Skip to main content
Top
Published in: Breast Cancer Research and Treatment 2/2019

Open Access 01-06-2019 | Mastectomy | Preclinical study

Comparison of protein expression between formalin-fixed core-cut biopsies and surgical excision specimens using a novel multiplex approach

Authors: Mariana Ferreira Leal, Ben P. Haynes, Fiona A. MacNeill, Andrew Dodson, Mitch Dowsett

Published in: Breast Cancer Research and Treatment | Issue 2/2019

Login to get access

Abstract

Purpose

We evaluated whether multiplex protein quantification using antibody bar-coding with photocleavable oligonucleotides (NanoString) can be applied to evaluate protein expression in breast cancer FFPE specimens. We also assessed whether diagnostic core-cuts fixed immediately at time of procedures and surgical excision sections from routinely fixed breast cancers are affected by the same fixation related differences noted using immunohistochemistry (IHC).

Methods

The expression of 26 proteins was analysed using NanoString technology in 16 pairs of FFPE breast cancer core-cuts and surgical excisions. The measurements yielded were compared with those by IHC on Ki67, PgR and HER2 biomarkers and pAKT and pERK1/2 phosphorylated proteins.

Results

When considered irrespective of sample type, expression measured by the two methods was strongly correlated for all markers (p < 0.001; ρ = 0.69–0.88). When core-cuts and excisions were evaluated separately, the correlations between NanoString and IHC were weaker but significant except for pAKT in excisions. Surgical excisions showed lower levels of 8/12 phosphoproteins and higher levels of 4/13 non-phosphorylated proteins in comparison to core-cuts (p < 0.01). Reduced p4EBP1, pAMPKa, pRPS6 and pRAF1 immunogenicity in excisions was correlated with tumour size and mastectomy specimens showed lower p4EBP1 and pRPS6 expression than lumpectomy (p < 0.05).

