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Published in: Diagnostic Pathology 1/2007

Open Access 01-12-2007 | Methodology

Quantitative image analysis of immunohistochemical stains using a CMYK color model

Authors: Nhu-An Pham, Andrew Morrison, Joerg Schwock, Sarit Aviel-Ronen, Vladimir Iakovlev, Ming-Sound Tsao, James Ho, David W Hedley

Published in: Diagnostic Pathology | Issue 1/2007

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Abstract

Background

Computer image analysis techniques have decreased effects of observer biases, and increased the sensitivity and the throughput of immunohistochemistry (IHC) as a tissue-based procedure for the evaluation of diseases.

Methods

We adapted a Cyan/Magenta/Yellow/Key (CMYK) model for automated computer image analysis to quantify IHC stains in hematoxylin counterstained histological sections.

Results

The spectral characteristics of the chromogens AEC, DAB and NovaRed as well as the counterstain hematoxylin were first determined using CMYK, Red/Green/Blue (RGB), normalized RGB and Hue/Saturation/Lightness (HSL) color models. The contrast of chromogen intensities on a 0–255 scale (24-bit image file) as well as compared to the hematoxylin counterstain was greatest using the Yellow channel of a CMYK color model, suggesting an improved sensitivity for IHC evaluation compared to other color models. An increase in activated STAT3 levels due to growth factor stimulation, quantified using the Yellow channel image analysis was associated with an increase detected by Western blotting. Two clinical image data sets were used to compare the Yellow channel automated method with observer-dependent methods. First, a quantification of DAB-labeled carbonic anhydrase IX hypoxia marker in 414 sections obtained from 138 biopsies of cervical carcinoma showed strong association between Yellow channel and positive color selection results. Second, a linear relationship was also demonstrated between Yellow intensity and visual scoring for NovaRed-labeled epidermal growth factor receptor in 256 non-small cell lung cancer biopsies.

