scholarly journals QRT-PCR-based DNA Homologous Recombination Associated 4-Gene Score Predicts Pathologic Complete Response to Platinum-Based Neoadjuvant Chemotherapy in Triple-Negative Breast Cancer

Author(s):  
Ke Zuo ◽  
Xiaoying Yuan ◽  
Xizi Liang ◽  
Xiangjie Sun ◽  
Shujin Liu ◽  
...  

Abstract BackgroundCumulative evidences suggested the addition of platinum agents as neoadjuvant chemotherapy (NACT) could improve pathologic complete response (pCR) in triple-negative breast cancers (TNBC). Previous studies showed DNA homologous recombination deficiency (HRD) was a potential biomarker predicting pCR in ER-negative breast cancer. It would be helpful to personalize the use of platinum agents if a predictive biomarker for platinum sensitivity could be developed. Therefore, we tried to develop a HRD gene expression score to predict tumor sensitivity to platinum-based NACT in TNBC.MethodsA retrospective cohort of 127 TNBC patients from 2012 to 2017 was included in this study. All of them were diagnosed and received platinum-based NACT in Fudan University Shanghai Cancer Center. Clinical data and pathological data of the patients were collected and reviewed. By using quantitative reverse transcription-polymerase chain reaction (qRT-PCR), the expression level of eight HRD associated genes was analyzed from the formalin-fixed paraffin-embedded core needle biopsy samples which obtained before NACT. A random forest model was built to estimate the weight of each gene expression level and clinical-pathological factors. Samples were randomized into the training set and validation set with different splitting percentage from 50%:50% to 90%:10%. The training set was used to modulate parameters and select the best model using 5-fold cross validation. The performance of the final model was evaluated in the validation set. ResultsA 4-gene (BRCA1, XRCC5, PARP1, RAD51) expression signature scoring system was developed. TNBC with higher score had nearly quadruple likelihood to achieve pCR to platinum-based NACT compared with a lower score [odds ratio (OR)=3.878; P<0.001]. At the cut-off value of -2.644, the 4-gene score system showed high sensitivity in predicting pCR in breast (93.0%) and pCR in both breast/axilla (91.8%), while, at the cut-off value of -1.969, the 4-gene score showed high specificity for pCR in breast (85.7%) and pCR in both breast/axilla (80.8%). 4-gene score was positively correlated with Ki-67≥40% (P=0.002), but negatively correlated with positive lymph nodes counts (P=0.003). ConclusionThe qRT-PCR-based 4-gene score can be used as an effective predictor of pCR to platinum-based NACT in TNBC.

2021 ◽  
Author(s):  
Ke Zuo ◽  
Xiaoying Yuan ◽  
Xizi Liang ◽  
Xiangjie Sun ◽  
Shujin Liu ◽  
...  

Abstract PurposeCumulative evidences suggested the addition of platinum agents as neoadjuvant chemotherapy (NACT) could improve pathologic complete response (pCR) in triple-negative breast cancers (TNBC). We tried to develop a DNA homologous recombination (HR) associated gene expression score to predict tumor sensitivity to platinum-based NACT in TNBC.MethodsA retrospective cohort of 127 TNBC patients, who were diagnosed and received platinum-based NACT in Fudan University Shanghai Cancer Center from 2012 to 2017, was included in this study. By using quantitative reverse transcription-polymerase chain reaction (qRT-PCR), the expression level of eight HR associated genes was analyzed from the formalin-fixed paraffin-embedded core needle biopsy samples which obtained before NACT. A random forest model was built to estimate the weight of each gene expression level and clinical-pathological factors. The training set was used to modulate parameters and select the best model. The performance of the final model was evaluated in the validation set. ResultsA 4-gene (BRCA1, XRCC5, PARP1, RAD51) expression scoring system was developed. TNBC with higher score had nearly quadruple likelihood to achieve pCR to platinum-based NACT compared with a lower score [odds ratio (OR)=3.878; P<0.001]. At the cut-off value of -2.644, the 4-gene score system showed high sensitivity in predicting pCR in breast (93.0%) and pCR in both breast/axilla (91.8%), while, at the cut-off value of -1.969, the 4-gene score showed high specificity for pCR in breast (85.7%) and pCR in both breast/axilla (80.8%). ConclusionThe qRT-PCR-based 4-gene score has the potential to predict pCR to platinum-based NACT in TNBC.


