Literature DB >> 34815711

Detection of Minimal Residual Disease in the Peripheral Blood of Breast Cancer Patients, with a Multi Marker (MGB-1, MGB-2, CK-19 and NY-BR-1) Assay.

Suzy E Meijer1,2, Olga Klebanov-Akopyn3, Vera Pavlov2,3, Shachar Laks4, David Hazzan4, Aviram Nissan2,3,4, Douglas Zippel3,4.   

Abstract

PURPOSE: Minimal residual disease (MRD) refers to micrometastases that are undetectable by conventional means and is a potential source of disease relapse. This study aimed to detect the presence of breast cancer (BC) biomarkers (MGB-1, MGB-2, CK-19, NY-BR-1) using real-time polymerase chain reaction (RT-PCR) in peripheral blood mononuclear cells (PBMC) of BC patients and the impact of a positive assay on clinical outcome. PATIENTS AND METHODS: Patients in the analysis included females >18 years of age with biopsy-proven carcinoma of the breast. A 10 mL sample of venous blood was obtained from 10 healthy controls and 25 breast cancer patients. Comparisons of peripheral blood markers were made with clinicopathological variables.
RESULTS: High-quality RNA was extracted from all samples with a mean RNA concentration of 224.8±155.3 ng/µL. Each of the molecular markers examined was highly expressed in the primary breast tumors (n = 3, positive controls) with none of the markers detected in healthy negative controls. The NY-BR-1 marker was expressed in one (4%) patient with metastatic disease with no MGB-1 and MGB-2 detected in any sample derived from the study patients. The CK-19 marker was detected in 16 (64%) of the BC cases. No correlation was found between CK-19 expression and tumor stage (P = 0.07) or nodal status (P = 0.32). No correlation was identified in the BC patients between CK-19 expression and receptor status in the BC primary tumor.
CONCLUSION: This study showed high expression of all 4 markers NY-BR-1, MGB-1, MGB-2 and CK-19 in the PBMCs derived from breast cancer patients. CK-19 was detected in 64% of the stage I-III cases operated with curative intent, the only recurrent events occurring in the CK-19-positive cases. Our data confirm the need to enhance techniques for detection of MRD, which may better predict patients at risk for relapse.
© 2021 Meijer et al.

Entities:  

Keywords:  breast cancer; cancer biomarkers; circulating tumor cells; early detection; predictive potential

Year:  2021        PMID: 34815711      PMCID: PMC8605792          DOI: 10.2147/BCTT.S337075

Source DB:  PubMed          Journal:  Breast Cancer (Dove Med Press)        ISSN: 1179-1314


Introduction

The Need for Enhanced Breast Cancer Detection

Breast cancer remains a significant 21st century global health care concern, imposing a great burden on health care systems and negatively impacting the lives of millions of patients worldwide. This has created a need for new avenues of research to help realize the goal of better disease diagnosis, therapy, and management. The last few decades have witnessed the early detection of breast cancer (BC) combined with significant improvements in its treatment and a consequent reduction in cancer-specific mortality.1 Despite these advances, about one-quarter of non-metastatic patients go on to develop distant metastases. In clinical BC practice, the traditional predictive markers of disease recurrence and survival have included the primary tumor size, the presence of lymph node metastases and histological tumor grade along with the routine determination of receptor status.2 Improved techniques designed to detect micrometastases within lymph nodes have assisted in defining high-risk patients suitable for systemic therapy. This may help identify those cases undergoing curative surgery with negative axillary nodes, which could potentially develop distant metastases. In these patients, the detection of this minimal residual disease (MRD) disease within the lymph nodes can be achieved by serial sectioning, immunohistochemistry or by RT-PCR mRNA amplification of BC markers.3 Similarly, improved diagnostic tools utilizing such innovative techniques, such as liquid biopsies to detect potential cancer biomarkers, including cell free nucleic acids (DNA, mRNA and miRNA) in circulation, have the potential to enhance diagnosis, monitor efficacy of treatment and discover potential targets for therapy.4,5

Minimal Residual Disease

The MRD concept proposes that micrometastases undetectable by conventional means are present at the time of the initial diagnosis and that they are the source of disease relapse and a target for adjuvant therapy.6 Immunomagnetic separation of isolated tumor cells in the bone marrow (DTCs) or in the peripheral blood (CTCs) has been used as a biomarker in early-stage BC. For example, Nadal et al7 showed the presence of CTCs in nearly one-third of patients with T1 or T2 primary tumors. Although detection of these CTCs in patients with non-metastatic BC does not appear to correlate with tumor size, grade, with receptor status, or lymph node status, there is an inverse correlation between the extent of their presence and the relapse-free survival.8 The aim of this study was to develop a multi-marker RT-PCR assay for the detection of MRD in the peripheral blood of BC patients, using RNA panels to detect the presence of breast cancer biomarkers.

