascular disease. Curr. Cardiovasc. Risk Rep. 2025, 19, 8. [Google Scholar] [CrossRef]
- Qin, T.; Ma, T.Y.; Huang, K.; Lu, S.J.; Zhong, J.H.; Li, J.J. Lipoprotein (a)-related inflammatory imbalance: A novel horizon for the development of atherosclerosis. Curr. Atheroscler. Rep. 2024, 26, 383–394. [Google Scholar] [CrossRef]
- Volgman, A.S.; Koschinsky, M.L.; Mehta, A.; Rosenson, R.S. Genetics and pathophysiological mechanisms of lipoprotein(a)-associated cardiovascular risk. J. Am. Heart Assoc. 2024, 13, e033654. [Google Scholar] [CrossRef] [PubMed]
- Tsioulos, G.; Kounatidis, D.; Vallianou, N.G.; Poulaki, A.; Kotsi, E.; Christodoulatos, G.S.; Tsilingiris, D.; Karampela, I.; Skourtis, A.; Dalamaga, M. Lipoprotein(a) and atherosclerotic cardiovascular disease: Where do we stand? Int. J. Mol. Sci. 2024, 25, 3537. [Google Scholar] [CrossRef] [PubMed]
- Lamina, C.; Wang, N.C. Lipoprotein (a) and diabetes mellitus. Atherosclerosis 2022, 349, 63–71. [Google Scholar] [CrossRef] [PubMed]
- Shiyovich, A.; Berman, A.N.; Besser SABiery, D.W.; Cardoso, R.; Divakaran, S.; Singh, A.; Huck, D.M.; Weber, B.; Plutzky, J.; Cannon, C.; et al. Lipoprotein(a) as a cardiovascular risk factor among patients with and without diabetes Mellitus: The Mass General Brigham Lp(a) Registry. Cardiovasc. Diabetol. 2024, 23, 257. [Google Scholar] [CrossRef]
- Bhatia, H.S.; Wandel, S.; Willeit, P.; Lesogor, A.; Bailey, K.; Ridker, P.M.; Nestel, P.; Simes, J.; Tonkin, A.; Schwartz, G.G.; et al. Independence of lipoprotein(a) and low-density lipoprotein cholesterol-mediated cardiovascular risk: A participant-level meta-analysis. Circulation 2025, 151, 312–321. [Google Scholar] [CrossRef]
- Williams, K.L.; Augustine, M.; Sujakhu, E.; Magadia, J.; Crawford, L.; Knott, A.; Hamilton, S.; Obiaka, U. Lipoprotein(a) in atherosclerotic cardiovascular disease, type 2 diabetes, and liver disease. Prog. Pediatr. Cardiol. 2025, 76, 101775. [Google Scholar] [CrossRef]
- Nordestgaard, B.G.; Langsted, A. Lipoprotein(a) and cardiovascular disease. Lancet 2024, 404, 1255–1264. [Google Scholar] [CrossRef]
- Abdalla, H.M.; Mahmoud, A.K.; Khedr, A.E.; Farina, J.M.; Scalia, I.G.; Abbas, M.T.; Awad, K.A.; Baba Ali, N.; Bismee, N.N.; Attaripour Esfahani, S.; et al. Lipoprotein (a) as a cardiovascular risk factor in controversial clinical scenarios: A narrative review. Int. J. Mol. Sci. 2024, 25, 11029. [Google Scholar] [CrossRef]
- Kamstrup, P.R.; Neely, R.D.G.; Nissen, S.; Landmesser, U.; Haghikia, A.; Costa-Scharplatz, M.; Abbas, C.; Nordestgaard, B.G. Lipoprotein(a) and cardiovascular disease: Sifting the evidence to guide future research. Eur. J. Prev. Cardiol. 2024, 31, 903–914. [Google Scholar] [CrossRef]
- Vinci, P.; Di Girolamo, F.G.; Panizon, E.; Tosoni, L.M.; Cerrato, C.; Pellicori, F.; Altamura, N.; Pirulli, A.; Zaccari, M.; Biasinutto, C.; et al. Lipoprotein(a) as a risk factor for cardiovascular diseases: Pathophysiology and treatment perspectives. Int. J. Environ. Res. Public. Health 2023, 20, 6721. [Google Scholar] [CrossRef]
- Kaur, G.; Berman, A.N.; Biery, D.W.; Besser, S.A.; Wu, W.Y.; Weber, B.; Honigberg, M.C.; Nasir, K.; Gulati, M.; Di Carli, M.F.; et al. Sex differences in the association between lipoprotein(a) and cardiovascular outcomes: The MGB Lp(a) Registry. J. Am. Heart Assoc. 2025, 14, e035353. [Google Scholar] [CrossRef] [PubMed]
