Triple-negative breast cancer (TNBC) is an aggressive subtype characterized by extensive intratumoral heterogeneity. To investigate the underlying biology, we conducted single-cell RNA-sequencing (scRNA-seq) of >1500 cells from six primary TNBC. Here, we show that intercellular heterogeneity of gene expression programs within each tumor is variable and largely correlates with clonality of inferred genomic copy number changes, suggesting that genotype drives the gene expression phenotype of individual subpopulations. Clustering of gene expression profiles identified distinct subgroups of malignant cells shared by multiple tumors, including a single subpopulation associated with multiple signatures of treatment resistance and metastasis, and characterized functionally by activation of glycosphingolipid metabolism and associated innate immunity pathways. A novel signature defining this subpopulation predicts long-term outcomes for TNBC patients in a large cohort. Collectively, this analysis reveals the functional heterogeneity and its association with genomic evolution in TNBC, and uncovers unanticipated biological principles dictating poor outcomes in this disease.
Purpose/Objective
Lymphedema following breast cancer treatment can be an irreversible condition with a negative impact on quality of life. The goal of this study was to identify radiotherapy-related risk factors for lymphedema.
Methods and Materials
From 2005–2012, we prospectively performed arm volume measurements on 1,476 breast cancer patients at our institution using a Perometer. Treating each breast individually, 1099/1501 (73%) received radiotherapy. Arm measurements were performed pre- and post-operatively. Lymphedema was defined as ≥10% arm volume increase occurring >3 months post-operative. Univariate and multivariate Cox proportional hazard models were used to evaluate risk factors for lymphedema.
Results
At a median follow-up of 25.4 months (range 3.4–82.6), the 2-year cumulative incidence of lymphedema was 6.8%. Cumulative incidence by radiotherapy type was: 3.0% (no radiotherapy), 3.1% (breast or chest wall alone), 21.9% (supraclavicular (SC)), and 21.1% (SC and posterior axillary boost (PAB)). On multivariate analysis, the hazard ratio for RLNR (SC±PAB) was 1.7 (p = 0.025) compared to breast/chest wall radiation alone. There was no difference in lymphedema risk between SC and SC+PAB (p=0.96). Other independent risk factors included early post-operative swelling (p <0.0001), higher BMI (p<0.0001), greater number of lymph nodes dissected (p =0.018), and axillary lymph node dissection (p=0.0001).
Conclusions
In a large cohort of breast cancer patients prospectively screened for lymphedema, RLNR significantly increased risk of lymphedema compared to breast/chest wall radiation alone. When considering use of RLNR, clinicians should weigh the potential benefit of RLNR for control of disease with the increased risk of lymphedema.
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