Abstract
The response of human epidermal growth factor receptor2 (HER2)- positive breast cancer (BC) patients to anti-HER2 targeted therapy is significant. However, the response is not uniform and a proportion of HER2-positive patients do not respond. This study aims to identify predictors of response in the neoadjuvant treatment and to assess the discordance rate of HER2 status between pre- and post-treatment specimens in HER2-positive BC patients. The study group comprised 500 BC patients treated with neoadjuvant chemotherapy (NACT) and/or neoadjuvant anti-HER2 therapy and surgery who had tumours that were 3+ or 2+ with HER2 immunohistochemistry (IHC). HER2 IHC 2+ tumours were classified into five groups by fluorescence in situ hybridisation (FISH) according to the 2018 ASCO/CAP guidelines of which Groups 1, 2 and 3 were considered HER2 amplified. Pathological complete response (pCR) was more frequent in HER2 IHC 3+ tumours than in HER2 IHC 2+/HER2 amplified tumours, when either in receipt of NACT alone (38% versus 13%; p = 0.22) or neoadjuvant anti-HER2 therapy (52% versus 20%; p < 0.001). Multivariate logistic regression analysis showed that HER2 IHC 3+ and histological grade 3 were independent predictors of pCR following neoadjuvant anti-HER2 therapy. In the HER2 IHC 2+/HER2 amplified tumours or ASCO/CAP FISH Group 1 alone, ER-negativity was an independent predictor of pCR following NACT and/or neoadjuvant anti-HER2 therapy. In the current study, 22% of HER2-positive tumours became HER2-negative by IHC and FISH following neoadjuvant treatment, the majority (74%) HER2 IHC 2+/HER2 amplified tumours. Repeat HER2 testing after neoadjuvant treatment should therefore be considered.
Introduction
Approximately 15% of invasive breast cancers (BCs) are human epidermal growth factor receptor2 (HER2) positive, defined as showing HER2 gene amplification or protein overexpression, and such tumours have been shown to be sensitive to anti-HER2 targeted therapy [1,2,3]. Currently, a combination of sequential chemotherapy and anti-HER2 therapy is the standard treatment for HER2-positive BC both in the neoadjuvant and adjuvant setting [4]. Immunohistochemistry (IHC) and/or in situ hybridisation (ISH) is routinely used to evaluate the HER2 status for treatment selection.
The current American Society of Clinical Oncology/College of American Pathologists (ASCO/CAP) guidelines regard HER2 IHC score 3+ as positive, score 2+ as equivocal and scores 0 and 1+ as negative [5]. If the IHC result is score 2+, such patients are tested for HER2 amplification by ISH; most commonly fluorescence in situ hybridisation (FISH), to assess the average HER2 gene and chromosome enumeration probe 17 (CEP17) copy numbers (CNs) per carcinoma cell and the ratio of these [5]. The 2018 ASCO/CAP guidelines divide HER2 FISH status into five groups (Table 1) [5].
For HER2-positive BC, defined as either IHC 3+ or IHC 2+ with HER2 amplification, neoadjuvant chemotherapy (NACT) plus neoadjuvant anti-HER2 therapy is an effective treatment option [4]. The pathological complete response (pCR) rate at the time of surgery is commonly used as an endpoint in clinical trials and a predictor of good prognosis in HER2-positive BC with neoadjuvant treatment [6,7,8]. The most widely-agreed definition of pCR is no residual invasive carcinoma both in the breast and axillary lymph nodes regardless of the presence of residual ductal carcinoma in situ (DCIS) (ypT0/is ypN0) [8].
Retrospective studies of HER2-positive BC patients who have received NACT plus neoadjuvant anti-HER2 therapy have reported a higher rate of pCR in IHC 3+ compared to IHC 2+/HER2 amplified tumours [9]. However, little attention has been paid to predictors of pCR among the different ASCO/CAP FISH groups. In addition, some clinical trials showed that pCR rates are lower in oestrogen receptor (ER)-positive/HER2-positive BC than in ER-negative/HER2-positive BC [10,11,12]. It remains unclear if this holds true for the different ASCO/CAP FISH amplified groups.