Conclusion

The Yellow channel image analysis method based on a CMYK color model is independent of observer biases for threshold and positive color selection, applicable to different chromogens, tolerant of hematoxylin, sensitive to small changes in IHC intensity and is applicable to simple automation procedures. These characteristics are advantageous for both basic as well as clinical research in an unbiased, reproducible and high throughput evaluation of IHC intensity.
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Literature
1.
go back to reference Anderson JE, Hansen LL, Mooren FC, Post M, Hug H, Zuse A, Los M: Methods and biomarkers for the diagnosis and prognosis of cancer and other diseases: towards personalized medicine. Drug Resist Updat. 2006, 9 (4-5): 198-210. 10.1016/j.drup.2006.08.001.CrossRefPubMed Anderson JE, Hansen LL, Mooren FC, Post M, Hug H, Zuse A, Los M: Methods and biomarkers for the diagnosis and prognosis of cancer and other diseases: towards personalized medicine. Drug Resist Updat. 2006, 9 (4-5): 198-210. 10.1016/j.drup.2006.08.001.CrossRefPubMed
2.
go back to reference Walker RA: Quantification of immunohistochemistry-issues concerning methods, utility and semiquantitative assessment I. Histopathology. 2006, 49 (4): 406-410. 10.1111/j.1365-2559.2006.02514.x.CrossRefPubMed Walker RA: Quantification of immunohistochemistry-issues concerning methods, utility and semiquantitative assessment I. Histopathology. 2006, 49 (4): 406-410. 10.1111/j.1365-2559.2006.02514.x.CrossRefPubMed
3.
go back to reference Hatanaka Y, Hashizume K, Kamihara Y, Itoh H, Tsuda H, Osamura RY, Tani Y: Quantitative immunohistochemical evaluation of HER2/neu expression with HercepTestTM in breast carcinoma by image analysis. Pathol Int. 2001, 51 (1): 33-36. 10.1046/j.1440-1827.2001.01162.x.CrossRefPubMed Hatanaka Y, Hashizume K, Kamihara Y, Itoh H, Tsuda H, Osamura RY, Tani Y: Quantitative immunohistochemical evaluation of HER2/neu expression with HercepTestTM in breast carcinoma by image analysis. Pathol Int. 2001, 51 (1): 33-36. 10.1046/j.1440-1827.2001.01162.x.CrossRefPubMed
4.
go back to reference Langer S, Kraus J, Jentsch I, Speicher MR: Multicolor chromosome painting in diagnostic and research applications. Chromosome Res. 2004, 12 (1): 15-23. 10.1023/B:CHRO.0000009326.21752.88.CrossRefPubMed Langer S, Kraus J, Jentsch I, Speicher MR: Multicolor chromosome painting in diagnostic and research applications. Chromosome Res. 2004, 12 (1): 15-23. 10.1023/B:CHRO.0000009326.21752.88.CrossRefPubMed
5.
go back to reference Kayser G, Radziszowski D, Bzdyl P, Sommer R, Kayser K: Theory and implementation of an electronic, automated measurement system for images obtained from immunohistochemically stained slides. Anal Quant Cytol Histol. 2006, 28 (1): 27-38.PubMed Kayser G, Radziszowski D, Bzdyl P, Sommer R, Kayser K: Theory and implementation of an electronic, automated measurement system for images obtained from immunohistochemically stained slides. Anal Quant Cytol Histol. 2006, 28 (1): 27-38.PubMed
6.
go back to reference Brey EM, Lalani Z, Johnston C, Wong M, McIntire LV, Duke PJ, Patrick CW: Automated selection of DAB-labeled tissue for immunohistochemical quantification. J Histochem Cytochem. 2003, 51 (5): 575-584.CrossRefPubMed Brey EM, Lalani Z, Johnston C, Wong M, McIntire LV, Duke PJ, Patrick CW: Automated selection of DAB-labeled tissue for immunohistochemical quantification. J Histochem Cytochem. 2003, 51 (5): 575-584.CrossRefPubMed
7.
go back to reference Goedkoop AY, de Rie MA, Teunissen MB, Picavet DI, van der Hall PO, Bos JD, Tak PP, Kraan MC: Digital image analysis for the evaluation of the inflammatory infiltrate in psoriasis. Arch Dermatol Res. 2005, 297 (2): 51-59. 10.1007/s00403-005-0578-4.CrossRefPubMed Goedkoop AY, de Rie MA, Teunissen MB, Picavet DI, van der Hall PO, Bos JD, Tak PP, Kraan MC: Digital image analysis for the evaluation of the inflammatory infiltrate in psoriasis. Arch Dermatol Res. 2005, 297 (2): 51-59. 10.1007/s00403-005-0578-4.CrossRefPubMed
8.
