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Ke Z, Shen L, Shao J. Early Warning of Axillary Lymph Node Metastasis in Breast Cancer Patients Using Multi-Omics Signature: A Machine Learning-Based Retrospective Study. Int J Gen Med 2024; 17:6101-6114. [PMID: 39687219 PMCID: PMC11648545 DOI: 10.2147/ijgm.s499238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2024] [Accepted: 12/05/2024] [Indexed: 12/18/2024] Open
Abstract
Background Axillary lymph node (ALN) is the most common metastasis path for breast cancer, and ALN dissection directly affects the postoperative staging and prognosis of breast cancer patients. Therefore, additional research is needed to accurately predict ALN metastasis before surgery and construct predictive models to assist in surgical decision-making and optimize patient care. Methods We retrospectively analyzed the clinical data, radiomics, and pathomics of the patients diagnosed with breast cancer in the Breast Cancer Center of Hubei Cancer Hospital from January 2017 to December 2022. The study participants were randomly assigned to either the training queue (70%) or the validation queue (30%). Logistic regression (ie generalized linear regression model [GLRM]) and random forest model (RFM) were used to construct an ALN prediction model in the training queue, and the discriminant power of the model was evaluated using area under curve (AUC) and decision curve analysis (DCA). Meanwhile, the validation queue was used to evaluate the ALN prediction performance of the constructed model. Results Out of the 422 patients encompassed in the study, 18.7% were diagnosed with ALN by postoperative pathology. The logical model included shear wave elastography (SWE) related to maximum, minimum, centre, ratio 1, pathomics (Feature 1, Feature 3, and Feature 5) and a nomogram of the GLRM was drawn. The AUC of GLRM was 0.818 (95% CI: 0.757~0.879), significantly lower than that of RFM's AUC 0.893 (95% CI: 0.836~0.950). Conclusion The prediction models based on machine learning (ML) algorithms and multiomics have shown good performance in predicting ALN metastasis, and RFM shows greater advantages compared to traditional GLRM. The findings of this study can help clinicians identify patients with higher risk of ALN metastasis and provide personalized perioperative management to assist preoperative decision-making and improve patient prognosis.
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Affiliation(s)
- Zirui Ke
- Department of Breast Surgery, Hubei Cancer Hospital, Tongji Medical College, Huazhong University of Science and Technology, Hubei Provincial Clinical Research Center for Breast Cancer, Wuhan Clinical Research, Wuhan, 430070, People’s Republic of China
| | - Leihua Shen
- Department of General Surgery, Xi’an Central Hospital, Shaanxi, 710000, People’s Republic of China
| | - Jun Shao
- Department of Breast Surgery, Hubei Cancer Hospital, Tongji Medical College, Huazhong University of Science and Technology, Hubei Provincial Clinical Research Center for Breast Cancer, Wuhan Clinical Research, Wuhan, 430070, People’s Republic of China
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Bolletta A, Losco L, Cigna E. Editorial for the Special Issue "Vasorum Lymphaticorum: From the Discovery of the Lymphatic System to the New Perspectives in Microsurgical Reconstruction and Patient Rehabilitation". MEDICINA (KAUNAS, LITHUANIA) 2024; 60:307. [PMID: 38399594 PMCID: PMC10890691 DOI: 10.3390/medicina60020307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2024] [Accepted: 02/07/2024] [Indexed: 02/25/2024]
Abstract
Lymphedema is a complex clinical condition that appears as a result of the failure of the lymphatic system function, and it is characterized by edema, fibrosis, and adipose deposition [...].
