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Cell line derived multi-gene predictor of pathologic response to neoadjuvant chemotherapy in breast cancer: a validation study on US Oncology 02-103 clinical trial.
- Source :
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BMC medical genomics [BMC Med Genomics] 2012 Nov 16; Vol. 5, pp. 51. Date of Electronic Publication: 2012 Nov 16. - Publication Year :
- 2012
-
Abstract
- Background: The purpose of this study is to assess the predictive accuracy of a multi-gene predictor of response to docetaxel, 5-fluorouracil, epirubicin and cyclophosphamide combination chemotherapy on gene expression data from patients who received these drugs as neoadjuvant treatment.<br />Methods: Tumor samples were obtained from patients with stage II-III breast cancer before starting neoadjuvant chemotherapy with four cycles of 5-fluorouracil/epirubicin/cyclophosphamide (FEC) followed by four cycles of docetaxel/capecitabine (TX) on US Oncology clinical trial 02-103. Most patients with HER-2-positive cancer also received trastuzumab (H). The chemotherapy predictor (TFEC-MGP) was developed from publicly available gene expression data of 42 breast cancer cell-lines with corresponding in vitro chemotherapy sensitivity results for the four chemotherapy drugs. No predictor was developed for treatment with trastuzumab. The predictive performance of TFEC-MGP in distinguishing cases with pathologic complete response from those with residual disease was evaluated for the FEC/TX and FEC/TX plus H group separately. The area under the receiver-operating characteristic curve (AU-ROC) was used as the metric of predictive performance. Genomic predictions were performed blinded to clinical outcome.<br />Results: The AU-ROC was 0.70 (95% CI: 0.57-0.82) for the FEC/TX group (n=66) and 0.43 (95% CI: 0.20-0.66) for the FEC/TX plus H group (n=25). Among the patients treated with FEC/TX, the AU-ROC was 0.69 (95% CI: 0.52-0.86) for estrogen receptor (ER)-negative (n=28) and it was 0.59 (95% CI: 0.36-0.82) for ER-positive cancers (n=37). ER status was not reported for one patient.<br />Conclusions: Our results indicate that the cell line derived 291-probeset genomic predictor of response to FEC/TX combination chemotherapy shows good performance in a blinded validation study, particularly in ER-negative patients.
- Subjects :
- Adult
Aged
Antineoplastic Agents pharmacology
Antineoplastic Combined Chemotherapy Protocols pharmacology
Antineoplastic Combined Chemotherapy Protocols therapeutic use
Area Under Curve
Breast Neoplasms pathology
Cell Line, Tumor
Demography
Female
Gene Expression Profiling
Gene Expression Regulation, Neoplastic drug effects
Humans
Middle Aged
Multivariate Analysis
Reproducibility of Results
Treatment Outcome
United States
Antineoplastic Agents therapeutic use
Breast Neoplasms drug therapy
Breast Neoplasms genetics
Clinical Trials as Topic
Genes, Neoplasm genetics
Neoadjuvant Therapy
Subjects
Details
- Language :
- English
- ISSN :
- 1755-8794
- Volume :
- 5
- Database :
- MEDLINE
- Journal :
- BMC medical genomics
- Publication Type :
- Academic Journal
- Accession number :
- 23158478
- Full Text :
- https://doi.org/10.1186/1755-8794-5-51