Biomarker Panels

MGB-1 and MGB-2 are members of the uteroglobin protein family9 that have been shown to be overexpressed in human BC and in BC cell lines9 with MGB RT-PCR correlating with histology in positive lymph nodes.10 The marker CK 19 is a non-specific epithelial marker present on every BC cell with its detection in the peripheral blood of BC patients correlating with a reduced disease-free and overall cancer-specific survival in node-negative patients.11 NY-BR-1, first detected by Jäger et al12 in a serological analysis of recombinant tumor cDNA expression libraries (SEREX) screen showing tissue-restricted mRNA expression, was used as a novel marker particularly expressed in BC, normal testis and in prostate cancer. NY-BR-1 is considered a differentiation antigen showing expression in normal breast epithelium, in most cases of ductal carcinoma in situ (DCIS) and in many invasive breast cancer specimens.13

RT-PCR Assay for MRD

The approach to use RT-PCR detection of multiple markers with BC and epithelial specificity may improve the overall sensitivity of MRD diagnosis. Previous work by our group has shown high sensitivity for a multi-marker RT-PCR assay in the detection of MRD within sentinel axillary lymph nodes.14 We present the development of a multi-marker RT-PCR assay for the detection of MRD in peripheral blood mononuclear cells (PBMC) of BC patients and the impact of a positive assay on clinical outcome.

Patients and Methods

The study protocol was approved by the Hadassah-Hebrew University Institutional Review Board (Helsinki Committee, protocol #391-04-08-06), with all the study patients signing an IRB-approved informed consent. Patients in the analysis included females >18 years of age with biopsy-proven carcinoma of the breast. Demographic data were collected including age at diagnosis and ethnicity, along with clinicopathological features, such as anatomic locale of the tumor (laterality), preoperative CEA and CA 15-3, the number of involved lymph nodes, the number of resected lymph nodes, the pathologic stage, histologic type, grade and ER, PR and Her2/neu expression status. A 10 mL sample of venous blood was obtained from 10 healthy controls without disease and preoperatively from all participating study patients. After centrifugation at 1500 rpm for 10 minutes at room temperature, peripheral blood mononuclear cells (PBMCs) were separated on a Ficoll-Hypaque gradient (Amersham Biosciences AB, Uppsala Sweden) with further centrifugation at 2700 rpm for 30 minutes. Cells were washed twice in PBS with repeat centrifugation for 7 minutes at 1500 rpm suspending the cell pellet in 1 mL of TriReagent (Molecular Res Inc., Cincinnati, OH). Specimens were stored at −20°C until RNA extraction. RNA was extracted with the addition of 200 µL chloroform (119.38 g/mL, Mallinckrodt Baker B.V., Deventer Holland) per mL of TriReagent and incubated for 15 minutes at room temperature. After centrifugation at 12,000 rpm for 15 minutes at 4°C the aqueous phase was transferred to a fresh tube and mixed with 0.5 mL isopropanol (isopropyl alcohol-2-propanol; Frutarom Ltd., Haifa Israel) for further 8 minutes of incubation at room temperature and then repeat centrifugation at 12,000 rpm at 4°C for additional 15 minutes. After a further wash in 75% ethanol, the pellet obtained was dried in a SpeedVac chamber heater and resuspended in DEPC-treated water (50–200 µL depending upon the size of the pellet). The pellet was incubated for further 15 minutes in a 65°C heat block and was then stored at −70°C until processing. For RNA analysis 5 µL of the sample was heated for 15 minutes and then run in a 1% agarose electrophoresis gel with an Фx/HindIII DNA marker (New England, BioLabs Inc.). The concentration and purity of the product was assessed with a NanoDrop ND 1000 spectrophotometer (NanoDrop Technologies USA) using the ND-1000 version 3.2.1. software (Coleman Technologies Inc.). Prior to cDNA synthesis, the RNA was DNase treated by incubating 1 µg RNA with up to 7 µL of DEPC-treated water, 1 µL of DNase buffer and 1 µL of amplification grade DNase (Invitrogen Carlsbad CA) for 15 minutes at room temperature. The reaction was transferred for further 15 minutes in a heat block and then stopped by the addition of 1 µL of 25 mM EDTA (Invitrogen Carlsbad, CA). For cDNA synthesis, 3 µL of random primer (p (dN) 6-digoxigenin; Roche Diagnostics GmbH, Mannheim Germany) was incubated at 70°C for 10 minutes after which a mix of 4 µL of Strand buffer (Invitrogen Carlsbad, CA), 2 µL DTT and 1 µL PCR-grade dNTP (pH 8.3; Roche Diagnostics, GmbH Mannheim, Germany) were added. Following further 3 minutes of incubation at 42°C, 1 µL of reverse transcriptase (TaqMan microRNA reverse transcription kit, Applied Biosystems Foster City, CA) was added with incubation for additional 50 minutes at 42°C (the last 15 minutes at 70°C). The 20 µL mix of cDNA was stored at −20°C until used for RealTime PCR. To conduct RT-PCR analysis, all primers were tested on positive and negative controls in order to determine their capacity and consistency for amplifying the sequence of interest. The primers used included NY BR-1, MGB-1, MGB-2 and CK 19 with GAPDH, the housekeeping gene used as an internal control for the normalized quantitative measurement of RNA expression. A cDNA volume equivalent to 0.1 µg RNA was added to the tubes resulting in a mix containing 7 µL DDW, 10 µL Mastermix (TaqMan Applied Biosystems, Branchburg NJ) and 1 µL of the relevant probe and primers. Optical strips or plates containing 20 µL per sample were analyzed with an RT-PCR thermocycler (7500 RT-PCR Applied Biosystems) with the program run in 2 stages for 40 cycles (Stage 1 = 10 minutes at 95°C and Stage 2 = 15 seconds at 95°C followed by 60 seconds at 60°C). The 7500 System Software package (7500 System Sequence Detection version 1.2.2., Applied Biosystems) was used for the analysis. Comparisons of peripheral blood markers were made with clinicopathological variables. Patients underwent routine physical examination at 3 monthly intervals for the first year after surgery and then at 6 monthly intervals for the next 4 years. Breast imaging, including mammography and ultrasonography, was performed annually post-surgery. Statistical analysis was performed using the SPSS version 10.0 statistical package (SPSS Inc., Chicago IL). Categorical variables were compared with the Chi-square test or Fisher’s Exact test where appropriate. A p value <0.05 was considered to be significant.

