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Erschienen in: Breast Cancer Research and Treatment 2/2015

Open Access 01.07.2015 | Clinical Trial

A population-based validation study of the DCIS Score predicting recurrence risk in individuals treated by breast-conserving surgery alone

verfasst von: Eileen Rakovitch, Sharon Nofech-Mozes, Wedad Hanna, Frederick L. Baehner, Refik Saskin, Steven M. Butler, Alan Tuck, Sandip Sengupta, Leela Elavathil, Prashant A. Jani, Michel Bonin, Martin C. Chang, Susan J. Robertson, Elzbieta Slodkowska, Cindy Fong, Joseph M. Anderson, Farid Jamshidian, Dave P. Miller, Diana B. Cherbavaz, Steven Shak, Lawrence Paszat

Erschienen in: Breast Cancer Research and Treatment | Ausgabe 2/2015

Abstract

Validated biomarkers are needed to improve risk assessment and treatment decision-making for women with ductal carcinoma in situ (DCIS) of the breast. The Oncotype DX® DCIS Score (DS) was shown to predict the risk of local recurrence (LR) in individuals with low-risk DCIS treated by breast-conserving surgery (BCS) alone. Our objective was to confirm these results in a larger population-based cohort of individuals. We used an established population-based cohort of individuals diagnosed with DCIS treated with BCS alone from 1994 to 2003 with validation of treatment and outcomes. Central pathology assessment excluded cases with invasive cancer, DCIS < 2 mm or positive margins. Cox model was used to determine the relationship between independent covariates, the DS (hazard ratio (HR)/50 Cp units (U)) and LR. Tumor blocks were collected for 828 patients. Final evaluable population includes 718 cases, of whom 571 had negative margins. Median follow-up was 9.6 years. 100 cases developed LR following BCS alone (DCIS, N = 44; invasive, N = 57). In the primary pre-specified analysis, the DS was associated with any LR (DCIS or invasive) in ER+ patients (HR 2.26; P < 0.001) and in all patients regardless of ER status (HR 2.15; P < 0.001). DCIS Score provided independent information on LR risk beyond clinical and pathologic variables including size, age, grade, necrosis, multifocality, and subtype (adjusted HR 1.68; P = 0.02). DCIS was associated with invasive LR (HR 1.78; P = 0.04) and DCIS LR (HR 2.43; P = 0.005). The DCIS Score independently predicts and quantifies individualized recurrence risk in a population of patients with pure DCIS treated by BCS alone.
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Electronic supplementary material

The online version of this article (doi:10.​1007/​s10549-015-3464-6) contains supplementary material, which is available to authorized users.
Presented in part at the 37th Annual San Antonio Breast Cancer Symposium, December 9–13, 2014, San Antonio, Texas.

Introduction

Ductal carcinoma in situ (DCIS) is a non-invasive form of breast cancer that comprises up to 25 % of mammographically detected breast cancers [15]. The goals of treatment are to minimize the risk of local recurrence (LR) and invasive breast cancer while maximizing breast preservation. Most women with newly diagnosed DCIS will be treated with breast-conserving surgery (BCS) with or without radiation treatment (RT). Randomized trials have demonstrated that adding RT after surgical excision reduces the relative risk of LR by ~50 % [7, 8, 11, 14, 16, 17, 19, 38, 42]. However, only one-half of DCIS patients treated by BCS receive RT, perhaps reflecting clinicians’ assumption that women at low risk of recurrence following treatment by BCS alone can be accurately identified [6, 20, 22]. To date, reproducible and reliable methods using clinico-pathologic features to identify patients at low risk of LR following BCS alone have not been established and there is a need to improve individualized treatment decisions to minimize both under and over treatment [1, 9, 21, 35, 37, 45, 46]. The 2009 National Institutes of Health State-of-the-Science Conference included the recommendation that future research on DCIS focus on the development and validation of risk stratification models to optimize treatment recommendations for each individual diagnosed with DCIS [1].
The Oncotype DX® DCIS Score is a multigene expression assay for DCIS patients that generates individualized estimates of 10-year risk of any LR (DCIS or invasive) and invasive LR following treatment by BCS alone [39]. The DCIS Score is generated from an algorithm that includes 12 (seven cancer related and five reference genes) of the 21 genes in the Recurrence Score assay [30]. The continuous DCIS Score was shown to predict an individual’s risk of LR in the Eastern Cooperative Oncology Group (ECOG) E5194 prospective cohort study of low-risk DCIS treated by BCS alone [39]. However, participants in ECOG 5194 were highly selected for having DCIS with an expected low risk of LR. Additional data from a diverse population of women with DCIS treated by BCS alone is desired to confirm the prognostic ability of the DCIS Score. The objective of this study is to evaluate if the DCIS Score is an independent predictor of LR in a population of individuals with DCIS treated with BCS alone.

