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. 2019 Jan 31;14(1):e0211337. doi: 10.1371/journal.pone.0211337

Prediction of local recurrence risk after neoadjuvant chemotherapy in patients with primary breast cancer: Clinical utility of the MD Anderson Prognostic Index

Laura L Michel 1,2,*, Laura Sommer 1,2, Rosa González Silos 3, Justo Lorenzo Bermejo 3, Alexandra von Au 1,2, Julia Seitz 1,2, André Hennigs 1,2, Katharina Smetanay 1,2, Michael Golatta 1,2, Jörg Heil 1,2, Florian Schütz 1,2, Christof Sohn 1,2, Andreas Schneeweiss 1,2, Frederik Marmé 1,2,*
Editor: William B Coleman4
PMCID: PMC6355200  PMID: 30703111

Abstract

Background

Locoregional recurrence after neoadjuvant chemotherapy for primary breast cancer is associated with poor prognosis. It is essential to identify patients at high risk of locoregional recurrence who may benefit from extended local therapy. Here, we examined the prediction accuracy and clinical applicability of the MD Anderson Prognostic Index (MDAPI).

Methods

Prospective clinical data from 456 patients treated between 2003 and 2011 was analyzed. The Kaplan-Meier method was used to examine the probabilities of locoregional recurrence, local recurrence and distant metastases according to individual prognosis score, stratified by type of surgery (breast conserving therapy or mastectomy). The possible confounding of the relationship between recurrence risk and MDAPI by established risk factors was accounted for in multiple survival regression models. To define the clinical utility of the MDAPI we analyzed its performance to predict locoregional recurrence censoring patients with prior or simultaneous distant metastases.

Results

Mastectomized patients (42% of the patients) presented with more advanced tumor stage, lower tumor grade, hormone-receptor positive disease and consequently lower pathological complete response rates. Only a few patients presented with high-risk scores (2,7% MDAPI≥3). All patients with high-risk MDAPI score (MDAPI ≥3) who developed locoregional recurrence were simultaneously affected by distant metastases.

Conclusion

Our data do not support a clinical utility of the MDAPI to guide local therapy.

Introduction

Locoregional recurrence (LRR) is associated with poor overall survival (OS).[1,2] It is essential to identify patients at high risk of LRR that might benefit from more radical local treatment (e.g. mastectomy or extended radiation fields) but at the same time to avoid overtreatment.

Neoadjuvant chemotherapy (NAC) is the treatment of choice for locally advanced primary breast cancer (PBC) but is also frequently used for early disease.[3,4] NAC increases breast conservation rates and offers the unique opportunity to evaluate response to treatment in vivo.

Chen et al. developed the MD Anderson Prognostic index (MDAPI) to identify patients that may benefit from an extended local therapy based on four independent risk factors for LRR after NAC and breast conserving therapy (BCT).[5] The MDAPI is composed of clinical nodal status, residual pathologic tumor size, pattern of residual disease and lymphovascular space invasion in the surgical specimen. Patients are assigned to a score between 0 and 4.[5]

However, only few reports have validated the MDAPI with conflicting results.[68]

Huang et al., assessed the MDAPI in 815 patients that received NAC followed by BCT or mastectomy (ME). For the few patients in the high-risk group (MDAPI 3/4), LRR rates were significantly lower for mastectomized patients, suggesting that the score might help to select patients for ME.[6]

Akay et. al validated the prognostic value of the MDAPI with regards to LRR in an independent cohort of 551 patients treated with BCT or ME. Among patients with high MDAPI (MDAPI 3/4), those treated with BCT (n = 13) had a significantly higher risk of LRR compared to those receiving ME (n = 59) (5-year LRR: 32%; vs. 6%).[8]

In contrast, Ishitobi et al. could not confirm a prognostic value of MDAPI to predict ipsilateral breast tumor recurrence (IBTR) in 375 patients who underwent BCT after NAC.

In all of these studies LRRs were counted as events regardless of whether they were the first sites of recurrence or occurred concomitantly with or after distant metastases (DM). However, preventing LRRs in patients with simultaneous or pre-existing DM is less important. In our study, we investigate the ability of the MDAPI score to predict the risk of LRR focusing on LRR as the first site of recurrence.

