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Published in: BMC Medical Imaging 1/2008

Open Access 01-12-2008 | Research article

Computer-assisted assessment of the Human Epidermal Growth Factor Receptor 2 immunohistochemical assay in imaged histologic sections using a membrane isolation algorithm and quantitative analysis of positive controls

Authors: Bonnie H Hall, Monica Ianosi-Irimie, Parisa Javidian, Wenjin Chen, Shridar Ganesan, David J Foran

Published in: BMC Medical Imaging | Issue 1/2008

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Abstract

Background

Breast cancers that overexpress the human epidermal growth factor receptor 2 (HER2) are eligible for effective biologically targeted therapies, such as trastuzumab. However, accurately determining HER2 overexpression, especially in immunohistochemically equivocal cases, remains a challenge. Manual analysis of HER2 expression is dependent on the assessment of membrane staining as well as comparisons with positive controls. In spite of the strides that have been made to standardize the assessment process, intra- and inter-observer discrepancies in scoring is not uncommon. In this manuscript we describe a pathologist assisted, computer-based continuous scoring approach for increasing the precision and reproducibility of assessing imaged breast tissue specimens.

Methods

Computer-assisted analysis on HER2 IHC is compared with manual scoring and fluorescence in situ hybridization results on a test set of 99 digitally imaged breast cancer cases enriched with equivocally scored (2+) cases. Image features are generated based on the staining profile of the positive control tissue and pixels delineated by a newly developed Membrane Isolation Algorithm. Evaluation of results was performed using Receiver Operator Characteristic (ROC) analysis.

Results

A computer-aided diagnostic approach has been developed using a membrane isolation algorithm and quantitative use of positive immunostaining controls. By incorporating internal positive controls into feature analysis a greater Area Under the Curve (AUC) in ROC analysis was achieved than feature analysis without positive controls. Evaluation of HER2 immunostaining that utilized membrane pixels, controls, and percent area stained showed significantly greater AUC than manual scoring, and significantly less false positive rate when used to evaluate immunohistochemically equivocal cases.

