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Journal of Clinical Oncology, Vol 25, No 19 (July 1), 2007: pp. 2656-2663
© 2007 American Society of Clinical Oncology.
DOI: 10.1200/JCO.2006.08.6850

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Neuregulin Expression Modulates Clinical Response to Trastuzumab in Patients With Metastatic Breast Cancer

Enrique de Alava, Alberto Ocaña, Mar Abad, Juan Carlos Montero, Azucena Esparís-Ogando, César A. Rodríguez, Ana P. Otero, Teresa Hernández, Juan J. Cruz, Atanasio Pandiella

From the Centro de Investigación del Cáncer–Instituto de Biología Molecular y Celular del Cáncer, Consejo Superior de Investigaciones Científicas–Universidad de Salamanca, and Hospital Universitario de Salamanca, Salamanca, Spain

Address reprint requests to Atanasio Pandiella, MD, Centro de Investigación del Cáncer, Campus Miguel de Unamuno, 37007-Salamanca, Spain; e-mail: atanasio{at}usal.es


    ABSTRACT
 TOP
 ABSTRACT
 INTRODUCTION
 PATIENTS AND METHODS
 RESULTS
 DISCUSSION
 AUTHORS' DISCLOSURES OF...
 AUTHOR CONTRIBUTIONS
 REFERENCES
 
Purpose Human epidermal growth factor receptor 2 (HER-2) overexpression has been associated with the genesis and progression of a subset of breast cancers. The function of HER-2 may be upregulated by overexpression or by the availability of neuregulins (NRGs), a group of transmembrane growth factors. Transmembrane NRGs strongly activated HER-2 and cell proliferation in breast cancer cells that did not overexpress HER-2, and treatment with trastuzumab prevented the proliferative action of transmembrane NRG. This raised the relevant clinical question of whether patients considered as HER-2 negative, but expressing transmembrane NRG, may benefit from treatment with trastuzumab.

Patients and Methods MCF7 cells expressing transmembrane NRG (MCF7-NRG{alpha}2c) were injected into mice, and their sensitivity to trastuzumab was assessed. A retrospective study of 124 patients with early-stage or metastatic breast cancer was conducted. Expression of transmembrane NRG was evaluated by immunohistochemistry. In 11 patients, Western blot for NRGs was also carried out. Statistics were performed to analyze possible correlations between NRG expression and response to trastuzumab-based therapies, event-free survival, and overall survival (OS).

Results Trastuzumab inhibited tumor growth in mice injected with MCF7-NRG{alpha}2c cells. Transmembrane NRG was frequently expressed in breast cancer patients. Overexpression of transmembrane NRG significantly correlated with a longer event-free survival and OS in patients with low or normal HER-2 expression who were treated with trastuzumab-based therapies but not in patients with HER-2 overexpression.

Conclusion We suggest that the spectrum of patients who may benefit from trastuzumab-based therapies may be widened to include patients with metastatic breast cancer without HER-2 amplification but who express transmembrane NRGs.


    INTRODUCTION
 TOP
 ABSTRACT
 INTRODUCTION
 PATIENTS AND METHODS
 RESULTS
 DISCUSSION
 AUTHORS' DISCLOSURES OF...
 AUTHOR CONTRIBUTIONS
 REFERENCES
 
The human epidermal growth factor receptor (ErbB/HER) tyrosine kinases and their ligands are involved in numerous biologic and pathologic processes including cancer.1 The following four ErbB receptors have been described in mammals: ErbB1 (epidermal growth factor receptor or HER-1), ErbB2 (HER-2 or neu), ErbB3 (HER-3), and ErbB4 (HER-4).2,3 Activation of these receptors may occur by the following three different mechanisms4-6: specific HER ligands; overexpression; or molecular alterations such as point mutations or truncations.