- Abdelazeem, B.; Amin, A.M.; Mansour, A.; Yassin, M.A.M.; Mills, J. Sex differences in cardiovascular outcomes among patients with elevated Lipoprotein(a). J. Clin. Lipidol. 2025, 19, e59–e60. [Google Scholar] [CrossRef]
- Ceasovschih, A.; Chiusolo, S.; Gigante, B. Diabetes mellitus: A potential amplifier of the atherogenic risks associated with elevated Lp(a)? Eur. J. Prev. Cardiol. 2025, 32, zwaf185. [Google Scholar] [CrossRef] [PubMed]
- Ciffone, N.; McNeal, C.J.; McGowan, M.P.; Ferdinand, K.C. Lipoprotein(a): An important piece of the ASCVD risk factor puzzle across diverse populations. Am. Heart J. Plus 2023, 38, 100350. [Google Scholar] [CrossRef] [PubMed]
- Law, S.-H.; Chan, M.-L.; Marathe, G.K.; Parveen, F.; Chen, C.-H.; Ke, L.-Y. An Updated Review of Lysophosphatidylcholine Metabolism in Human Diseases. Int. J. Mol. Sci. 2019, 20, 1149. [Google Scholar] [CrossRef]
- Tan, S.T.; Ramesh, T.; Toh, X.R.; Nguyen, L.N. Emerging roles of lysophospholipids in health and disease. Prog. Lipid Res. 2020, 80, 101068. [Google Scholar] [CrossRef]
- Pérez-Matos, M.C.; Morales-Álvarez, M.C.; Toloza, F.J.K.; Ricardo-Silgado, M.L.; Mantilla-Rivas, J.O.; Pinzón-Cortes, J.A.; Perez-Mayorga, M.; Jiménez, E.; Guevara, E.; Mendivil, C.O. The phospholipid linoleoylglycerophosphocholine as a biomarker of directly measured insulin resistance. Diabetes Metab. J. 2017, 41, 466–473. [Google Scholar] [CrossRef]
- Ferrannini, E.; Natali, A.; Camastra, S.; Nannipieri, M.; Mari, A.; Adam, K.-P.; Milburn, M.V.; Kastenmüller, G.; Adamski, J.; Tuomi, T.; et al. Early metabolic markers of the development of dysglycemia and type 2 diabetes and their physiological significance. Diabetes 2013, 62, 1730–1737. [Google Scholar] [CrossRef]
- Simón, A.; Bordonaba-Bosque, D.; Montero, O.; Solano-Castán, J.; Caro, I. Blood metabolic biomarkers of diabetes mellitus type 2 in aged adults determined by a UPLC-MS metabolomic approach. Metabolites 2025, 15, 395. [Google Scholar] [CrossRef]
- Zhang, F.; Shan, S.; Fu, C.; Guo, S.; Liu, C.; Wang, S. Advanced mass spectrometry-based biomarker identification for metabolomics of diabetes mellitus and its complications. Molecules 2024, 29, 2530. [Google Scholar] [CrossRef]
- Yue, X.; Liu, W.; Liu, Y.; Shen, M.; Zhai, Y.; Ma, Z.; Cao, Z. Development, validation, and clinical application of an FIA-MS/MS method for the quantification of lysophosphatidylcholines in dried blood spots. J. Clin. Lab. Anal. 2022, 36, e24099. [Google Scholar] [CrossRef]
- Dai, H.; Zhang, S.; Tian, M.; Yang, P.; Yang, G.; Li, L.; Liu, D.; Li, K.; Li, S.; Yang, M. Netrin 4 is a novel cytokine associated with oxidative stress and insulin resistance in obese individuals. Diabetes Res. Clin. Pract. 2025, 223, 112166. [Google Scholar] [CrossRef] [PubMed]
- Ziegon, L.; Schlegel, M. Netrin-1: A modulator of macrophage driven acute and chronic inflammation. Int. J. Mol. Sci. 2021, 23, 275. [Google Scholar] [CrossRef] [PubMed]
- Wu, Y.; Liu, Z.; Xu, P.; Yin, K.; Wang, S. The role of macrophage-derived Netrin-1 in inflammatory diseases. Biomolecules 2025, 15, 921. [Google Scholar] [CrossRef] [PubMed]
