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Phenomapping of Patients with Primary Breast Cancer Using Machine Learning-Based Unsupervised Cluster Analysis. J Pers Med 2021; 11:jpm11040272. [PMID: 33916398 PMCID: PMC8067194 DOI: 10.3390/jpm11040272] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2021] [Revised: 03/23/2021] [Accepted: 04/01/2021] [Indexed: 12/15/2022] Open
Abstract
Primary breast cancer (PBC) is a heterogeneous disease at the clinical, histopathological, and molecular levels. The improved classification of PBC might be important to identify subgroups of the disease, relevant to patient management. Machine learning algorithms may allow a better understanding of the relationships within heterogeneous clinical syndromes. This work aims to show the potential of unsupervised learning techniques for improving classification in PBC. A dataset of 712 women with PBC is used as a motivating example. A set of variables containing biological prognostic parameters is considered to define groups of individuals. Four different clustering methods are used: K-means, self-organising maps, hierarchical agglomerative (HAC), and Gaussian mixture models clustering. HAC outperforms the other clustering methods. With an optimal partitioning parameter, the methods identify two clusters with different clinical profiles. Patients in the first cluster are younger and have lower values of the oestrogen receptor (ER) and progesterone receptor (PgR) than patients in the second cluster. Moreover, cathepsin D values are lower in the first cluster. The three most important variables identified by the HAC are: age, ER, and PgR. Unsupervised learning seems a suitable alternative for the analysis of PBC data, opening up new perspectives in the particularly active domain of dissecting clinical heterogeneity.
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Kang J, Yu Y, Jeong S, Lee H, Heo HJ, Park JJ, Na HS, Ko DS, Kim YH. Prognostic role of high cathepsin D expression in breast cancer: a systematic review and meta-analysis. Ther Adv Med Oncol 2020; 12:1758835920927838. [PMID: 32550865 PMCID: PMC7281710 DOI: 10.1177/1758835920927838] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2019] [Accepted: 04/27/2020] [Indexed: 12/21/2022] Open
Abstract
Background: High cathepsin D has been associated with poor prognosis in breast cancer;
however, the results of many studies are controversial. Here, we assessed
the association between high cathepsin D levels and worse breast cancer
prognosis by conducting a meta-analysis. Methods: A comprehensive search strategy was used to search relevant literature in
PUBMED and EMBASE by September 2018. The meta-analysis was performed in
Review Manager 5.3 using hazard ratios (HRs) with 95% confidence intervals
(CIs). Results: A total of 15,355 breast cancer patients from 26 eligible studies were
included in this meta-analysis. Significant associations between elevated
high cathepsin D and poor overall survival (OS) (HR = 1.61, 95% CI:
1.35–1.92, p < 0.0001) and disease-free survival (DFS)
(HR = 1.52, 95% CI: 1.31–2.18, p < 0.001) were observed.
In the subgroup analysis for DFS, high cathepsin D was significantly
associated with poor prognosis in node-positive patients (HR = 1.38, 95% CI:
1.25–1.71, p < 0.00001), node-negative patients
(HR = 1.78, 95% CI: 1.39–2.27, p < 0.0001), early stage
patients (HR = 1.73, 95% CI: 1.34–2.23, p < 0.0001), and
treated with chemotherapy patients (HR = 1.60, 95% CI: 1.21–2.12,
p < 0.001). Interestingly, patients treated with
tamoxifen had a low risk of relapse when their cathepsin D levels were high
(HR = 0.71, 95% CI: 0.52–0.98, p = 0.04) and a high risk of
relapse when their cathepsin D levels were low (HR = 1.50, 95% CI:
1.22–1.85, p = 0.0001). Conclusions: Our meta-analysis suggests that high expression levels of cathepsin D are
associated with a poor prognosis in breast cancer. Based on our subgroup
analysis, we believe that cathepsin D can act as a marker for poor breast
cancer prognosis and also as a therapeutic target for breast cancer.