Conclusion

It has been shown that by incorporating both a membrane isolation algorithm and analysis of known positive controls a computer-assisted diagnostic algorithm was developed that can reproducibly score HER2 status in IHC stained clinical breast cancer specimens. For equivocal scoring cases, this approach performed better than standard manual evaluation as assessed by ROC analysis in our test samples. Finally, there exists potential for utilizing image-analysis techniques for improving HER2 scoring at the immunohistochemically equivocal range.
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Literature
1.
go back to reference Slamon DJ, Clark GM, Wong SG, Levin WJ, Ullrich A, McGuire WL: Human breast cancer: correlation of relapse and survival with amplification of the HER-2/neu oncogene. Science. 1987, 235 (4785): 177-182. 10.1126/science.3798106.CrossRefPubMed Slamon DJ, Clark GM, Wong SG, Levin WJ, Ullrich A, McGuire WL: Human breast cancer: correlation of relapse and survival with amplification of the HER-2/neu oncogene. Science. 1987, 235 (4785): 177-182. 10.1126/science.3798106.CrossRefPubMed
2.
go back to reference Akiyama T, Sudo C, Ogawara H, Toyoshima K, Yamamoto T: The product of the human c-erbB-2 gene: a 185-kilodalton glycoprotein with tyrosine kinase activity. Science. 1986, 232 (4758): 1644-1646. 10.1126/science.3012781.CrossRefPubMed Akiyama T, Sudo C, Ogawara H, Toyoshima K, Yamamoto T: The product of the human c-erbB-2 gene: a 185-kilodalton glycoprotein with tyrosine kinase activity. Science. 1986, 232 (4758): 1644-1646. 10.1126/science.3012781.CrossRefPubMed
3.
go back to reference Ross JS, Fletcher JA: The HER-2/neu oncogene in breast cancer: prognostic factor, predictive factor, and target for therapy. Stem Cells. 1998, 16 (6): 413-428.CrossRefPubMed Ross JS, Fletcher JA: The HER-2/neu oncogene in breast cancer: prognostic factor, predictive factor, and target for therapy. Stem Cells. 1998, 16 (6): 413-428.CrossRefPubMed
4.
go back to reference Press MF, Pike MC, Chazin VR, Hung G, Udove JA, Markowicz M, Danyluk J, Godolphin W, Sliwkowski M, Akita R, et al: Her-2/neu expression in node-negative breast cancer: direct tissue quantitation by computerized image analysis and association of overexpression with increased risk of recurrent disease. Cancer Res. 1993, 53 (20): 4960-4970.PubMed Press MF, Pike MC, Chazin VR, Hung G, Udove JA, Markowicz M, Danyluk J, Godolphin W, Sliwkowski M, Akita R, et al: Her-2/neu expression in node-negative breast cancer: direct tissue quantitation by computerized image analysis and association of overexpression with increased risk of recurrent disease. Cancer Res. 1993, 53 (20): 4960-4970.PubMed
5.
go back to reference Leong TY, Leong AS: Controversies in the assessment of HER-2: more questions than answers. Adv Anat Pathol. 2006, 13 (5): 263-269. 10.1097/01.pap.0000213043.16200.92.CrossRefPubMed Leong TY, Leong AS: Controversies in the assessment of HER-2: more questions than answers. Adv Anat Pathol. 2006, 13 (5): 263-269. 10.1097/01.pap.0000213043.16200.92.CrossRefPubMed
6.
go back to reference Wolff AC, Hammond ME, Schwartz JN, Hagerty KL, Allred DC, Cote RJ, Dowsett M, Fitzgibbons PL, Hanna WM, Langer A, McShane LM, Paik S, Pegram MD, Perez EA, Press MF, Rhodes A, Sturgeon C, Taube SE, Tubbs R, Vance GH, van de Vijver M, Wheeler TM, Hayes DF: American Society of Clinical Oncology/College of American Pathologists Guideline Recommendations for Human Epidermal Growth Factor Receptor 2 Testing in Breast Cancer. Arch Pathol Lab Med. 2007, 131 (1): 18-PubMed Wolff AC, Hammond ME, Schwartz JN, Hagerty KL, Allred DC, Cote RJ, Dowsett M, Fitzgibbons PL, Hanna WM, Langer A, McShane LM, Paik S, Pegram MD, Perez EA, Press MF, Rhodes A, Sturgeon C, Taube SE, Tubbs R, Vance GH, van de Vijver M, Wheeler TM, Hayes DF: American Society of Clinical Oncology/College of American Pathologists Guideline Recommendations for Human Epidermal Growth Factor Receptor 2 Testing in Breast Cancer. Arch Pathol Lab Med. 2007, 131 (1): 18-PubMed
7.
go back to reference Pauletti G, Dandekar S, Rong H, Ramos L, Peng H, Seshadri R, Slamon DJ: Assessment of methods for tissue-based detection of the HER-2/neu alteration in human breast cancer: a direct comparison of fluorescence in situ hybridization and immunohistochemistry. J Clin Oncol. 2000, 18 (21): 3651-3664.PubMed Pauletti G, Dandekar S, Rong H, Ramos L, Peng H, Seshadri R, Slamon DJ: Assessment of methods for tissue-based detection of the HER-2/neu alteration in human breast cancer: a direct comparison of fluorescence in situ hybridization and immunohistochemistry. J Clin Oncol. 2000, 18 (21): 3651-3664.PubMed
8.