Methods

Ontario DCIS cohort

The methods used to establish the Ontario population-based DCIS cohort have been previously described [32]. The study population includes 5752 women diagnosed with DCIS. Cases treated by mastectomy (N = 1785) or diagnosed with invasive breast cancer within 6 months of DCIS diagnosis (N = 172) were excluded. There were 3795 cases with DCIS treated by BCS (alone or with RT). 628 cases were excluded following pathology review (494 had invasive cancer or microinvasion, 100 had benign diagnosis and 34 had LCIS). We excluded six cases with bilateral DCIS, eight cases with prior mastectomy and one case who died within 6 months of DCIS diagnosis. 182 cases initially diagnosed as LCIS were found to have DCIS following pathology review of cases with LCIS and were added to the DCIS cohort. The population cohort includes 3320 cases with pure DCIS; 1658 treated by BCS alone and 1662 by BCS + RT.

Pathology

We performed a centralized pathology review in 2720 cases of the population cohort by an expert breast pathologist. Pathology review was performed on original H&E slides, using recuts when available and core biopsies in cases with no residual disease on excision. If slides were not available, the original report was abstracted. Nuclear grade (low, intermediate, high, unreported), comedo necrosis (present/absent), multifocality (present/absent), tumor size (mm/unreported), and margin status (positive, negative, unreported) was assessed [27]. Margin status was defined as “positive” if there were tumor cells identified at the inked resection margin. Multifocal lesions were defined as having more than one distinct focus of DCIS with at least 5.0 mm of intervening benign tissue, confined to a single quadrant of the breast [36]. Tumor size and margin width could not be assessed without slides for all the blocks or where the gross description was incomplete.

Treatment

To obtain data on treatment and outcomes, deterministic linkage was performed with the Canadian Institute for Health Information (CIHI) database of hospital discharge summaries, the Ontario Health Insurance Plan (OHIP) database of physician billings, the Registered Persons Database (RPDB) and the Ontario Cancer Registry (OCR) database [33]. For each case, we identified all breast surgical procedures with validation by chart review or pathology review. The date of diagnosis is the date of the initial breast surgery associated with the DCIS diagnosis. Tamoxifen usage in women ≥65 years was identified in the Ontario Drug Benefit database. Tamoxifen usage in women <65 years of age was not available.

Outcomes

Outcomes were determined from the date of diagnosis of DCIS. We identified breast surgical procedures performed more than 6 months after diagnosis, linked with the OCR and CIHI databases and reviewed available pathology reports to determine recurrence laterality and histology. LR is defined as invasive breast cancer or DCIS in the ipsilateral breast 6 months after DCIS diagnosis. To include individuals with invasive LR after an initial DCIS LR, no censoring at time of initial DCIS LR was performed. Contralateral breast cancer is defined by the presence of DCIS or invasive breast cancer in the opposite breast. The date of death was determined from the RPDB. The last date of follow-up is March 31, 2010.