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Affiliation(s)
- Junho Kang
- Interdisciplinary Program of Genomic Data Science, Pusan National University, Yangsan, Republic of Korea
| | - Yeuni Yu
- Interdisciplinary Program of Genomic Data Science, Pusan National University, Yangsan, Republic of Korea
| | - Seongdo Jeong
- Interdisciplinary Program of Genomic Data Science, Pusan National University, Yangsan, Republic of Korea
| | - Hansong Lee
- Interdisciplinary Program of Genomic Data Science, Pusan National University, Yangsan, Republic of Korea
| | - Hye Jin Heo
- Departmment of Anatomy, School of Medicine, Pusan National University, Yangsan, Republic of Korea
| | - Jeong Jun Park
- Departemt of Anesthesiology and Pain Medicine, Korea University College of Medicine, Anam Hospital, Seoul, Republic of Korea
| | - Hee Sam Na
- Department of Oral Microbiology, School of Dentistry, Pusan National University, Yangsan, Republic of Korea
| | - Dai Sik Ko
- Division of Vascular Surgery, Department of Surgery, Gachon University Gil Medical Center, Incheon, Republic of Korea
| | - Yun Hak Kim
- Department of Anatomy and Department of Biomedical Informatics, Pusan National University, 49 Busandaehak-ro, Yangsan 50612, Republic of Korea
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Mansouri H, Alcaraz LB, Mollevi C, Mallavialle A, Jacot W, Boissière-Michot F, Simony-Lafontaine J, Laurent-Matha V, Roger P, Liaudet-Coopman E, Guiu S. Co-Expression of Androgen Receptor and Cathepsin D Defines a Triple-Negative Breast Cancer Subgroup with Poorer Overall Survival. Cancers (Basel) 2020; 12:cancers12051244. [PMID: 32429078 PMCID: PMC7281089 DOI: 10.3390/cancers12051244] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 05/10/2020] [Accepted: 05/11/2020] [Indexed: 01/21/2023] Open
Abstract
Background: In the triple-negative breast cancer (TNBC) group, the luminal androgen receptor subtype is characterized by expression of androgen receptor (AR) and lack of estrogen receptor and cytokeratin 5/6 expression. Cathepsin D (Cath-D) is overproduced and hypersecreted by breast cancer (BC) cells and is a poor prognostic marker. We recently showed that in TNBC, Cath-D is a potential target for antibody-based therapy. This study evaluated the frequency of AR/Cath-D co-expression and its prognostic value in a large series of patients with non-metastatic TNBC. Methods: AR and Cath-D expression was evaluated by immunohistochemistry in 147 non-metastatic TNBC. The threshold for AR positivity (AR+) was set at ≥1% of stained cells, and the threshold for Cath-D positivity (Cath-D+) was moderate/strong staining intensity. Lymphocyte density, macrophage infiltration, PD-L1 and programmed cell death (PD-1) expression were assessed. Results: Scarff-Bloom-Richardson grade 1–2 and lymph node invasion were more frequent, while macrophage infiltration was less frequent in AR+/Cath-D+ tumors (62.7%). In multivariate analyses, higher tumor size, no adjuvant chemotherapy and AR/Cath-D co-expression were independent prognostic factors of worse overall survival. Conclusions: AR/Cath-D co-expression independently predicted overall survival. Patients with TNBC in which AR and Cath-D are co-expressed could be eligible for combinatory therapy with androgen antagonists and anti-Cath-D human antibodies.
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Affiliation(s)
- Hanane Mansouri
- IRCM (Institut de Recherche en Cancérologie de Montpellier), INSERM (Institut National de la Santé et de la Recherche Médicale), Univ Montpellier (University of Montpellier), ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France; (H.M.); (L.B.A.); (A.M.); (W.J.); (V.L.-M.); (P.R.); (S.G.)
| | - Lindsay B. Alcaraz
- IRCM (Institut de Recherche en Cancérologie de Montpellier), INSERM (Institut National de la Santé et de la Recherche Médicale), Univ Montpellier (University of Montpellier), ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France; (H.M.); (L.B.A.); (A.M.); (W.J.); (V.L.-M.); (P.R.); (S.G.)
| | - Caroline Mollevi
- Biometry Department, ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France;
| | - Aude Mallavialle
- IRCM (Institut de Recherche en Cancérologie de Montpellier), INSERM (Institut National de la Santé et de la Recherche Médicale), Univ Montpellier (University of Montpellier), ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France; (H.M.); (L.B.A.); (A.M.); (W.J.); (V.L.-M.); (P.R.); (S.G.)
| | - William Jacot
- IRCM (Institut de Recherche en Cancérologie de Montpellier), INSERM (Institut National de la Santé et de la Recherche Médicale), Univ Montpellier (University of Montpellier), ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France; (H.M.); (L.B.A.); (A.M.); (W.J.); (V.L.-M.); (P.R.); (S.G.)