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Affiliation(s)
- Alberto Bolletta
- Plastic Surgery and Microsurgery Unit, Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, 56126 Pisa, Italy
| | - Luigi Losco
- Plastic Surgery Unit, Department of Medicine, Surgery and Dentistry, University of Salerno, 84081 Salerno, Italy
| | - Emanuele Cigna
- Plastic Surgery and Microsurgery Unit, Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, 56126 Pisa, Italy
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Kobayashi N, Ozaki A, Kotera Y, Kaneda Y, Bhandari D, Takamatsu K, Kasai T, Arai M, Takasaki J, Saito H, Sawano T, Kanemoto Y, Sato H, Tsubokura M, Kurokawa T, Tachibana K, Wada M, Tanimoto T, Ohtake T, Ejiri T, Shimmura H, Kanzaki N. Long-term Experience on Breast Cancer-related Lymphedema in the Coastal Area of Fukushima, Japan After the 2011 Triple Disaster. In Vivo 2024; 38:272-280. [PMID: 38148086 PMCID: PMC10756475 DOI: 10.21873/invivo.13435] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Revised: 10/21/2023] [Accepted: 10/23/2023] [Indexed: 12/28/2023]
Abstract
BACKGROUND/AIM Disasters can jeopardize breast cancer care and Japan's triple disaster in 2011 (earthquake, tsunami, and nuclear accident) is no exception. However, detailed information is lacking regarding the care of breast cancer related lymphedema (BCRL) following the disaster. We aimed to explore the process by which local patients become aware of BCRL, the problems faced, and the support they require. We also aimed to clarify the effects of the 2011 disaster on experiences related to lymphedema in the target population. PATIENTS AND METHODS Patients who developed BCRL after breast cancer treatment were recruited from Iwaki city, a municipality located in the southern coastal region of Fukushima (N=16). In-depth, semi-structured, face-to-face interviews were conducted, and the obtained data were appraised using thematic analysis. RESULTS Five themes related to BCRL were identified: 1) the process of becoming aware of BCRL, 2) troubles or worries/concerns due to BCRL, 3) information sources regarding BCRL management, 4) strategies to cope with BCRL, and 5) the adverse impacts of the 2011 disaster on BCRL management. CONCLUSION Except for the disaster context, the themes are in line with those of previous studies conducted in the non-disaster context. Nonetheless, there were limited but non-negligible adverse effects of the 2011 disaster on long-term local BCRL management. The findings of this study demonstrate the necessity for individualizing coping strategies against BCRL among healthcare professionals in the Fukushima coastal area and beyond.
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Affiliation(s)
- Naomi Kobayashi
- Department of Rehabilitation, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Akihiko Ozaki
- Department of Breast and Thyroid Surgery, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan;
- Department of Gastrointestinal Tract Surgery, Fukushima Medical University, Fukushima, Japan
| | - Yasuhiro Kotera
- School of Health Sciences, University of Nottingham, Nottingham, U.K
| | - Yudai Kaneda
- School of Medicine, Hokkaido University, Sapporo, Japan
| | - Divya Bhandari
- Department of Breast and Thyroid Surgery, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Katsumori Takamatsu
- Department of Rehabilitation, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Tadashi Kasai
- Department of Rehabilitation, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Megumi Arai
- Department of Nursing, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Junko Takasaki
- Department of Nursing, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Hiroaki Saito
- Department of Internal Medicine, Soma Central Hospital, Soma, Japan
| | - Toyoaki Sawano
- Department of Surgery, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Yoshiaki Kanemoto
- Department of Surgery, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Hiroyuki Sato
- Department of Rehabilitation, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Masaharu Tsubokura
- Department of Radiation Health Management, Fukushima Medical University, Fukushima, Japan
| | - Tomohiro Kurokawa
- Department of Surgery, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | | | - Masahiro Wada
- Department of Breast Surgery, Utsunomiya Central Clinic, Utsunomiya, Japan
| | - Tetsuya Tanimoto
- Department of Internal Medicine, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Tohru Ohtake
- Department of Breast Surgery, Fukushima Medical University, Fukushima, Japan
| | - Tomozo Ejiri
- Department of Surgery, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Hiroaki Shimmura
- Department of Urology, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
| | - Norio Kanzaki
- Department of Surgery, Jyoban Hospital of Tokiwa Foundation, Iwaki, Japan
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Würinger E. Localization of Central Breast Lymphatics and Predefined Separation of Lobes along the Horizontal Septum. PLASTIC AND RECONSTRUCTIVE SURGERY-GLOBAL OPEN 2023; 11:e5446. [PMID: 38074493 PMCID: PMC10703120 DOI: 10.1097/gox.0000000000005446] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Accepted: 10/10/2023] [Indexed: 09/07/2024]
Abstract
