Introduction
Systemic chemotherapy reduces the risk of recurrence and mortality in estrogen receptor (ER) and/or progesterone receptor (PR)-positive breast cancer patients irrespective of lymph node status [
1]. However, the benefits of chemotherapy are not experienced by all breast cancer patients, leading to a need to identify patients who are more likely to benefit from adjuvant chemotherapy. The 21-gene recurrence score (RS) assay (Oncotype DX®; Genomic Health, Inc., Redwood City, CA) available since 2004 is one of the promising tools to guide treatment decisions in hormone receptor-positive and human epidermal growth factor receptor 2 (HER2)-negative breast cancer patients [
2,
3]. Based on the 21-gene RS assay, patients are classified into high (score ≥ 31), intermediate (score 18–30), and low (score ≤ 17) risk. Studies found that patients in the high-risk group of RS ≥ 31 had a significant benefit from chemotherapy [
4], while patients with the RS < 11 or 11–25 who were treated with endocrine therapy alone had excellent survival outcomes without chemotherapy in the Trial Assigning Individualized Options for Treatment (TAILORx) trial [
5,
6].
Although patients with the intermediate 21-gene RS of 18–30 seemed to have no clinical benefits from chemotherapy in previous studies [
3,
7,
8], young women of ≤ 50 years old with the RS 16–25 who received chemotherapy had lower distant recurrence rates than women who did not receive chemotherapy [
6]. A recent study using the National Cancer Data Base (NCDB) also found that combination of chemotherapy and hormone therapy was associated with a lower risk of overall mortality in node-negative breast cancer patients with the RS 18–25 as well as those with the RS 26–30 than patients who did not receive chemotherapy [
9]. However, this study included older patients (> 70 years of age) and those with very small tumors of ≤ 0.5 cm, or favorable histologies, for whom the National Comprehensive Cancer Network (NCCN) clinical practice guidelines for breast cancer do not recommend multigene assays [
10]; therefore, more specified analyses focusing on an intermediate RS group are required.
Given that the uncertainty of chemotherapy benefits remains in intermediate-risk patients, especially with the RS of 26–30 in hormone receptor-positive, HER2-negative, and node-negative breast cancers, we investigated whether adjuvant chemotherapy was associated with breast cancer-specific mortality and overall mortality in breast cancer patients with the RS 18–30, particularly among those aged ≤ 70 years with the RS 26–30.
Patients and methods
The Surveillance, Epidemiology, and End Results (SEER) database
Since 1973, the SEER has collected cancer incidence and survival data, including patient demographics; tumor characteristics of primary site, grade, and stage at diagnosis; and first course of treatments from 18 population-based cancer registries. The SEER registry has also collected ER and PR status of breast cancer since 1990 and HER2 status since 2010. All breast cancers diagnosed between 2004 and 2015 (excluding cases reported by the Alaska Native Tumor Registry) were linked to the 21-gene RS data provided by the Genomic Health Clinical Laboratory [
11]. To maximize the use of Oncotype DX data and have longer follow-up time, we included all 21-gene RS data since its first collection in 2004. We obtained permission to use the SEER custom data with additional radiation therapy and chemotherapy information and the 21-gene RS data.
Study population
We identified 111,635 breast cancer cases with the 21-gene RS in the SEER 18 database from 2004 to 2015. We first excluded male breast cancer patients and cases identified at death/autopsy or through death certificate only (Additional file
1: Figure S1). Based on the NCCN guidelines for use of multigene assay [
10], we also excluded cases with at least one of the following conditions: tumors with non-epithelial origin including sarcoma (International Classification of Diseases for Oncology, 3rd Edition, ICD-O-3 > 8800), tubular (8211), mucinous (8453, 8480, and 8481), and papillary (8050, 8260, and 8503) subtypes; T0-T1a or T4 stage; lymph node-positive (≥ N1mi); distant metastasis (M1) or unknown stage at diagnosis; ER/PR-negative or unknown ER/PR status; or cases whose 21-gene RS results were obtained > 12 months after breast cancer diagnosis. In addition, we excluded breast cancer cases with the 21-gene RS < 18 (low-risk category) or > 30 (high-risk category). Because HER2 status was available from 2010, we divided the study population into two groups based on time, 2004–2009 and 2010–2015. In the 2010–2015 dataset, we further excluded breast cancer cases whose HER2 status was positive, borderline, or unknown. The final analytic cohorts consisted of 9346 breast cancer patients in 2004–2009 dataset and 19,791 patients in 2010–2015 dataset. Because of our de-identified data release from the SEER program and study completion in accordance with the SEER data-use agreement, this study was exempted from the Institutional Review Board approval.