- Mohammed, S.; Muhammed, H.; Shetty, T.; Shanavas, S. Micro and macrovascular complications in diabetes mellitus. Yangtze Med. 2025, 9, 96–123. [Google Scholar] [CrossRef]
- Iwasaki, H.; Yagyu, H.; Shimano, H. A comprehensive analysis of diabetic complications and advances in management strategies. J. Atheroscler. Thromb. 2025, 32, 550–559. [Google Scholar] [CrossRef]
- Begum, T.; Bhaskar, M.V.; Anne, B.; Khan, S.A.; Sreedevi, N.N.; Noorjahan, M.; Saibaba, K.S.S. Evaluation of serum netrin-1 as a novel biomarker for type 2 diabetes mellitus: A cross-sectional study. Indian J. Med. Biochem. 2025, 29, 118–124. [Google Scholar]
- Behnoush, A.H.; Khalaji, A.; Shokri Varniab, Z.; Rahbarghazi, A.; Amini, E.; Klisic, A. Urinary and circulatory netrin-1 as biomarker in diabetes and its related complications: A systematic review and meta-analysis. Endocrine 2024, 84, 328–344. [Google Scholar] [CrossRef]
- Honeycutt, S.E.; N’Guetta, P.Y.; Hardesty, D.M.; Xiong, Y.; Cooper, S.L.; Stevenson, M.J.; O’Brien, L.L. Netrin 1 directs vascular patterning and maturity in the developing kidney. Development 2023, 150, dev201886. [Google Scholar] [CrossRef]
- Elkholy, R.A.; Younis, R.L.; Allam, A.A.; Hagag, R.Y.; Abdel Ghafar, M.T. Diagnostic efficacy of serum and urinary netrin-1 in the early detection of diabetic nephropathy. J. Investig. Med. 2021, 69, 1189–1195. [Google Scholar] [CrossRef]
- Zhu, K.; Wang, H.; Ye, K.; Chen, G.; Zhang, Z. Netrin-1 signaling pathway mechanisms in neurodegenerative diseases. Neural Regen. Res. 2025, 20, 960–972. [Google Scholar] [CrossRef] [PubMed]
- Wakayama, Y.; Yamagishi, S. Vascular and neuronal network formation regulated by growth factors and guidance cues. Life 2023, 13, 283. [Google Scholar] [CrossRef] [PubMed]
- Yimer, E.M.; Zewdie, K.A.; Hishe, H.Z. Netrin as a novel biomarker and its therapeutic implications in diabetes mellitus and diabetes-associated complications. J. Diabetes Res. 2018, 2018, 8250521. [Google Scholar] [CrossRef] [PubMed]
- Chaitra, D.; Usha, A.; Sachidananda, A.; Pai, D.N. Analysis of Netrin 1 gene using bioinformatics in patients with diabetic foot. Res. J. Pharm. Technol. 2025, 18, 2528–2532. [Google Scholar] [CrossRef]
- Abdella, N.A.; Mojiminiyi, O.A. Clinical applications of adiponectin measurements in type 2 diabetes mellitus: Screening, diagnosis, and marker of diabetes control. Dis. Markers 2018, 2018, 5187940. [Google Scholar] [CrossRef]
- Alnaggar, A.R.L.R.; Sayed, M.; El-Deena, K.E.; Gomaa, M.; Hamed, Y. Evaluation of serum adiponectin levels in diabetic nephropathy. Diabetes Metab. Syndr. 2019, 13, 128–131. [Google Scholar] [CrossRef]
- Hartman, M.L.; Sanyal, A.J.; Loomba, R.; Wilson, J.M.; Nikooienejad, A.; Bray, R.; Karanikas, C.A.; Duffin, K.L.; Robins, D.A.; Haupt, A. Effects of novel dual GIP and GLP-1 receptor agonist tirzepatide on biomarkers of nonalcoholic steatohepatitis in patients with type 2 diabetes. Diabetes Care 2020, 43, 1352–1355. [Google Scholar] [CrossRef]
- Bidulescu, A.; Dinh, P.C., Jr.; Sarwary, S.; Forsyth, E.; Luetke, M.C.; King, D.B.; Liu, J.; Davis, S.K.; Correa, A. Associations of leptin and adiponectin with incident type 2 diabetes and interactions among African Americans: The Jackson heart study. BMC Endocr. Disord. 2020, 20, 31. [Google Scholar] [CrossRef]
