Color Standardization and Stain Intensity Calibration for Whole Slide Image-Based Immunohistochemistry Assessment
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作者:
Ohnishi, Chie
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机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USA
Tokyo Inst Technol, Sch Engn, 4259 Nagatsuta,Midori Ku, Yokohama, Kanagawa 2268503, JapanMem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USA
Ohnishi, Chie
[1
,2
]
Ohnishi, Takashi
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Mem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USA
Ohnishi, Takashi
[1
]
Ibrahim, Kareem
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Mem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USA
Ibrahim, Kareem
[1
]
Ntiamoah, Peter
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Mem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USA
Ntiamoah, Peter
[1
]
Ross, Dara
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Mem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USA
Ross, Dara
[1
]
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机构:
Yamaguchi, Masahiro
[2
]
Yagi, Yukako
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Mem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USA
Yagi, Yukako
[1
]
机构:
[1] Mem Sloan Kettering Canc Ctr, Dept Pathol & Lab Med, 1133 York Ave, New York, NY 10065 USA
[2] Tokyo Inst Technol, Sch Engn, 4259 Nagatsuta,Midori Ku, Yokohama, Kanagawa 2268503, Japan
breast cancer;
color standardization;
HER2;
immunohistochemistry (IHC);
stain intensity calibration;
whole slide image (WSI);
BREAST-CANCER;
HER-2/NEU;
QUANTIFICATION;
VARIABILITY;
EXPRESSION;
D O I:
10.1093/micmic/ozad136
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
Automated quantification of human epidermal growth factor receptor 2 (HER2) immunohistochemistry (IHC) using whole slide imaging (WSI) is expected to eliminate subjectivity in visual assessment. However, the color intensity in WSI varies depending on the staining process and scanner device. Such variations affect the image analysis results. This paper presents methods to diminish the influence of color variation produced in the staining process using a calibrator slide consisting of peptide-coated microbeads. The calibrator slide is stained along with tissue sample slides, and the 3,3 '-diaminobenzidine (DAB) color intensities of the microbeads are used for calibrating the color variation of the sample slides. An off-the-shelf image analysis tool is employed for the automated assessment, in which cells are classified by the thresholds for the membrane staining. We have adopted two methods for calibrating the color variation based on the DAB color intensities obtained from the calibrator slide: (1) thresholds for classifying the DAB membranous intensity are adjusted, and (2) the color intensity of WSI is corrected. In the experiment, the calibrator slides and tissue of breast cancer slides were stained together on different days and used to test our protocol. With the proposed protocol, the discordance in the HER2 evaluation was reduced to one slide out of 120 slides.
机构:
School of Engineering, Tokyo Institute of Technology, Kanagawa
Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New YorkSchool of Engineering, Tokyo Institute of Technology, Kanagawa
Ohnishi C.
Ohnishi T.
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机构:
Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New YorkSchool of Engineering, Tokyo Institute of Technology, Kanagawa
Ohnishi T.
Ntiamoah P.
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机构:
Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New YorkSchool of Engineering, Tokyo Institute of Technology, Kanagawa
Ntiamoah P.
Ross D.S.
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h-index: 0
机构:
Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New YorkSchool of Engineering, Tokyo Institute of Technology, Kanagawa
Ross D.S.
Yamaguchi M.
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h-index: 0
机构:
School of Engineering, Tokyo Institute of Technology, KanagawaSchool of Engineering, Tokyo Institute of Technology, Kanagawa
Yamaguchi M.
Yagi Y.
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机构:
Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New YorkSchool of Engineering, Tokyo Institute of Technology, Kanagawa
机构:
Massachusetts Gen Hosp, Dept Pathol, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA 02114 USAMassachusetts Gen Hosp, Dept Pathol, Boston, MA 02114 USA
机构:
Univ Oulu, Ctr Machine Vis & Signal Anal, Physiol Signal Anal Grp, POB 8000, FI-90014 Oulu, Finland
Univ Oulu, Fac Informat Technol & Elect Engn, Oulu, FinlandUniv Oulu, Ctr Machine Vis & Signal Anal, Physiol Signal Anal Grp, POB 8000, FI-90014 Oulu, Finland
Hoque, Md Ziaul
Keskinarkaus, Anja
论文数: 0引用数: 0
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机构:
Univ Oulu, Ctr Machine Vis & Signal Anal, Physiol Signal Anal Grp, POB 8000, FI-90014 Oulu, Finland
Univ Oulu, Fac Informat Technol & Elect Engn, Oulu, FinlandUniv Oulu, Ctr Machine Vis & Signal Anal, Physiol Signal Anal Grp, POB 8000, FI-90014 Oulu, Finland
Keskinarkaus, Anja
Nyberg, Pia
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机构:
Oulu Univ Hosp, Biobank Borealis Northern Finland, Oulu, Finland
Univ Oulu, Fac Med, Med Res Ctr Oulu, Translat & Canc Res Unit, Oulu, FinlandUniv Oulu, Ctr Machine Vis & Signal Anal, Physiol Signal Anal Grp, POB 8000, FI-90014 Oulu, Finland
Nyberg, Pia
Seppanen, Tapio
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机构:
Univ Oulu, Ctr Machine Vis & Signal Anal, Physiol Signal Anal Grp, POB 8000, FI-90014 Oulu, Finland
Univ Oulu, Fac Informat Technol & Elect Engn, Oulu, FinlandUniv Oulu, Ctr Machine Vis & Signal Anal, Physiol Signal Anal Grp, POB 8000, FI-90014 Oulu, Finland
机构:
Genentech Inc, San Francisco, CA 94080 USA
Genentech Inc, Genentech Res & Early Dev gRED, Safety Assessment Pathol, 1 DNA Way, San Francisco, CA 94080 USAGenentech Inc, San Francisco, CA 94080 USA
Chu, Mei-Lan
Ge, Xing-Yue M.
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机构:
Genentech Inc, San Francisco, CA 94080 USAGenentech Inc, San Francisco, CA 94080 USA
Ge, Xing-Yue M.
Eastham, Jeffrey
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机构:
Genentech Inc, San Francisco, CA 94080 USAGenentech Inc, San Francisco, CA 94080 USA
Eastham, Jeffrey
Nguyen, Trung
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机构:
Genentech Inc, San Francisco, CA 94080 USAGenentech Inc, San Francisco, CA 94080 USA
Nguyen, Trung
Fuji, Reina N.
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机构:
Genentech Inc, San Francisco, CA 94080 USAGenentech Inc, San Francisco, CA 94080 USA
Fuji, Reina N.
Sullivan, Ruth
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机构:
Genentech Inc, San Francisco, CA 94080 USAGenentech Inc, San Francisco, CA 94080 USA
Sullivan, Ruth
Ruderman, Daniel
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机构:
Genentech Inc, San Francisco, CA 94080 USAGenentech Inc, San Francisco, CA 94080 USA