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Enhancing clinical diagnostic analysis with a robust de novo mutation detection tool

Enhancing clinical diagnostic analysis with a robust de novo mutation detection tool
使用强大的从头突变检测工具增强临床诊断分析
批准号:
10608743
负责人:
Gabor T Marth
金额:
$23.02万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2022
资助国家:
美国
项目状态:
已结题
起止时间:
2022-02-01 至 2023-01-31

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PROJECT SUMMARY This application proposes to supplement software development in our parent grant R01HG012286, entitled “Calypso: a web software system supporting team-based, longitudinal genomic diagnostic care”. We are developing Calypso to meet diagnostic analysis needs in clinical settings where a large fraction of patients remain non-diagnostic for an extended period of time, i.e. undiagnosed disease clinics, neonatal intensive care units, and pediatric subspecialty clinics. Our cloud-based platform will provide the capacity for long-term storage and periodic automated reanalysis of the patient’s genomic data; a suite of intuitive IOBIO webtools will enable diagnostic analysis; and a case-focused communication and collaboration interface will coordinate diagnostic teamwork. However, even the best-orchestrated diagnostic variant analysis process cannot succeed if the disease-causing variant remains undetected. Whereas established computational pipelines exist for highly accurate and sensitive detection of inherited variations, current tools still underperform for detecting de novo disease- causing mutations, especially structural variant events. To address this bottleneck, we have developed a kmer-based mutation detection software tool, RUFUS, and demonstrated its ability to substantially improve the detection of causative DNMs in a variety of diseases. In accordance with the aims of funding opportunity NOT-OD-22-068 “Enhancing Software Tools for Open Science and the Cloud”, here we propose to enhance the impact of the currently research-grade RUFUS tool by improving its implementation and cloud-readiness to accelerate its adoption by the broader genomic medicine community. First, we will re-engineer the core RUFUS code base to produce a robust, production-ready, and easily maintainable software package, without altering its already effective algorithmic behavior. We will replace RUFUS’s currently ad hoc input/output handling with the de facto community standard HTSlib library; restructure logging to produce informative runtime messages; and implement automated code testing (both unit and integration testing) to ease future development. Second, we will enable cloud-native adoption of the RUFUS package which was originally designed to operate in a Linux environment. We will improve scalability by adapting RUFUS for distributed computing, and thereby achieving a higher level of parallelization and execution speed than possible with the current, multi-threaded, implementation; and institute containerization to enable RUFUS’s incorporation into cloud-native runtime environments and workflow language-base pipelines. Finally, third, we will enhance user and developer community engagement, by adopting standard versioning practices to provide the prerequisite software provenance for incorporation into clinical diagnostic pipelines; enrolling our software into standard container registry services so users can easily find our tool; and expanding currently skeletal tool documentation to ease user adoption. Importantly, we will provide example nextflow workflows for RUFUS’s common use cases, together with representative datasets for each use case.
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Accelerating genomic analysis for time critical clinical applications
  • 批准号:
    10593480
  • 项目类别:
  • 资助金额:
    $21.56万
  • 财政年份:
    2023
  • 负责人:
    Gabor T Marth
  • 依托单位:
Data Management Core
  • 批准号:
    10682165
  • 项目类别:
  • 资助金额:
    $156.84万
  • 财政年份:
    2023
  • 负责人:
    Gabor T Marth
  • 依托单位:
A reference-free computational algorithm for comprehensive somatic mosaic mutation detection
  • 批准号:
    10662755
  • 项目类别:
  • 资助金额:
    $38.46万
  • 财政年份:
    2023
  • 负责人:
    Gabor T Marth
  • 依托单位:
Calypso: a web software system supporting team-based, longitudinal genomic diagnostic care
  • 批准号:
    10559599
  • 项目类别:
  • 资助金额:
    $90.81万
  • 财政年份:
    2022
  • 负责人:
    Gabor T Marth
  • 依托单位:
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