Utilization of geospatial distribution in the measurement of study cohort representativeness.

J Biomed Inform

Department of Pediatrics, University of Missouri-Kansas City School of Medicine, 2411 Holmes Street, Kansas City, MO 64108, USA; Genomic Medicine Center, Children's Mercy Kansas City, 2401 Gillham Road, Kansas City, MO 64108, USA.

Published: September 2024

AI Article Synopsis

  • The goal of this study is to improve how researchers can apply findings from a specific study group to larger populations, emphasizing the importance of ensuring that study participants reflect the diverse demographics of the population being studied.
  • The paper presents two key themes for measuring cohort representation: one focuses on recruitment patterns of participants across different geographic areas, and the other assesses individual characteristics to ensure they reflect the diversity of the target population.
  • Utilizing a clinical study on asthma in Black/African American children, the authors demonstrate their methods to highlight areas of over- and under-recruitment and to better understand the similarities and differences between the study population and the broader community.

Article Abstract

Objective: The ability to apply results from a study to a broader population remains a primary objective in translational science. Distinct from intrinsic elements of scientific rigor, the extrinsic concept of generalization requires there be alignment between a study cohort and population in which results are expected to be applied. Widespread efforts have been made to quantify representativeness of study cohorts. These techniques, however, often consider the study and target cohorts as monolithic collections that can be directly compared. Overlooking known impacts to health from socio-demographic and environmental factors tied to individual's geographical location, and potentially obfuscating misalignment in underrepresented population subgroups. This manuscript introduces several measures to account for geographic information in the assessment of cohort representation.

Methods: Metrics were defined across two themes: First, measures of recruitment, to assess if a study cohort is drawn at an expected rate and in an expected geographical pattern with respect to individuals in a reference cohort. Second, measures of individual characteristics, to assess if the individuals in the study cohort accurately reflect the sociodemographic, clinical, and geographic diversity observed across a reference cohort while accounting for the geospatial proximity of individuals.

Results: As an empirical demonstration, methods are applied to an active clinical study examining asthma in Black/African American patients at a US Midwestern pediatric hospital. Results illustrate how areas of over- and under-recruitment can be identified and contextualized in light of study recruitment patterns at an individual-level, highlighting the ability to identify a subset of features for which the study cohort closely resembled the broader population. In addition they provide an opportunity to dive deeper into misalignments, to identify study cohort members that are in some way distinct from the communities for which they are expected to represent.

Conclusion: Together, these metrics provide a comprehensive spatial assessment of a study cohort with respect to a broader target population. Such an approach offers researchers a toolset by which to target expected generalization of results derived from a given study.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11402570PMC
http://dx.doi.org/10.1016/j.jbi.2024.104687DOI Listing

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