Materials and methods

Study cohort

Patient and tumor characteristics, therapy and follow-up of all patients referred to the Heidelberg breast cancer unit for diagnosis and treatment of PBC have been prospectively documented since January 1st, 2003 in our database. The study was approved by the ethics committee of the medical faculty, University of Heidelberg and was conducted according to the principles of the Declaration of Helsinki. Written informed consent was obtained from all participants.

We identified all patients treated with NAC between 2003 and 2011. To ensure a follow-up time of at least 5 years, patients diagnosed after 2011 were not enrolled in the study. Patients with DM, non-invasive, bilateral, recurrent or inflammatory disease or incomplete therapy (R1 resection, incomplete axillary staging, less than 50% of the planned chemotherapy, refusal of radiotherapy) were excluded.

Diagnostic and therapeutic procedures

Patients were assessed by physical examination, ultrasound of the breast and axillary nodes and mammography. Histology was obtained by core needle biopsy prior to NAC. Tumors were classified according to the St. Gallen surrogate definition for intrinsic subtypes. [9,10] DM were excluded by imaging. The 6th edition of the American Joint Committee on Cancer Breast Cancer Staging System was used for clinical and pathological staging. All (neo)adjuvant and locoregional therapies were determined by an interdisciplinary tumor board.

Chemotherapy regimens followed our institutional protocols and were anthracycline- and/or taxane-based. 12,4% of HER2 positive patients were treated before the approval of trastuzumab in 2005/2006 and did not receive trastuzumab. Surgery was performed within four weeks after chemotherapy. Patients with clinically node-negative disease underwent sentinel lymph node biopsy before NAC. Patients with involved sentinel nodes or clinically node-positive disease received complete axillary dissection at the time of breast surgery.

Pathological complete response (pCR) was defined as no residual invasive cancer in the breast and lymph nodes. Adjuvant radiotherapy and endocrine therapy was performed according to national guidelines.

Statistical methods

The MDAPI was calculated for each patient as previously described.[5] Patients were grouped into 3 risk groups; low-risk: MDAPI 0&1, intermediate-risk: 2, and high-risk: 3&4, analogous to previous publications.[5,7,8] A formal sample size calculation was not performed, as the distribution to the specific risk groups was a priori unknown and we wanted to include all patients with a long enough follow-up making up a modern and large enough cohort to allow to explore the practical utility of the score.

We performed uni- and multivariate analysis of the entire cohort and stratified by type of surgery (BCT/ME) to validate the prognostic performance of the MDAPI and to identify additional risk factors for LRR, defined as ipsilateral recurrence within the breast, the thoracic wall or the axillary lymph nodes, LR, defined as recurrence within the ipsilateral breast or thoracic wall and DM. To test the clinical utility of MDAPI, LRR estimates were calculated 1.) counting LRR as an event regardless if it was the only or first site of recurrence, and 2.) censoring patients at the time of diagnosis of DM if these occurred prior, at the same time or within up to 3 months after LRR.

Patient and tumor characteristics in women undergoing BCT vs. ME were compared using chi-square tests. Time to LR, LRR or DM was calculated from the start of therapy. Survival times of patients who were alive and did not experience specific (locoregional, local or distant disease) recurrences at last follow up were considered censored.

Kaplan-Meier curves, log-rank tests and univariate survival regression models were used to investigate the association between the risk of recurrence and MDAPI, for all patients and stratified by type of surgery. Multiple survival regression analyses were conducted to adjust for the possible confounder effects of established prognostic factors. All statistical tests were two-sided and probability values smaller than 0.05 were considered statistically significant. Statistical analyses were conducted using SAS version 9.4 and survival curves were drawn using the R software environment for statistical computing.

Results

456 patients matched all in- and exclusion criteria (Fig 1). Patient and tumor characteristics are summarized in Table 1. Median follow up was 59 months (range, 6–142 months). 264 patients (57.9%) were treated with BCT and 192 (42.1%) with ME.

Fig 1. CONSORT diagram.

Fig 1

Table 1. Main patient and tumor characteristics in the investigated collective and stratified by surgical procedure.