BACKGROUND The predictable localization of the neurovascular supply along the ligamentous suspension, composed of the horizontal septum, vertical ligaments, and superficial fascia, has increased safety in breast reduction. Lymphatic drainage of the breast has always been described as running close to vascular supply. However, the correlation between the lymphatic course and ligamentous suspension has not yet been considered. This study aimed to visualize the relationship, direction of lymphatic flow, and predefined separation of lobes along the horizontal septum. METHODS To investigate central drainage, methylene blue was injected subareolarly in five breasts of female cadavers before blunt preparation of the horizontal septum in anatomical studies. To visualize central and peripheral drainage, lymphographin was injected into one of the three different sites in 14 breasts; the dynamic flow of drainage was observed during subsequent septum-based breast reductions in clinical settings. RESULTS In all anatomical studies, a predefined section of the glandular layers allowed access to central clearance along the stained horizontal septum. Clinical investigations similarly showed clearance along the corresponding part of the ligamentous suspension, most reliably along the horizontal septum. The affected quadrant of the breast, its relation to the nipple-areola complex, and the anterior-posterior axis toward the thoracic wall mainly determine the direction of lymphatic flow. Interconnections along the ligaments may explain the unpredictability of final clearance directions. CONCLUSIONS This study shows the horizontal septum as a guiding structure for central mammary drainage. This may encourage a septum-based approach for refinement of procedures such as oncoplastic, irradiation, and lymphedema treatments.
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Ping J, Liu W, Chen Z, Li C. Lymph node metastases in breast cancer: Mechanisms and molecular imaging. Clin Imaging 2023; 103:109985. [PMID: 37757640 DOI: 10.1016/j.clinimag.2023.109985] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Revised: 08/29/2023] [Accepted: 09/15/2023] [Indexed: 09/29/2023]
Abstract
Breast cancer is the most common malignant disease of women in the world. Breast cancer often metastasizes to axillary lymph nodes. Accurate assessment of the status of axillary lymph nodes is crucial to the staging and treatment of breast cancer. None of the methods used clinically for preoperative noninvasive examination of axillary lymph nodes can accurately identify cancer cells from a molecular level. In recent years, with the in-depth study of lymph node metastases, the mechanisms and molecular imaging of lymph node metastases in breast cancer have been reported. In this review, we highlight the new progress in the study of the main mechanisms of lymph node metastases in breast cancer. In addition, we analyze the advantages and disadvantages of traditional preoperative axillary lymph node imaging methods for breast cancer, and list molecular imaging methods that can accurately identify breast cancer cells in lymph nodes.
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Affiliation(s)
- Jieyi Ping
- Department of Ultrasound, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing 210029, China
| | - Wei Liu
- Department of Ultrasound, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing 210029, China
| | - Zhihui Chen
- Department of Ultrasound, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing 210029, China
| | - Cuiying Li
- Department of Ultrasound, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing 210029, China.
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Pop CF, Nziki LD, El Helou E, Moreau M, Radermecker M, Larsimont D, Veys I, De Neubourg F. Axillary Surgical Attitude Changing with Retrospective Application of ACOSOG Z0011 Eligible Criteria: An Institutional Evaluation. Eur J Breast Health 2023; 19:318-324. [PMID: 37795004 PMCID: PMC10546802 DOI: 10.4274/ejbh.galenos.2023.2023-6-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 09/14/2023] [Indexed: 10/06/2023]
Abstract
Objective Sentinel lymph node biopsy (SLNB) represents the gold standard for axillary surgical staging. The aim of this study was to assess the proportion of axillary lymph node dissection (ALND) that could be avoided after retrospective application of the ACOSOG Z0011 criteria and to evaluate the shortterm complications associated with axillary surgery. Materials and Methods We reviewed breast cancer (BC) patients treated by primary breast-conserving surgery from 2012 to 2015. The percentage of SLNB vs ALND performed before and after the application of the ACOSOG Z0011 criteria was calculated. Complications were analyzed using crosstabs, with p<0.05 considered significant. Results Two hundred fifty one patients with a median age of 59.3 years were included. BC tumors had a median size of 13 mm and were mostly unifocal (83.9%). There were 30.3% with 1-2 metastatic lymph nodes (MLN). ALND was performed in 44.2%. The patients with 1-2 MLN, had only SLNB in 14.5% of cases. By applying the ACOSOG Z0011 criteria, ALND would have been avoided in 40.2% of patients. At least one postoperative complication was reported after SLNB or ALND for 45.7% and 74.7% of patients respectively. Seroma was the most frequent complication, and occurred in 29.3% of cases after SLNB and in 59.5% after ALND. Conclusion SNLB is the most commonly used axillary surgical staging procedure in this series (55.8%). With a retrospective application of the ACOSOG Z0011 criteria in our population, ALND could have been avoided for 40.2% patients. Post-operative complications rate was higher after ALND, with a seroma rate at 59.5%.