Gene assay

Cases with DCIS lesions <2 mm were excluded and non-DCIS elements were manually micro-dissected to enrich DCIS [39]. RNA was extracted from 30 µm sections if DCIS measured ≥5.5 mm, or from 60 µm micro-dissected sections if DCIS measured <5.5 mm. The Oncotype DX® Breast Cancer Assay was performed as previously described [12, 13, 30]. TaqMan® PCR reactions were conducted in 384-well micro titer plates on Roche LightCycler® 480 (Roche Diagnostics, Indianapolis, IN), and gene expression was quantified by the second derivative maximum, Crossing point, (Cp) method, in accordance with manufacturers instruction.
The DCIS Score (12 genes) is scaled as a continuous variable from 0 to 100, and is derived from the reference normalized gene expression measurements in four pre-specified steps, as reported previously [39]. Three risk categories used in prior studies were pre-specified for this study: (1) low-risk (DCIS Score < 39); (2) intermediate-risk (DCIS Score 39–54); and (3) high-risk (DCIS Score ≥ 55).

Statistical analysis and study endpoints

Study methods, DCIS Score algorithm, and statistical analysis plan were finalized before the study was conducted [39]. The primary objective was to determine whether the DCIS Score is associated with the risk of any LR (DCIS or invasive) in patients treated with BCS alone with negative margins. A secondary analysis included patients with positive/unknown margins. The primary analysis was conducted in two stages: (1) restricted to cases with estrogen receptor (ER)-positive DCIS as determined by RT-PCR and (2) for all patients regardless of ER status. Conditional fixed sequential (hierarchical) hypothesis testing was utilized to preserve the overall family wise type I error rate for the primary analysis at the 0.05 level [44]. The association was tested in each case using Cox proportional hazards models, and statistical significance was based on a likelihood ratio test with P ≤ 0.05. Secondary analyses examined the association of the DS with invasive LR and with DCIS LR. For the secondary analyses of DCIS LR, patients were censored at the time of invasive LR, and for the analyses of invasive LR, patients continued to be followed for invasive LR following a DCIS LR. A limited number of clinico-pathologic variables were pre-specified for subgroup analyses and potential covariate adjustment. To assess the independent association of the DCIS Score with LR with adjustment for other clinico-pathologic characteristics using multivariable Cox models with a P value cutoff of 0.05. Spearman correlations were computed to assess the association between DCIS Score and clinico-pathologic characteristics. Diagnostics based on Martingale and Schoenfeld residuals supported the pre-specified assumptions of linearity and proportional hazards [41].

Results

Patient characteristics

The population cohort includes 3320 individuals with pure DCIS (Fig. 1). There were 1658 cases treated by BCS alone (N = 1061 with negative margins). Median follow-up was 9.6 years. We obtained tissue blocks for 828 patients treated with BCS alone (50 % of provincial cohort) and for each case an optimal representative tissue block was sent for gene analysis. 110 cases were excluded: 10 with no evidence of DCIS, four with evidence of invasive carcinoma on further analysis, 68 cases with insufficient RNA and 28 cases with poor qPCR sample quality.
The final evaluable study cohort includes 718 cases treated by BCS alone; of these 571 cases had negative margins (Table 1). The median age at diagnosis was 61 years. There were 100 LR events [N = 44 DCIS, N = 57 invasive (one case developed invasive LR after DCIS LR)]. The overall 10-year rate of LR was 19.2 %. A comparison of characteristics of individuals included in the study cohort to those not included is listed in Supplementary Table 1.
Table 1
Patient and tumor characteristics for patients with pure DCIS treated by breast-conserving surgery alone with negative resection margins
Characteristic
BCS alone (N = 571)
Age (median years)
61
Age categorya
 <50 years
110 (19.3 %)
 ≥50 years
459 (80.7 %)
Multifocality
 Absent/not reported
457 (80.0 %)
 Present
114 (20.0 %)
Nuclear grade
 Low
55 (9.6 %)
 Moderate
332 (58.1 %)
 High
184 (32.2 %)
Comedo necrosis
 Absent
221 (38.7 %)
 Present
350 (61.3 %)
Tumor size category
 Missing
281 (49.2 %)
 >10 mm
140 (24.5 %)
 ≤10 mm
150 (26.3 %)
Subtype
 Solid
358 (62.7 %)
 Cribriform
175 (30.6 %)
 Micropapillary
11 (1.9 %)
 Other
27 (4.7 %)
DCIS Score group
 Low
355 (62.2 %)
 Intermediate
95 (16.6 %)
 High
121 (21.2 %)
ER status
 Negative
30 (5.3 %)
 Positive
541 (94.7 %)
HER2 Status
 Negative
420 (73.6 %)
 Equivocal
51 (8.9 %)
 Positive
100 (17.5 %)
aTwo patients were missing age