2007 ◽  
Vol 25 (18_suppl) ◽  
pp. 527-527
Author(s):  
A. Makris ◽  
C. Creighton ◽  
K. C. Osborne ◽  
S. Hilsenbeck ◽  
M. K. Harrison ◽  
...  

527 Background: Adriamycin and cyclophosphamide (AC) and docetaxel (D) are widely used in the treatment of breast cancer. We conducted a prospective, randomized, multicenter trial to discover predictive markers of AC and D and hypothesized that gene expression profiles can select appropriate patients who may respond to AC, and that these patterns are different from our published docetaxel (D) profiles Methods: One hundred and twenty patients were randomized to either 4 cycles of AC (60/600 mg/m2) or D (100mg/m2) prior to surgery. Core biopsies from 60 patients were obtained before treatment with neoadjuvant AC. Pathologic responses were assessed after AC. Gene expression patterns were determined using Affymetrix U133A GeneChips. Differential genes for AC response were then validated by QRT-PCR in an independent cohort of 33 patients treated with AC. Results: The median age was 48 yrs (range 30–72), clinical response rates were 57% (34/60), and pathological complete response (pCR) or near pCR (npCR) was observed in 22% (12/60) in AC arm. Differential expression between sensitive and resistant tumors with a low false discovery rate (FDR 5–10%) was obtained. Of these 82 differentially expressed genes, pathways up-regulated in sensitive tumors included TOP2A, metabolism (LYZ), survival (CFLAR, CASP3), cell cycle (MKI67), cytokines and other inflammatory genes. This molecular portrait for AC was not predictive of docetaxel response. By QRT-PCR of 4 genes (LYZ, CFLAR, MKI67 and TOP2A) in the independent tumor set, LYZ was predictive of AC pathologic complete response. Additional genes will be validated in the second cohort. Conclusions: The molecular profile for AC is different from the docetaxel expression profile. This potential predictive test may allow selection of the most appropriate chemotherapy schedule for women with breast cancer. No significant financial relationships to disclose.


Author(s):  
Sung Gwe Ahn ◽  
Seon-Kyu Kim ◽  
Jonathan H. Shepherd ◽  
Yoon Jin Cha ◽  
Soong June Bae ◽  
...  

Abstract Purpose The SP142 PD-L1 assay is a companion diagnostic for atezolizumab in metastatic triple-negative breast cancer (TNBC). We strove to understand the biological, genomic, and clinical characteristics associated with SP142 PD-L1 positivity in TNBC patients. Methods Using 149 TNBC formalin-fixed paraffin-embedded tumor samples, tissue microarray (TMA) and gene expression microarrays were performed in parallel. The VENTANA SP142 assay was used to identify PD-L1 expression from TMA slides. We next generated a gene signature reflective of SP142 status and evaluated signature distribution according to TNBCtype and PAM50 subtypes. A SP142 gene expression signature was identified and was biologically and clinically evaluated on the TNBCs of TCGA, other cohorts, and on other malignancies treated with immune checkpoint inhibitors (ICI). Results Using SP142, 28.9% of samples were PD-L1 protein positive. The SP142 PD-L1-positive TNBC had higher CD8+ T cell percentage, stromal tumor-infiltrating lymphocyte levels, and higher rate of the immunomodulatory TNBCtype compared to PD-L1-negative samples. The recurrence-free survival was prolonged in PD-L1-positive TNBC. The SP142-guided gene expression signature consisted of 94 immune-related genes. The SP142 signature was associated with a higher pathologic complete response rate and better survival in multiple TNBC cohorts. In the TNBC of TCGA, this signature was correlated with lymphocyte-infiltrating signature scores, but not with tumor mutational burden or total neoantigen count. In other malignancies treated with ICIs, the SP142 genomic signature was associated with improved response and survival. Conclusions We provide multi-faceted evidence that SP142 PDL1-positive TNBC have immuno-genomic features characterized as highly lymphocyte-infiltrated and a relatively favorable survival.


Oncotarget ◽  
2018 ◽  
Vol 9 (41) ◽  
pp. 26406-26416 ◽  
Author(s):  
Angela Santonja ◽  
Alfonso Sánchez-Muñoz ◽  
Ana Lluch ◽  
Maria Rosario Chica-Parrado ◽  
Joan Albanell ◽  
...  

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