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February 8, 2026European Heart Journal0 citations

Fib-4 and FLI in the classification of metabolically healthy vs unhealthy obese

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ALA LeitaoBVB VianaLAL Alves

Key Result

Among metabolically healthy obese patients, 96% had MASLD and 6% showed advanced fibrosis, despite low Fib-4 in most; indicating hidden liver risks in MHO.

Key Points

  • This research aims to explore the relationship between FIB-4, FLI, and metabolic profiles in obese individuals.
  • Conducted a retrospective analysis of obese patients undergoing bariatric surgery.
  • Collected pre-operative (T0) and one-year post-operative (T1) data using electronic records.
  • Liver health was assessed using FIB-4 index and Fatty Liver Index (FLI).
  • Majority of patients classified as metabolically healthy obese (MHO) presented with MASLD.
  • At T0, 96% of MHO patients had high FLI (>60), indicating liver disease.
  • One year post-surgery, 38% of MHO were reclassified as non-MASLD.

Structured PICO

P
Population
265 obese patients who underwent bariatric surgery, 86% women, mean age 43 ± 10.7 years.
I
Intervention
Bariatric surgery
O
Outcome
Relationship between FIB-4, FLI, and metabolic profiles (metabolically healthy vs unhealthy obese)surrogate

A large proportion of obese patients classified as metabolically healthy actually have metabolic dysfunction-associated steatotic liver disease (MASLD) and advanced fibrosis, highlighting the need for deeper metabolic risk stratification to prevent cardiovascular events.

Abstract

Abstract Background/Introduction The liver-heart axis has increasingly been valued, with the fibrosis-4 index score (FIB-4) recently considered a predictor of death from all causes in patients with Heart Failure (HF). This score is used to assess the degree of liver fibrosis in patients with metabolic dysfunction-associated steatosis liver disease (MASLD), a population at high risk of HF. It is recognized that obese individuals vary in their metabolic profile and risk of cardiovascular events. However, it is unknown how FIB-4 relates to metabolic phenotypes, that is, metabolically healthy obese (MHO), and metabolically unhealthy obese (MUO). Purpose Identify, in obese patients, the relationship between Fib-4, FLI and metabolic profiles (healthy and unhealthy) classified according to Khan et al. Methods Retrospective analysis of a cohort of obese patients who underwent bariatric surgery in a University Hospital. Data were collected using electronic records: T0 (pre-op) and T1 (1 year after surgery). MASLD and liver fibrosis were classified by calculating Fatty Liver Index (FLI) and FIB-4 index, respectively. Results 265 patients were included, 86% women, mean age of 43 ± 10.7 years. At T0 median FIB-4 index was 0.7141, FLI was 60 in 217 (82%) patients, in which the diagnosis of MASLD was assumed. At T0, 82% patients were considered MHO, however, within this group, 96% had MASLD, with FLI60 (p0.001). Fib-4 was considered low (1.30) in 79% and high in 6% of MHO (p = 0.5). At T1, 38% of MHO were considered non-MASLD, with FLI60 (p 0.72). The fib-4 were low in 83% of MHO 1 year after surgery (p=0.58). Conclusions Despite being classified as metabolically healthy, the majority of obese patients had MASLD and 6% had advanced fibrosis. More data is needed, but it may be useful to identify obese patients within the MHO group who are at higher metabolic risk (such as those with MASLD and fibrosis) in order to intervene early to prevent cardiovascular events.

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Cite This Study

Leitao et al. (2025) studied this question. Among metabolically healthy obese patients, 96% had MASLD and 6% showed advanced fibrosis, despite low Fib-4 in most; indicating hidden liver risks in MHO.

synapsesocial.com/papers/6988277b0fc35cd7a88464cahttps://doi.org/10.1093/eurheartj/ehaf784.3522
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