An Advanced Image Analysis Tool for the Quantification and Characterization of Breast Cancer in Microscopy Images

被引：9

作者：

Goudas, Theodosios ^{[1
]}

Maglogiannis, Ilias ^{[1
]}

机构：

[1] Univ Piraeus, Dept Digital Syst, Piraeus 18532, Greece

来源：

JOURNAL OF MEDICAL SYSTEMS | 2015年 / 39卷 / 03期

关键词：

Breast cancer; Pathology quantification; Microscopy; Image mining; Classification; CELL NUCLEI; CLASSIFICATION; SEGMENTATION; ANALOG;

D O I：

10.1007/s10916-015-0225-3

中图分类号：

R19 [保健组织与事业（卫生事业管理）];

学科分类号：

摘要：

The paper presents an advanced image analysis tool for the accurate and fast characterization and quantification of cancer and apoptotic cells in microscopy images. The proposed tool utilizes adaptive thresholding and a Support Vector Machines classifier. The segmentation results are enhanced through a Majority Voting and a Watershed technique, while an object labeling algorithm has been developed for the fast and accurate validation of the recognized cells. Expert pathologists evaluated the tool and the reported results are satisfying and reproducible.

引用

页数：13

共 50 条

[41] Osteoblast adhesion of breast cancer cells with scanned image microscopy
Miyasaka, C
Tittmann, BR
Mercer, RR
Mastro, AM
HEALTH MONITORING AND SMART NONDESTRUCTIVE EVALUATION OF STRUCTURAL AND BIOLOGICAL SYSTEM III, 2004, 5394 : 273 - 279
[42] Epifluorescence Microscopy with Image Analysis as a Promising Method for Multispecies Biofilm Quantification
Lee, Ji Won
Jeong, So-Yeon
Kim, Tae Gwan
JOURNAL OF MICROBIOLOGY AND BIOTECHNOLOGY, 2023, 33 (03) : 348 - 355
[43] Breast Cancer Ultrasound Images' Sequence Exploration Using BI-RADS Features' Extraction: Towards an Advanced Clinical Aided Tool for Precise Lesion Characterization
Sellami, Lamia
Ben Sassi, O.
Chtourou, Khalil
Ben Hamida, A.
IEEE TRANSACTIONS ON NANOBIOSCIENCE, 2015, 14 (07) : 740 - 745
[44] Are thoracoabdominal flaps an effective tool in the treatment of advanced breast cancer?
Izquierdo, Ana
Adrianzen, Marcos
Buch, Elvira
REVISTA DE SENOLOGIA Y PATOLOGIA MAMARIA, 2022, 35 (03): : 208 - 211
[45] Design and validation of a tool for neurite tracing and analysis in fluorescence microscopy images
Meijering, E
Jacob, M
Sarria, JCF
Steiner, P
Hirling, H
Unser, M
CYTOMETRY PART A, 2004, 58A (02) : 167 - 176
[46] Molecular characterization of breast cell lines: a tool for breast cancer studies
E Charafe-Jauffret
C Ginestier
F Monville
J Adélaïde
P Finetti
F Bertucci
L Xerri
J Jacquemier
D Birnbaum
Breast Cancer Research, 7
[47] Application of Statistical Image Analysis in Quantification of Neutron Radiography Images of Drying
Fijal-Kirejczyk, I. M.
Milczarek, J. J.
Zoladek-Nowak, J.
de Beer, F. C.
Radebe, M. J.
Nothnagel, G.
ACTA PHYSICA POLONICA A, 2012, 122 (02) : 410 - 414
[48] Molecular characterization of breast cell lines:: a tool for breast cancer studies
Charage-Jauffret, E
Ginestier, C
Monville, F
Adélaïde, J
Finetti, P
Bertucci, F
Xerri, L
Jacquemier, J
Birnbaum, D
BREAST CANCER RESEARCH, 2005, 7 (Suppl 2) : S43 - S44
[49] Revolutionizing Breast Cancer Patient Management: Analysis of R-SH Quantification Unveils Redox Imbalance Signatures in Advanced Metastatic Breast Cancer
Dantas Santos, Leticia Lopes
Silva, Alinne Tatiane
Ferreira, Izabella Cristina
Marques, Lara
Justino, Allisson
Pena, Maria Sol
Teixeira, Renata Roland
Santos, Donizeti
Lajolo, Paula
Maia, Marcelo
Paiva, Carlos Eduardo
Costa, Ohanna
Freitas, Raul
Espindola, Foued
Paiva Maia, Yara Cristina
FREE RADICAL BIOLOGY AND MEDICINE, 2023, 208 : S106 - S107
[50] Quantitative analysis of high-plex immunofluorescence microscopy images to investigate the breast cancer tumor microenvironment
Torcasso, Madeleine S.
Howard, Frederick M.
Zha, Yuanyuan
Ai, Junting
Clark, Marcus R.
Giger, Maryellen L.
17TH INTERNATIONAL WORKSHOP ON BREAST IMAGING, IWBI 2024, 2024, 13174

← 1 2 3 4 5 →