Variable Level Patients BET % ME % Pvalue
Age -41 124 60 22.7 64 33.3 0.09
42–47 103 64 24.2 39 20.3
48–56 118 70 26.5 48 25.0
57+ 111 70 26.5 41 21.4
cT 0–1 31 19 7.2 12 6.3 <0.0001
2 305 208 78.8 97 50.5
3 93 31 11.7 62 32.3
4 27 6 2.3 21 10.9
cN 0 190 130 49.2 60 31.3 0.001
1 231 119 45.1 112 58.3
2 14 7 2.7 7 3.7
3 21 8 3.0 13 6.8
AJCC-CS IA 15 8 3.0 7 3.7 <0.0001
IIA 156 112 42.4 44 22.9
IIB 170 107 40.5 63 32.8
IIIA 72 23 8.7 49 25.5
IIIB 22 6 2.3 16 8.3
IIIC 21 8 3.0 13 6.8
Mol. ST Her2 50 27 10.9 23 12.8 0.09
LmA 67 36 14.5 31 17.2
LmBneg 123 64 25.8 59 32.8
LmBpos 67 38 15.3 29 16.1
TNBC 121 83 33.5 38 21.1
Grading 1 8 6 2.3 2 1.1 0.001
2 197 95 36.7 102 54.3
3 242 158 61.0 84 44.7
ER 0 181 117 44.8 64 33.5 0.02
1 271 144 55.2 127 66.5
PR 0 223 147 56.3 76 39.8 0.001
1 229 114 43.7 115 60.2
Her2 0 346 202 77.7 144 75.4 0.60
1 105 58 22.3 47 24.6
Ki67% 0–25 156 86 38.6 70 42.4 0.30
25–50 106 56 25.1 50 30.3
50–75 57 35 15.7 22 13.3
75–100 69 46 20.6 23 13.9
ypT 0 118 86 33.1 32 16.8 <0.0001
1 179 112 43.1 67 35.1
2 95 47 18.1 48 25.1
3 33 2 0.8 31 16.2
4 4 1 0.4 3 1.6
is 22 12 4.6 10 5.2
ypN 0 244 160 70.8 84 47.2 <0.0001
1 105 57 25.2 48 27.0
2 39 6 2.7 33 18.5
3 16 3 1.3 13 7.3
AJCC-PS 0 130 91 34.7 39 20.6 <0.0001
IA 117 79 30.2 38 20.1
IB 10 6 2.3 4 2.1
IIA 90 61 23.3 29 15.3
IIB 35 13 5,0 22 11.6
IIIA 50 8 3.0 42 22.2
IIIB 3 1 0.4 2 1.1
IIIC 16 3 1.2 13 6.9
pCR 0 356 195 73.9 161 83.9 0.01
1 100 69 26.1 31 16.2
L-Status 0 374 235 89.0 139 72.4 <0.0001
1 82 29 11.0 53 27.6
Multifocal 0 382 236 89.4 146 76.0 <0.0001
1 74 28 10.6 46 24.0
MDAPI 0 225 166 62.9 59 30.7 <0.0001
1 154 77 29.2 77 40.1
2 65 18 6.8 47 24.5
3 9 3 1.1 6 3.1
4 3 0 0.0 3 1.6

Abbreviations: AJCC-CS: American Joint Committee on Cancer (AJCC)–clinical stage; Mol.ST: molecular subtype, ER: estrogen receptor; PR: progesterone receptor, AJCC-PS: AJCC—pathological stage; Bold represents probability values under 0.05

Patients treated with ME had more advanced disease (cT3/4: 43% vs. 14%; cN+: 28% vs. 11%; clinical AJCC stage III: 41% vs. 14%; pathological AJCC stage III: 30% vs. 8%), lower tumor grades (G3: 45% vs. 61%), more often HR-positive tumors (60% vs. 44%) and consequently lower pCR rates (16% vs. 26%) than patients treated with BCT.

21.9% of patients achieved a pCR (ypT0/is ypN0). pCR rates were highest in luminal B/Her2 positive (45.1%) and HER2 positive/non-luminal tumors (40,7%) and lowest in luminal A-like tumors (4.3%).

All patients with BCT were treated with adjuvant radiotherapy to the breast with tangential fields. 82.3% of ME patients received radiotherapy to the chest wall and 49% of all patients received radiotherapy to the regional lymph nodes, including all patients with an MDAPI 4, 88% with MDAPI 3, 71% with MDAPI 2, 66% with MDAPI 1 and 34.5% with MDAPI 0.