Conclusions

Our study supports the validity of the new multiplex approach to protein analysis but indicates that, as with IHC, caution is necessary for the analysis in excisions particularly of phosphoproteins. The specimen type, tumour size and surgery type may lead to biases in the quantitative analysis of many proteins of biologic and clinical interest in excision specimens.
Appendix
Available only for authorised users
Literature
2.
go back to reference Ellis MJ, Suman VJ, Hoog J, Goncalves R, Sanati S, Creighton CJ, DeSchryver K, Crouch E, Brink A, Watson M, Luo J, Tao Y, Barnes M, Dowsett M, Budd GT, Winer E, Silverman P, Esserman L, Carey L, Ma CX, Unzeitig G, Pluard T, Whitworth P, Babiera G, Guenther JM, Dayao Z, Ota D, Leitch M, Olson JA Jr, Allred DC, Hunt K (2017) Ki67 Proliferation Index as a tool for chemotherapy decisions during and after neoadjuvant aromatase inhibitor treatment of breast cancer: results from the American College of Surgeons Oncology Group Z1031 Trial (Alliance). J Clin Oncol 35(10):1061–1069. https://doi.org/10.1200/JCO.2016.69.4406 CrossRefPubMedPubMedCentral Ellis MJ, Suman VJ, Hoog J, Goncalves R, Sanati S, Creighton CJ, DeSchryver K, Crouch E, Brink A, Watson M, Luo J, Tao Y, Barnes M, Dowsett M, Budd GT, Winer E, Silverman P, Esserman L, Carey L, Ma CX, Unzeitig G, Pluard T, Whitworth P, Babiera G, Guenther JM, Dayao Z, Ota D, Leitch M, Olson JA Jr, Allred DC, Hunt K (2017) Ki67 Proliferation Index as a tool for chemotherapy decisions during and after neoadjuvant aromatase inhibitor treatment of breast cancer: results from the American College of Surgeons Oncology Group Z1031 Trial (Alliance). J Clin Oncol 35(10):1061–1069. https://​doi.​org/​10.​1200/​JCO.​2016.​69.​4406 CrossRefPubMedPubMedCentral
3.
go back to reference Cameron D, Piccart-Gebhart MJ, Gelber RD, Procter M, Goldhirsch A, de Azambuja E, Castro G Jr, Untch M, Smith I, Gianni L, Baselga J, Al-Sakaff N, Lauer S, McFadden E, Leyland-Jones B, Bell R, Dowsett M, Jackisch C, Herceptin Adjuvant Trial Study T (2017) 11 years’ follow-up of trastuzumab after adjuvant chemotherapy in HER2-positive early breast cancer: final analysis of the HERceptin Adjuvant (HERA) trial. Lancet 389(10075):1195–1205. https://doi.org/10.1016/S0140-6736(16)32616-2 CrossRefPubMedPubMedCentral Cameron D, Piccart-Gebhart MJ, Gelber RD, Procter M, Goldhirsch A, de Azambuja E, Castro G Jr, Untch M, Smith I, Gianni L, Baselga J, Al-Sakaff N, Lauer S, McFadden E, Leyland-Jones B, Bell R, Dowsett M, Jackisch C, Herceptin Adjuvant Trial Study T (2017) 11 years’ follow-up of trastuzumab after adjuvant chemotherapy in HER2-positive early breast cancer: final analysis of the HERceptin Adjuvant (HERA) trial. Lancet 389(10075):1195–1205. https://​doi.​org/​10.​1016/​S0140-6736(16)32616-2 CrossRefPubMedPubMedCentral
4.
go back to reference Hammond ME, Hayes DF, Dowsett M, Allred DC, Hagerty KL, Badve S, Fitzgibbons PL, Francis G, Goldstein NS, Hayes M, Hicks DG, Lester S, Love R, Mangu PB, McShane L, Miller K, Osborne CK, Paik S, Perlmutter J, Rhodes A, Sasano H, Schwartz JN, Sweep FC, Taube S, Torlakovic EE, Valenstein P, Viale G, Visscher D, Wheeler T, Williams RB, Wittliff JL, Wolff AC, American Society of Clinical O, College of American (2010) American Society of Clinical Oncology/College of American Pathologists guideline recommendations for immunohistochemical testing of estrogen and progesterone receptors in breast cancer (unabridged version). Arch Pathol Lab Med 134(7):e48–e72. https://doi.org/10.1043/1543-2165-134.7.e48 CrossRefPubMed Hammond ME, Hayes DF, Dowsett M, Allred DC, Hagerty KL, Badve S, Fitzgibbons PL, Francis G, Goldstein NS, Hayes M, Hicks DG, Lester S, Love R, Mangu PB, McShane L, Miller K, Osborne CK, Paik S, Perlmutter J, Rhodes A, Sasano H, Schwartz JN, Sweep FC, Taube S, Torlakovic EE, Valenstein P, Viale G, Visscher D, Wheeler T, Williams RB, Wittliff JL, Wolff AC, American Society of Clinical O, College of American (2010) American Society of Clinical Oncology/College of American Pathologists guideline recommendations for immunohistochemical testing of estrogen and progesterone receptors in breast cancer (unabridged version). Arch Pathol Lab Med 134(7):e48–e72. https://​doi.​org/​10.​1043/​1543-2165-134.​7.​e48 CrossRefPubMed
6.