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Affiliation(s)
- C. Florin Pop
- Department of Surgical Oncology, Institut Jules Bordet, Université Libre de Bruxelles (ULB), Brussels, Belgium
| | - Lea Datin Nziki
- Department of Surgical Oncology, Institut Jules Bordet, Université Libre de Bruxelles (ULB), Brussels, Belgium
| | - Etienne El Helou
- Department of Surgical Oncology, Institut Jules Bordet, Université Libre de Bruxelles (ULB), Brussels, Belgium
| | - Michel Moreau
- Data Centre and Statistics, Institut Jules Bordet, ULB, Brussels, Belgium
| | | | - Denis Larsimont
- Department of Pathology, Institut Jules Bordet, ULB, Brussels, Belgium
| | - Isabelle Veys
- Department of Surgical Oncology, Institut Jules Bordet, Université Libre de Bruxelles (ULB), Brussels, Belgium
| | - Filip De Neubourg
- Department of Surgical Oncology, Institut Jules Bordet, Université Libre de Bruxelles (ULB), Brussels, Belgium
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Ji X, Li R, Hu X, Tian Y, Liu L, Zhang C, Xu L, Chen Y, Xie H, Mao L, Cai T, Li W. Construction of model animals to explore intestinal microbiome for detection of breast cancer. PLoS One 2023; 18:e0280971. [PMID: 37195935 DOI: 10.1371/journal.pone.0280971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Accepted: 04/26/2023] [Indexed: 05/19/2023] Open
Abstract
Breast cancer ranks first among female cancers and has become a major public health problem in the current society. More studies indicated that these cancers are related to the change in the gut microbiome that can cause metabolic and immune system disorders in the body. However, there are few studies on the changes in gut microbiome caused by the onset of breast cancer, and the relationship between breast cancer and gut microbiome needs to be further clarified. In this study, we inoculated 4T1 breast cancer cells to induce breast cancer tumorigenesis in mice and collected their feces samples at different stages during this process. These intestinal florae were analyzed using 16S rRNA gene amplicon sequencing, and the results showed that at the phylum level, the ratio of Firmicutes/Bacteroidetes decreased with the development of the tumor; at the family level, the intestinal microbiome had obvious variations of Lachnospiraceae, Bacteroidaceae, Erysipelotrichaceae, etc. The Kyoto Encyclopedia of Genes and Genomes (KEGG) and COG annotation demonstrated that decreased abundance of cancer-related signaling pathways. This study elucidated the relationship between breast cancer and intestinal microbiome, and the research results can be used as an important biomarker for the diagnosis of breast cancer.