ErbB2/HER-2 overexpression has been implicated in the genesis and progression of a subset of breast and ovarian tumors.7,8 This led to the development of therapies to decrease the activation of this receptor. One of these therapeutic developments is trastuzumab (Herceptin; Genentech, South San Francisco, CA), a monoclonal antibody that has demonstrated clinical benefit.9,10 One important problem of trastuzumab therapy is the selection of responsive patients based on HER-2 overexpression, which is assessed using immunohistochemical techniques frequently combined with fluorescent in situ hybridization (FISH) to determine the level of amplification. Immunohistochemical detection of HER-2 was initially based on the use of different anti-HER-2 antibodies, which caused certain discrepancy in the evaluation of HER-2 positivity. More recently, availability of diagnostic kits based on well-established immunohistochemical staining and evaluation methods (ie, DAKO HercepTest; DAKO, Carpinteria, CA) has favored the standardization of HER-2 detection. Yet, these criteria for patient selection are insufficient because only 30% of patients respond to trastuzumab monotherapy.9

An alternative mode of HER-2 receptor activation is the presence of ligands, such as neuregulins (NRGs; also termed heregulins).11 The NRGs are produced as transmembrane ligands, known as proNRGs, that can be released as soluble factors by the action of cell surface proteases12,13 (Fig 1A). Increasing evidence indicates that NRGs may play a relevant role in breast cancer. Expression of NRG in the mammary gland induces adenocarcinomas in animal models14 and favors metastatic spread of breast cancer cells.15 Expression of transmembrane NRGs in breast cancer cells activates HER-2 and favors their proliferation in vitro.16-18 This activation occurs in the absence of HER-2 overexpression and is highly sensitive to trastuzumab.18 These findings raised the question of whether trastuzumab could be clinically useful in patients lacking HER-2 amplification but expressing transmembrane NRG.19 In this report, we have analyzed NRG expression in samples from patients with breast cancer and have retrospectively studied a potential correlation between transmembrane NRG expression and clinical response. Our results show that transmembrane NRG expression is frequent in breast cancer patients and, in the absence of HER-2 amplification, is associated with objective clinical response to trastuzumab. Therefore, the presence of transmembrane NRG in patients without HER-2 amplification may indicate trastuzumab sensitivity and, thus, could open a new therapeutic option for this subset of patients.


Figure 1
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Fig 1. (A) Representation of a transmembrane neuregulin (NRG), and the region identified by the anti-proNRG antibody. (B) Photographs of mice injected with the indicated cell lines. (C) Tyrosine phosphorylation of human epidermal growth factor receptor 2 (HER-2), and (D) expression of NRG in tumors isolated from mice. (E) Analysis of tumor growth in mice injected with MCF7-NRG{alpha}2c cells and treated or not with trastuzumab. A P value of .038 was obtained upon comparing the volumes of the tumors of untreated and trastuzumab-treated animals.

 

    PATIENTS AND METHODS
 TOP
 ABSTRACT
 INTRODUCTION
 PATIENTS AND METHODS
 RESULTS
 DISCUSSION
 AUTHORS' DISCLOSURES OF...
 AUTHOR CONTRIBUTIONS
 REFERENCES
 
Patient Selection and Statistical Analyses
One hundred fifty-one samples from 124 patients who were treated at the University Hospital of Salamanca from 2000 to 2005 were studied for NRG expression. Statistical analyses were performed in 63 patients for whom enough demographic characteristics or clinical follow-up data were available. Because some of these patients were evaluated for HER-2 expression before the HercepTest assay (DAKO), a retrospective review of their HER-2 status was performed. Data were tabulated into a Microsoft Excel worksheet (Microsoft, Redmond, WA) and exported to the SPSS 12.0 statistical suite (SPPS Inc, Chicago, IL). The Spearman's {chi}2 test was used for correlation analyses, and a P < .05 was used as the cutoff for decisions of statistical significance. {chi}2 and Fisher's exact tests were used to assess correlation of two dichotomous variables. In the case of one ordinal variable and one dichotomous variable, comparison was performed using the Mann-Whitney U test. Kaplan-Meier survival analyses were carried out for both overall survival (OS) and time to disease progression (TDP). Log-rank statistics were also calculated. The Student's t test (two sided) was used to compare tumor sizes in mice.