The SEER data provided patient’s demographics, such as age at cancer diagnosis; race/ethnicity; marital status; history of other cancer; tumor characteristics including morphology, stage, grade, and ER/PR status; and first course of treatment—type of surgery (breast-conservation surgery and mastectomy), radiation therapy (yes and no/unknown), and chemotherapy (yes and no/unknown). We defined breast cancer histology: ductal (ICD-O-3, 8500), lobular (8520), mixed ductal-lobular (8522, 8523, and 8524), and other type.
Underlying causes of death and durations of survival in the SEER registries were ascertained through linkage to the state death certificates and the National Death Index from the National Center for Health Statistics [
12]. We used these variables recorded in the SEER database for calculating breast cancer-specific survival and overall survival.
Statistical analysis
We conducted analyses in the 2004–2009 and 2010–2015 (HER2-negative case only) dataset, separately, and the 2004–2015 combined datasets. Based on cutoffs in the TAILORx trial [
13], we categorized patients into the 21-gene RS 18–25 and 26–30 groups and compared demographic and clinicopathological characteristics: differences in means for continuous variables and percentages for categorical variables between two groups were tested using
t test and chi-square test, respectively. Survival curves were plotted by the Kaplan-Meier method and differences in survival time were calculated by the log-rank test.
Person-months of follow-up were calculated from the date of breast cancer diagnosis to date of death, known last follow-up, or follow-up end date (December 31, 2015), whichever occurred first. Hazard ratios (HRs) and 95% confidence intervals (CIs) for breast cancer-specific and all-cause mortality were estimated by the Cox’s proportional hazards model with person-months as time scale. A missing category was created for race/ethnicity (0.5%), marital status (4.2%), and grade (2.3%). We examined age-adjusted and multivariate models adjusting for age at diagnosis, calendar year of breast cancer diagnosis (2-year interval), race/ethnicity (White, Black, and others), marital status (married and single/other), history of cancer (yes and no), histologic type (ductal, lobular, and mixed ductal-lobular/other), tumor stage (T1b, T1c, and T2–3), grade (I, II, and III), and ER/PR status (ER+/PR+, ER+/PR−, and ER−/PR+), surgery (breast-conservation surgery and mastectomy), radiation therapy (yes, and no/unknown), and chemotherapy (yes and no/unknown). We also calculated the mortality risk by chemotherapy status in patients who had the 21-gene RS 26–30 and were ≤ 70 years old. We conducted sensitivity analyses in the 2010–2015 dataset by including breast cancer cases with HER2 positive, borderline, or unknown.
Breast cancer cases were generated and exported using SEER*Stat software version 8.3.5 (
https://seer.cancer.gov/seerstat). All statistical analyses were performed using SAS software version 9.4 (SAS Institute Inc., Cary, NC), and a
P value < 0.05 was considered statistically significant for 2-sided tests.
Discussion
In this study, we found that the 21-gene RS was associated with an increased risk of breast cancer-specific and overall mortality in breast cancer patients who had the RS18–30. In addition, our study suggested that adjuvant chemotherapy was associated with better survival of patients aged ≤ 70 years with the 21-gene RS 26–30. Interestingly, we found that breast cancer-specific and overall survival rates in patients with the RS 26–30 and who received chemotherapy were higher in younger versus older patients and those with grade III versus grade I–II tumor. Additional clinical parameters such as Ki-67 proliferative index or expression levels of hormone receptor, which represent tumor biology or subtype, may provide additional information to aid a treatment decision for this subgroup of breast cancer patients [
14,
15].