Predictors of local recurrence

In the pre-specified primary analysis, the DCIS Score was significantly associated with the risk of LR in patients with ER-positive DCIS treated with BCS alone with negative margins (hazard ratio [HR] 2.26; 95 % CI 1.41, 3.59; P < 0.001; Table 2). The DCIS Score was also associated with LR in all patients treated by BCS alone with negative margins irrespective of ER status (HR 2.15; 95 % CI 1.43, 3.22; P < 0.001; Table 2). Since 94.7 % of patients treated with BCS alone had ER-positive DCIS (by RT-PCR), data for all cases regardless of ER status is presented (Fig. 2, panels a, b). The DCIS Score was also significantly associated with invasive LR (HR 1.78; 95 % CI 1.03, 3.05; P = 0.04) and DCIS LR (HR 2.43, 95 % CI 1.31, 4.42; P = 0.005) (Table 2). On univariable analysis, other factors associated with the development of LR include the presence of multifocality, tumor size, subtype, nuclear grade, and comedo necrosis (Supplemental Table 2).
Table 2
Association of the DCIS Score and the development of local recurrence in patients treated by breast-conserving surgery alone with negative resection margins: univariable analysis
Endpoint
HR/50 U (95 % CI)*
P value*
Local recurrence in ER+ DCIS
2.26 (1.41, 3.59)
<0.001§
In all patients regardless of ER status
 Local recurrence
2.15 (1.43, 3.22)
<0.001§
 Invasive local recurrence
1.78 (1.03, 3.05)
0.04
 DCIS local recurrence
2.43 (1.31, 4.42)
0.005
* Profile likelihood CI, likelihood ratio P value
§The primary analysis in patients treated with BCS alone with negative margins was conducted hierarchically in two stages: stage 1 in ER+ patients and stage 2 in all patients regardless of ER status
On multivariable analysis significant predictors of LR include the DCIS Score (HR 1.68; 95 % CI 1.08, 2.62), the presence of multifocality (HR 1.97; 95 % CI 1.27, 3.02), tumor size > 10 mm (HR 2.07; 95 % CI 1.15, 3.83), age at diagnosis (HR 1.75; 95 % CI 1.07, 2.76), and architectural subtype (HR 1.63 solid vs. cribriform; 95 % CI 0.97, 2.88). Comedo necrosis and grade were not independent predictors of LR (Table 3). As a secondary analysis without restrictions on margin status (N = 718), there were 147 patients with positive/unknown margins. Adjusting for margin status, the HR for DCIS Score was 2.11 (95 % CI 1.43, 3.09; P < 0.001).
Table 3
Predictors of local recurrence in patients with DCIS treated by breast-conserving surgery alone with negative resection margins: multivariable analysis
Characteristic
N
HR (95 % CI)*
P value*
DCIS Score (HR/50 U)
571
1.68 (1.08, 2.62)
0.02
Multifocality
  
0.003
 Absent/unknown
457
1.0
 
 Present
114
1.97 (1.27, 3.02)
 