NRG Expression
For immunohistochemical staining, three tissue microarrays containing three 0.6-mm cores of the 151 breast carcinoma samples were analyzed for transmembrane NRG using an antibody (anti-proNRG, #311) raised against the intracellular domain of NRG.12 Sections (3 µm) from the tissue microarrays were dewaxed and hydrated, washed with ethanol, and finally washed with distilled water. Three cell conditioning periods of 8 minutes at 95°C, 4 minutes at 100°C, and 36 minutes at room temperature on hot plate buffer with Tris-EDTA pH 8.0 were performed. These sections were incubated at 37°C for 1 hour with the anti-proNRG antibody. Staining was performed with the immunohistochemistry DAB MAP system (Ventana Medical Systems, Tucson, AZ). Each image was interpreted by two coauthors (E.d.A. and M.A.) for immunoreactivity using a 0 to 3 semiquantitative scoring system for both the intensity of stain and the percentage of positive cells (labeling frequency percentage). For the intensity, the grading scale ranged from no detectable signal (score of 0) to strong signal at low power (score of 3). A moderate signal seen at intermediate power was designated as a score of 2, whereas a score of 1 indicated a weak signal seen only at intermediate to high power. Labeling frequency was scored as 0 (0%), 1 (1% to 33%), 2 (34% to 66%), or 3 (67% to 100%). The multiplicative index of intensity and labeling was considered for analysis (range, 0 to 9). Maximum allowed discrepancy between both observers was 2; and in these cases, the final score was the mean value of both individual scores. Expression was also recoded into a new variable, a two-tier distribution (low or high) in which values greater than 5.5 were considered as high expression. This cutoff was chosen because the median value of NRG expression in the large data set of breast carcinoma samples used as a training set for NRG evaluation described in the previous section (n = 151) was 5.5. Final case score was determined by obtaining the mean of three cores corresponding to each specimen.

For the detection of NRG expression by Western blot, the tumors were minced, washed with phosphate-buffered saline, and homogenized with ice cold lysis buffer12 with a tight-fitting Dounce homogenizer. This homogenate was centrifuged at 10,000 x g for 20 minutes at 4°C, and the supernatants were transferred to new tubes. The samples (60 µg) were processed for Western blotting as previously described.20

HER-2 and Hormonal Status Assessment
HER-2 amplification was performed by FISH (DAKO HER-2 FISH pharmDx Kit; DAKO), and HER-2 expression was evaluated by the DAKO HercepTest kit. Hormonal receptor status was performed by immunohistochemistry, and the results were scored semiquantitatively between 0 and 3.

In Vivo Assessment of Tumor Growth
Mice were manipulated at the animal facility following legal and institutional guidelines; 107 cells in 150 µL of DMEM and 150 µL of Matrigel (BD Biosciences, San Jose, CA) were injected into the mammary fat pad, and tumor growth was measured weekly for 6 to 8 weeks.


    RESULTS
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 ABSTRACT
 INTRODUCTION
 PATIENTS AND METHODS
 RESULTS
 DISCUSSION
 AUTHORS' DISCLOSURES OF...
 AUTHOR CONTRIBUTIONS
 REFERENCES
 
Transmembrane NRG Confers Proliferation Advantage In Vivo
Formerly, we reported that expression of transmembrane NRG in MCF7 breast cancer cells increased their in vitro proliferation.18 To analyze whether such a proliferation advantage could be reproduced in vivo, MCF7 cells expressing the transmembrane form of NRG{alpha}2c (MCF7-NRG{alpha}2c), wild-type MCF7 cells, or MCF7 cells overexpressing HER-2 (MCF7-HER-2) were injected into the mammary fat pad of female nude mice, and the size of the masses were measured weekly. All of the mice overexpressing HER-2 developed tumors by 8 weeks after injection (Fig 1B; Table 1). However, only 31% of mice injected with wild-type MCF7 cells developed tumors. Expression of transmembrane NRG resulted in a substantial percentage of mice (87%) bearing tumor masses. Transmembrane NRG was expressed in the tumoral masses isolated from mice injected with MCF7-NRG{alpha}2c cells (Fig 1D) and provoked tyrosine phosphorylation of HER-2 (Fig 1C). Tyrosine phosphorylation of HER-2 was high in tumors created by injection of MCF7-HER-2 cells. These data indicate that expression of transmembrane NRG also confers a proliferation advantage in vivo. Because we formerly reported that trastuzumab prevented in vitro proliferation of MCF7-NRG{alpha}2c cells,18 we also explored the in vivo sensitivity to trastuzumab of tumors created by MCF7-NRG{alpha}2c cells. As shown in Figure 1E, trastuzumab hampered tumor growth of MCF7-NRG{alpha}2c–derived tumors.