go back to reference Kim D, Gregory CW, Smith GJ, Mohler JL: Immunohistochemical quantitation of androgen receptor expression using color video image analysis. Cytometry. 1999, 35 (1): 2-10. 10.1002/(SICI)1097-0320(19990101)35:1<2::AID-CYTO2>3.0.CO;2-Y.CrossRefPubMed Kim D, Gregory CW, Smith GJ, Mohler JL: Immunohistochemical quantitation of androgen receptor expression using color video image analysis. Cytometry. 1999, 35 (1): 2-10. 10.1002/(SICI)1097-0320(19990101)35:1<2::AID-CYTO2>3.0.CO;2-Y.CrossRefPubMed
9.
go back to reference Matkowskyj KA, Cox R, Jensen RT, Benya RV: Quantitative immunohistochemistry by measuring cumulative signal strength accurately measures receptor number. J Histochem Cytochem. 2003, 51 (2): 205-214.CrossRefPubMed Matkowskyj KA, Cox R, Jensen RT, Benya RV: Quantitative immunohistochemistry by measuring cumulative signal strength accurately measures receptor number. J Histochem Cytochem. 2003, 51 (2): 205-214.CrossRefPubMed
10.
go back to reference Ruifrok AC, Katz RL, Johnston DA: Comparison of quantification of histochemical staining by hue-saturation-intensity (HSI) transformation and color-deconvolution. Appl Immunohistochem Mol Morphol. 2003, 11 (1): 85-91. 10.1097/00022744-200303000-00014.PubMed Ruifrok AC, Katz RL, Johnston DA: Comparison of quantification of histochemical staining by hue-saturation-intensity (HSI) transformation and color-deconvolution. Appl Immunohistochem Mol Morphol. 2003, 11 (1): 85-91. 10.1097/00022744-200303000-00014.PubMed
11.
go back to reference Taylor CR, Levenson RM: Quantification of immunohistochemistry-issues concerning methods, utility and semiquantitative assessment II. Histopathology. 2006, 49 (4): 411-424. 10.1111/j.1365-2559.2006.02513.x.CrossRefPubMed Taylor CR, Levenson RM: Quantification of immunohistochemistry-issues concerning methods, utility and semiquantitative assessment II. Histopathology. 2006, 49 (4): 411-424. 10.1111/j.1365-2559.2006.02513.x.CrossRefPubMed
12.
go back to reference Leal S, Diniz C, Sa C, Goncalves J, Soares AS, Rocha-Pereira C, Fresco P: Semiautomated computer-assisted image analysis to quantify 3,3'-diaminobenzidine tetrahydrochloride-immunostained small tissues. Anal Biochem. 2006, 357 (1): 137-143. 10.1016/j.ab.2006.07.017.CrossRefPubMed Leal S, Diniz C, Sa C, Goncalves J, Soares AS, Rocha-Pereira C, Fresco P: Semiautomated computer-assisted image analysis to quantify 3,3'-diaminobenzidine tetrahydrochloride-immunostained small tissues. Anal Biochem. 2006, 357 (1): 137-143. 10.1016/j.ab.2006.07.017.CrossRefPubMed
13.
go back to reference Lehr HA, van der Loos CM, Teeling P, Gown AM: Complete chromogen separation and analysis in double immunohistochemical stains using Photoshop-based image analysis. J Histochem Cytochem. 1999, 47 (1): 119-126.CrossRefPubMed Lehr HA, van der Loos CM, Teeling P, Gown AM: Complete chromogen separation and analysis in double immunohistochemical stains using Photoshop-based image analysis. J Histochem Cytochem. 1999, 47 (1): 119-126.CrossRefPubMed
14.
go back to reference Hedley D, Pintilie M, Woo J, Nicklee T, Morrison A, Birle D, Fyles A, Milosevic M, Hill R: Up-regulation of the redox mediators thioredoxin and apurinic/apyrimidinic excision (APE)/Ref-1 in hypoxic microregions of invasive cervical carcinomas, mapped using multispectral, wide-field fluorescence image analysis. Am J Pathol. 2004, 164 (2): 557-565.PubMedCentralCrossRefPubMed Hedley D, Pintilie M, Woo J, Nicklee T, Morrison A, Birle D, Fyles A, Milosevic M, Hill R: Up-regulation of the redox mediators thioredoxin and apurinic/apyrimidinic excision (APE)/Ref-1 in hypoxic microregions of invasive cervical carcinomas, mapped using multispectral, wide-field fluorescence image analysis. Am J Pathol. 2004, 164 (2): 557-565.PubMedCentralCrossRefPubMed
15.
go back to reference Hedley D, Pintilie M, Woo J, Morrison A, Birle D, Fyles A, Milosevic M, Hill R: Carbonic anhydrase IX expression, hypoxia, and prognosis in patients with uterine cervical carcinomas. Clin Cancer Res. 2003, 9 (15): 5666-5674.PubMed Hedley D, Pintilie M, Woo J, Morrison A, Birle D, Fyles A, Milosevic M, Hill R: Carbonic anhydrase IX expression, hypoxia, and prognosis in patients with uterine cervical carcinomas. Clin Cancer Res. 2003, 9 (15): 5666-5674.PubMed
16.
