Exploring Breast Cancer Systemic Drug Therapy Patterns in Real-World Data
Julia O'Rourke1, Jeff Warnick1, John Doole1
1TriNetX, LLC, Cambridge, MA.
JCO Clinical Cancer Informatics
|October 18, 2023
Summary
Real-world breast cancer treatment shows common medication patterns aligning with NCCN guidelines, but with some variability in drug administration and cycles used in clinical practice.
Area of Science:
- Oncology
- Pharmacology
- Health Informatics
Background:
- Breast cancer treatment involves complex medication regimens.
- Understanding real-world drug administration is crucial for optimizing patient care.
- Variability in treatment patterns can impact efficacy and patient outcomes.
Purpose of the Study:
- To analyze real-world medication use and administration patterns in breast cancer patients.
- To compare observed treatment regimens with established clinical guidelines.
- To identify common drug administration sequences and their variations.
Main Methods:
- Retrospective analysis of deidentified patient data from the TriNetX network (2013-2022).
- Utilized rule-based and unsupervised learning (k-means clustering) to extract medication data and administration patterns.
- Classified patients by cancer stage (early vs. late) and receptor status (HR+/ERBB2-, ERBB2+, TN) for analysis.
- Compared derived regimens against National Comprehensive Cancer Network (NCCN) guidelines.
Main Results:
- Common regimens identified for early-stage HR+/ERBB2- and TN breast cancer included cyclophosphamide/docetaxel and cyclophosphamide/doxorubicin followed by paclitaxel.
- For early-stage ERBB2+/HR± breast cancer, carboplatin/docetaxel with trastuzumab and potentially pertuzumab was frequent.
- Observed medication use, number of administrations, and cycle lengths generally aligned with NCCN recommendations across 7,798 patients.
Conclusions:
- Real-world breast cancer medication administration generally aligns with NCCN guidelines.
- Variability exists in specific drug choices and administration schedules in clinical practice.
- Further research can explore the impact of this variability on treatment outcomes.
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