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Table 1. Characteristics of Tumor Growth in Nude Mice Injected With Three Different Cell Lines

 
NRG Expression in Breast Cancer Samples
We studied the expression of transmembrane NRG in patients with breast cancer tumors by immunohistochemistry with the anti-proNRG antibody. Because we did not have previous experience of NRG expression assessment by immunohistochemistry using this antibody, a training set of 151 samples derived from 124 patients was analyzed. NRG expression was seen as a focal or diffuse staining of the tumor cell cytoplasms; some staining was seen in normal fibroblasts surrounding the infiltrative tumor nests (Fig 2A). Using a two-tier distribution (low/high) in which values greater than the median value of 5.5 were considered positive, high levels of NRG were observed in half of the patients. In the subset of patients (n = 32) with metastatic breast cancer for whom data of response to trastuzumab were available, 24 patients (75%) had high levels of NRG, whereas only eight patients (25%) showed low levels.


Figure 2
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Fig 2. (A) Immunohistochemical pattern of a sample from a patient positive for transmembrane neuregulin (NRG), compared with (B) a negative sample. (C) Western blotting of breast cancer samples incubated with the indicated antibodies. The asterisk marks a nonspecific band. The anti-Erk2 blot was used as a loading control. (D) Tyrosine phosphorylation of specific human epidermal growth factor receptor 2 (HER-2) residues from the BT149 sample, using as a control MCF7 cells treated with NRG.

 
We also analyzed the presence of NRG forms in 11 of the breast tumor samples by Western blotting, using tissue derived from normal breast glandular tissue as a control. This approach is complementary to the immunohistochemical analysis because it allows for the distinction between different molecular forms of transmembrane NRGs. Western blotting using the anti-proNRG antiserum revealed the presence of several reactive bands of 150 to 200, 45, 35, 25, and 21 Kd in the breast tumor samples (Fig 2C, top panel). That these bands were specifically recognized by the anti-proNRG antiserum was demonstrated by preincubation of the anti-proNRG antibodies with an excess of the peptide against which the antibody had been raised (Fig 2C, second panel). The 45-Kd band was also detected in the normal breast tissue sample.

In these samples, we also performed Western blotting analyses of HER-2, HER-3, and HER-4 receptors, together with an assessment of tyrosine phosphorylation. Most of the tumor samples contained higher levels of the HER receptors than the normal tissue. These samples also contained higher levels of tyrosine phosphorylated proteins in the 150- to 220-Kd region. To investigate whether HER-2 was tyrosine phosphorylated, we explored the level of HER-2 tyrosine phosphorylation using phosphospecific antibodies. As a representative sample, we used the BT149 tumor sample, whose level of HER-2 was low and contained high levels of the 45-Kd NRG form. Tyrosine phosphorylation of HER-2 in the BT149 sample was detected, especially with the antibodies that recognized phosphorylation at tyrosines 1248 and 1221/1222 (Fig 2D). As a control for the activation of HER-2 in this experiment, we used MCF7 cells, whose amount of HER-2 is considered low to normal,21,22 treated with soluble NRG.

NRG Expression and Breast Cancer Prognostic Factors
We evaluated the potential association of NRG expression with prognostic factors in patients for whom medical records were available. Prognostic factors could be studied in 63 patients (31 patients with early-stage breast cancer treated in the adjuvant setting, and 32 patients with metastatic breast cancer). Selected prognostic factors in the adjuvant setting included tumor grade, tumor size, number of metastatic lymph nodes, and hormonal receptor status. A Spearman's test showed no correlation between any of these factors and NRG expression (tumor grade: P = .819; tumor size: P = .245; number of metastatic lymph nodes: P = .120; and hormonal receptor status: estrogen receptor +/++/+++, P = .919; progesterone receptor +/++/+++, P = .296). In patients with metastatic breast cancer, the location of metastases in terms of visceral involvement was studied as a prognostic factor. Analogously, no statistically significant association was observed (Mann-Whitney U test, P = .436).