Meanwhile, others studies have reported discordant HER2 status between the pre-treatment biopsy and the post-treatment surgical specimen [13,14,15,16,17,18]. Loss of HER2-positivity in the residual tumour has been reported to be associated with a poorer outcome compared to tumours that remain HER2-positive following neoadjuvant treatment [16,17,18]. The change in HER2 status may also affect the selection of post-neoadjuvant treatment. However, there is no consensus on whether or not repeat HER2 testing in post-neoadjuvant residual disease should be performed in routine practice.
In this study, we have analysed 500 invasive BCs with HER2 IHC 3+, or IHC 2+ for which HER2 FISH data were available, from patients who received NACT and/or neoadjuvant anti-HER2 therapy with subsequent therapeutic surgery. Our aim was to evaluate the relationship between HER2 categories and pCR alongside other variables. We also report the level of concordance for HER2 and the ASCO/CAP FISH groups between the pre- and post-treatment specimens in this study cohort.
Materials and methods
Study cohort
A total of 500 invasive BCs with HER2 IHC 3+ or IHC 2+ for which HER2 FISH data were available from patients who received NACT and/or neoadjuvant anti-HER2 therapy with subsequent therapeutic surgery between 2013 and 2020 were included. Exclusion criteria were: (1) no information of HER2 gene CN or HER2/CEP17 ratio in pre-treatment specimens for IHC 2+ tumours; (2) patients treated with neoadjuvant hormonal therapy alone; (3) lack of data on pathological response in the surgical specimen. Therefore 75 of the 575 patients were excluded. The majority of patients were treated at Nottingham University Hospitals NHS Trust, Nottingham (n = 254) with additional patients from the following nine institutions: Addenbrookes Hospital, Cambridge; University Hospitals Birmingham NHS Foundation Trust; University Hospitals of Leicester NHS Trust; St. Vincent’s University Hospital, Dublin; University Hospital Galway, Galway; Burney Breast Unit, St Helens and Knowsley Teaching Hospital NHS Trust, Liverpool; Guy’s and St Thomas’ NHS Foundation Trust, London; Ninewells Hospital, Dundee; University of Turin, Turin Italy. Patients with tumours that demonstrated an HER2 IHC score of 2+ but that were non-amplified with FISH were included as a control group (n = 151).
Patients were considered eligible for anti-HER2 therapies if their tumours showed a HER2 IHC score of 3+, or 2+ with a ratio ≥2.0 regardless of the HER2 CN or if the HER2 gene CN was ≥6, as recommended by UK guidelines (corresponding to ASCO/CAP FISH Groups 1, 2 and 3) [19]. Treatment was given according to institutional guidelines. Exact neoadjuvant regimens and number of cycles varied slightly but patients were divided into four groups according to the neoadjuvant treatment received: chemotherapy alone; chemotherapy with trastuzumab; chemotherapy with dual anti-HER2 agents (i.e. trastuzumab with either pertuzumab or lapatinib) and anti-HER2 therapy alone.
pCR was defined as no residual invasive carcinoma in both breast and axillary lymph nodes regardless of the presence of residual DCIS (ypT0/is ypN0) [8]. Histological grade was evaluated according to the Nottingham modification of the Scarff-Bloom-Richardson system on the pre-treatment specimens [20]. All of the histopathological data used in the analysis were derived from the original pathology reports.
Immunohistochemistry and FISH assay
IHC for ER and progesterone receptor (PR), and both HER2 IHC and FISH for HER2 in pre- and post-treatment specimens were assessed as per UK guidelines [19, 21]. HER2 IHC was scored as positive (3+), equivocal (2+) or negative (1+/0), and IHC score 2+ patients were tested for HER2 amplification by FISH [19]. As per the 2018 ASCO/CAP guidelines, HER2 FISH status was assigned to one of five groups (Table 1) [5]. However, it was impossible to completely follow the recommendation for concomitant IHC review and reassessment and recounting of FISH slides in the less common FISH patterns (Groups 2, 3 and 4) owing to the retrospective nature of this study. In this study, ASCO/CAP FISH Groups 1, 2 and 3 were defined as HER2 amplified according to UK guidelines, which differ from 2018 ASCO/CAP guidelines where Group 2 tumours are now considered non-amplified [19]. According to CEP17 CN, chromosome 17 (chr 17) status was defined as monosomy of chr17 (m17) if <1.5, normal chr17 (n17) if ≥1.5 but <3.0, and polysomy of chr17 (p17) if ≥3.0 average CN per carcinoma cells [22, 23]. For ER and PR, tumours were classified as positive when there was ≥1 % nuclear staining in invasive carcinoma cells [21].
