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Updated: Jul 13, 2026

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Targeted Next-generation Sequencing and Bioinformatics Pipeline to Evaluate Genetic Determinants of Constitutional Disease
Published on: April 4, 2018
33.9K
A cloud-based pipeline for analysis of FHIR and long-read data
1Computer Science and Engineering, University of Michigan, Ann Arbor, MI 48109, USA.
Bioinformatics Advances
|February 2, 2023
Summary
This study presents a scalable pipeline integrating PacBio sequencing data with Fast Healthcare Interoperability Resources (FHIR) clinical data. This enables advanced genomic and clinical data analysis for improved healthcare insights.
Area of Science:
- Genomic Medicine
- Bioinformatics
- Health Informatics
Background:
- Genome sequencing costs are decreasing, making integration with electronic health records feasible.
- Merging genomic and clinical data can enhance clinical decision-making.
Purpose of the Study:
- To demonstrate a comprehensive pipeline for processing PacBio sequencing data and Fast Healthcare Interoperability Resources (FHIR) clinical data.
- To enable secure, scalable tertiary analyses of integrated genomic and clinical information.
Main Methods:
- Utilized PacBio HiFi long-read sequencing data for variant calling via Cromwell on Azure.
- Processed and merged FHIR-formatted electronic health records and genomic data.
- Employed cloud-based Jupyter notebooks for secure tertiary analyses.
Main Results:
- Developed a unified pipeline for handling both genomic and FHIR data.
- Successfully performed tertiary analyses including patient data export, patient clustering, and pharmacogenomic studies.
- Demonstrated the integration of long-read sequencing with standardized clinical data formats.
Conclusions:
- The presented pipeline offers a robust solution for integrating diverse healthcare data types.
- Facilitates advanced analyses for personalized medicine and clinical research.
- The approach supports scalable and secure data processing in a cloud environment.
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