Tumor size
  
0.01§
 ≤10 mm
150
1.0
 
 >10 mm
140
2.07 (1.15, 3.83)
 
Age
  
0.03
 ≥50
459
1.0
 
 <50
110
1.75 (1.07, 2.76)
 
DCIS tumor subtype
  
0.04
 Cribriform
175
1.0
 
 Solid
358
1.63 (0.97, 2.88)
 
Other
38
2.75 (1.17, 6.04)
 
* Profile likelihood CI, likelihood ratio P value
§P value is for tumor size in cases where it is available
Missing values included as an indicator variable (not shown)

Local recurrence by DCIS Score risk group

Two-thirds (62.2 %) of women in the study cohort had a low risk score, 16.6 % had an intermediate risk score and 21.2 % had a high risk score. The 10-year rates of LR were 12.7, 33.0, and 27.8 %, respectively (log rank P < 0.001) (Fig. 2, panel a). The corresponding 10-year rates of invasive LR were 8.0, 20.9 and 15.5 % (P = 0.03) (Supplemental Fig. 1, panel a) and DCIS LR were 5.4, 14.1 and 13.7 % for DCIS LR for the low, intermediate and high DCIS Score groups, respectively (P = 0.002) (Supplemental Fig. 1, panel b).
We refit the multivariable model using a dichotomous indicator for the DCIS risk groups. The hazard ratio for cases in the intermediate/high DCIS Score group compared to those in the low-risk group was 1.88 (95 % CI 1.24, 2.87; P = 0.003). The 10-year rate of contralateral breast cancer in the BCS alone group with negative margins was 4.8 %. There was no difference in the rates of contralateral breast cancer (DCIS or invasive) according to risk group.

Subgroup analyses

We evaluated the rates of LR by age at diagnosis and the presence of baseline pathological features of DCIS. With the exception of the presence of multifocality, individuals in the low DCIS Score group had lower 10-year rates of LR than those in the intermediate or high score groups (Fig. 3). Excluding individuals with multifocal DCIS, the 10-year rates of LR for the low, intermediate and high DCIS Score groups were 9.7, 27.1, and 27.0 % (log rank P < 0.001) (Supplemental Fig. 2, panel a); the corresponding 10-year rates of invasive LR were 5.6, 16.7, and 16.3 % (P = 0.02); and, the 10-year rates of DCIS LR were 4.3, 11.4, and 12.1 %, respectively (P = 0.02). (Supplemental Fig. 2, panels b, c).
The DCIS Scores were weakly correlated with age at diagnosis and pathological features of DCIS (correlation coefficients ranged from (−0.03 to 0.47) (Supplementary Fig. 4, panels a–f).