go back to reference Bankhead P, Fernandez JA, McArt DG, Boyle DP, Li G, Loughrey MB, Irwin GW, Harkin DP, James JA, McQuaid S, Salto-Tellez M, Hamilton PW (2018) Integrated tumor identification and automated scoring minimizes pathologist involvement and provides new insights to key biomarkers in breast cancer. Lab Invest 98(1):15–26. https://doi.org/10.1038/labinvest.2017.131 CrossRefPubMed Bankhead P, Fernandez JA, McArt DG, Boyle DP, Li G, Loughrey MB, Irwin GW, Harkin DP, James JA, McQuaid S, Salto-Tellez M, Hamilton PW (2018) Integrated tumor identification and automated scoring minimizes pathologist involvement and provides new insights to key biomarkers in breast cancer. Lab Invest 98(1):15–26. https://​doi.​org/​10.​1038/​labinvest.​2017.​131 CrossRefPubMed
8.
go back to reference Qaiser T, Mukherjee A, Reddy Pb C, Munugoti SD, Tallam V, Pitkaaho T, Lehtimaki T, Naughton T, Berseth M, Pedraza A, Mukundan R, Smith M, Bhalerao A, Rodner E, Simon M, Denzler J, Huang CH, Bueno G, Snead D, Ellis IO, Ilyas M, Rajpoot N (2018) HER2 challenge contest: a detailed assessment of automated HER2 scoring algorithms in whole slide images of breast cancer tissues. Histopathology 72(2):227–238. https://doi.org/10.1111/his.13333 CrossRefPubMed Qaiser T, Mukherjee A, Reddy Pb C, Munugoti SD, Tallam V, Pitkaaho T, Lehtimaki T, Naughton T, Berseth M, Pedraza A, Mukundan R, Smith M, Bhalerao A, Rodner E, Simon M, Denzler J, Huang CH, Bueno G, Snead D, Ellis IO, Ilyas M, Rajpoot N (2018) HER2 challenge contest: a detailed assessment of automated HER2 scoring algorithms in whole slide images of breast cancer tissues. Histopathology 72(2):227–238. https://​doi.​org/​10.​1111/​his.​13333 CrossRefPubMed
10.
go back to reference Abubakar M, Howat WJ, Daley F, Zabaglo L, McDuffus LA, Blows F, Coulson P, Raza Ali H, Benitez J, Milne R, Brenner H, Stegmaier C, Mannermaa A, Chang-Claude J, Rudolph A, Sinn P, Couch FJ, Tollenaar RA, Devilee P, Figueroa J, Sherman ME, Lissowska J, Hewitt S, Eccles D, Hooning MJ, Hollestelle A, Wm Martens J, Hm van Deurzen C, Investigators k, Bolla MK, Wang Q, Jones M, Schoemaker M, Broeks A, van Leeuwen FE, Van’t Veer L, Swerdlow AJ, Orr N, Dowsett M, Easton D, Schmidt MK, Pharoah PD, Garcia-Closas M (2016) High-throughput automated scoring of Ki67 in breast cancer tissue microarrays from the Breast Cancer Association Consortium. J Pathol Clin Res 2(3):138–153. https://doi.org/10.1002/cjp2.42 CrossRefPubMedPubMedCentral Abubakar M, Howat WJ, Daley F, Zabaglo L, McDuffus LA, Blows F, Coulson P, Raza Ali H, Benitez J, Milne R, Brenner H, Stegmaier C, Mannermaa A, Chang-Claude J, Rudolph A, Sinn P, Couch FJ, Tollenaar RA, Devilee P, Figueroa J, Sherman ME, Lissowska J, Hewitt S, Eccles D, Hooning MJ, Hollestelle A, Wm Martens J, Hm van Deurzen C, Investigators k, Bolla MK, Wang Q, Jones M, Schoemaker M, Broeks A, van Leeuwen FE, Van’t Veer L, Swerdlow AJ, Orr N, Dowsett M, Easton D, Schmidt MK, Pharoah PD, Garcia-Closas M (2016) High-throughput automated scoring of Ki67 in breast cancer tissue microarrays from the Breast Cancer Association Consortium. J Pathol Clin Res 2(3):138–153. https://​doi.​org/​10.​1002/​cjp2.​42 CrossRefPubMedPubMedCentral
15.
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 O, College of American (2007) 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 25(1):118–145. https://doi.org/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 O, College of American (2007) 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 25(1):118–145. https://​doi.​org/​10.​1200/​JCO.​2006.​09.​2775 .CrossRefPubMed
17.
go back to reference Leung SCY, Nielsen TO, Zabaglo L, Arun I, Badve SS, Bane AL, Bartlett JMS, Borgquist S, Chang MC, Dodson A, Enos RA, Fineberg S, Focke CM, Gao D, Gown AM, Grabau D, Gutierrez C, Hugh JC, Kos Z, Laenkholm AV, Lin MG, Mastropasqua MG, Moriya T, Nofech-Mozes S, Osborne CK, Penault-Llorca FM, Piper T, Sakatani T, Salgado R, Starczynski J, Viale G, Hayes DF, McShane LM, Dowsett M (2016) Analytical validation of a standardized scoring protocol for Ki67: phase 3 of an international multicenter collaboration. NPJ Breast Cancer 2:16014. https://doi.org/10.1038/npjbcancer.2016.14 CrossRefPubMedPubMedCentral Leung SCY, Nielsen TO, Zabaglo L, Arun I, Badve SS, Bane AL, Bartlett JMS, Borgquist S, Chang MC, Dodson A, Enos RA, Fineberg S, Focke CM, Gao D, Gown AM, Grabau D, Gutierrez C, Hugh JC, Kos Z, Laenkholm AV, Lin MG, Mastropasqua MG, Moriya T, Nofech-Mozes S, Osborne CK, Penault-Llorca FM, Piper T, Sakatani T, Salgado R, Starczynski J, Viale G, Hayes DF, McShane LM, Dowsett M (2016) Analytical validation of a standardized scoring protocol for Ki67: phase 3 of an international multicenter collaboration. NPJ Breast Cancer 2:16014. https://​doi.​org/​10.​1038/​npjbcancer.​2016.​14 CrossRefPubMedPubMedCentral
