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May 16, 2026Journal of Clinical Medicine0 citationsOpen Access

Uncoupling Systemic Inflammation from Body Mass Index: The Unseen Role of Visceral Adiposity and Metabolic Phenotypes—A Subgroup Analysis of the Nationwide OBREDI-TR Cohort

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KİKubilay İşseverAOAlihan OralAGAhmed Cihad Genç

Key Result

Increasing body mass index from Class I to Class III obesity did not significantly alter systemic inflammatory indices, including the neutrophil-to-lymphocyte ratio (p=0.435).

Key Points

  • To evaluate how well body mass index reflects systemic inflammation in an obesity cohort by assessing blood count-derived inflammatory markers.
  • Retrospective, multi-center study including 6499 adults from the OBREDI-TR cohort.
  • Participants categorized by BMI into Class I, II, and III obesity.
  • Comparison of CBC-derived inflammatory indices among obesity classes.
  • No significant differences in inflammatory indices across BMI groups (NLR p=0.435, PLR p=0.141, LMR p=0.520, SII p=0.326, SIRI p=0.459).
  • Class III obesity group was younger and had a lower prevalence of hypertension (49.0% vs. 53.5% in Class I, p=0.009).
  • Indicates that BMI is inadequate for determining inflammatory burden, highlighting the need for visceral adiposity and metabolic phenotyping assessments.

Study Design

Type

Cohort (n=6,499)

Multicenter

Yes

Structured PICO

Does increasing BMI class correlate with higher CBC-derived systemic inflammatory indices in adults with obesity?

P
Population
6499 adults with obesity from the OBREDI-TR cohort, categorized by BMI into Class I (30.0–34.9 kg/m2, n = 2751), Class II (35.0–39.9 kg/m2, n = 1804), and Class III (≥40.0 kg/m2, n = 1944).
I
Intervention
Classification by BMI (Class I, II, III)
C
Comparator
Comparison across BMI classes
O
Outcome
Complete blood count (CBC)-derived systemic inflammatory indices (neutrophil-to-lymphocyte ratio [NLR], platelet-to-lymphocyte ratio [PLR], lymphocyte-to-monocyte ratio [LMR], systemic immune-inflammation index [SII], and systemic inflammation response index [SIRI])surrogate

Increasing BMI classes do not correlate with higher CBC-derived systemic inflammatory indices, suggesting BMI alone is inadequate for determining the inflammatory burden in obesity.

Main Result

p-value: p=0.435

Abstract

Objectives: Although obesity is known to cause low-grade chronic inflammation, the extent to which body mass index (BMI) reflects this remains questionable. To investigate this, we classified a national obesity cohort by BMI and evaluated its association with complete blood count (CBC)-derived systemic inflammatory indices. Methods: This retrospective, multi-center study included 6499 adults from the OBREDI-TR cohort with available laboratory data. Patients were categorized by BMI into Class I (30.0–34.9 kg/m2, n = 2751), Class II (35.0–39.9 kg/m2, n = 1804), and Class III (≥40.0 kg/m2, n = 1944) obesity. We compared demographic, clinical, and laboratory parameters, especially in terms of CBC-derived inflammation parameters: neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), lymphocyte-to-monocyte ratio (LMR), systemic immune-inflammation index (SII), and systemic inflammation response index (SIRI). Results: The Class III group was younger (42.73 ± 13.21 vs. 45.14 ± 14.12 in Class I) and predominantly female (p < 0.001 for both). None of the evaluated inflammatory indices showed significant differences across the groups (NLR, p = 0.435; PLR, p = 0.141; LMR, p = 0.520; SII, p = 0.326; SIRI, p = 0.459). Interestingly, hypertension was less common in the Class III obesity group (49.0% vs. 53.5% in Class I, p = 0.009). Conclusions: The failure of increasing inflammatory indices to parallel BMI, creating a “ceiling effect,” reflects the inadequacy of BMI in determining inflammatory burden. Evaluating the inflammatory burden of obesity through visceral adiposity and metabolic phenotyping (metabolically healthy (MHO) vs. metabolically unhealthy obesity (MUO) rather than BMI will provide a more accurate basis for objective clinical evaluation and personalized treatment.

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Cite This Study

İşsever et al. (2026) conducted a cohort in Obesity (n=6,499). Class III obesity (BMI ≥40.0 kg/m2) vs. Class I (BMI 30.0–34.9 kg/m2) and Class II (BMI 35.0–39.9 kg/m2) obesity was evaluated on CBC-derived systemic inflammatory indices (NLR, PLR, LMR, SII, SIRI) (p=0.435). Increasing body mass index from Class I to Class III obesity did not significantly alter systemic inflammatory indices, including the neutrophil-to-lymphocyte ratio (p=0.435).

synapsesocial.com/papers/6a080b38a487c87a6a40d555https://doi.org/10.3390/jcm15103794
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