Related Experiment Video
Updated: Dec 12, 2025

14:14
Adaptation of Semiautomated Circulating Tumor Cell CTC Assays for Clinical and Preclinical Research Applications
Published on: February 28, 2014
16.1K
Serial Analysis of Circulating Tumor Cells in Metastatic Breast Cancer Receiving First-Line Chemotherapy.
Mark Jesus M Magbanua1, Laura H Hendrix2, Terry Hyslop2
1Laboratory Medicine, University of California San Francisco, San Francisco, CA, USA.
Journal of the National Cancer Institute
|August 10, 2020
Summary
Tracking changes in circulating tumor cells (CTCs) during chemotherapy identifies four distinct prognostic groups in metastatic breast cancer (MBC) patients, improving risk stratification for better treatment strategies.
Area of Science:
- Oncology
- Translational Research
- Biostatistics
Background:
- Assessing the prognostic value of circulating tumor cell (CTC) dynamics during treatment is crucial for metastatic breast cancer (MBC) management.
- Current prognostic models may not fully capture the predictive power of CTC changes over time.
Purpose of the Study:
- To investigate the prognostic significance of CTC dynamics during first-line chemotherapy in MBC patients.
- To develop and validate a novel model for classifying patients based on CTC trajectories (tCTC).
Main Methods:
- A latent mixture model was developed using serial CTC data from 469 MBC patients to identify distinct tCTC patterns.
- Cox regression analysis was employed to evaluate the association between tCTC patterns and progression-free survival (PFS) and overall survival (OS).
- Model performance was compared using Akaike Information Criterion and validated in an independent cohort of 1856 patients.
Main Results:
- Four distinct tCTC patterns were identified: undetectable, low, intermediate, and high.
- Patients with low, intermediate, and high tCTC patterns showed significantly worse PFS and OS compared to those with undetectable CTCs (P < .001).
- The tCTC model demonstrated superior predictive performance for PFS and OS compared to baseline CTCs or early post-treatment CTC status, confirmed by validation studies.
Conclusions:
- Four novel prognostic groups in MBC were identified based on tCTC patterns during chemotherapy.
- These groups, particularly the 'very poor outcome' group (intermediate + high CTCs), can guide treatment intensification.
- This tCTC-based classification refines risk stratification strategies for future clinical trials in MBC.