- Department of Medical Oncology, ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France
- Translational Research Unit, ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France; (F.B.-M.); (J.S.-L.)
| | - Florence Boissière-Michot
- Translational Research Unit, ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France; (F.B.-M.); (J.S.-L.)
| | - Joelle Simony-Lafontaine
- Translational Research Unit, ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France; (F.B.-M.); (J.S.-L.)
| | - Valérie Laurent-Matha
- IRCM (Institut de Recherche en Cancérologie de Montpellier), INSERM (Institut National de la Santé et de la Recherche Médicale), Univ Montpellier (University of Montpellier), ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France; (H.M.); (L.B.A.); (A.M.); (W.J.); (V.L.-M.); (P.R.); (S.G.)
| | - Pascal Roger
- IRCM (Institut de Recherche en Cancérologie de Montpellier), INSERM (Institut National de la Santé et de la Recherche Médicale), Univ Montpellier (University of Montpellier), ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France; (H.M.); (L.B.A.); (A.M.); (W.J.); (V.L.-M.); (P.R.); (S.G.)
- Department of Pathology, CHU (Centre Hospitalier Universitaire) Nîmes, 30029 Nîmes, France
| | - Emmanuelle Liaudet-Coopman
- IRCM (Institut de Recherche en Cancérologie de Montpellier), INSERM (Institut National de la Santé et de la Recherche Médicale), Univ Montpellier (University of Montpellier), ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France; (H.M.); (L.B.A.); (A.M.); (W.J.); (V.L.-M.); (P.R.); (S.G.)
- Correspondence:
| | - Séverine Guiu
- IRCM (Institut de Recherche en Cancérologie de Montpellier), INSERM (Institut National de la Santé et de la Recherche Médicale), Univ Montpellier (University of Montpellier), ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France; (H.M.); (L.B.A.); (A.M.); (W.J.); (V.L.-M.); (P.R.); (S.G.)
- Department of Medical Oncology, ICM (Institut du Cancer de Montpellier), 34298 Montpellier, France
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Külahcı Ö, Esen HH, Asut E, Güngör S. Association of ICAM-1, VCAM-1, CYCLIN D1 and Cathepsin D with Clinicopathological Parameters in Breast Carcinoma; an Immunohistochemical Study. THE JOURNAL OF BREAST HEALTH 2017; 13:5-9. [PMID: 28331761 DOI: 10.5152/tjbh.2016.3142] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2016] [Accepted: 10/03/2016] [Indexed: 01/18/2023]
Abstract
OBJECTIVE Breast carcinoma is the most common malignant tumor detected in women. The hypothesis that increased levels of adhesion molecules and Cathepsin D affect cancerous cells moving away the primary tumor and contributes to migration of the cancerous cell and may cause remote organ metastases is defended. The aim of the present study was to search the association of intracellular adhesion molecule-1 (ICAM-1), vascular adhesion molecule-1 (VCAM-1), Cyclin D1, cathepsin D immunohistochemically with clinicopathological parameters in the patients diagnosed with invasive ductal breast carcinoma. MATERIALS AND METHODS The pathological slides of 153 patients diagnosed with invasive ductal carcinoma were evaluated retrospectively. Three groups were created. Group 1 consisted of patients with positive lymph node metastasis and extranodal tumor invasion; Group 2 consisted of patients with positive axillary lymph node metastasis and negative extranodal tumor invasion and Group 3 consisted of the patients with negative axillary lymph node metastasis. In all groups, 20 paraffin blocks belonging to the primary tumor in the breast were stained by ICAM-1, VCAM-1, Cyclin D1 and Cathepsin D. Findings were examined by comparing with clinicopathological parameters. RESULTS The highest number of metastatic axillary lymph nodes and the highest rate of cathepsin D staining were statistically found in the cases with positive axillary lymph node metastasis and extranodal tumor invasion. CerbB2 was negative in the cases with negative ICAM-1 whereas estrogen receptor and progesterone receptor were positive in the cases with positive VCAM-1. CONCLUSION The present study reveals significant results for the patients diagnosed with invasive ductal carcinoma through breast biopsy especially before mastectomy in terms of increased number of metastatic axillary lymph nodes and extranodal tumor invasion by immunohistochemical Cathepsin D stain without any additional invasive intervention. Results of the present study may contribute to monitoring and treatment of the patients in the future.