Correlation of NRG Expression With Response
We explored whether expression of transmembrane NRG predicted response to trastuzumab-based therapies. To this end, we evaluated transmembrane NRG expression in 32 patients with metastatic breast carcinoma treated with chemotherapy plus trastuzumab (Table 2). After evaluating the HER-2 status of all patients using FISH and immunohistochemistry (DAKO HercepTest), we found that 12 patients were FISH negative and HercepTest negative. These patients had previously been considered as positive using other immunohistochemical methods, before the routine use of FISH and HercepTest, and had received trastuzumab-based chemotherapy. In these HER-2-negative patients and to avoid the difference in response secondary to the distinct chemotherapy regimens and drugs, we selected only the patients who received taxanes plus trastuzumab (10 patients). Among these patients, seven patients had high levels of NRG expression, and three patients had low levels. From the group of seven patients with high levels, six patients responded to treatment compared with only one patient in the group of patients with low levels. However, this difference was not statistically significant (Fisher's exact test, P = .183; Fig 3A). As a control, we compared response in the subgroup of patients with HER-2 overexpression treated only with taxanes and trastuzumab. In this group, the same number of patients responded independently of the expression level of NRG (two patients in each group; Fisher's exact test, P = .429; Fig 3B).


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Table 2. Characteristics of the Patients Who Received Trastuzumab-Based Therapies

 

Figure 3
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Fig 3. Clinical response of (A) human epidermal growth factor receptor 2 (HER-2) –negative or (B) HER-2–positive patients treated with trastuzumab plus taxanes. The number of patients responding or not responding to the therapy, with respect to their content of transmembrane neuregulin (NRG), is shown graphically at the bottom of each panel. Kaplan-Meier representation of the time to disease progression (TDP) in (C) HER-2–negative or (D) HER-2–positive patients treated with trastuzumab-based chemotherapy. P values are shown on top of the panels. FISH, fluorescent in situ hybridization.

 
Correlation of NRG Expression With Time to Progression
Additional parameters to evaluate the efficacy of a given treatment in metastatic breast cancer included TDP and OS. We studied TDP in the 12 HER-2–negative patients treated with trastuzumab-based therapy and observed that patients with high NRG levels had a higher TDP compared with patients with low NRG levels (log-rank test, 5.73; P = .0167; Fig 3C). As a control group, we studied TDP in the subgroup of patients with HER-2 overexpression (Table 2). In this subgroup of patients, no differences were observed (log-rank test, 1.06; P = .303; Fig 3D).

To further analyze whether the chemotherapy could influence these results, we studied the subgroup of 10 patients with HER-2-negative tumors (Table 2) who were treated only with taxanes and trastuzumab as first-line treatment. We observed a clear difference in TDP for patients with high levels of NRG (log-rank test, 5.54; P = .0186; Fig 4A). When selecting the subgroup of patients with HER-2 overexpression treated only with taxanes plus trastuzumab (seven patients), there was no difference in TDP depending on NRG levels (log-rank test, 1.74; P = .186; Fig 4B). However, the limited number of patients in this subgroup (only seven patients) makes the P value inconclusive.


Figure 4
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Fig 4. Kaplan-Meier representation of the time to disease progression (TDP) in (A) human epidermal growth factor receptor 2 (HER-2) –negative or (B) HER-2–positive patients treated with taxanes and trastuzumab as first-line therapy with respect to their transmembrane neuregulin (NRG) levels. The P values are shown at the top of the panels.