Discussion

This study validates that the DCIS Score is significantly associated with the risk of LR (DCIS or invasive) in a population of patients diagnosed with pure DCIS treated with BCS alone with negative margins. We also found the DCIS Score is associated with the risk of invasive LR and DCIS LR and provides independent information on the risk of LR in individuals selected for treatment by BCS alone.
Most women diagnosed with DCIS will be candidates for BCS. The decision to recommend additional treatment such as radiation relies on estimates of the baseline risk of LR following treatment by BCS alone. For individuals estimated to have low LR risk, guidelines include the option for treatment by BCS alone; however, the ability to identify individuals at low risk of recurrence after treatment by BCS has been inconsistent. Current clinico-pathologic criteria do not reliably identify individuals with a low risk of LR [29]. As a result, studies report that 30–50 % of individuals with DCIS are treated by BCS alone including some individuals with higher risk DCIS who do not meet the eligibility criteria of the ECOG 5194 or RTOG 9804 clinical trials for low-risk DCIS [6, 22, 23, 32, 43]. In E5194 the 10-year LR rate among cases with low- or intermediate-grade DCIS and tumor size ≤ 2.5 cm was 14.6 and 19.0 % for those with small (≤1 cm) high-grade DCIS [39]. Our population-based cohort includes individuals with confirmed pure DCIS selected for treatment by BCS alone and despite having lower risk features compared to those treated with RT, the 10-year risk of LR was 19.2 % demonstrating that clinico-pathologic criteria alone are insufficient to reliably identify individuals with a low risk of recurrence [32].
Individuals in our population cohort were not as highly selected as those in the ECOG E5194 study; for example, 32 % had high-grade DCIS, 45 % had margin width between 1 and 3 mm. Despite these differences, the risks of LR in each pre-specified DCIS risk group were remarkably similar. The 10-year rates of LR for cases with low, intermediate or high scores were 12.7, 33.0, and 27.8 % compared to 10.6, 26.7 and 25.9 % reported in the E5194 analysis, respectively. These findings validate the DCIS Score as a predictor of LR in a more diverse, population-based cohort compared to participants of the E5194 study.
The DCIS Score was not strongly correlated with age at diagnosis, or pathologic features of DCIS. On multivariable analysis, other factors associated with the development of LR include the presence of multifocality, tumor size, age <50 years at diagnosis and subtype. Nuclear grade and comedo necrosis were not independent predictors of LR on multivariable analysis after adjustment for other characteristics. The significance of nuclear grade as a predictor of LR has not been consistently identified in past studies [10, 26, 39]. This may be related to the correlation of grade with other pathological features, variability of grading systems, inter-observer variability, or heterogeneity of grade within a DCIS lesion [4, 18, 28, 39].
There was consensus among the expert breast pathologists involved in this study to a priori define the presence of multifocal DCIS as the presence of at least two foci of DCIS separated by at least 5 mm [36]. In a previous analysis based on an institutional cohort, we found that the presence of multifocal DCIS was an independent predictor of LR [34]. We used the same definition in order to evaluate the impact of multifocality on the risk of LR in the population cohort. Using the predefined definition, 20 % of patients in the population cohort had multifocal DCIS. The 10-year risk of LR was 33.6 % for those with multifocality compared to 15.5 % for those without multifocal disease (adjusted HR 1.97; 95 % CI 1.27, 3.02; P = 0.003). The reasons why individuals with multifocal DCIS experienced a higher risk of LR are unclear. It is possible that the presence of multifocality is associated with a greater burden of residual disease or it may be a marker of molecular heterogeneity [3]. Among individuals without multifocality, the 10-year risk of LR among individuals with a low DCIS score was 9.7 % compared to 27.1 and 27.0 % for those with intermediate and high risk scores, respectively.
There are noteworthy clinical implications regarding our findings. Currently, the eligibility criteria for the E5194 and RTOG 9804 studies is used by clinicians to identify individuals with an expected low risk of LR following BCS (age > 50 years, nuclear grade 1 or 2, margins > 3 mm). For these women the role of routine radiation continues to be debated. Our results suggest that the DCIS Score can be of clinical utility particularly for individuals with low-risk features of DCIS to identify those at higher risk of recurrence who may benefit from further treatment. In addition, the DCIS Score provides individualized estimates of recurrence risk. This can help clinicians and patients better weigh recurrence risks against the potential benefits and toxicities of treatment.
The present study has several notable strengths. The study cohort is population-based and includes a more diverse population of individuals with DCIS selected for treatment by BCS alone. We performed an extensive, systematic pathologic review by expert breast pathologists using contemporary classifications to confirm the diagnosis of pure DCIS and a rigorous, predefined statistical analytical plan, including pre-specified cut-points for the DCIS Score and study objectives. We applied the same pre-specified cut-points for the DCIS Score used in the E5194 analysis and found that the DCIS Score is valid in a population of women with DCIS. The low-risk group appears to have a lower risk of LR than those in the intermediate or high-risk group (HR 0.53, 95 % CI 0.34, 0.80) (the study was not powered to evaluate difference between the intermediate and high-risk group). In addition, for the low-risk group, we did not observe a lower risk of LR with lower cut-points. We did observe a significant decrease in the rate of LR over time. However, for each time period, individuals in the low-risk DCIS Score group had a significantly lower risk of LR than those in the intermediate or high-risk groups. There was no interaction between the DCIS Score and year of diagnosis and the DCIS Score remained significantly associated with the risk of LR on multivariable analysis adjusting for year of diagnosis. The 10-year risk LR among individuals treated in year 2000–2003, with median follow-up interval was 7.9 years, was 12.1 %; for those in the low-risk DCIS Score group treated during this time period without multifocality, the 10-year risk of LR was 5.8 % (2.9–11.3 %) compared to 20.7 and 22.4 %, (P = 0.03) for the intermediate and high-risk DCIS Score groups.
The study has several potential limitations. Patients were not randomized and were selected for treatment by BCS alone based on clinico-pathologic features and patient preference. During the time interval of this study, many pathology reports lacked tumor size and resection margin width information [31, 40]. Therefore, margin width and tumor size data were incomplete. In addition, data on clinical presentation or family history of breast cancer which may predict for LR were not available [24]. Tamoxifen utilization during the time period of this study was limited. Complete data on tamoxifen usage (in younger women) was not available. Among women older than 65 years, only 17 % received tamoxifen and compliance was not available. However, 95 % of cases treated with BCS alone had ER-positive DCIS and therefore slightly lower event rates might be expected with tamoxifen administration [2, 5, 25].
In summary, we confirm that the DCIS Score independently predicts the risk of LR in a population of individuals with DCIS who were treated with BCS. The DCIS Score quantifies individualized risk of LR which can help guide treatment recommendations and help reduce over treatment for women at low risk and under treatment for those with a significant risk of recurrence who may benefit from further treatment.