Most patients had low (379, 83%) and intermediate-risk (65, 14%) MDAPI scores. Patients with BCT had lower MDAPI compared to mastectomized patients (low: 92% vs. 71%; intermediate: 6.8% vs. 24.5% and high-risk: 1.1% vs. 4.7%; p<0.0001). Only 1.1% of patients with BCT were classified as MDAPI high-risk. 75% of MDAPI high-risk and 72% of MDAPI intermediate-risk patients received ME, compared to only 35% of MDAPI low-risk patients. Numbers in the MDAPI high-risk group were overall small (12 patients, 2.6%), limiting statistical power to identify potential treatment effects in this subgroup.

Within the follow up time 27 (5.9%) and 40 (8.7%) patients developed LRs and LRRs, respectively, whereas 94 (20.6%) presented with DM. 15 (37.5%) LRRs were diagnosed after or simultaneously (within 3 months) with DM. 25 (5.5%) patients presented with isolated LRR (Fig 1).

To evaluate the local risk of recurrence we calculated 5-year LR-free survival (LRFS) rates and 5-year LRR-free survival (LRRFS) rates stratified by surgical procedure. The overall 5-year LRFS rate was 94% (95% CI: 91% to 96%). The corresponding rates stratified by MDAPI risk groups were 95%, 84%, and 89% for the low, intermediate and high-risk group, respectively (p = 0.005; Fig 2A).

Fig 2.

Fig 2

Kaplan-Meier curves for LR (A), LRR (B), LRRw/oDM (C) and DM (D) stratified by MDAPI score groups and surgical procedure (BCT/ME).

Differences in 5-year LRFS rates between BCT (95%) and ME (92%) did not reach statistical significance. Also, patient stratification according to MDAPI revealed no differences between BCT and ME in neither risk group (low: 96% vs. 95%; intermediate: 83% vs. 84%; high-risk: 100% vs. 85%).

None of the three patients with a high-risk MDAPI treated by BCT had LR whereas 1 out of 9 (15%) mastectomized patients with high-risk MDAPI had a LR. However, numbers are too small to draw conclusions with regard to potential therapy effects in the high-risk MDAPI group (S1 Table).

Kaplan-Meier curves for LRR irrespective of previous or synchronous DM are shown in Fig 2B.

The Kaplan-Meier 5-year LRRFS estimate was 92%, 81% and 77% for the low, intermediate and high-risk group, respectively (p = 0.03). Within the low and intermediate-risk groups no significant differences were found in 5-year LRRFS estimates between the BCT and ME groups (92% vs. 91%, 81% vs. 82%). Numbers in the high-risk group were too small to allow formal statistical analysis, however none of the three BCT patients in this group had LRR compared to 2 out of 9 patients with ME (S1B Table).

To evaluate the risk of DM we calculated 5-year DMFS rates (Fig 2D). The MDAPI correlated significantly with the DMFS in the overall group (low: 86%, intermediate: 66%, high-risk: 39%; p = <0.001). Patients with BCT had higher rates of DMFS compared to mastectomized patients in the overall group (87% vs. 73%) as well as in the low and intermediate-risk MDAPI groups, but not in the high-risk group (low: 89% vs. 79%; intermediate: 77% vs. 62%; high-risk: 28% vs. 42%) (S1 Table).

To focus on isolated LRR events, the event of LRR was only counted if no DM were diagnosed before, simultaneously or within 3 months after diagnosis of LRR (LRRw/oDM), (Fig 2C). 25 patients presented with LRRw/oDM. The overall 5-year LRRw/oDM-free survival rate was 93%. LRRw/oDM for patients with low and intermediate MDAPI differed numerically but results did not reach statistical significance: overall: 94% vs. 89% (p = 0.3), BCT: 93% vs. 94% (p = 0.99), ME: 96% vs. 87% (p = 0.2). No event occurred in the high-risk group (12 patients), indicating that all LRR events in the high-risk group described in the analyses before occurred in patients with prior or simultaneous DM (S1C Table).

Univariate survival analyses revealed that ER status, lymph node status and multifocal lesions were associated with LRR-risk. The MDAPI showed a poor ability to discriminate patients at high risk of LRR (p = 0.07) (Table 2).

Table 2. Results from univariate and multiple survival analyses on LRR.