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Affiliation(s)
- Özgür Külahcı
- Clinic of Pathology, Adana Numune Training and Research Hospital, Adana, Turkey
| | - H Hasan Esen
- Department of Pathology, Necmettin Erbakan University Meram School of Medicine, Konya, Turkey
| | - Elife Asut
- Clinic of Pathology, Adana Numune Training and Research Hospital, Adana, Turkey
| | - Salim Güngör
- Department of Pathology, Necmettin Erbakan University Meram School of Medicine, Konya, Turkey
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5
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Tan G, Liu Q, Tang X, Kang T, Li Y, Lu J, Zhao X, Tang F. Diagnostic values of serum cathepsin B and D in patients with nasopharyngeal carcinoma. BMC Cancer 2016; 16:241. [PMID: 26995190 PMCID: PMC4799840 DOI: 10.1186/s12885-016-2283-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2015] [Accepted: 03/15/2016] [Indexed: 11/23/2022] Open
Abstract
Background The diagnostic and prognostic significance of increased cathepsin B (CTSB) and cathepsin D (CTSD) concentration in the serum of cancer patients were evaluated for some tumor types. High expression of CTSD and CTSB was detected in biopsy tissues from nasopharyngeal carcinoma (NPC). However, whether CTSD and CTSB serve as diagnostic and prognostic markers of NPC remains unclear. Methods Serum samples were collected from 40 healthy volunteers and 80 NPC patients enrolled in the study. CTSB and CTSD in the serum samples were detected using enzyme-linked immunosorbent assay (ELISA). Concomitantly, the relationship between CTSB and CTSD concentrations and clinicopathological prognosis was assessed. The sensitivity and specificity of the two components in the diagnosis of NPC were evaluated in 80 NPC patients. Results ELISA analysis showed that in the sera obtained from NPC patients, the CTSB concentration was 12.5 ± 3.5 mg/L (median, 12.4 mg/L), and the CTSD concentration was 15.7 ± 8.7 mg/L (median, 14.7 mg/L). CTSB and CTSD levels were significantly higher in the NPC patient population compared to the healthy control population (p = 0.001; p = 0.001, respectively). The presence of CTSB and CTSD in the serum of the patients with NPC correlated with the tumor node metastasis (TNM) scores (p = 0.001). Other parameters were not identified to be of significance. Receiver operating characteristic (ROC) analysis showed that a cut off CTSB concentration of 12.4 mg/L had 61.9 % sensitivity and 63.2 % specificity in the prediction of progression-free survival (Area under the curve (AUC) = 0.525; 95 % CI, 39.7–65.2; p = 0.704); whereas a cut off CTSD concentration of 14.7 mg/L had 66.7 % sensitivity, and 58.5 % specificity (AUC = 0.552; 95 % CI, 42.3–68.1; p = 0.42). Conclusions Serum CTSB and CTSD concentrations were found to have a diagnostic value in NPC. However, the CTSB and CTSD serum levels had no prognostic role for the outcome in NPC patients.
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Affiliation(s)
- Gongjun Tan
- Department of Clinical Laboratory and Medical Research Center, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, Hunan, China.,Department of Clinical Laboratory and Medical Research Center, Zhuhai People's Hospital, Zhuhai Hospital of Jinan University, 79 Kangning Road, Zhuhai, 519000, Guangdong, China
| | - Qianxu Liu
- Department of Clinical Laboratory and Medical Research Center, Zhuhai People's Hospital, Zhuhai Hospital of Jinan University, 79 Kangning Road, Zhuhai, 519000, Guangdong, China
| | - Xiaowei Tang
- Metallurgical Science and Engineering, Central South University, 21 Lushan South Road, Changsha, 410083, China
| | - Ting Kang
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Yuejin Li
- Department of Clinical Laboratory and Medical Research Center, Zhuhai People's Hospital, Zhuhai Hospital of Jinan University, 79 Kangning Road, Zhuhai, 519000, Guangdong, China
| | - Jinping Lu
- Department of Clinical Laboratory and Medical Research Center, Zhuhai People's Hospital, Zhuhai Hospital of Jinan University, 79 Kangning Road, Zhuhai, 519000, Guangdong, China
| | - Xiaoming Zhao
- Department of Clinical Laboratory and Medical Research Center, Zhuhai People's Hospital, Zhuhai Hospital of Jinan University, 79 Kangning Road, Zhuhai, 519000, Guangdong, China
| | - Faqing Tang
- Department of Clinical Laboratory and Medical Research Center, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, Hunan, China. .,Department of Clinical Laboratory and Medical Research Center, Zhuhai People's Hospital, Zhuhai Hospital of Jinan University, 79 Kangning Road, Zhuhai, 519000, Guangdong, China.