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Affiliation(s)
- Xia Ji
- School of Life Science, Huizhou University, Huizhou, China
| | - Ruipeng Li
- School of Life Science, Huizhou University, Huizhou, China
| | - Xiaoyu Hu
- School of Life Science, Huizhou University, Huizhou, China
| | - Yufang Tian
- School of Life Science, Huizhou University, Huizhou, China
| | - Liqiong Liu
- School of Life Science, Huizhou University, Huizhou, China
| | - Chenyu Zhang
- School of Life Science, Huizhou University, Huizhou, China
| | - Liangxiong Xu
- School of Life Science, Huizhou University, Huizhou, China
| | - Yongzhi Chen
- School of Life Science, Huizhou University, Huizhou, China
| | - Haiwei Xie
- School of Life Science, Huizhou University, Huizhou, China
| | - Lutian Mao
- School of Life Science, Huizhou University, Huizhou, China
| | - Tianshu Cai
- Huizhou Health Sciences Polytechnic, Huizhou, China
| | - Weiwei Li
- Huizhou Health Sciences Polytechnic, Huizhou, China
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Blei F. Update February 2022. Lymphat Res Biol 2022; 20:89-114. [PMID: 35167345 DOI: 10.1089/lrb.2021.29118.fb] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Francine Blei
- NYU Langone Health, Grossman School of Medicine, New York, NY, USA
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Floroni E, Ceauşu AR, Cosoroabă RM, Niculescu Talpoş IC, Popovici RA, Gaje NP, Raica M. Mast cell density in the primary tumor predicts lymph node metastases in patients with breast cancer. ROMANIAN JOURNAL OF MORPHOLOGY AND EMBRYOLOGY = REVUE ROUMAINE DE MORPHOLOGIE ET EMBRYOLOGIE 2022; 63:129-135. [PMID: 36074676 PMCID: PMC9593109 DOI: 10.47162/rjme.63.1.13] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 08/28/2022] [Indexed: 06/15/2023]
Abstract
Breast cancer (BrCa) is the most frequent neoplastic disease in female, with high morbidity and mortality. Most of the researches were focused on tumor cells concerning their natural evolution, molecular profile, and potential response to therapy. Few and uncertain data are available about the tumor microenvironment and its impact on the progression of the disease. Mast cells (MCs) associated to BrCa have been reported many years ago, but their real and specific role in the biology of this disease remained elusive. In the current study, we have investigated the predictive role of MCs from the primary tumor on lymph node metastasis on patients stratified based on the molecular classification. We investigated 156 patients with BrCa, stratified as luminal A, luminal B, human epidermal growth factor receptor 2 (HER2) type, basal-like, and unclassified. MCs were identified with anti-MC tryptase antibody in a double immunohistochemical reaction combined with anti-cluster of differentiation 34 (CD34) antibody. Mast cell density (MCD) was calculated based on the hot-spot method, on three fields with maximum density of MCs in each case. The final result was the arithmetic media that was compared with the molecular profile and lymph node metastases. We found no significant correlation between MCD and the molecular profile of the primary tumor, but we noticed a strong correlation between intratumor MCD and lymph node metastases, regardless of the molecular type.
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Affiliation(s)
- Erwin Floroni
- Department of Microscopic Morphology/Histology, Angiogenesis Research Center Timişoara, Victor Babeş University of Medicine and Pharmacy, Timişoara, Romania
| | - Amalia Raluca Ceauşu
- Department of Microscopic Morphology/Histology, Angiogenesis Research Center Timişoara, Victor Babeş University of Medicine and Pharmacy, Timişoara, Romania
| | - Raluca Mioara Cosoroabă
- Discipline of Management, Legislation and Communication in Dental Medicine, Faculty of Dental Medicine, Victor Babeş University of Medicine and Pharmacy, Timişoara, Romania
| | - Ioana Cristina Niculescu Talpoş
- Discipline of Ergonomics and Oral Diagnosis, Faculty of Dental Medicine, Victor Babeş University of Medicine and Pharmacy, Timişoara, Romania
| | - Ramona Amina Popovici
- Discipline of Management, Legislation and Communication in Dental Medicine, Faculty of Dental Medicine, Victor Babeş University of Medicine and Pharmacy, Timişoara, Romania
| | - Nela Puşa Gaje
- Department of Microscopic Morphology/Histology, Angiogenesis Research Center Timişoara, Victor Babeş University of Medicine and Pharmacy, Timişoara, Romania
| | - Marius Raica
- Department of Microscopic Morphology/Histology, Angiogenesis Research Center Timişoara, Victor Babeş University of Medicine and Pharmacy, Timişoara, Romania
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