Results

The analysis included 25 patients, 24 with invasive BC and one case of DCIS (median age 57 years, range 36–71 years). Of the cohort, 20 underwent surgery and adjuvant therapy in accordance with their pathologic stage and grade. The clinicopathological features of the operated patient group are shown in Table 1. The 5 remaining cases presented with metastatic disease and were treated with chemotherapy. Over a median follow-up of 41.3 months (range 34.4–74.7 months) there were 2 distant recurrences in the operated patients, both with lung metastases.
Table 1

Clinicopathologic Features of Study Patients Operated on for Localized Breast Cancer

Laterality
Right8 (40.0)
Left10 (50.0)
Bilateral2 (10.0)
Hormonal status
Premenopausal8 (40)
Perimenopausal2 (10)
Postmenopausal10 (50)
Procedure
Modified radical mastectomy3 (15)
Lumpectomy17 (85)
Axillary procedure
SLNB only11 (55)
ALND2 (10)
SLNB followed by ALND7 (35)
AJCC-UICC T-stage
Tis1 (5)
T14 (20)
T212 (60)
T33 (15)
AJCC-UICC N-stage
N011 (55)
N17 (35)
N22 (10)
Histologic grade *
Well differentiated1 (5.3)
Moderately differentiated13 (68.4)
Poorly differentiated5 (26.3)
Undifferentiated0 (0)
Hormone receptor expression
ER/PR positive18 (90)
ER/PR negative2 (10)
Her2/neu status
Over-expressed4 (20)
No over-expression16 (80)

Notes: *For invasive carcinomas (n=19). () Brackets are percentages.

Abbreviations: SLNB, sentinel lymph node biopsy; ALND, axillary lymph node dissection.