go back to reference Bankfalvi A, Boecker W, Reiner A: Comparison of automated and manual determination of HER2 status in breast cancer for diagnostic use: a comparative methodological study using the Ventana BenchMark automated staining system and manual tests. Int J Oncol. 2004, 25 (4): 929-935.PubMed Bankfalvi A, Boecker W, Reiner A: Comparison of automated and manual determination of HER2 status in breast cancer for diagnostic use: a comparative methodological study using the Ventana BenchMark automated staining system and manual tests. Int J Oncol. 2004, 25 (4): 929-935.PubMed
9.
go back to reference Press MF, Slamon DJ, Flom KJ, Park J, Zhou JY, Bernstein L: Evaluation of HER-2/neu gene amplification and overexpression: comparison of frequently used assay methods in a molecularly characterized cohort of breast cancer specimens. J Clin Oncol. 2002, 20 (14): 3095-3105.PubMed Press MF, Slamon DJ, Flom KJ, Park J, Zhou JY, Bernstein L: Evaluation of HER-2/neu gene amplification and overexpression: comparison of frequently used assay methods in a molecularly characterized cohort of breast cancer specimens. J Clin Oncol. 2002, 20 (14): 3095-3105.PubMed
10.
go back to reference Wolff AC, Hammond ME, Schwartz JN, Hagerty KL, Allred DC, Cote RJ, Dowsett M, Fitzgibbons PL, Hanna WM, Langer A, McShane LM, Paik S, Pegram MD, Perez EA, Press MF, Rhodes A, Sturgeon C, Taube SE, Tubbs R, Vance GH, van de Vijver M, Wheeler TM, Hayes DF: American Society of Clinical Oncology/College of American Pathologists guideline recommendations for human epidermal growth factor receptor 2 testing in breast cancer. J Clin Oncol. 2007, 25 (1): 118-145. 10.1200/JCO.2006.09.2775.CrossRefPubMed Wolff AC, Hammond ME, Schwartz JN, Hagerty KL, Allred DC, Cote RJ, Dowsett M, Fitzgibbons PL, Hanna WM, Langer A, McShane LM, Paik S, Pegram MD, Perez EA, Press MF, Rhodes A, Sturgeon C, Taube SE, Tubbs R, Vance GH, van de Vijver M, Wheeler TM, Hayes DF: American Society of Clinical Oncology/College of American Pathologists guideline recommendations for human epidermal growth factor receptor 2 testing in breast cancer. J Clin Oncol. 2007, 25 (1): 118-145. 10.1200/JCO.2006.09.2775.CrossRefPubMed
11.
go back to reference Wang S, Saboorian MH, Frenkel EP, Haley BB, Siddiqui MT, Gokaslan S, Wians FH, Hynan L, Ashfaq R: Assessment of HER-2/neu status in breast cancer. Automated Cellular Imaging System (ACIS)-assisted quantitation of immunohistochemical assay achieves high accuracy in comparison with fluorescence in situ hybridization assay as the standard. Am J Clin Pathol. 2001, 116 (4): 495-503. 10.1309/TMUW-G4WB-LXJ2-FUDN.CrossRefPubMed Wang S, Saboorian MH, Frenkel EP, Haley BB, Siddiqui MT, Gokaslan S, Wians FH, Hynan L, Ashfaq R: Assessment of HER-2/neu status in breast cancer. Automated Cellular Imaging System (ACIS)-assisted quantitation of immunohistochemical assay achieves high accuracy in comparison with fluorescence in situ hybridization assay as the standard. Am J Clin Pathol. 2001, 116 (4): 495-503. 10.1309/TMUW-G4WB-LXJ2-FUDN.CrossRefPubMed
12.
go back to reference Tawfik OW, Kimler BF, Davis M, Donahue JK, Persons DL, Fan F, Hagemeister S, Thomas P, Connor C, Jewell W, Fabian CJ: Comparison of immunohistochemistry by automated cellular imaging system (ACIS) versus fluorescence in-situ hybridization in the evaluation of HER-2/neu expression in primary breast carcinoma. Histopathology. 2006, 48 (3): 258-267. 10.1111/j.1365-2559.2005.02322.x.CrossRefPubMed Tawfik OW, Kimler BF, Davis M, Donahue JK, Persons DL, Fan F, Hagemeister S, Thomas P, Connor C, Jewell W, Fabian CJ: Comparison of immunohistochemistry by automated cellular imaging system (ACIS) versus fluorescence in-situ hybridization in the evaluation of HER-2/neu expression in primary breast carcinoma. Histopathology. 2006, 48 (3): 258-267. 10.1111/j.1365-2559.2005.02322.x.CrossRefPubMed
13.
go back to reference Bloom K, Harrington D: Enhanced accuracy and reliability of HER-2/neu immunohistochemical scoring using digital microscopy. Am J Clin Pathol. 2004, 121 (5): 620-630. 10.1309/Y73U-8X72-B68T-MGH5.CrossRefPubMed Bloom K, Harrington D: Enhanced accuracy and reliability of HER-2/neu immunohistochemical scoring using digital microscopy. Am J Clin Pathol. 2004, 121 (5): 620-630. 10.1309/Y73U-8X72-B68T-MGH5.CrossRefPubMed
14.
go back to reference Leong AS: Quantitation in immunohistology: fact or fiction? A discussion of variables that influence results. Appl Immunohistochem Mol Morphol. 2004, 12 (1): 1-7.CrossRefPubMed Leong AS: Quantitation in immunohistology: fact or fiction? A discussion of variables that influence results. Appl Immunohistochem Mol Morphol. 2004, 12 (1): 1-7.CrossRefPubMed
15.