Univariate Multiple
Variable Level Patients Events HR 95% CI Pvalue HR 95% CI Pvalue
Age -41 123 18 Ref. 0.09 Ref. 0.10
42–47 103 9 0.61 0.27 1.38 0.62 0.27 1.44
48–56 116 8 0.51 0.22 1.18 0.60 0.25 1.40
57+ 108 5 0.31 0.11 0.83 0.27 0.09 0.82
ER 0 177 20 Ref. 0.04
1 269 19 0.52 0.27 0.97
L-Status 0 369 26 Ref. 0.005
1 81 14 2.56 1.34 4.92
Multifocal 0 376 29 Ref. 0.03 Ref. 0.01
1 74 11 2.14 1.06 4.29 2.50 1.20 5.20
MDAPI 0 220 14 Ref. 0.07
1 154 13 1.30 0.61 2.77
2 64 11 2.71 1.23 5.99
3 9 2 4.42 1.00 19.5
4 3 0

Abbreviations: HR: Hazard ratio; CI: confidence interval; ER: estrogen receptor

Bold represents probability values under 0.05

Survival differences among subtypes did not reach statistical significance. This is mostly due to the limited sample sizes of separated MDAPI high risk groups. Therefore, the molecular subtypes were not considered in the multiple survival analyses (Table 2).

Discussion

In the present study we aimed to investigate the clinical utility of the MDAPI to guide local therapy based on a patient cohort as up-to-date and as large as possible. To ensure a patient follow-up of at least 5 years, we excluded all patients diagnosed after 2011.

Chen et al. developed the MDAPI to stratify patients undergoing BCT with respect to their risk of local recurrence. This work demonstrated that patients with high MDAPI scores are at higher risk of local recurrence [5,11]. The question that arises from this observation inevitably is, whether such patients would benefit from more radical local therapies, e.g. mastectomy. In fact two subsequent studies on the MDAPI also included mastectomized patients following its initial development and confirmed this hypothesis[6,8]. Both studies showed that in patients with an MDAPI of 3–4, mastectomy was associated with significantly lower rates of local recurrence.

We wanted to validate the clinical utility and potential impact on local management of the MDAPI in a modern world clinical setting and therefore also included mastectomized patients. By comparing local recurrence rates of BCT and mastectomized patients within the same MDAPI group we intended to investigate whether specific MDAPI groups benefit from extended surgical therapy.

We found that patients treated with ME had locally more advanced tumors, a lower tumor grade, more often PR-positive tumors and were less likely to achieve a pCR. Patients with lower tumor grades and HR-positive disease have worse tumor response to NAC which might explain the observed higher ME rates in these patients.[4] ME was associated with higher MDAPI scores. The MDAPI was not used for clinical decision making in our study, however, all 4 variables constituting the score were significantly associated with ME, indicating, that these factors play an important role in clinical decision making for locoregional therapy in our clinical practice.

The MDAPI did not discriminate patients at high risk of LR in a useful manner: High-risk patients had even slightly higher 5-year LRFS rates (89%) compared to the intermediate-risk group (84%). Similar results were observed in the ME group. The high-risk-MDAPI group of BCT patients was comprised of only three patients (out of an entire 450) and none of these experienced either an LR or LRR event (S1 Table).

We found no significant differences in the LRRFS between BCT and ME patients in the low and intermediate-risk group. Due to the low number of patients (n = 12) and events (n = 3) in the high-risk group we were not able to draw conclusions for this group, even though all local and locoregional events occurred in mastectomized patients and all of these also experienced prior or synchronous DM (S1 Table). These results argue against the clinical utility of the MDAPI to guide surgical decision making. Overall, our data suggests that patients in the BCT group received effective local and locoregional treatment. Interestingly, the majority of ME patients (71%) also presented with a low-risk MDAPI. We tried to identify reasons for ME in this group and identified 20 patients with multicentric tumors and 57 patients with cT3/cT4 tumors before NAC (34 of them with ypT3/ypT4 after NAC). It might be interesting to evaluate the use of the MDAPI to identify patients with low risk of LRR to prevent local overtreatment. However, an extensive DCIS component or micro-calcifications as well as patients’ choice could also have contributed to this observation and these cases may not be amenable to less radical surgery.