Clinicopathologic Features of Study Patients Operated on for Localized Breast Cancer Notes: *For invasive carcinomas (n=19). () Brackets are percentages. Abbreviations: SLNB, sentinel lymph node biopsy; ALND, axillary lymph node dissection. RNA was successfully extracted from all blood samples and quantified using the housekeeping gene with a mean concentration of 224.8 ± 155.3 ng/µL. The sensitivity of each assay was derived from the generated calibration curve (). Breast cancer cells (MD 134) were mixed with the PBMCs derived from healthy donors (n = 10) in increasing concentrations with each molecular marker used capable of a threshold detection of a minimum of 103 MDA 134 cells per 106 PBMCs. The quantification was normalized against the PBMCs derived from healthy donors. Slight differences in the pattern and sensitivity of RNA expression between the markers were noted when cell samples were seeded with varying populations of MDA134-positive controls. NY-BR-1 amplification increased with an increase in cell numbers, but which fell away after an MDA 134 concentration exceeded 105 cells. MGB-1 was amplified in increasing amounts until an MDA 134 concentration exceeding 105 cells, with MGB-2 showing a higher amplification until an MDA 134 cell concentration of 5 × 105 cells was reached (). High-quality RNA was extracted from all samples with a mean RNA concentration of 224.8±155.3 ng/µL. Each of the molecular markers examined was highly expressed in the primary breast tumors (n = 3, positive controls) with none of the markers detected in the PBMCs derived from healthy negative controls. The NY-BR-1 marker was expressed in one (4%) patient with metastatic disease with no MGB-1 and MGB-2 detected in any sample derived from the study patients. The CK-19 marker was detected in 16 (64%) of the BC cases. No correlation was found between CK-19 expression and tumor stage (p = 0.07) or nodal status (p = 0.32) (Tables 2 and 3). No correlation was identified in the BC patients between CK-19 expression and receptor status in the BC primary tumor. Four of the 5 metastatic patients were negative for all molecular markers with the remaining cases showing both CK-19 and NY-BR-1 expression. Over a median follow-up of 41.3 months (range 34.4–74.7 months) recurrence occurred in 2 cases, both presenting with lung metastases. Both of these cases were CK-19-positive, and both were managed with chemotherapy (diagnosed 13 and 37 months post-surgery).
Table 2

Correlation Between CK-19 Expression in Sera of Operated Breast Cancer Patients and Their Primary Tumor T-Stage

CK-19 ExpressionT 0–1T 2–3Total
Negative325
Positive21315
Total51520

Note: The two-sided Fisher’s exact test was 0.07.

Table 3

Correlation Between CK-19 Expression in Sera of Operated Breast Cancer Patients and Their Primary Tumor N-Stage

CK-19 ExpressionN 0N 1–2Total
Negative415
Positive7815
Total11920

Note: The two-sided Fisher’s exact test was 0.32.

Correlation Between CK-19 Expression in Sera of Operated Breast Cancer Patients and Their Primary Tumor T-Stage Note: The two-sided Fisher’s exact test was 0.07. Correlation Between CK-19 Expression in Sera of Operated Breast Cancer Patients and Their Primary Tumor N-Stage Note: The two-sided Fisher’s exact test was 0.32.

Discussion

This pilot study showed a high expression of all 4 markers NY-BR-1, MGB-1, MGB-2 and CK-19 in the PBMCs derived from 25 women with invasive BC and DCIS. CK-19 was detected in 64% of the Stage I–III cases operated with curative intent and was the only marker consistently identified. Two metastatic recurrent events occurred in patients, both of whom were CK-19-positive.

Relevance of the Study

The detection of CTCs in the peripheral blood of patients with early-stage BC is prognostic for recurrence and cancer-specific mortality8 with the potential for use in monitoring response and resistance to individual anticancer therapies.7,15 The findings in this study show differences for MRD site in BC where our group has previously reported the use of a multi-marker assay in sentinel lymph nodes incorporating NY-BR-1, MGB-2 and CK-19.14 In this earlier study, 15 of 30 cases demonstrated all 3 markers with a higher sensitivity for MRD detection within lymph nodes when compared with either conventional histology or immunohistochemistry. In this study, NY-BR-1 was the most sensitive marker with CK-19 the least sensitive and with an advantage for a 3-marker over a single-marker detection system.