Statistical analysis
Statistical analysis was performed using EZR (Saitama Medical Center Jichi Medical University; http://www.jichi.ac.jp/saitama-sct/SaitamaHP.files/statmed.html), which is a graphical user interface for R (The R Foundation for Statistical Computing, Vienna, Austria, version 2.13.0) [24]. Associations between clinicopathological variables and pCR were examined with Fisher’s exact tests or Pearson’s χ2 test, as appropriate. A logistic regression model was applied to evaluate the effect of covariates on pCR. If a variable remained at a level of p value ≤ 0.15, it was incorporated into the final multivariable model [25]. Comparison between pre- and post-treatment receptor status was assessed by McNemar’s test. A p value ≤ 0.05 was considered statistically significant. This study was approved by the Nottingham Research Tissue Bank Access Committee under the IRAS Project ID: 184265. Data collected were fully anonymised.
Results
Patient characteristics
Table 2 shows the demographic and treatment characteristics of the study cohort by HER2 categories. The median age at diagnosis was similar amongst all the groups. The tumour histological type was most commonly invasive breast carcinoma of no special type (NST), whilst histological grade was predominantly 2 or 3 across the whole cohort. ER and PR were both more often negative in IHC 3+ tumours than in other groups (p < 0.001). As expected, patients with HER2-positive tumours were significantly more likely to receive anti-HER2 therapy (p < 0.001). Chemotherapy with trastuzumab was the main neoadjuvant treatment in patients with tumours that were HER2 IHC 3+ or IHC 2+ within the HER2 amplified group (ASCO/CAP FISH Groups 1, 2 and 3), while all patients within the HER2 non-amplified group (Groups 4 and 5) received chemotherapy alone. An anthracycline- and taxane-based chemotherapy regimen was received by the majority of patients across all groups, but the number of patients treated without an anthracycline regimen was significantly higher in Group 1 (p < 0.001).
HER2 categories and pathologic complete response
Comparisons of pCR rate within the HER2 categories were made according to ER and PR status and whether anti-HER2 therapy was given (Fig. 1). For whole patients, relationship between treatment regimens and pCR rate among various HER2 categories was different (Fig. 1A). For IHC 3+ tumours, the pCR rate was 37.5% (n = 6/16) for patients treated with chemotherapy alone and 51.8% (85/164) following anti-HER2 therapy. Among IHC 2+ tumours, the pCR rate following chemotherapy alone was as follows: 12.5% (2/16) in the HER2 amplified group (Groups 1, 2 and 3); 12.5% (1/8) in Group 1; 16.7% (1/6) in Group 2; 0% (0/2) in Group 3; 12.6% (19/151) in the HER2 non-amplified group (Groups 4 and 5). The pCR rate in IHC 2+ tumours when anti-HER2 therapy was also given was as follows: 20.3% (31/153) in HER2 amplified tumours (Groups 1, 2 and 3); 20.2% (21/104) in Group 1; 21.4% (9/42) in Group 2; and 14.3% (1/7) in Group 3. Thus, IHC 3+ tumours had higher rates of pCR than IHC 2+/HER2 amplified tumours, when either in receipt of chemotherapy alone (37.5% versus 12.5%; p = 0.22) or anti-HER2 therapy (51.8% versus 20.3%; p < 0.001).
We then evaluated the likelihood of pCR following different anti-HER2 therapies (chemotherapy plus single anti-HER2 therapy or chemotherapy plus dual anti-HER2 therapy) for HER2-positive tumours (Fig. 1B). Whether treated with chemotherapy plus single or chemotherapy plus dual anti-HER2 therapy, patients with IHC 3+ tumours had a significantly higher pCR rate than those with the IHC 2+/HER2 amplified tumours (pCR rate in chemo+anti-HER2-single, 50.0% in IHC 3+ versus 19.4% in IHC 2+/HER2 amplified; p < 0.001) (pCR rate in chemo+anti-HER2-dual, 59.3% in IHC 3+ versus 17.6% in IHC 2+/HER2 amplified; p = 0.01). For IHC3+ tumours, chemotherapy plus dual anti-HER2 therapy showed higher pCR rate than chemotherapy plus single anti-HER2 therapy (59.3% versus 50.0%; p = 0.41).