The cumulative 5-year DM risk was about twice as high as the LRR risk (19% vs. 10%). Interestingly, MDAPI led to a more distinct stratification of risk groups for DM (low: 14%; intermediate: 34% and high-risk: 61%; p<0.001) than for LRR (low: 8%, intermediate: 19% and high-risk: 23%; p = 0.03). Only 25 of the 40 patients with local failure presented with isolated LRR most of them occurring in the low-risk group (n = 19), only 6 in the intermediate–risk and none in the high-risk group. Of note, 5 events within the intermediate-risk group occurred in ME patients and could not have been prevented by adapting surgical strategy. All of the 6 patients received complete axillary lymph node dissection. As the prevention of local failure is likely to benefit only those patients without prior or simultaneous DM this limits the clinical utility further, as none of the patients in the MDAPI high-risk group developed isolated LRR. Prognosis in these patients is dominated by distant recurrences.

A general problem in our study was the skewed distribution of patients between MDAPI risk-groups, with only 2.7% MDAPI high-risk patients. This is similar to the initial report from the MD Anderson Cancer Center, with 83% low-risk and only 3.6% high-risk patients (none with MDAPI 4).[5] However, this initial study only reported on BCT patients, which inevitably leads to a shift to lower scores. The two validation studies that also included patients with ME and BCT, demonstrated considerably larger and clinically more relevant high-risk groups (Huang et al.: 10%; Akay et al.: 13%).[6,8] In both studies higher ME rates were observed compared to our study (both 59% vs. 42%).[6,8] These differences might reflect changes in the use of neoadjuvant chemotherapy over time, which was initially mostly used for locally advanced PBC but has now been accepted as a standard for early breast cancer.[12,13] The studies of Huang et al. and Akay et al. included patients treated between 1974–2000 and 2001–2005, respectively, whereas patients in our study were treated between 2003–2011. The introduction of (neo)adjuvant trastuzumab for HER2+ patients in 2005/2006 might also have influenced MDAPI score distribution to some extent. Our study is an observational study. Our major aim was to describe the clinical utility of the MDAPI score in the investigated patient collective, reported findings should be validated in future, independent trials.

Given recent advance in molecular profiling, this information should be included into the MDAPI either by subgroup-analysis or by an extension of the MDAPI.

In conclusion, our data do not confirm a clinical utility of the MDAPI to guide local therapy in patients with PBC. This is mainly due to extremely low numbers of patients in the high-risk category as well as the competing risk of distant metastasis dominating prognosis in these patients.

Supporting information

S1 Table

5-year LR (A), 5-year LRR (B), 5-year LRR without DM (C) and 5-year DM rates (D) stratified by MDAPI risk groups and surgical procedure.

(PDF)

S2 Table. Results from univariate and multiple survival analyses on LRRw/oDM.

Abbreviations: HR: Hazard ratio; CI: confidence interval.

Bold represents probability values under 0.05

(PDF)

S3 Table. De-identified data set.

De-identified data set that was used to reach the conclusions drawn in the manuscript

(XLS)

Data Availability

An anonymised, minimal data set is available as a Supporting Information file and accompanies the article.

Funding Statement

There was no dedicated funding received for the study. The authors are employees of the University Hospital Heidelberg and research was performed as part of their clinical/scientific attachment. There was no additional external funding related to this study.