Comparative Findings

Our results are in keeping with those reported by Krüger et al16 who detected CK-19 mRNA transcripts in the peripheral blood of 46% of BC cases. These findings are also in agreement with those reported by Stathopoulou et al17 who identified CK-19 transcripts in one-third of their operable BC patients. A fall in specificity between laboratories will account for variations in the reported false-positive rates.18,19 The assumption that the dissemination of CK-19-positive CTCs is an early event, which signifies the risk of relapse, requires further evaluation in order to determine the potential benefit in early BC patients of quantitative CTC-marker RT-PCR as a method for monitoring adjuvant therapy. This approach adopted by Xenidis et al11,20 has suggested an association between detectable post-chemotherapy CK-19 mRNA-positive CTCs and axillary lymph node status, as well as with disease-free and overall survival. Zach et al21 were the first to establish a nested PCR assay designed to detect hMAM mRNA in the peripheral blood of BC patients, demonstrating a correlation between the presence of positive transcripts and tumor burden. In contrast, we were unable to show any mammaglobin (MGB) CTC expression. Our results are consistent with those reported by Chen et al22 who were unable to correlate the presence of MGB-positive CTCs with the outcome. However, unlike our findings, these researchers showed MGB positivity in 26% of their early BC cases. Similarly, Marques et al,23 taking samples before the commencement of adjuvant chemotherapy, were unable to show any difference in hMAM CTC-positivity between those later developing recurrence and patients who were disease-free. This is in contrast to Ntoulia et al24 who showed an inverse correlation in operable BC patients between the expression of Mammaglobin-A in the peripheral blood and the disease-free interval. This variability likely reflects the conflicting associations that have been demonstrated between the expression of hMAM in the peripheral blood and more typical BC prognostic markers. In a study by Nuñez-Villar et al25 hMAM expression correlated with indicators of a good prognosis (ER and PR receptor expression, diploid DNA content, a low Ki67 labeling and low tumor grade), whereas Mikhitarian et al showed hMAM overexpression to be associated with ER receptor negativity and a higher tumor grade.26 The multi-marker assay approach has generally shown more consistent results than the use of a single marker assay. In a study of early BC patients using a similar approach to ours, but with a combination of 3 established mRNA markers (CK-19, human mammaglobin-hMAM and carcinoembryonic antigen-CEA) Chen et al22 showed a 58.8% sensitivity and a 100% specificity for CTC detection in the peripheral blood with a clear correlation between initial multi-marker positivity and distant relapse over a 3-year follow-up. In their study, the detection of 3-marker-positive CTCs in the peripheral blood was an independent risk factor, which correlated with a reduced relapse-free survival. Multi-marker assay detection systems are likely to have a significant advantage over single marker assays for several reasons. For the detection of MDR, multi-marker RT-PCR should show enhanced performance characteristics, particularly when cell populations are phenotypically diverse and when the concentrations of expressed mRNA are low. The use of a number of markers can potentially compensate for these variations and allow CTC detection to act as a better marker for the molecular characterization of systemic disease.27 Even when some markers have been reported in combination as independent prognostic factors for survival, their sensitivity can be too low for clinical use as single markers. Differences encountered reflect different patient subpopulations, the detection of CTCs with techniques that have variable performance and particular situations where no information is available concerning the comparative level of marker expression in the primary tumor. In general, multi-marker RT-PCR analysis of the peripheral blood shows high specificity and is associated with histologic grade, lymph node metastasis and higher levels of serum tumor markers, such as CEA and CA 15–3.28 Furthermore, positive peripheral blood markers used in combination can predict progression-free survival29 and in women with Stages I–III BC a positive multi-marker assay prior to the commencement of adjuvant chemotherapy correlates with a poor disease-free survival.30 There are several limitations to our study. Patient numbers are small, and the data are preliminary and need confirmation in larger cohorts. In addition, there are clear technical considerations, which influence test sensitivity. A major challenge in detecting MRD is that a standard blood sample can only identify a few thousand copies of each gene. It is accepted, however, that cancer cells have a poorer survival than normal cells, potentially interfering with PCR amplification. Additional strategies designed for epithelial enrichment will also enhance CTC marker expression and improve test sensitivity and subsequent clinical utility.31–33 Other technical considerations such as the timing of processing of samples, the sequence of blood tube collection, prolonged sample storage prior to assay and the type of blood preservative can all affect results, particularly when the positivity rate for an individual marker is low.34,35 Our data add to the ever-increasing usage of a range of varied “omic” technologies such as genomics, transcriptomics, proteomics and metabolomics, to more precisely characterize tumor biology.36 Indeed, due to the complexity of human biology, new advances in interpreting these data, and integrating and combining different methodologies, a process known as multi-omics has become an essential innovation in cancer research. Recently, this approach has been used to develop a molecular signature to differentiate between young women at high or low risk for breast cancer development, which similarly could pave the way for better early detection.37

Conclusion

In summary, our study showed CK-19 marker expression in peripheral blood CTCs in early-stage BC. The only recurrent events occur in the CK-19-positive cases. Further validation is required to establish an approach where the molecular detection of CTCs and genomic monitoring of their clearance during treatment will act as surrogate markers for systemic disease. In this way, tracking the appearance of CTCs can expand the use of targeted agents to patients who, according to standard criteria, would normally be ineligible for such treatment.38 RT-PCR marker analysis in early-stage BC will potentially permit personalized cancer management and the monitoring of resistance to anticancer therapies. Large clinical trials using RT-PCR CTC detection as a sensitive endpoint will need to establish adjuvant therapies directed by genomic characterization result in significant improvements in clinical outcome.
  38 in total

Review 1.  Cell-free nucleic acids as biomarkers in cancer patients.