- Werida, R.; Khairat, I.; Khedr, N.F. Effect of atorvastatin versus rosuvastatin on inflammatory biomarkers and LV function in type 2 diabetic patients with dyslipidemia. Biomed. Pharmacother. 2021, 135, 111179. [Google Scholar] [CrossRef]
- Peña, A.; Olson, M.L.; Ayers, S.L.; Sears, D.D.; Vega-López, S.; Colburn, A.T.; Shaibi, G.Q. Inflammatory mediators and type 2 diabetes risk factors before and in response to lifestyle intervention among Latino adolescents with obesity. Nutrients 2023, 15, 2442. [Google Scholar] [CrossRef]
- Reddy, A.; Gatta, P.D.; Mason, S.; Nicoll, A.J.; Ryan, M.; Itsiopoulos, C.; Abbott, G.; Johnson, N.A.; Sood, S.; Roberts, S.K.; et al. Adherence to a Mediterranean diet may improve serum adiponectin in adults with nonalcoholic fatty liver disease: The MEDINA randomized controlled trial. Nutr. Res. 2023, 119, 98–108. [Google Scholar] [CrossRef] [PubMed]
- Hayashishita, A.; Watanabe, T.; Suzuki, N.; Nakaya, T.; Sugimoto, A.; Yokota, I.; Ohira, H.; Nishimura, M.; Tsujino, I. Insulin resistance assessed by short insulin tolerance test and its association with obesity and insulin resistance-related parameters in humans: A pilot randomized trial. PLoS ONE 2024, 19, e0297718. [Google Scholar] [CrossRef] [PubMed]
- Yaikwawong, M.; Jansarikit, L.; Jirawatnotai, S.; Chuengsamarn, S. Curcumin extract improves beta cell functions in obese patients with type 2 diabetes: A randomized controlled trial. Nutr. J. 2024, 23, 119. [Google Scholar] [CrossRef] [PubMed]
- Lee, M.; Hong, S.; Cho, Y.; Rhee, H.; Yu, M.H.; Bae, J.; Lee, Y.H.; Lee, B.W.; Kang, E.S.; Cha, B.S. Synergistic benefit of thiazolidinedione and sodium-glucose cotransporter 2 inhibitor for metabolic dysfunction-associated steatotic liver disease in type 2 diabetes: A 24-week, open-label, randomized controlled trial. BMC Med. 2025, 23, 266. [Google Scholar] [CrossRef]
- Barb, D.; Kalavalapalli, S.; Godinez Leiva, E.; Bril, F.; Huot-Marchand, P.; Dzen, L.; Rosenberg, J.T.; Junien, J.L.; Broqua, P.; Rocha, A.O.; et al. Pan-PPAR agonist lanifibranor improves insulin resistance and hepatic steatosis in patients with T2D and MASLD. J. Hepatol. 2025, 82, 979–991. [Google Scholar] [CrossRef]
- Hu, W.; Chen, L. Association of serum adropin concentrations with diabetic nephropathy. Mediat. Inflamm. 2016, 2016, 6038261. [Google Scholar] [CrossRef]
- Es-Haghi, A.; Al-Abyadh, T.; Mehrad-Majd, H. The clinical value of serum adropin level in early detection of diabetic nephropathy. Kidney Blood Press. Res. 2021, 46, 734–740. [Google Scholar] [CrossRef]
- Li, N.; Xie, G.; Zhou, B.; Qu, A.; Meng, H.; Liu, J.; Wang, G. Serum adropin as a potential biomarker for predicting the development of type 2 diabetes mellitus in individuals with metabolic dysfunction-associated fatty liver disease. Front. Physiol. 2021, 12, 696163. [Google Scholar] [CrossRef]
- Smith, J.A.; Soares, R.N.; McMillan, N.J.; Jurrissen, T.J.; Martinez-Lemus, L.A.; Padilla, J.; Manrique-Acevedo, C. Young women are protected against vascular insulin resistance induced by adoption of an obesogenic lifestyle. Endocrinology 2022, 163, bqac137, Erratum in Endocrinology 2023, 164, bqad037. https://doi.org/10.1210/endocr/bqad037.. [Google Scholar] [CrossRef]