References

  • 1.Clarke M, Collins R, Darby S, Davies C, Elphinstone P, Evans V, et al. Effects of radiotherapy and of differences in the extent of surgery for early breast cancer on local recurrence and 15-year survival: an overview of the randomised trials. Lancet. 2005;366: 2087–2106. 10.1016/S0140-6736(05)67887-7 [DOI] [PubMed] [Google Scholar]
  • 2.Rouzier R, Extra JM, Carton M, Falcou MC, Vincent-Salomon A, Fourquet A, et al. Primary chemotherapy for operable breast cancer: incidence and prognostic significance of ipsilateral breast tumor recurrence after breast-conserving surgery. J Clin Oncol. 2001;19: 3828–3835. 10.1200/JCO.2001.19.18.3828 [DOI] [PubMed] [Google Scholar]
  • 3.Kaufmann M. Recommendations From an International Expert Panel on the Use of Neoadjuvant (Primary) Systemic Treatment of Operable Breast Cancer: An Update. Journal of Clinical Oncology. 2006;24: 1940–1949. 10.1200/JCO.2005.02.6187 [DOI] [PubMed] [Google Scholar]
  • 4.Marmé F, Aigner J, Lorenzo Bermejo J, Sinn P, Sohn C, Jäger D, et al. Neoadjuvant epirubicin, gemcitabine and docetaxel for primary breast cancer: long-term survival data and major prognostic factors based on two consecutive neoadjuvant phase I/II trials. Int J Cancer. 2013;133: 1006–1015. 10.1002/ijc.28094 [DOI] [PubMed] [Google Scholar]
  • 5.Chen AM, Meric-Bernstam F, Hunt KK, Thames HD, Outlaw ED, Strom EA, et al. Breast conservation after neoadjuvant chemotherapy. Cancer. 2005;103: 689–695. 10.1002/cncr.20815 [DOI] [PubMed] [Google Scholar]
  • 6.Huang EH, Strom EA, Perkins GH, Oh JL, Chen AM, Meric-Bernstam F, et al. Comparison of risk of local-regional recurrence after mastectomy or breast conservation therapy for patients treated with neoadjuvant chemotherapy and radiation stratified according to a prognostic index score. Int J Radiat Oncol Biol Phys. 2006;66: 352–357. 10.1016/j.ijrobp.2006.04.046 [DOI] [PubMed] [Google Scholar]
  • 7.Ishitobi M, Ohsumi S, Inaji H, Ohno S, Shigematsu H, Akiyama F, et al. Ipsilateral breast tumor recurrence (IBTR) in patients with operable breast cancer who undergo breast-conserving treatment after receiving neoadjuvant chemotherapy: risk factors of IBTR and validation of the MD Anderson Prognostic Index. Cancer. 2012;118: 4385–4393. 10.1002/cncr.27377 [DOI] [PubMed] [Google Scholar]
  • 8.Akay CL, Meric-Bernstam F, Hunt KK, Grubbs EG, Bedrosian I, Tucker SL, et al. Evaluation of the MD Anderson Prognostic Index for local-regional recurrence after breast conserving therapy in patients receiving neoadjuvant chemotherapy. Ann Surg Oncol. 2012;19: 901–907. 10.1245/s10434-011-2006-7 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9.Goldhirsch A, Wood WC, Coates AS, Gelber RD, Thürlimann B, Senn H-J, et al. Strategies for subtypes—dealing with the diversity of breast cancer: highlights of the St. Gallen International Expert Consensus on the Primary Therapy of Early Breast Cancer 2011. 2011. pp. 1736–1747. 10.1093/annonc/mdr304 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Goldhirsch A, Winer EP, Coates AS, Gelber RD, Piccart-Gebhart M, Thürlimann B, et al. Personalizing the treatment of women with early breast cancer: highlights of the St Gallen International Expert Consensus on the Primary Therapy of Early Breast Cancer 2013. 2013. pp. 2206–2223. 10.1093/annonc/mdt303 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.Chen AM, Meric-Bernstam F, Hunt KK, Thames HD, Oswald MJ, Outlaw ED, et al. Breast conservation after neoadjuvant chemotherapy: the MD Anderson cancer center experience. J Clin Oncol. 2004;22: 2303–2312. 10.1200/JCO.2004.09.062 [DOI] [PubMed] [Google Scholar]
  • 12.Hennigs A, Riedel F, Marmé F, Sinn P, Lindel K, Gondos A, et al. Changes in chemotherapy usage and outcome of early breast cancer patients in the last decade. Breast Cancer Res Treat. 2016;160: 491–499. 10.1007/s10549-016-4016-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 13.Senkus E, Kyriakides S, Ohno S, Penault-Llorca F, Poortmans P, Rutgers E, et al. Primary breast cancer: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Annals of oncology: official journal of the European Society for Medical Oncology / ESMO. 2015. pp. v8–30. 10.1093/annonc/mdv298 [DOI] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

S1 Table

5-year LR (A), 5-year LRR (B), 5-year LRR without DM (C) and 5-year DM rates (D) stratified by MDAPI risk groups and surgical procedure.

(PDF)

S2 Table. Results from univariate and multiple survival analyses on LRRw/oDM.

Abbreviations: HR: Hazard ratio; CI: confidence interval.

Bold represents probability values under 0.05

(PDF)

S3 Table. De-identified data set.

De-identified data set that was used to reach the conclusions drawn in the manuscript

(XLS)

Data Availability Statement

An anonymised, minimal data set is available as a Supporting Information file and accompanies the article.


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