go back to reference Schwock J, Ho JC, Luther E, Hedley D, Geddie WR: Detection and measurement of phosphorylated signaling proteins in solid tumor fine-needle biopsies by laser-scanning cytometry. Diagostic Molecular Pathology. Schwock J, Ho JC, Luther E, Hedley D, Geddie WR: Detection and measurement of phosphorylated signaling proteins in solid tumor fine-needle biopsies by laser-scanning cytometry. Diagostic Molecular Pathology.
17.
go back to reference Pham NA, Jacobberger JW, Schimmer AD, Cao P, Gronda M, Hedley DW: The dietary isothiocyanate sulforaphane targets pathways of apoptosis, cell cycle arrest, and oxidative stress in human pancreatic cancer cells and inhibits tumor growth in severe combined immunodeficient mice. Mol Cancer Ther. 2004, 3 (10): 1239-1248.PubMed Pham NA, Jacobberger JW, Schimmer AD, Cao P, Gronda M, Hedley DW: The dietary isothiocyanate sulforaphane targets pathways of apoptosis, cell cycle arrest, and oxidative stress in human pancreatic cancer cells and inhibits tumor growth in severe combined immunodeficient mice. Mol Cancer Ther. 2004, 3 (10): 1239-1248.PubMed
18.
go back to reference Iakovlev V, Morrison A, Pintile M, Hill R, Hedley D: Quantitative assessment of heterogeneously expressed markers within histological sections. 57th Annual Meeting of the Canadian Association of Pathologists 2006, St. John, NL, Canada. 2006 Iakovlev V, Morrison A, Pintile M, Hill R, Hedley D: Quantitative assessment of heterogeneously expressed markers within histological sections. 57th Annual Meeting of the Canadian Association of Pathologists 2006, St. John, NL, Canada. 2006
19.
go back to reference Aviel-Ronen S, Ling C, Lu M, Lau D, Ho JC, Liu N, Tsao MS: p16 methylation and protein expression in non-small cell lung cancer: September 16-21 2006; Montreal, Quebec Canada.2006, , Modern Pathology 19: supplement 3: Aviel-Ronen S, Ling C, Lu M, Lau D, Ho JC, Liu N, Tsao MS: p16 methylation and protein expression in non-small cell lung cancer: September 16-21 2006; Montreal, Quebec Canada.2006, , Modern Pathology 19: supplement 3:
20.
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
21.
go back to reference Kapur P, Rakheja D, Balani JP, Roy LC, Amirkhan RH, Hoang MP: Phosphorylated histone H3, Ki-67, p21, fatty acid synthase, and cleaved caspase-3 expression in benign and atypical granular cell tumors. Arch Pathol Lab Med. 2007, 131 (1): 57-64.PubMed Kapur P, Rakheja D, Balani JP, Roy LC, Amirkhan RH, Hoang MP: Phosphorylated histone H3, Ki-67, p21, fatty acid synthase, and cleaved caspase-3 expression in benign and atypical granular cell tumors. Arch Pathol Lab Med. 2007, 131 (1): 57-64.PubMed
22.
go back to reference Matos I, Dufloth R, Alvarenga M, Zeferino LC, Schmitt F: p63, cytokeratin 5, and P-cadherin: three molecular markers to distinguish basal phenotype in breast carcinomas. Virchows Arch. 2005, 447 (4): 688-694. 10.1007/s00428-005-0010-7.CrossRefPubMed Matos I, Dufloth R, Alvarenga M, Zeferino LC, Schmitt F: p63, cytokeratin 5, and P-cadherin: three molecular markers to distinguish basal phenotype in breast carcinomas. Virchows Arch. 2005, 447 (4): 688-694. 10.1007/s00428-005-0010-7.CrossRefPubMed
23.
24.
go back to reference Fitzgibbons PL, Murphy DA, Dorfman DM, Roche PC, Tubbs RR: Interlaboratory comparison of immunohistochemical testing for HER2: results of the 2004 and 2005 College of American Pathologists HER2 Immunohistochemistry Tissue Microarray Survey. Arch Pathol Lab Med. 2006, 130 (10): 1440-1445.PubMed Fitzgibbons PL, Murphy DA, Dorfman DM, Roche PC, Tubbs RR: Interlaboratory comparison of immunohistochemical testing for HER2: results of the 2004 and 2005 College of American Pathologists HER2 Immunohistochemistry Tissue Microarray Survey. Arch Pathol Lab Med. 2006, 130 (10): 1440-1445.PubMed
Metadata
Title
Quantitative image analysis of immunohistochemical stains using a CMYK color model
Authors
Nhu-An Pham
Andrew Morrison
Joerg Schwock
Sarit Aviel-Ronen
Vladimir Iakovlev
Ming-Sound Tsao
James Ho
David W Hedley
Publication date
01-12-2007
Publisher
BioMed Central
Published in
Diagnostic Pathology / Issue 1/2007
Electronic ISSN: 1746-1596
DOI
https://doi.org/10.1186/1746-1596-2-8

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