Quantification of Liver Fat and Fibrosis with Ultrasound
brosis is limited. Elastography, used in conjunction brosis through its association with fatty liver severity
and other metabolic factors. However, the modest
sample size may also have limited the precision of
adjusted estimates.15 Diabetes mellitus was not
signicantly associated with brosis in this study, either
in the unadjusted analysis or after adjustment. This
nding diers from several studies that have reported
diabetes as an important risk factor for advanced brosis
in NAFLD. The dierence may be due to variation in
sample size, diabetes duration, glycemic control,
treatment status, or the hospital-based nature of the
sample.16 Therefore, the non-signicant association
observed in this study should not be interpreted as
absence of a relationship between diabetes and brosis.
Rather, it indicates that diabetes was not an independent
predictor in this particular dataset after adjustment for
other variables.17 The ndings support the use of
combining conventional ultrasound and elastography as
a practical, non-invasive approach for assessing fatty
liver grade and liver stiness in routine radiology
practice. Recent developments in shear wave
with conventional ultrasound provides additional
noninvasive information on liver stiness. In this study,
elastography revealed signicant brosis (≥F2 stage) in
a considerable proportion of participants, indicating a
clinically relevant burden of brosis within this hospital-
based sample.12However, because liver biopsy or an
external reference standard was not performed, these
ndings should be considered elastography-based
staging rather than diagnostic conrmation. Prior
research suggests that elastography is valuable for non-
invasive brosis assessment, particularly in identifying
patients with elevated liver stiness who may need
further evaluation or follow-up.12 In the present study,
elastography was not evaluated for diagnostic accuracy;
therefore, claims regarding accuracy, validation, or
superiority over biopsy are avoided.11
A
strong
unadjusted association was observed between fatty liver
grade and signicant brosis, with Cramér’s V = 0.72
and p < 0.001. After adjustment in a binary logistic
regression
model,
fatty
liver
grade
remained
elastography,
transient
elastography,
quantitative
independently associated with signicant brosis. Each
increase in fatty liver grade was associated with higher
odds of signicant brosis (AOR = 15.87, 95% CI: 3.47–
72.64, p < 0.001). This nding suggests that increasing
sonographic fatty liver severity was associated with
greater elastography-based liver stiness in this study
population. Similar ndings have been reported in
studies showing that higher steatosis grades are
associated with increased liver stiness values on
elastography.11,13 Due to the cross-sectional design, the
observed association between steatosis and brosis
cannot be interpreted as causation or evidence of
sequential development from fatty liver. Elevated ALT
levels were signicantly associated with signicant
brosis. Unadjusted analysis showed a moderate
association, and after multivariate adjustment, elevated
ALT was associated with approximately 5.85 times
greater odds of signicant brosis, consistent with ALT
reflecting hepatocellular injury and brosis risk in fatty
liver disease.14 However, ALT alone is insucient to
exclude clinically relevant brosis, as normal liver
enzymes can occur with brosis. Biochemical markers
should therefore be interpreted alongside imaging and
ultrasound, and articial intelligence-based ultrasound
models have improved non-invasive liver assessment
and may further support risk stratication in liver
disease.18 However, the present study was not designed
as a diagnostic accuracy or validation study. Therefore,
the ndings should be understood as associations
between ultrasound/elastography ndings and clinical
variables, rather than proof of diagnostic performance.19
CONFLICT OF INTEREST: None
FUNDING SOURCES: None
LIMITATIONS
This study cannot establish a causal relationship between
metabolic factors and brosis. Generalizability is limited
by non-probability sampling. The absence of a reference
standard, like liver biopsy, precludes assessing
elastography's diagnostic accuracy. Although trained
radiologists performed or supervised examinations using
a standardized protocol, interobserver reliability was not
formally assessed.
clinical risk factors. BMI showed
a
signicant
association with brosis in the unadjusted analysis, but
this association was not independent after adjustment,
likely due to overlap with fatty liver grade, ALT levels,
and other metabolic variables. While obesity is a
CONCLUSION
recognized contributor to the burden of NAFLD and In adults undergoing liver ultrasound in this hospital-
liver stiness and has been associated with hepatic
inflammation, oxidative stress, and brotic changes, its
independent predictive value in this study was limited.14
In the present study, the loss of statistical signicance
based sample, signicant brosis (≥F2) was common.
Elevated ALT and higher fatty liver grade were
independently associated with signicant brosis, even
after adjusting for age, BMI, gender, diabetes, and fatty
after adjustment suggests that BMI may be related to liver grade. These ndings suggest ultrasound-detected
July - September 2026
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101