 
Correlation of NRG Expression and Survival
If NRG could predict the response to trastuzumab in patients without HER-2 overexpression, then patients with high levels of NRG treated with trastuzumab could have a longer OS. In the subgroup of 12 patients with HER-2–negative tumors who had been treated with a trastuzumab-based chemotherapy (Table 2), an increase in OS was observed in patients with high expression of NRG (log-rank test, 4.82; P = .0281; Fig 5A). In the subgroup of 10 HER-2–negative patients treated with taxanes and trastuzumab as first-line treatment, we also observed an improvement in OS in patients with high levels of NRG (log-rank test, 6.27; P = .0122; Fig 5B). However, patients with HER-2 overexpression and high NRG levels did not show any improvement in OS compared with patients with low levels (log-rank test, 1.08; P = .298; Fig 5C). Analogous analyses in the subgroup of patients with HER-2 overexpression who were only treated, as a first-line therapy, with taxanes and trastuzumab (seven patients) showed no differences in survival regardless of the NRG level (log-rank test, 0.64; P = .432). These results suggest that expression of transmembrane NRG can predict response to trastuzumab-based therapies in tumors with normal or low HER-2 expression.


Figure 5
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Fig 5. Kaplan-Meier representation of overall survival (OS) in human epidermal growth factor receptor 2 (HER-2) –negative patients with respect to their transmembrane neuregulin (NRG). (A) Data obtained from the 12 patients treated with trastuzumab plus chemotherapy. (B) Kaplan-Meier curves of the 10 patients treated with trastuzumab plus taxanes. (C) Kaplan-Meier representation of OS in HER-2–positive patients treated with trastuzumab plus chemotherapy with respect to their transmembrane NRG.

 

    DISCUSSION
 TOP
 ABSTRACT
 INTRODUCTION
 PATIENTS AND METHODS
 RESULTS
 DISCUSSION
 AUTHORS' DISCLOSURES OF...
 AUTHOR CONTRIBUTIONS
 REFERENCES
 
This study was initiated with the purpose of evaluating whether expression of transmembrane NRG could facilitate response to trastuzumab in patients lacking overexpression of HER-2. This idea was supported by preclinical in vitro data that showed that transmembrane NRG was a potent inducer of cell proliferation in MCF7 breast cancer cells, which do not overexpress HER-2.18 Furthermore, this proliferation potential was inhibited by treatment with trastuzumab.18 The results we present here extend our former in vitro studies and agree with reports that indicated increased tumorogenic and metastatic potential of MCF7 cells expressing NRG.15,16

The design of the clinical part of the study merits some considerations. First, it was important to carry out a retrospective study because we already had access to the pathologic and clinical material, and more importantly for the objective of this study, we expected to find patients who received trastuzumab in the absence of HER-2 overexpression, as per current criteria. This was a critical aspect of the study because we wanted to be able to evaluate the potential effectiveness of trastuzumab in patients who expressed transmembrane NRG but who were HER-2 negative. Using a specific antibody, we detected transmembrane NRG in a substantial number of patient samples. Of 32 patients with metastatic breast cancer treated with trastuzumab and after re-evaluation of their HER-2 status by DAKO HercepTest and FISH, 12 patients were HER-2 negative. In this subset of patients, we analyzed a potential correlation between transmembrane NRG expression and response, TDP, and OS. A correlation between transmembrane NRG expression and TDP or OS was found in patients with low levels of HER-2 who were treated with trastuzumab, whereas no correlation was found in patients with HER-2 overexpression. When we focused on response rates, no difference was observed, probably because of the limited number of patients. However, FISH-negative patients with high NRG levels responded better than patients with low NRG levels.

These results open new avenues for future research into the clinical use of receptor-targeted therapies. One of the consequences of our work is that the spectrum of patients who may benefit from these therapies may extend to those who express transmembrane growth factors but do not overexpress the specific receptors. Some scattered precedents on this have been reported. A study on the activity of trastuzumab in breast cancer patients indicated that 10% of HER-2-negative patients had clinical benefit from trastuzumab monotherapy.9 A recent report in colon cancer patients treated with cetuximab, a monoclonal antibody that interacts with the extracellular domain of HER-1, also demonstrated clinical effectiveness in patients who were HER-1 negative by immunohistochemistry and were treated with that antibody.23

Our work also indicates that proper molecular pathologic analysis of breast cancer patients should include the determination of HER-2 levels as well as other parameters such as ligand expression and phosphorylation status of the HER receptors. Because of the limited number of patients analyzed, our study must be considered exploratory. A larger clinicopathologic study considering these parameters may help in establishing the conditions for a better selection of patients susceptible to clinical benefit on trastuzumab treatment.