Acknowledgments

This work was supported in part by funding from the Canadian Cancer Society Research Institute and by the Institute for Clinical Evaluative Sciences (ICES), which is funded by an annual grant from the Ontario Ministry of Health and Long-Term Care (MOHLTC). The opinions, results and conclusions reported in this paper are those of the authors and are independent from the funding sources. No endorsement by ICES or the Ontario MOHLTC is intended or should be inferred. Genomic Health, Inc. provided funding to the Sunnybrook Research Institution in support of this work. Dr. Rakovitch is the LC Campbell Chair for Breast Cancer Research.

Conflict of interest

This work was supported in part by funding from the Canadian Cancer Society Research Institute. Genomic Health, Inc. provided funding to the Sunnybrook Research Institution in support of this work. Dr. Baehner, Dr. Butler, Mr. Miller, Dr. Charbavaz, Dr. Anderson, and Dr. Jamshidian are employees of Genomic Health, Inc. and they own stock in Genomic Health, Inc. Dr. Shak is an executive level employee at Genomic Health, Inc. and owns stock in Genomic Health, Inc.
Open AccessThis article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.

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Metadaten
Titel
A population-based validation study of the DCIS Score predicting recurrence risk in individuals treated by breast-conserving surgery alone
verfasst von
Eileen Rakovitch
Sharon Nofech-Mozes
Wedad Hanna
Frederick L. Baehner
Refik Saskin
Steven M. Butler
Alan Tuck
Sandip Sengupta
Leela Elavathil
Prashant A. Jani
Michel Bonin
Martin C. Chang
Susan J. Robertson
Elzbieta Slodkowska
Cindy Fong
Joseph M. Anderson
Farid Jamshidian
Dave P. Miller
Diana B. Cherbavaz
Steven Shak
Lawrence Paszat
Publikationsdatum
01.07.2015
Verlag
Springer US
Erschienen in
Breast Cancer Research and Treatment / Ausgabe 2/2015
Print ISSN: 0167-6806
Elektronische ISSN: 1573-7217
DOI
https://doi.org/10.1007/s10549-015-3464-6

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