For patients who received anti-HER2 therapy (Fig. 1C, D), those who had ER-negative tumours showed a significantly higher pCR rate than those who had ER-positive tumours in Group 1 (p = 0.01). PR status did not significantly affect the pCR rate.
Prediction of pCR according to HER2 categories
The association between clinicopathological and treatment parameters and the attainment of a pCR was examined in the whole cohort, in the different HER2 categories and in those who received anti-HER2 therapy by univariate and multivariate stepwise regression model (Table 3). Within the cohort of patients with IHC 3+ tumours, pCR was not associated with any additional factor studied. Among those with IHC 2+/HER2 amplified tumours (Groups 1, 2 and 3), ER-negativity was identified as an independent predictor of pCR (ER negative versus positive; OR, 11.80; 95%CI, 1.38–101.00; p = 0.02) which remained the case in Group 1 alone (ER negative versus positive; OR, 3.71; 95% CI, 1.28–10.70; p = 0.02). In Group 2, histological grade 3 was an independent predictor of pCR (3 versus 1, 2; OR, 7.86; 95% CI, 1.39–44.40; p = 0.02). For patients treated with anti-HER2 therapy, histological grade 3 (3 versus 1, 2; OR, 1.750; 95% CI, 1.02–3.01; p = 0.04) and HER2 IHC 3+(IHC 3+ versus IHC 2+/HER2 amplified; OR, 3.490; 95% CI, 1.98–6.16; p < 0.001) were identified as independent predictors of pCR.
Changes in ER, PR and HER2 status after neoadjuvant treatment
HER2 status was assessed in the residual invasive carcinoma present after NACT and/or neoadjuvant anti-HER2 therapy in 221 patients. For comparison any ER and PR status changes were also assessed (143, 140 patients respectively) (Table 4). Of the 139 patients with pre-treatment HER2-positive tumours (IHC 3+ or IHC 2+/HER2 amplified), 31 tumours (22.3%) become HER2-negative (IHC 2+/HER2 non-amplified, or IHC 0/1+) after treatment, whereas 13/82 (15.9%) of patients with HER2-negative tumours before treatment changed to HER2-positive following treatment (p = 0.01). In our cohort, neoadjuvant treatment regimens were not significantly associated with changes to post-neoadjuvant HER2 categories (data not shown). None of the 101 ER-positive tumours before treatment changed to ER-negative after treatment, whereas 4/42 (9.5%) of patients with pre-treatment ER-negative tumours changed to ER-positive. Of the 76 patients with PR-positive tumours before treatment, 15 (19.7%) had PR-negative tumours after treatment, whereas 11/64 (17.2%) patients with PR-negative tumours before treatment changed to PR-positive. These differences were not significant (p > 0.05).
We then evaluated HER2 concordance between pre- and post-treatment specimens according to the different HER2 categories (Table 5). The highest level of concordance (78.4%) was observed for IHC3 + tumours followed by 55.2% in ASCO/CAP FISH Group 2. No tumours within ASCO/CAP FISH Groups 1, 2 or 3 in the pre-treatment specimen were assessed IHC 3+ in the post-treatment excision specimen. Focussing on the 5 ASCO/CAP FISH groups, 62 patients (45.6%) showed a change in the FISH group pre- and post-treatment; 9.6% of HER2 amplified tumours (Groups 1, 2 and 3) changed FISH group whilst, 16.9% of HER2 non-amplified tumours (Groups 4 and 5) changed. The ASCO/CAP FISH group was unchanged in 54.4% of patients. Importantly, 38.1% (16/42) of tumours that were identified as being within Group 1 in the pre-treatment specimen changed to HER2 non-amplified group in the excision specimen.
Focusing on the average HER2 gene and CEP17 CNs, we evaluated HER2 discordance between pre- and post-treatment specimens among the IHC 2+ tumours (Table 6). Of the 23 patients that changed HER2 category from IHC2+/HER2 amplified to IHC2+/HER2 non-amplified, 15 (65.2%) maintained the same HER2 gene CN, whereas 8 (34.8%) showed a decreased HER2 gene CN. In addition, chr 17 status was divided into m17, n17 and p17 according to CEP17 CN. Of the previously mentioned 23 patients, 17 (73.9%) maintained the same chr 17 status, while 2 (8.7%) patients with n17 before treatment changed to p17 after treatment. For comparison 13 patients that changed category from an IHC2+/HER2 non-amplified to IHC2+/HER2 amplified were assessed; of the 13 patients, 10 (76.9%) maintained the same HER2 gene CN, whereas 3 (23.1%) showed an increased HER2 gene CN. According to CEP17 CN, of the 13 patients, 10 (76.9%) maintained the same chr 17 status, while 1 (7.7%) with n17 before treatment changed to m17.
