Related Experiment Video
Updated: Jul 31, 2026

Cytosolic Calcium Measurements in Renal Epithelial Cells by Flow Cytometry
Published on: October 28, 2014
Indirect Reference Intervals of Serum Calcium in Pakistani Children Using KOSMIC, Bhattacharya, and Hoffman Approach
Insights
Establishing pediatric serum calcium reference intervals (RIs) is challenging. Indirect methods, like KOSMIC, offer an economical and practical alternative for determining these RIs in children and adolescents.
Area of Science:
- Clinical Chemistry
- Pediatric Laboratory Medicine
- Reference Interval Determination
Background:
- Establishing accurate serum calcium reference intervals (RIs) for pediatric populations presents ethical and practical challenges.
- Conventional methods for determining RIs are often difficult to implement in children.
- Indirect approaches offer a viable solution for estimating pediatric serum calcium RIs.
Purpose of the Study:
- To estimate serum calcium reference intervals (RIs) in the pediatric and adolescent population of Pakistan using indirect methods.
- To evaluate the efficacy of three indirect algorithms (KOSMIC, Bhattacharya, Hoffman) for serum calcium RI determination.
- To provide a practical and economical approach for establishing pediatric RIs in resource-limited settings.
Main Methods:
- Utilized data mining of laboratory information systems for serum calcium results from 2013-2021.
- Analyzed data from a pediatric population aged 0-18 years, stratified into three age groups.
- Applied pre-validated indirect algorithms: KOSMIC, Bhattacharya, and Hoffman.
Main Results:
- Retrieved 40,914 non-duplicate serum calcium tests from children aged 0-18 years.
- The KOSMIC, Bhattacharya, and Hoffman methods showed comparable performance to direct RIs from the CALIPER cohort.
- The KOSMIC method demonstrated superior performance under a stringent total allowable error of 1 mg/dL.
Conclusions:
- Advocates for the use of indirect approaches in calculating serum calcium RIs for pediatric populations.
- Indirect methods provide an economical, practical, and feasible alternative to direct methods.
- Supports indirect methods for aiding clinical decision-making in pediatric care, particularly in low-resource settings.
Background:
Reference intervals (RIs) of serum calcium vary based on age, population demographics, and methods of assessment. However, conventional approaches to establish serum calcium (Ca)RIs pose ethical and practical challenges, especially in the pediatric population. Hence, the use of indirect approaches is beneficial. This study was carried out to estimate the RIs of serum Ca using three indirect approaches in the pediatric and adolescent population of Pakistan.
Methods:
Data mining laboratory information systems, for serum Ca results from 2013 - 2021 was done on a target population ranging from birth to 18 years of age. The population was grouped into three categories based on age (birth - 1 year, 2 - 4 years, and 5 - 18 years), as defined previously by Tahmasebi et al. in the CALIPER cohort. Pre-validated indirect algorithms, 'KOSMIC', Bhattacharya, and Hoffman, were used for analyzing the RIs.
Results:
A total of non-duplicate 40,914 serum Ca tests were retrieved over a period of 6 years, including 38.7% (n = 15,830) from birth - 1 year, 16.3% (n = 6,641) from > 1 - 4 years, and 45.2% (n = 18443) from > 4 - 18 years respectively. The three methods revealed comparable performance with the direct RIs reported by Tahmasebi et al. in the CALIPER cohort. Keeping a stringent total allowable error of 1 mg/dl for Serum Ca as given by Clinical Laboratory Improvement Amendments (CLIA) the KOSMIC method outperformed the other two when compared to Tahmasebi, Houman, et al. Conclusions: The study advocates the use of the indirect approach for calculating RIs for serum calcium in the pediatric population, especially to aid clinical decision making in a low resource setting, due to its ability to reproduce results in line with the direct approach in a more economical, practical, and feasible way.
Related Concept Videos
Drug Dosing in Renal Diseases: Measurement of Serum Creatinine Concentration and Clearance
Study Designs in Epidemiology
Observational studies are those where the researcher does not intervene but rather observes natural variations. They include cross-sectional, cohort, and case-control studies.