Since the introduction of multigene assays, use of the 21-gene RS test in clinical practice has gradually increased and is anticipated to be widely utilized as a treatment decision aid in ER-positive and HER2-negative early-stage breast cancer patients [
16,
17]. However, clinicians should be aware that the 21-gene RS is a relative numeric calculated, not an absolute parameter for predicting patient prognosis. In previous clinical trials that validated the 21-gene RS assay [
2,
3], the prevalence of patients with the RS 18–30 classified as an intermediate-risk group was 21–22%. However, the prevalence of breast cancer with the RS 18–30 was higher (33%) in a nation-wide cancer database in the USA [
9]. The prevalence of the intermediate RS group varied across countries: from 20.0% in the Japanese to 40.7% in the Israeli with early-stage breast cancer [
7,
18,
19]. Among breast cancer patients with intermediate risk of the RS 18–30, approximately one out of five patients had the RS of 26–30 in our study using the SEER and the previous studies [
7,
9].
Similarly to previous studies [
7,
9], we observed that the intermediate-risk group, RS 18–30, was heterogeneous in their demographic and clinicopathological characteristics. Compared to patients with the RS 18–25, breast cancer patients with the RS 26–30 were more likely to have aggressive tumor: larger size, higher grade, and single hormone receptor positivity. Also, we found that a 5% increased risk of overall mortality per 1 unit increase in the RS among breast cancer patients with the RS 18–30, which was consistent with a previous finding [
9]. Breast cancer-specific mortality was increased by 9% per 1 unit increase in the RS among our study population with the RS 18–30.
As expected [
20], chemotherapy-treated patients had more aggressive clinicopathological features. However, after adjusting for demographic and clinicopathological factors in our study, chemotherapy was significantly associated with a lower risk of breast cancer-specific and overall mortality in patients ≤ 70 years old with the 21-gene RS 26–30. This suggested that adjuvant chemotherapy might be beneficial to patients who are ≤ 70 years old and have the RS 26–30 even though they are classified as having an intermediate risk of recurrence. The study by Ibraheem et al. [
9] also reported that chemotherapy was related to a 32% lower risk of overall mortality in patients with node-negative breast cancer and the 21-gene RS 26–30. In a re-analysis of the National Surgical Adjuvant Breast and Bowel Project (NSABP) B-20 trial excluding presumed HER2-positive cases, significantly better distant recurrence-free survival rates were observed in patients with the 21-gene RS ≥ 26 who received chemotherapy [
4].
Our study was one of the largest studies examining the effect of chemotherapy on survival in breast cancer patients with an intermediate risk for recurrence. The SEER data which capture > 98% of incident cancer cases in 18 geographical regions provide a large number of breast cancer cases with survival outcome and the 21-gene RS [
11,
21]. In addition, we selected our patient population according to the NCCN practice guidelines and focused analyses on patients with the RS 26–30, which will help decision-making for chemotherapy in patients with the RS 26–30. Our study also has several limitations mostly related to inherent limitations in the SEER database: it did not provide information on disease recurrence, endocrine therapy use, and details of chemotherapeutic regimens. Also, receipt of chemotherapy and radiation therapy was under-reported in the SEER program compared to the Medicare claims data restricted to patients aged ≥ 65 years [
22]. Given that systemic chemotherapy tends to be administered to patients with better performance status which could not be assessed in this study, we cannot rule out the possibility of residual confounding by unmeasured factors in our analyses. In addition, although the distribution of the 21-gene RS did not differ between 2010 and 2015 and 2004–2009 dataset, about 5% of total breast cancer cases had HER2-positive, borderline, or undetermined status in 2010–2015 dataset just before the final exclusion step. Given that 1with HER2-positive were more likely to have the higher 21-gene RS, analyses of 2004–2009 data may have additional confounding due to lack of HER2 status. Nevertheless, when we performed sensitivity analyses including patients with HER2 positive, borderline, or unknown status in 2010–2015 data, our results did not change. Another limitation was the lack of information on menopausal status. Thus, we could not examine premenopausal and postmenopausal breast cancer, separately.
Conclusions
Our findings suggest that adjuvant chemotherapy provides a significant survival benefit to patients with an intermediate risk for recurrence, particularly those with the 21-gene RS 26–30, and particularly for younger patients and those with high-grade tumors. Given that the 21-gene RS is a promising tool that can guide a chemotherapy decision in early-stage breast cancer patients with hormone receptor-positive and HER2-negative tumor, a shared-decision making with patients, using the multigene assay result and discussions about known risks and benefits of chemotherapy should be warranted in the era of personalized medicine.
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