- Wang, Q.; An, Y.; Zhang, L.; Zhang, Y.; Wang, G.; Liu, J. Regulation of adropin by sitagliptin monotherapy in participants with newly diagnosed type 2 diabetes. BMC Endocr. Disord. 2022, 22, 306. [Google Scholar] [CrossRef]
- Wei, W.; Liu, H.; Qiu, X.; Zhang, J.; Huang, J.; Chen, H.; Qiu, S.; Lin, R.; Li, S.; Tu, M. The association between serum adropin and carotid atherosclerosis in patients with type 2 diabetes mellitus: A cross sectional study. Diabetol. Metab. Syndr. 2022, 14, 27. [Google Scholar] [CrossRef] [PubMed]
- Aydın, P.; Uzunçakmak, S.K.; Tör, İ.H.; Bilen, A.; Özden, A. Comparison of serum adropin levels in patients with diabetes mellitus, COVID-19, and COVID-19 with diabetes mellitus. Eurasian J. Med. 2022, 54, 197–201. [Google Scholar] [CrossRef] [PubMed]
- Berezin, A.A.; Obradovic, Z.; Fushtey, I.M.; Berezina, T.A.; Novikov, E.V.; Schmidbauer, L.; Lichtenauer, M.; Berezin, A.E. The impact of SGLT2 inhibitor dapagliflozin on adropin serum levels in men and women with type 2 diabetes mellitus and chronic heart failure. Biomedicines 2023, 11, 457. [Google Scholar] [CrossRef] [PubMed]
- Zhang, L.; Wu, X.; Li, X.; Chang, X.; Ding, X.; Wang, Q.; Jiang, T.; Wang, G.; Liu, J. Longitudinal changes in serum adropin levels and liver fat content during liraglutide treatment in newly diagnosed patients with type 2 diabetes mellitus and metabolic dysfunction-associated fatty liver disease. Acta Diabetol. 2023, 60, 971–979. [Google Scholar] [CrossRef]
- Berezina, T.A.; Fushtey, I.M.; Berezin, A.A.; Pavlov, S.V.; Berezin, A.E. Predictors of kidney function outcomes and their relation to SGLT2 inhibitor dapagliflozin in patients with type 2 diabetes mellitus who had chronic heart failure. Adv. Ther. 2024, 41, 292–314. [Google Scholar] [CrossRef]
- Berezina, T.A.; Berezin, O.O.; Hoppe, U.C.; Lichtenauer, M.; Berezin, A.E. Low levels of adropin predict adverse clinical outcomes in outpatients with newly diagnosed prediabetes after acute myocardial infarction. Biomedicines 2024, 12, 1857. [Google Scholar] [CrossRef]
- Chen, I.W.; Lin, C.W.; Lin, C.N.; Chen, S.T. Serum adropin levels as a potential biomarker for predicting diabetic kidney disease progression. Front. Endocrinol. 2025, 16, 1511730. [Google Scholar] [CrossRef]
- Wedick, N.M.; Brennan, A.M.; Sun, Q.; Hu, F.B.; Mantzoros, C.S.; van Dam, R.M. Effects of caffeinated and decaffeinated coffee on biological risk factors for type 2 diabetes: A randomized controlled trial. Nutr. J. 2011, 10, 93. [Google Scholar] [CrossRef]
- Ozenç, S.; Simsek, K.; Yildirim, A.O.; Arslan, E.; Sari, S.; Ince, M.; Sari, O.; Yeşilkaya, S.; Aydoğan, U.; Yaman, H.; et al. Association between the development of diabetic foot and serum fetuin A levels. Pol. Arch. Med. Wewn. 2013, 123, 513–518. [Google Scholar] [CrossRef][Green Version]
- Jüllig, M.; Yip, S.; Xu, A.; Smith, G.; Middleditch, M.; Booth, M.; Babor, R.; Beban, G.; Murphy, R. Lower Fetuin-A, retinol binding protein 4 and several metabolites after gastric bypass compared to sleeve gastrectomy in patients with type 2 diabetes. PLoS ONE 2014, 9, e96489. [Google Scholar] [CrossRef]
- Otten, J.; Stomby, A.; Waling, M.; Isaksson, A.; Söderström, I.; Ryberg, M.; Svensson, M.; Hauksson, J.; Olsson, T. A heterogeneous response of liver and skeletal muscle fat to the combination of a Paleolithic diet and exercise in obese individuals with type 2 diabetes: A randomised controlled trial. Diabetologia 2018, 61, 1548–1559. [Google Scholar] [CrossRef] [PubMed]
