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A system for phenotype harmonization in the National Heart, Lung, and Blood Institute Trans-Omics for Precision Medicine (TOPMed) program
- Source :
- UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC), American Journal of Epidemiology, American journal of epidemiology, vol 190, iss 10
- Publication Year :
- 2021
-
Abstract
- Genotype-phenotype association studies often combine phenotype data from multiple studies to increase statistical power. Harmonization of the data usually requires substantial effort due to heterogeneity in phenotype definitions, study design, data collection procedures, and data-set organization. Here we describe a centralized system for phenotype harmonization that includes input from phenotype domain and study experts, quality control, documentation, reproducible results, and data-sharing mechanisms. This system was developed for the National Heart, Lung, and Blood Institute’s Trans-Omics for Precision Medicine (TOPMed) program, which is generating genomic and other -omics data for more than 80 studies with extensive phenotype data. To date, 63 phenotypes have been harmonized across thousands of participants (recruited in 1948–2012) from up to 17 studies per phenotype. Here we discuss challenges in this undertaking and how they were addressed. The harmonized phenotype data and associated documentation have been submitted to National Institutes of Health data repositories for controlled access by the scientific community. We also provide materials to facilitate future harmonization efforts by the community, which include 1) the software code used to generate the 63 harmonized phenotypes, enabling others to reproduce, modify, or extend these harmonizations to additional studies, and 2) the results of labeling thousands of phenotype variables with controlled vocabulary terms.
- Subjects :
- 0301 basic medicine
Program evaluation
Computer science
Epidemiology
common data elements
hematologic disease
Matemàtiques i estadística::Matemàtica aplicada a les ciències [Àrees temàtiques de la UPC]
Medical and Health Sciences
Mathematical Sciences
0302 clinical medicine
Documentation
cardiovascular disease
and Blood Institute (U.S.)
030212 general & internal medicine
Phenomics
Precision Medicine
Lung
lung diseases
Sleep-wake disorders
phenotypes
92 Biology and other natural sciences::92B Mathematical biology in general [Classificació AMS]
Common data elements
Cardiovascular disease
Phenotype
Phenotypes
Biomatemàtica
Information Dissemination
Harmonization
62 Statistics::62D05 Sampling theory, sample surveys [Classificació AMS]
Hematologic disease
03 medical and health sciences
Data Aggregation
Clinical Research
Controlled vocabulary
Genetics
Humans
AcademicSubjects/MED00860
sleep-wake disorders
Sampling (Statistics)
Genetic Association Studies
Lung diseases
Biomathematics
Data collection
Study Design
Matemàtiques i estadística::Estadística aplicada::Estadística biosanitària [Àrees temàtiques de la UPC]
Information dissemination
Human Genome
National Heart
Precision medicine
Data science
United States
030104 developmental biology
Good Health and Well Being
National Heart, Lung, and Blood Institute (U.S.)
Mostreig (Estadística)
Program Evaluation
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC), American Journal of Epidemiology, American journal of epidemiology, vol 190, iss 10
- Accession number :
- edsair.doi.dedup.....0380088474cfe1cc5218a3fad8da984a