Discussion
In the current study, we aimed to identify predictive factors for pCR after NACT across different HER2-positive categories. We showed that HER2 IHC 3+ invasive BC had a higher pCR rate than IHC 2+/HER2 amplified tumours when anti-HER2 therapy was received, consistent with earlier analyses [9]. In our study, pCR rate of HER2 IHC 3+ tumours following anti-HER2 therapy was 52%, within the range reported in clinical trials with similar treatment regimens; for example, pCR rate was 38% in the NOAH trial using NACT with trastuzumab, 39% in the NeoSphere and 58% in the TRYPHAENA trials using NACT with trastuzumab and pertuzumab [10, 26, 27]. In keeping with the significant impact on pCR that dual anti-HER2 therapy has shown [26,27,28], we also identified a higher pCR rate for NACT with dual anti-HER2 therapy compared to NACT with single ani-HER2 therapy in patients with IHC 3+ BC. Notably, the pCR rates among HER2 IHC 2+/HER2 amplified tumours in patients who received anti-HER2 therapy were 20% in Group 1, 21% in Group 2 and 14% in Group 3, lower than the clinical trials. Regardless of ASCO/CAP FISH groups, IHC 2+/HER2 amplified tumours showed significantly lower rates of pCR than IHC 3+ tumours. Consistent with previous studies, our data highlight that HER2 IHC 3+ and histological grade 3 are independent predictors of pCR following treatment with anti-HER2 therapy [9, 29]. Although a higher rate of pCR in HER2 IHC 3+ tumours was reported in the Krystel–Whittemore study [9], their cohort had higher proportions of histological grade 3, ER negative and patients who received dual anti-HER2 therapy. This is in keeping with our analysis of the HER2 IHC 3+ tumours that confirmed that a higher pCR rate was seen in histological grade 3 tumours treated with NACT and dual anti-HER2 therapy (64%).
Overall, in the HER2 IHC 2+/HER2 amplified group treated with NACT and/or anti-HER2 therapy, ER-negativity was an independent predictor of pCR. Furthermore, we identified independent predictors of pCR by ASCO/CAP FISH group treated with NACT and/or anti-HER2 therapy: ER-negativity in Group 1 and histological grade 3 in Group 2. Predictors were not seen in the very small numbers of patients with tumours in Group 3. Indeed, because Groups 2, 3 and 4 are uncommon, the response of tumours in the different ASCO/CAP FISH groups to NACT has not been well explored [30]. Further analyses using a larger cohort are needed to validate these results, however our findings provide preliminary evidence that predictors of pCR differ between the ASCO/CAP FISH groups.
Hormone receptor (HR) status influences the response of a tumour to chemotherapy and the sensitivity of a tumour to combined chemotherapy and anti-HER2 therapy also differs according to HR status in the neoadjuvant setting [9,10,11,12, 31]. Because HER2-positive, HR-negative tumours are likely to be highly dependent on the HER2 gene for growth, these tumours typically show a good response to anti-HER2 therapies [32]. In the present series, in patients who received anti-HER2 therapy, ER-negativity was significantly associated with pCR in univariate analysis, but was not an independent predictive factor in multivariate analysis. We observed that HER2 IHC 2+/HER2 amplified ER-negative tumours showed a significantly higher rate of pCR than HER2 amplified ER-positive tumours. Meanwhile, in HER2 IHC 3+ tumours neither ER-negative nor PR-negative subgroups had a significantly higher rate of pCR, similar to the findings of Miolo et al [33]. It has been previously reported that pathological characteristics differ between HER2 IHC 3+ and HER2 IHC 2+/HER2 amplified tumours: IHC 3+ tend to be of higher histological grade, larger tumour size, and are often ER-negative and PR-negative [34]. These findings emphasise the importance of considering combined HER2 and HR status to select those patients most likely to benefit from neoadjuvant anti-HER2 therapy.
