The CALLY index is inversely associated with advanced CKM syndrome, with age-dependent associations suggesting opportunities for early detection and targeted interventions, especially in younger adults.
Key Findings
Results
A higher log-transformed CALLY index was associated with a lower likelihood of advanced CKM syndrome.
Odds ratio per unit increase in log-transformed CALLY index: 0.90 (95% CI: 0.86–0.95)
Analysis used multivariable logistic regression with data from 11,866 adults aged 20 years and older
Data were drawn from 9 NHANES cycles spanning 2001–2018
CKM syndrome stages 3 and 4 were classified as 'advanced CKM'
Results
Individuals in the top tertile of the CALLY index had significantly lower odds of advanced CKM compared to those in the bottom tertile.
Odds ratio for top vs. bottom tertile: 0.79 (95% CI: 0.67–0.93)
This represents a 21% lower odds of advanced CKM in the top tertile
The CALLY index was calculated as (albumin × lymphocyte count) ÷ C-reactive protein, then log-transformed
Results
A threshold effect in the association between CALLY index and advanced CKM was observed specifically in individuals under 60 years of age.
Protective effects of the CALLY index increased below a CALLY value of 455 units in individuals under 60 years
Smoothing splines were used to identify this non-linear threshold relationship
Subgroup analyses by age and other variables were performed to detect this age-dependent pattern
The threshold effect was not described as present in individuals aged 60 years and older
Methods
The study population included 11,866 adults across 9 NHANES survey cycles from 2001 to 2018.
Participants were aged 20 years and older
CKM syndrome was categorized into stages 0 to 4, with stages 3 and 4 designated as advanced
Multivariable logistic regression and smoothing splines were used as the primary analytical methods
Background
The CALLY index integrates C-reactive protein, albumin, and lymphocyte count as a composite marker of systemic inflammation, nutrition, and immune status.
CALLY index formula: (albumin × lymphocyte count) ÷ C-reactive protein
The index was log-transformed prior to analysis
The authors note that no prior studies had explored the CALLY index in the context of CKM syndrome
CKM syndrome represents co-occurrence of cardiovascular disease, chronic kidney disease, and metabolic syndrome
Liu Y, Li Y. (2026). Age-related associations between the CALLY index and advanced cardiovascular-kidney-metabolic (CKM) syndrome: Insights from NHANES population data.. Medicine. https://doi.org/10.1097/MD.0000000000047718