Comparative Longitudinal Evaluation of Systemic Inflammatory Markers in Type 2 Diabetes Treated with Four Oral Antidiabetic Drug Classes

<b>Background:</b> Systemic inflammation plays a central role in the pathogenesis and progression of type 2 diabetes mellitus (T2DM). Hematologic inflammatory indices-such as the Systemic Immune-Inflammation Index (SII), Neutrophil-to-Lymphocyte Ratio (NLR), Platelet-to-Lymphocyte Ratio (PLR), and Monocyte-to-Lymphocyte Ratio (MLR)-have emerged as accessible markers of chronic inflammation, yet longitudinal comparisons across oral antidiabetic therapies remain limited. This study uniquely integrates longitudinal correlation and network analyses in a large real-world T2DM cohort, allowing assessment of the temporal stability and class-specific inflammatory patterns across four oral antidiabetic therapies. <b>Methods:</b> This retrospective, longitudinal study analyzed 13,425 patients with T2DM treated with Biguanidines, Dipeptidyl Peptidase-4 (DPP-4) inhibitors, Sodium-Glucose Cotransporter-2 (SGLT-2) inhibitors or Thiazolidinediones (TZDs) between 2020 and 2024. Data were retrieved from the Probel<sup>®</sup> Hospital Information System and included baseline, early (30-180 days), and late (180-360 days) follow-up laboratory results. Systemic inflammatory indices were computed from hematologic parameters, and correlations among inflammatory and biochemical markers were assessed using Spearman's coefficients. <b>Results:</b> At baseline, all hematologic indices were strongly intercorrelated (SII-NLR r = 0.83, <i>p</i> < 0.001; SII-PLR r = 0.73, <i>p</i> < 0.001), with moderate associations to C-reactive protein (CRP; r ≈ 0.3-0.4) and weak or no correlations with Ferritin (r ≈ -0.1). These relationships remained stable throughout follow-up, confirming reproducibility of systemic inflammatory coupling. Longitudinally, SII and NLR showed modest early increases followed by significant declines at one year (<i>p</i> < 0.05), while PLR and MLR remained stable. Class-specific differences were observed: SGLT-2 inhibitors and TZDs demonstrated stronger and more integrated anti-inflammatory networks, whereas Biguanidines and DPP-4 inhibitors exhibited moderate coherence. Principal Component Analysis (PCA) explained 62.4% of total variance and revealed distinct clustering for TZD and SGLT-2 groups, reflecting class-specific inflammatory modulation. <b>Conclusions:</b> Systemic inflammatory indices (SII, NLR, PLR) provide reproducible and accessible measures of low-grade inflammation in T2DM. Despite overall inflammation reduction with treatment, drug-specific patterns emerged-SGLT-2 inhibitors and TZDs showed greater anti-inflammatory coherence, while Biguanidines and DPP-4 inhibitors maintained moderate effects.

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Journal
Journal of Clinical Medicine
Published
2026-01-15
DOI
https://doi.org/10.3390/jcm15020688
Primary Topic
Inflammatory Biomarkers in Disease Prognosis
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article

Comparative Longitudinal Evaluation of Systemic Inflammatory Markers in Type 2 Diabetes Treated with Four Oral Antidiabetic Drug Classes

Mehmet Yamak, Savaş Öztürk, Egemen Cebeci, Sami Uzun et al.
Journal of Clinical Medicine
Inflammatory Biomarkers in Disease Prognosis
article

Comparative Longitudinal Evaluation of Systemic Inflammatory Markers in Type 2 Diabetes Treated with Four Oral Antidiabetic Drug Classes

Mehmet Yamak, Savaş Öztürk, Egemen Cebeci, Sami Uzun, Özlem Menken, Serkan Çakır
article en

Abstract

<b>Background:</b> Systemic inflammation plays a central role in the pathogenesis and progression of type 2 diabetes mellitus (T2DM). Hematologic inflammatory indices-such as the Systemic Immune-Inflammation Index (SII), Neutrophil-to-Lymphocyte Ratio (NLR), Platelet-to-Lymphocyte Ratio (PLR), and Monocyte-to-Lymphocyte Ratio (MLR)-have emerged as accessible markers of chronic inflammation, yet longitudinal comparisons across oral antidiabetic therapies remain limited. This study uniquely integrates longitudinal correlation and network analyses in a large real-world T2DM cohort, allowing assessment of the temporal stability and class-specific inflammatory patterns across four oral antidiabetic therapies. <b>Methods:</b> This retrospective, longitudinal study analyzed 13,425 patients with T2DM treated with Biguanidines, Dipeptidyl Peptidase-4 (DPP-4) inhibitors, Sodium-Glucose Cotransporter-2 (SGLT-2) inhibitors or Thiazolidinediones (TZDs) between 2020 and 2024. Data were retrieved from the Probel<sup>®</sup> Hospital Information System and included baseline, early (30-180 days), and late (180-360 days) follow-up laboratory results. Systemic inflammatory indices were computed from hematologic parameters, and correlations among inflammatory and biochemical markers were assessed using Spearman's coefficients. <b>Results:</b> At baseline, all hematologic indices were strongly intercorrelated (SII-NLR r = 0.83, <i>p</i> < 0.001; SII-PLR r = 0.73, <i>p</i> < 0.001), with moderate associations to C-reactive protein (CRP; r ≈ 0.3-0.4) and weak or no correlations with Ferritin (r ≈ -0.1). These relationships remained stable throughout follow-up, confirming reproducibility of systemic inflammatory coupling. Longitudinally, SII and NLR showed modest early increases followed by significant declines at one year (<i>p</i> < 0.05), while PLR and MLR remained stable. Class-specific differences were observed: SGLT-2 inhibitors and TZDs demonstrated stronger and more integrated anti-inflammatory networks, whereas Biguanidines and DPP-4 inhibitors exhibited moderate coherence. Principal Component Analysis (PCA) explained 62.4% of total variance and revealed distinct clustering for TZD and SGLT-2 groups, reflecting class-specific inflammatory modulation. <b>Conclusions:</b> Systemic inflammatory indices (SII, NLR, PLR) provide reproducible and accessible measures of low-grade inflammation in T2DM. Despite overall inflammation reduction with treatment, drug-specific patterns emerged-SGLT-2 inhibitors and TZDs showed greater anti-inflammatory coherence, while Biguanidines and DPP-4 inhibitors maintained moderate effects.

Journal of Clinical MedicineVol. 15(2)
State Hospital (GB), Sivas State Hospital (TR), Haseki Eğitim ve Araştırma Hastanesi (TR), Bayburt State Hospital (TR), Sağlık Bilimleri Üniversitesi (TR), Istanbul University (TR), University of Health Sciences Antigua (AG)
Good health and well-being
Openalex Percentile: Top 87%
Inflammatory Biomarkers in Disease Prognosis
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