- Krajnc, M.; Pečovnik Balon, B.; Krajnc, I. Non-traditional risk factors for coronary calcification and its progression in patients with type 2 diabetes: The impact of postprandial glycemia and fetuin-A. J. Int. Med Res. 2019, 47, 846–858. [Google Scholar] [CrossRef] [PubMed]
- Khalili, L.; Alipour, B.; Asghari Jafar-Abadi, M.; Faraji, I.; Hassanalilou, T.; Mesgari Abbasi, M.; Vaghef-Mehrabany, E.; Alizadeh Sani, M. The effects of Lactobacillus casei on glycemic response, serum sirtuin1 and fetuin-a levels in patients with type 2 diabetes mellitus: A randomized controlled trial. Iran. Biomed. J. 2019, 23, 68–77. [Google Scholar] [CrossRef] [PubMed]
- Nada, E.M.; El-Gharbawy, N.M.; Abbas, H.; Werida, R.H. Effect of adding fenofibrate versus curcumin to glimepiride in patients with type 2 diabetes: A randomized controlled trial. BMC Pharmacol. Toxicol. 2025, 26, 119. [Google Scholar] [CrossRef]
- Atamer, Y.; Atamer, A.; Can, A.S.; Hekimoğlu, A.; Ilhan, N.; Yenice, N.; Koçyiğit, Y. Effects of rosiglitazone on serum paraoxonase activity and metabolic parameters in patients with type 2 diabetes mellitus. Braz. J. Med. Biol. Res. 2013, 46, 528–532. [Google Scholar] [CrossRef]
- Bays, H.E.; Brinton, E.A.; Triscari, J.; Chen, E.; Maccubbin, D.; MacLean, A.A.; Gibson, K.L.; Ruck, R.A.; Johnson-Levonas, A.O.; O’Neill, E.A.; et al. Extended-release niacin/laropiprant significantly improves lipid levels in type 2 diabetes mellitus irrespective of baseline glycemic control. Vasc. Health Risk Manag. 2015, 11, 165–172. [Google Scholar] [CrossRef][Green Version]
- Derosa, G.; Mugellini, A.; Pesce, R.M.; D’Angelo, A.; Maffioli, P. Olmesartan combined with amlodipine on oxidative stress parameters in type 2 diabetics, compared with single therapies: A randomized, controlled, clinical trial. Medicine 2016, 95, e3084. [Google Scholar] [CrossRef]
- Leiter, L.A.; Cariou, B.; Müller-Wieland, D.; Colhoun, H.M.; Del Prato, S.; Tinahones, F.J.; Ray, K.K.; Bujas-Bobanovic, M.; Domenger, C.; Mandel, J.; et al. Efficacy and safety of alirocumab in insulin-treated individuals with type 1 or type 2 diabetes and high cardiovascular risk: The ODYSSEY DM-INSULIN randomized trial. Diabetes Obes. Metab. 2017, 19, 1781–1792. [Google Scholar] [CrossRef]
- Gulati, S.; Misra, A.; Pandey, R.M. Effect of almond supplementation on glycemia and cardiovascular risk factors in asian indians in north india with type 2 diabetes mellitus: A 24-week study. Metab. Syndr. Relat. Disord. 2017, 15, 98–105. [Google Scholar] [CrossRef]
- Lorenzatti, A.J.; Eliaschewitz, F.G.; Chen, Y.; Lu, J.; Baass, A.; Monsalvo, M.L.; Wang, N.; Hamer, A.W.; Ge, J. Randomised study of evolocumab in patients with type 2 diabetes and dyslipidaemia on background statin: Primary results of the BERSON clinical trial. Diabetes Obes. Metab. 2019, 21, 1455–1463. [Google Scholar] [CrossRef]
- Mahmoodi, M.R.; Najafipour, H. Association of C-peptide and lipoprotein(a) as two predictors with cardiometabolic biomarkers in patients with type 2 diabetes in KERCADR population-based study. PLoS ONE 2022, 17, e0268927. [Google Scholar] [CrossRef] [PubMed]