    AUTHORS' DISCLOSURES OF POTENTIAL CONFLICTS OF INTEREST
 TOP
 ABSTRACT
 INTRODUCTION
 PATIENTS AND METHODS
 RESULTS
 DISCUSSION
 AUTHORS' DISCLOSURES OF...
 AUTHOR CONTRIBUTIONS
 REFERENCES
 
The author(s) indicated no potential conflicts of interest.


    AUTHOR CONTRIBUTIONS
 TOP
 ABSTRACT
 INTRODUCTION
 PATIENTS AND METHODS
 RESULTS
 DISCUSSION
 AUTHORS' DISCLOSURES OF...
 AUTHOR CONTRIBUTIONS
 REFERENCES
 
Conception and design: Enrique de Alava, Mar Abad, Alberto Ocaña, Juan Carlos Montero, Azucena Esparis-Ogando, Atanasio Pandiella

Financial support: Enrique de Alava, Azucena Esparis-Ogando, Atanasio Pandiella

Provision of study materials or patients: Alberto Ocaña, Mar Abad, Juan Carlos Montero, Azucena Esparis-Ogando, César A. Rodríguez, Juan J. Cruz, Atanasio Pandiella

Collection and assembly of data: Enrique de Alava, Alberto Ocaña, Mar Abad, Juan Carlos Montero, Azucena Esparís-Ogando, César A. Rodríguez, Ana P. Otero, Teresa Hernández, Atanasio Pandiella

Data analysis and interpretation: Enrique de Alava, Alberto Ocaña, Mar Abad, Juan Carlos Montero, Azucena Esparís-Ogando, César A. Rodríguez, Teresa Hernández, Ana P. Otero, Atanasio Pandiella

Manuscript writing: Enrique de Alava, Mar Abad, Alberto Ocaña, Atanasio Pandiella

Final approval of manuscript: Enrique de Alava, Alberto Ocaña, Mar Abad, Juan Carlos Montero, Azucena Esparís-Ogando, César A. Rodríguez, Ana P. Otero, Teresa Hernández, Juan J. Cruz, Atanasio Pandiella


    ACKNOWLEDGMENTS
 
We thank Maribel Ruiz, MD, Rafael Aparicio, MD, and Beatriz Torío, MD, Hospital ‘Río Carrión,’ Palencia, Spain, as well as Angeles Torres, MD, Hospital ‘Río Hortega,’ Valladolid, Spain, for contributing breast cancer samples belonging to the training data set; and María del Carmen Rodríguez, Hospital Universitario de Salamanca, Salamanca, Spain, and Rosa García-Centeno, Hospital Clínico de Valladolid, Valladolid, Spain, for tumor procurement and performance of tissue microarrays.


    NOTES
 
Supported by Grant No. BMC2003-01192 from the Ministry of Science and Technology of Spain and by grants from the Autonomous Government of Castilla y León SAN191/SA06/06 to our Center's Tumor Bank and to the Regional Tumor Bank Network of Castilla y León. Our Cancer Research Institute receives support from the European community through the Regional Development Funding Program and from Cancer Center Network Program of the Instituto de Salud Carlos III (ISCIII). J.C.M. and A.E.-O. were supported by Asociacion Española Contra el Cancer (AECC) and ISCIII contracts, respectively.

Authors' disclosures of potential conflicts of interest and author contributions are found at the end of this article.


    REFERENCES
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 ABSTRACT
 INTRODUCTION
 PATIENTS AND METHODS
 RESULTS
 DISCUSSION
 AUTHORS' DISCLOSURES OF...
 AUTHOR CONTRIBUTIONS
 REFERENCES
 
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Submitted August 13, 2006; accepted April 10, 2007.


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