Continuous reference intervals for high-sensitivity cardiac troponin T in children: a closed-form approach with zlog
Inga M Trulson1, Georg Hoffmann1, Khosrow Adeli2
1Munich Biomarker Research Centre, Institute of Laboratory Medicine, TUM University Hospital German Heart Center, Munich, Germany.
Insights
This study developed new continuous reference intervals for high-sensitivity cardiac troponin T (hsTnT) in children aged 0-10 years. A novel z-score transformation allows for age-independent interpretation of hsTnT levels in pediatric cardiology.
Area of Science:
- Biochemistry
- Pediatric Cardiology
- Clinical Chemistry
Background:
- Interpreting high-sensitivity cardiac troponin T (hsTnT) in children is challenging due to age-dependent physiology and left-censored data below the analytical limit.
- Establishing accurate reference intervals (RIs) for hsTnT in early childhood is crucial for reliable clinical interpretation.
Purpose of the Study:
- To derive continuous, age-dependent hsTnT reference intervals (RIs) for children aged 0-10 years.
- To develop a standardized method for interpreting hsTnT values, addressing challenges posed by data below the limit of detection.
Main Methods:
- Combined two pediatric cohorts (CALIPER and LIFE Child) with a total of 1,635 participants (ages 0-10 years).
- Employed a sliding-window approach with logistic functions to estimate empirical quantiles and derive continuous RIs.
- Inferred the 2.5th percentile from higher percentiles assuming lognormal distribution to handle left-censored data.
- Developed a closed-form z-score transformation to standardize hsTnT values and remove age dependency.
Main Results:
- HsTnT concentrations showed a steep decline in infancy, stabilizing at low levels, with 46% of samples below the analytical limit of detection.
- The derived logistic model provided continuous reference limits for hsTnT across the 0-10 year age range.
- The z-score transformation effectively normalized hsTnT values, with over 95% falling within the theoretical reference range (-1.96 to +1.96).
Conclusions:
- Presented the first continuously modeled, closed-form reference intervals and z-score transformation for pediatric hsTnT (ages 0-10 years).
- The developed framework facilitates direct integration into Laboratory Information Systems (LIS) and Electronic Health Records (EHR).
- Enables age-independent interpretation and longitudinal monitoring of hsTnT in pediatric cardiology.
Objectives:
Age-dependent physiology makes interpreting high-sensitivity cardiac troponin T (hsTnT) challenging in early childhood. Values below the analytical limit create left-censored data, complicating reference interval (RI) estimation.
Methods:
We combined two paediatric cohorts (CALIPER, n=277; LIFE Child, n=1,358; ages 0-10 years) to derive continuous, age-dependent hsTnT RIs. Empirical quantiles were estimated using a sliding-window approach and fitted with four-parameter logistic functions. To address the high proportion of values below the analytical limit of detection (LOD; 3 ng/L), the 2.5th percentile was inferred from the 65th and 97.5th percentiles assuming lognormal distribution. A closed-form zlog transformation was established to standardise hsTnT values. Pointwise 95 % bootstrap confidence bands (100,000 stratified resamples) were computed for both reference limits.
Results:
HsTnT concentrations declined steeply during infancy and stabilised at low levels thereafter, with 46 % of samples below the analytical limit. The closed-form approach modelled reference limits according to the following logistic equation with parameters: a=-1.15 and 0.47, b=-4.13 and -6.64, minv=1.13 and 7.50 and maxv=124.13 and 210.3 for lower and upper limits, respectively. Bootstrap confidence bands were widest in the first six months of life and narrowed substantially thereafter. The zlog transformation effectively removed age dependency, with >95 % of values within the theoretical RI (-1.96 to +1.96).
Conclusions:
We present the first continuously modelled, closed-form RIs and corresponding zlog-transformation for paediatric hsTnT (ages 0-10 years). This framework enables direct LIS/EHR deployment without specialized software and facilitates age-independent interpretation and longitudinal monitoring in paediatric cardiology.
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