- Qiu, H.; Abudureyimu, S.; Liu, M.; Liu, F.; Gao, Y. Study on the interaction between C3 gene polymorphism and environment in patients with type 2 diabetes combined with coronary artery disease. Diabetes Metab. Syndr. Obes. 2024, 17, 1467–1479. [Google Scholar] [CrossRef] [PubMed]
- Ma, X.; Lin, X.; Zhou, L.; Li, W.; Yi, Q.; Lei, F.; Tang, X.; Ai, Y.; Zhan, Y.; Luo, H.; et al. The effect of blood flow-restrictive resistance training on the risk of atherosclerotic cardiovascular disease in middle-aged patients with type 2 diabetes: A randomized controlled trial. Front. Endocrinol. 2024, 15, 1482985. [Google Scholar] [CrossRef] [PubMed]
- Okutucu, M.; Fındık, H.; Aslan, M.G.; Arpa, M. Increased serum concentration of netrin-1 after intravitreal bevacizumab injection: Is it a compensatory mechanism to counteract drug side effects? BMC Ophthalmol. 2021, 21, 243. [Google Scholar] [CrossRef]
- Inderjeet, K.; Adole, P.S.; Vinod, K.V.; Pillai, A.A. Association between serum netrin-1, netrin-4 and risk of the acute coronary syndrome in patients with type 2 diabetes mellitus-A pilot study. Indian Heart J. 2022, 74, 72–75. [Google Scholar] [CrossRef]
- Garcia Galindo, J.J.; Ramos-Zavala, M.G.; Pascoe-Gonzalez, S.; Hernández-González, S.O.; Delgadillo-Centeno, J.S.; Grover-Páez, F.; Beltrán-Ramírez, A.; Rico, D.O.S. Association of netrin 1 with hsCRP in subjects with obesity and recent diagnosis of type 2 diabetes. Curr. Issues Mol. Biol. 2022, 45, 134–140. [Google Scholar] [CrossRef]
- Mondal, A.; Bose, C.; Pramanik, S.; Dash, D.; Mukherjee, B.; Malik, R.A.; Mukhopadhyay, S. Circulating netrin-1 levels are reduced and related to corneal nerve fiber loss in patients with diabetic neuropathy. J. Diabetes Investig. 2024, 15, 1068–1074. [Google Scholar] [CrossRef]
- Mentxaka, A.; Gómez-Ambrosi, J.; Ramírez, B.; Rodríguez, A.; Becerril, S.; Neira, G.; Valentí, V.; Moncada, R.; Silva, C.; Unamuno, X.; et al. Netrin-1 promotes visceral adipose tissue inflammation in obesity and is associated with insulin resistance. Nutrients 2022, 14, 4372. [Google Scholar] [CrossRef]
- Matter, R.M.; Sallam, D.E.; Taha, S.I.; Awadallah, S.M.; Khamees, R.; Salah, N.Y. Transient renal tubular injury among children and adolescents during diabetic ketoacidosis: Severity, renal perfusion, and urinary netrin- 1 interplay. Eur. J. Pediatr. 2025, 184, 329. [Google Scholar] [CrossRef]
- Chaitra, D.; Pai Divya, N.; Raghavendra, H.; Kamath, D. Exploring the role of serum netrin 1 levels in diabetic foot syndrome and uncomplicated type 2 diabetes mellitus: A comparative analysis. Clin. Ther. 2025, 176, 201–206. [Google Scholar] [CrossRef]



| Biomarker Category | Clinical Utility | Examples |
|---|---|---|
| Glycemic/Classical | Diagnosis; long-term glycemic monitoring | Fasting plasma glucose; 2 h OGTT; HbA1c; Fructosamine; Glycated albumin (GA); 1,5-Anhydroglucitol |
| Inflammatory | Cardiometabolic risk assessment; complication prediction | CRP; IL-6; IL-1β; IL-18; IL-1RA; TNF-α; PAI-1 |
| Oxidative Stress | Complications detection; endothelial dysfunction | Malondialdehyde (MDA); Glutathione peroxidase (GPx); Superoxide dismutase (SOD); Total glutathione |
| Genetic & Epigenetic | Prediction; susceptibility; pharmacogenomics | SNPs (TCF7L2, SLC30A8, CDKAL1, PPARG, FTO); DNA methylation (Pdx1, IGF2, INS, PPARGC1A); Histone modifications; Circulating miRNAs (miR-375, miR-34a, miR-126) |