Authors:  Heidi Schwarzenbach; Dave S B Hoon; Klaus Pantel
Journal:  Nat Rev Cancer       Date:  2011-05-12       Impact factor: 60.716

2.  The detection of micrometastases in the peripheral blood and bone marrow of patients with breast cancer using immunohistochemistry and reverse transcriptase polymerase chain reaction for keratin 19.

Authors:  A Schoenfeld; K H Kruger; J Gomm; H D Sinnett; J C Gazet; N Sacks; H G Bender; Y Luqmani; R C Coombes
Journal:  Eur J Cancer       Date:  1997-05       Impact factor: 9.162

3.  Circulating tumor cells (CTCs) detected by triple-marker EpCAM, CK19, and hMAM RT-PCR and their relation to clinical outcome in metastatic breast cancer patients.

Authors:  Shu Zhao; Huike Yang; Minghui Zhang; Dekai Zhang; Yupeng Liu; Yan Liu; Ying Song; Xiaosan Zhang; Hongbin Li; Wenjie Ma; Qingyuan Zhang
Journal:  Cell Biochem Biophys       Date:  2013-03       Impact factor: 2.194

4.  Detection of circulating tumour cells in blood by quantitative real-time RT-PCR: effect of pre-analytical time.

Authors:  Ina H Benoy; Hilde Elst; Peter Van Dam; Simon Scharpé; Eric Van Marck; Peter B Vermeulen; Luc Y Dirix
Journal:  Clin Chem Lab Med       Date:  2006       Impact factor: 3.694

Review 5.  Cell-free nucleic acid patterns in disease prediction and monitoring-hype or hope?

Authors:  Adriana Torres Crigna; Marek Samec; Lenka Koklesova; Alena Liskova; Frank A Giordano; Peter Kubatka; Olga Golubnitschaja
Journal:  EPMA J       Date:  2020-10-29       Impact factor: 6.543

6.  Molecular detection of cancer cells in the peripheral blood of patients with breast cancer: comparison of CK-19, CEA and maspin as detection markers.

Authors:  A Stathopoulou; D Mavroudis; M Perraki; S Apostolaki; I Vlachonikolis; E Lianidou; V Georgoulias
Journal:  Anticancer Res       Date:  2003 Mar-Apr       Impact factor: 2.480

7.  Prognostic Value of Circulating Tumor Cells Identified Before Surgical Resection in Nonmetastatic Breast Cancer Patients.

Authors:  Carolyn S Hall; Mandar G Karhade; Jessica B Bowman Bauldry; Lily M Valad; Henry M Kuerer; Sarah M DeSnyder; Anthony Lucci
Journal:  J Am Coll Surg       Date:  2016-03-08       Impact factor: 6.113

8.  Premenopausal breast cancer: potential clinical utility of a multi-omics based machine learning approach for patient stratification.

Authors:  Holger Fröhlich; Sabyasachi Patjoshi; Kristina Yeghiazaryan; Christina Kehrer; Walther Kuhn; Olga Golubnitschaja
Journal:  EPMA J       Date:  2018-04-11       Impact factor: 6.543

9.  Elevated mammaglobin (h-MAM) expression in breast cancer is associated with clinical and biological features defining a less aggressive tumour phenotype.

Authors:  M J Núñez-Villar; F Martínez-Arribas; M Pollán; A R Lucas; J Sánchez; A Tejerina; J Schneider
Journal:  Breast Cancer Res       Date:  2003-03-06       Impact factor: 6.466

10.  Multimarker RT-PCR assay for the detection of minimal residual disease in sentinel lymph nodes of breast cancer patients.

Authors:  A Nissan; D Jager; M Roystacher; D Prus; T Peretz; I Eisenberg; H R Freund; M Scanlan; G Ritter; L J Old; S Mitrani-Rosenbaum
Journal:  Br J Cancer       Date:  2006-03-13       Impact factor: 7.640

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