OncoThreads
OncoThreads visualizes temporal cohort-level clinical and molecular longitudinal data to reveal dynamic changes such as mutation emergence, resistant clone expansion, and treatment responses.
Key Features:
- Temporal Visualization: Uses temporal heatmaps and Sankey diagrams to represent and rank clinical and molecular features across timepoints.
- Interactive Exploration: Provides interactive analysis of longitudinal data to identify temporal patterns, including mutation impacts on treatment efficacy and emergence of resistant clones.
- Cohort Analysis: Visualizes groups of patients for cohort-level comparisons and trend identification across patient populations.
- Data Integration: Integrates clinical and molecular datasets, including next-generation sequencing and liquid biopsy data, for combined longitudinal analysis.
- Integration with Existing Platforms: Implemented in JavaScript and uses the cBioPortal web API as a backend for data access and integration.
Scientific Applications:
- Understanding Treatment Dynamics: Enables assessment of how specific mutations and molecular changes correlate with treatment outcomes over time.
- Identifying Resistance Mechanisms: Tracks emergence and expansion of resistant clones during therapy to inform studies of resistance mechanisms.
- Comparative Cohort Studies: Supports simultaneous analysis of multiple patients to reveal commonalities and differences in disease progression and treatment response across cohorts.
Methodology:
Combines clinical and molecular data sources, including next-generation sequencing and liquid biopsies; employs temporal heatmaps and Sankey diagrams for dynamic visualization; implemented in JavaScript and accesses data via the cBioPortal web API, enabling interactive longitudinal exploration.
Topics
Details
- License:
- MIT
- Cost:
- Free of charge
- Tool Type:
- command-line tool, web application
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- JavaScript, Python
- Added:
- 11/29/2021
- Last Updated:
- 11/29/2021
Operations
Publications
Unknown Authors. OUP accepted manuscript. Bioinformatics. 2021. doi:10.1093/bioinformatics/btab289. PMID:34252935. PMCID:PMC8275328.
Downloads
- Software packagehttps://github.com/hms-dbmi/oncothreads/releases
Links
Repository
https://github.com/hms-dbmi/oncothreads