Despite lower rates of pCR in HER2-positive/HR-positive tumours, it has been reported that these tumours have a good prognosis, and that there is thus a weaker association between pCR and long-term outcome in HER2-positive/HR-positive tumours than HER2-positive/HR-negative tumours [8, 35]. However, neoadjuvant endocrine therapy for HER2-positive/HR-positive patients has not resulted in a marked improvement in pCR rate [35]. Further strategies are required to increase the pCR rate and improve outcome in patients with HER2-positive/HR-positive BC.
Our results again highlight variation in HER2, ER and PR status in some cancers before and after neoadjuvant treatment, although the reported frequency of this varies [13,14,15,16,17,18]. The changes in HER2 status with loss of HER2 expression in the post-treatment specimens was statistically significant. This may reflect the response of the HER2 positive clone in the tumour to NACT and/or anti-HER2 therapy, leaving the HER2 negative clone as a residual component. Similarly, the acquisition of HER2 positivity post treatment in a few cases is likely to reflect heterogeneity of HER2 expression. Of note, however, there was less frequent change in HER2 status following neoadjuvant NACT and/or anti-HER2 therapy in cases defined as definitely positive by IHC (HER2 IHC 3+) on pre-treatment specimens, compared to those that were IHC 2+. It is unclear whether loss of HER2 amplification reflects response to therapy, a mechanism of resistance or heterogeneity of HER2 expression [14]. If such changes in HER2 status will affect post-neoadjuvant treatment decisions, such as the tailoring of subsequent adjuvant therapy, based on these results, we suggest that HER2 should be re-tested in post-neoadjuvant surgical specimens, particularly in HER2 2+/HER2 amplified tumours. Moreover, it has been reported that such alterations provide prognostic information with loss of HER2-positivity in residual tumours after neoadjuvant treatment shown to be associated with a poorer outcome compared with tumours with preserved HER2-positive status [16,17,18].
Our study has some limitations. First, this was a retrospective non-randomised study, and our samples were collected from multiple institutions which may have some selection bias effect. Second, some subset analyses were underpowered to detect subgroup differences due to small sample size, especially those in HER2 2+/FISH Group 3 BC (n = 9). Third, because of differences in regimens of chemotherapy prescribed, the influence of those on the different HER2-positive groups of BC with respect to pCR needs further study. Finally, not all patients with HER2-positive tumours received anti-HER2 therapy in this cohort; some patients, including some older women with co-morbidities and those with small and node-negative HER2-positive tumours, were less likely to receive neoadjuvant anti-HER2 therapy. In our cohort, there were no significantly differences in clinicopathological features such as age, HR status and histological grade whether anti-HER2 therapy given or not (Table 7). Special tumour type was a high percentage in patients received chemotherapy alone (p = 0.04).
In conclusion, the data presented here indicate that the maximum benefit of neoadjuvant anti-HER2 therapy is observed in the subgroup of patients with tumours that are HER2 IHC 3+, histological grade 3 or IHC 2+/HER2 amplification co-existing with ER-negativity. Among tumours that were HER2 IHC 2+/HER2 amplified, the predictors of pCR were different in the various ASCO/CAP FISH groups. In our study, 22% of HER2-positive tumours before treatment changed to HER2-negative after neoadjuvant treatment, more commonly in HER2 IHC 2+/HER2 amplified tumours, especially ASCO/CAP FISH Group 1. Reassessment of HER2 status following neoadjuvant treatment should be considered in patients in whom it will facilitate further management decisions.
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Acknowledgements
We acknowledge all those who contributed to the collection of patients and to the Nottingham Health Science Biobank for supporting this study. AMS is supported by the Birmingham CR-UK Centre (C17422/A25154). We thank Dr Michael Neat (Division of Cancer Studies, King’s College London, Guy’s Hospital, London, UK) for excellent technical assistance.
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Katayama, A., Miligy, I.M., Shiino, S. et al. Predictors of pathological complete response to neoadjuvant treatment and changes to post-neoadjuvant HER2 status in HER2-positive invasive breast cancer. Mod Pathol 34, 1271–1281 (2021). https://doi.org/10.1038/s41379-021-00738-5
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DOI: https://doi.org/10.1038/s41379-021-00738-5
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