| Novel/Emerging | Early detection; prediction of insulin resistance; organ-specific complications | Metabolic: adiponectin; α-hydroxybutyrate (α-HB); lysophosphatidylcholine (L-GPC) Endothelial/neural: adropin; netrin-1 Hepatokine: fetuin-A Lipoprotein-associated: lipoprotein(a) Proteomic: GPLD1 |
| Biomarker | Key Pathophysiological Domain | Potential Precision Care Use-Cases |
|---|---|---|
| Adiponectin | Insulin sensitivity, inflammation | Early identification of insulin-resistant phenotype; cardiometabolic risk stratification; monitoring response to lifestyle and insulin-sensitizing therapies |
| Adropin | Endothelial function, energy homeostasis | Identification of vascular/metabolic dysfunction phenotypes; monitoring cardiometabolic and renal complication risk; treatment response marker |
| α-Hydroxybutyrate | Oxidative stress, early dysmetabolism | Early detection of insulin resistance and prediabetes; inclusion in multimarker metabolic risk panels |
| Fetuin-A | Hepatic insulin resistance, inflammation | Stratification of liver-related metabolic phenotypes; prediction of diabetes progression and vascular complications; monitoring response to metabolic interventions |
| GPLD1 | Inflammation, β-cell stress | Experimental marker for early metabolic dysfunction; potential component of proteomic risk signatures |
| Lipoprotein(a) | Atherothrombotic risk | Identification of residual cardiovascular risk in diabetes; guidance for intensified cardiovascular prevention |
| Lysophosphatidylcholine (L-GPC) | Lipid metabolism, insulin resistance | Exploratory marker for early metabolic imbalance; integration into lipidomic risk models |
| Netrin-1 | Inflammation, tissue injury | Early detection of diabetic complications (renal, neural, vascular); potential monitoring marker for organ-specific damage |
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Entuc, A.M.; Bogdan, M.; Boboc, I.K.S.; Tartau, L.M.; Pintilei, D.R.; Pavel, L.L.; Pelin, A.-M.; Spinei, A.; Foia, L.G. Selected Emerging Biomarkers in Type 2 Diabetes Mellitus: Clinical Insights and Implications for Precision Care. Medicina 2026, 62, 152. https://doi.org/10.3390/medicina62010152
Entuc AM, Bogdan M, Boboc IKS, Tartau LM, Pintilei DR, Pavel LL, Pelin A-M, Spinei A, Foia LG. Selected Emerging Biomarkers in Type 2 Diabetes Mellitus: Clinical Insights and Implications for Precision Care. Medicina. 2026; 62(1):152. https://doi.org/10.3390/medicina62010152
Chicago/Turabian StyleEntuc, Andra Melissa, Maria Bogdan, Ianis Kevyn Stefan Boboc, Liliana Mititelu Tartau, Delia Reurean Pintilei, Liliana Lacramioara Pavel, Ana-Maria Pelin, Aurelia Spinei, and Liliana Georgeta Foia. 2026. "Selected Emerging Biomarkers in Type 2 Diabetes Mellitus: Clinical Insights and Implications for Precision Care" Medicina 62, no. 1: 152. https://doi.org/10.3390/medicina62010152
APA StyleEntuc, A. M., Bogdan, M., Boboc, I. K. S., Tartau, L. M., Pintilei, D. R., Pavel, L. L., Pelin, A.-M., Spinei, A., & Foia, L. G. (2026). Selected Emerging Biomarkers in Type 2 Diabetes Mellitus: Clinical Insights and Implications for Precision Care. Medicina, 62(1), 152. https://doi.org/10.3390/medicina62010152