go back to reference Joshi AS, Sharangpani GM, Porter K, Keyhani S, Morrison C, Basu AS, Gholap GA, Gholap AS, Barsky SH: Semi-automated imaging system to quantitate Her-2/neu membrane receptor immunoreactivity in human breast cancer. Cytometry A. 2007, 71 (5): 273-285.CrossRefPubMed Joshi AS, Sharangpani GM, Porter K, Keyhani S, Morrison C, Basu AS, Gholap GA, Gholap AS, Barsky SH: Semi-automated imaging system to quantitate Her-2/neu membrane receptor immunoreactivity in human breast cancer. Cytometry A. 2007, 71 (5): 273-285.CrossRefPubMed
16.
go back to reference Skaland I, Ovestad I, Janssen EAM, Klos J, Kjellevold KH, Helliesen T, Baak JP: Comparing subjective and digital image analysis HER2/neu expression scores with conventional and modified FISH scores in breast cancer. Journal of Clinical Pathology. 2008, 61: 68-71. 10.1136/jcp.2007.046763.CrossRefPubMed Skaland I, Ovestad I, Janssen EAM, Klos J, Kjellevold KH, Helliesen T, Baak JP: Comparing subjective and digital image analysis HER2/neu expression scores with conventional and modified FISH scores in breast cancer. Journal of Clinical Pathology. 2008, 61: 68-71. 10.1136/jcp.2007.046763.CrossRefPubMed
17.
go back to reference Seidal T, Balaton AJ, Battifora H: Interpretation and quantification of immunostains. Am J Surg Pathol. 2001, 25 (9): 1204-1207. 10.1097/00000478-200109000-00013.CrossRefPubMed Seidal T, Balaton AJ, Battifora H: Interpretation and quantification of immunostains. Am J Surg Pathol. 2001, 25 (9): 1204-1207. 10.1097/00000478-200109000-00013.CrossRefPubMed
18.
go back to reference Chen W RM, Foran DJ.: A prototype for unsupervised analysis of tissue microarrays for cancer research and diagnostics. IEEE Transactions on Information Technology in Biomedicine. 2004, 8 (2): 89-96. 10.1109/TITB.2004.828891.CrossRefPubMed Chen W RM, Foran DJ.: A prototype for unsupervised analysis of tissue microarrays for cancer research and diagnostics. IEEE Transactions on Information Technology in Biomedicine. 2004, 8 (2): 89-96. 10.1109/TITB.2004.828891.CrossRefPubMed
20.
go back to reference Otsu N: A threshold selection method from gray-level histograms. IEEE Trans Sys, Man, Cyber. 1979, 9 (1): 62-66.CrossRef Otsu N: A threshold selection method from gray-level histograms. IEEE Trans Sys, Man, Cyber. 1979, 9 (1): 62-66.CrossRef
21.
go back to reference Varma M, Zisserman A: A statistical approach to texture classification from single images. INT J COMPUT VISION. 2005, 62 (1-2): 61-81. 10.1007/s11263-005-4635-4.CrossRef Varma M, Zisserman A: A statistical approach to texture classification from single images. INT J COMPUT VISION. 2005, 62 (1-2): 61-81. 10.1007/s11263-005-4635-4.CrossRef
22.
go back to reference DeLong ER DDM, Clarke-Pearson DL: Comparing the Area Under Two or More Correlated Receiver Operating Characteristic Curves: A Nonparametric Approach. Biometrics. 1988, 44: 837-845. 10.2307/2531595.CrossRefPubMed DeLong ER DDM, Clarke-Pearson DL: Comparing the Area Under Two or More Correlated Receiver Operating Characteristic Curves: A Nonparametric Approach. Biometrics. 1988, 44: 837-845. 10.2307/2531595.CrossRefPubMed
24.
go back to reference McNemar Q: Note on the sampling error of the difference between correlated proportions or percentages. Psychometrika. 1947, 12: 153-157. 10.1007/BF02295996.CrossRefPubMed McNemar Q: Note on the sampling error of the difference between correlated proportions or percentages. Psychometrika. 1947, 12: 153-157. 10.1007/BF02295996.CrossRefPubMed
25.
go back to reference Seidman AD, Fornier MN, Esteva FJ, Tan L, Kaptain S, Bach A, Panageas KS, Arroyo C, Valero V, Currie V, Gilewski T, Theodoulou M, Moynahan ME, Moasser M, Sklarin N, Dickler M, D'Andrea G, Cristofanilli M, Rivera E, Hortobagyi GN, Norton L, Hudis CA: Weekly trastuzumab and paclitaxel therapy for metastatic breast cancer with analysis of efficacy by HER2 immunophenotype and gene amplification. J Clin Oncol. 2001, 19 (10): 2587-2595.PubMed Seidman AD, Fornier MN, Esteva FJ, Tan L, Kaptain S, Bach A, Panageas KS, Arroyo C, Valero V, Currie V, Gilewski T, Theodoulou M, Moynahan ME, Moasser M, Sklarin N, Dickler M, D'Andrea G, Cristofanilli M, Rivera E, Hortobagyi GN, Norton L, Hudis CA: Weekly trastuzumab and paclitaxel therapy for metastatic breast cancer with analysis of efficacy by HER2 immunophenotype and gene amplification. J Clin Oncol. 2001, 19 (10): 2587-2595.PubMed
Metadata
Title
Computer-assisted assessment of the Human Epidermal Growth Factor Receptor 2 immunohistochemical assay in imaged histologic sections using a membrane isolation algorithm and quantitative analysis of positive controls
Authors
Bonnie H Hall
Monica Ianosi-Irimie
Parisa Javidian
Wenjin Chen
Shridar Ganesan
David J Foran
Publication date
01-12-2008
Publisher
BioMed Central
Published in
BMC Medical Imaging / Issue 1/2008
Electronic ISSN: 1471-2342
DOI
https://doi.org/10.1186/1471-2342-8-11

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