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Sun T, Jiang D, Zhang L, Su Q, Mao W, Jiang C. Expression profile of cathepsins indicates the potential of cathepsins B and D as prognostic factors in breast cancer patients. Oncol Lett 2015; 11:575-583. [PMID: 26870250 PMCID: PMC4727043 DOI: 10.3892/ol.2015.3960] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2014] [Accepted: 06/16/2015] [Indexed: 12/11/2022] Open
Abstract
Breast cancer is one of the most prevalent types of cancer in women and contributes to 32% of all female cancer cases. Cathepsins, a family of proteins, are known to have a critical role in human cancers. However, previous studies on the systematic analysis of the role of cathepsin family members in breast cancer are limited. The aim of the present study was to identify biological markers to predict prognosis and treatment response of breast cancer patients, as well as to elucidate novel therapeutic targets. The present study analyzed the expression of six members of cathepsin family, including cathepsins B, G, D, K, L and V in 188 breast cancer tissue specimens using immunohistochemistry. The data showed that all members of the tested cathepsin families featured cytoplasmic staining. Notably, expression of cathepsin L was associated with advanced tumor stages, while cathepsins B and K expression levels were associated with positive estrogen receptor expression; in addition, cathepsin K expression was also demonstrated to be associated with progesterone receptor expression. Cathepsins V and D expression levels were found to be associated with breast cancer metastasis, while the expression levels of cathepsins B and D were associated with poor disease-free survival in breast cancer patients. In addition, univariate analysis demonstrated that breast cancer metastasis to the bone and the expression of cathepsin B protein were associated with poor disease-free survival. In conclusion, the results of the present study indicated that the altered expression of cathepsins, in particular cathepsins B and D, contributed to the progression of breast cancer and poor disease-free survival in breast cancer patients.
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Affiliation(s)
- Tao Sun
- Department of Medical Oncology, Liaoning Cancer Hospital and Institute, Shenyang, Liaoning 110000, P.R. China
| | - Daqing Jiang
- Department of Breast Oncology, Liaoning Cancer Hospital and Institute, Shenyang, Liaoning 110000, P.R. China
| | - Liang Zhang
- Department of Medical Oncology, Liaoning Cancer Hospital and Institute, Shenyang, Liaoning 110000, P.R. China
| | - Qinglong Su
- Department of Medical Oncology, Central Hospital of Chaoyang, Chaoyang, Liaoning 100000, P.R. China
| | - Wanli Mao
- Department of Medical Oncology, Yongchuan People's Hospital, Yongchuan, Chongqing 404000, P.R. China
| | - Cui Jiang
- Department of Medical Oncology, Liaoning Cancer Hospital and Institute, Shenyang, Liaoning 110000, P.R. China
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Pribic J, Vasiljevic J, Kanjer K, Konstantinovic ZN, Milosevic NT, Vukosavljevic DN, Radulovic M. Fractal dimension and lacunarity of tumor microscopic images as prognostic indicators of clinical outcome in early breast cancer. Biomark Med 2015; 9:1279-7. [PMID: 26612586 DOI: 10.2217/bmm.15.102] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
AIM Research in the field of breast cancer outcome prognosis has been focused on molecular biomarkers, while neglecting the discovery of novel tumor histology structural clues. We thus aimed to improve breast cancer prognosis by fractal analysis of tumor histomorphology. PATIENTS & METHODS This retrospective study included 92 breast cancer patients without systemic treatment. RESULTS Fractal dimension and lacunarity of the breast tumor microscopic histology possess prognostic value comparable to the major clinicopathological prognostic parameters. CONCLUSION Fractal analysis was performed for the first time on routinely produced archived pan-tissue stained primary breast tumor sections, indicating its potential for clinical use as a simple and cost-effective prognostic indicator of distant metastasis risk to complement the molecular approaches for cancer risk prognosis.
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Affiliation(s)
- Jelena Pribic
- Department of Experimental Oncology, Institute of Oncology & Radiology of Serbia, Pasterova 14, Belgrade, Serbia
| | | | - Ksenija Kanjer
- Department of Experimental Oncology, Institute of Oncology & Radiology of Serbia, Pasterova 14, Belgrade, Serbia
| | - Zora Neskovic Konstantinovic
- Department of Experimental Oncology, Institute of Oncology & Radiology of Serbia, Pasterova 14, Belgrade, Serbia
| | - Nebojsa T Milosevic
- Department of Biophysics, School of Medicine, University of Belgrade Visegradska 26/2, Belgrade, Serbia
| | | | - Marko Radulovic
- Department of Experimental Oncology, Institute of Oncology & Radiology of Serbia, Pasterova 14, Belgrade, Serbia
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