18.
go back to reference Fitzpatrick SL, Brightwell J, Wittliff JL, Barrows GH, Schultz GS (1984) Epidermal growth factor binding by breast tumor biopsies and relationship to estrogen receptor and progestin receptor levels. Can Res 44(8):3448–3453 Fitzpatrick SL, Brightwell J, Wittliff JL, Barrows GH, Schultz GS (1984) Epidermal growth factor binding by breast tumor biopsies and relationship to estrogen receptor and progestin receptor levels. Can Res 44(8):3448–3453
19.
go back to reference Sainsbury JR, Farndon JR, Sherbet GV, Harris AL (1985) Epidermal-growth-factor receptors and oestrogen receptors in human breast cancer. Lancet 1(8425):364–366CrossRefPubMed Sainsbury JR, Farndon JR, Sherbet GV, Harris AL (1985) Epidermal-growth-factor receptors and oestrogen receptors in human breast cancer. Lancet 1(8425):364–366CrossRefPubMed
20.
go back to reference Bianchini G, Kiermaier A, Bianchi GV, Im YH, Pienkowski T, Liu MC, Tseng LM, Dowsett M, Zabaglo L, Kirk S, Szado T, Eng-Wong J, Amler LC, Valagussa P, Gianni L (2017) Biomarker analysis of the NeoSphere study: pertuzumab, trastuzumab, and docetaxel versus trastuzumab plus docetaxel, pertuzumab plus trastuzumab, or pertuzumab plus docetaxel for the neoadjuvant treatment of HER2-positive breast cancer. Breast Cancer Res 19(1):16. https://doi.org/10.1186/s13058-017-0806-9 CrossRefPubMedPubMedCentral Bianchini G, Kiermaier A, Bianchi GV, Im YH, Pienkowski T, Liu MC, Tseng LM, Dowsett M, Zabaglo L, Kirk S, Szado T, Eng-Wong J, Amler LC, Valagussa P, Gianni L (2017) Biomarker analysis of the NeoSphere study: pertuzumab, trastuzumab, and docetaxel versus trastuzumab plus docetaxel, pertuzumab plus trastuzumab, or pertuzumab plus docetaxel for the neoadjuvant treatment of HER2-positive breast cancer. Breast Cancer Res 19(1):16. https://​doi.​org/​10.​1186/​s13058-017-0806-9 CrossRefPubMedPubMedCentral
25.
go back to reference Dowsett M, Smith I, Robertson J, Robison L, Pinhel I, Johnson L, Salter J, Dunbier A, Anderson H, Ghazoui Z, Skene T, Evans A, A’Hern R, Iskender A, Wilcox M, Bliss J (2011) Endocrine therapy, new biologicals, and new study designs for presurgical studies in breast cancer. J Natl Cancer Inst Monogr 2011 (43):120–123. https://doi.org/10.1093/jncimonographs/lgr034 Dowsett M, Smith I, Robertson J, Robison L, Pinhel I, Johnson L, Salter J, Dunbier A, Anderson H, Ghazoui Z, Skene T, Evans A, A’Hern R, Iskender A, Wilcox M, Bliss J (2011) Endocrine therapy, new biologicals, and new study designs for presurgical studies in breast cancer. J Natl Cancer Inst Monogr 2011 (43):120–123. https://​doi.​org/​10.​1093/​jncimonographs/​lgr034
26.
go back to reference Gellert P, Segal CV, Gao Q, Lopez-Knowles E, Martin LA, Dodson A, Li T, Miller CA, Lu C, Mardis ER, Gillman A, Morden J, Graf M, Sidhu K, Evans A, Shere M, Holcombe C, McIntosh SA, Bundred N, Skene A, Maxwell W, Robertson J, Bliss JM, Smith I, Dowsett M, Group PTM, Trialists (2016) Impact of mutational profiles on response of primary oestrogen receptor-positive breast cancers to oestrogen deprivation. Nat Commun 7:13294. https://doi.org/10.1038/ncomms13294 CrossRefPubMedPubMedCentral Gellert P, Segal CV, Gao Q, Lopez-Knowles E, Martin LA, Dodson A, Li T, Miller CA, Lu C, Mardis ER, Gillman A, Morden J, Graf M, Sidhu K, Evans A, Shere M, Holcombe C, McIntosh SA, Bundred N, Skene A, Maxwell W, Robertson J, Bliss JM, Smith I, Dowsett M, Group PTM, Trialists (2016) Impact of mutational profiles on response of primary oestrogen receptor-positive breast cancers to oestrogen deprivation. Nat Commun 7:13294. https://​doi.​org/​10.​1038/​ncomms13294 CrossRefPubMedPubMedCentral
29.
go back to reference Kronblad A, Hedenfalk I, Nilsson E, Pahlman S, Landberg G (2005) ERK1/2 inhibition increases antiestrogen treatment efficacy by interfering with hypoxia-induced downregulation of ERalpha: a combination therapy potentially targeting hypoxic and dormant tumor cells. Oncogene 24(45):6835–6841. https://doi.org/10.1038/sj.onc.1208830 CrossRefPubMed Kronblad A, Hedenfalk I, Nilsson E, Pahlman S, Landberg G (2005) ERK1/2 inhibition increases antiestrogen treatment efficacy by interfering with hypoxia-induced downregulation of ERalpha: a combination therapy potentially targeting hypoxic and dormant tumor cells. Oncogene 24(45):6835–6841. https://​doi.​org/​10.​1038/​sj.​onc.​1208830 CrossRefPubMed
30.
go back to reference Lopez-Knowles E, Gao Q, Cheang MC, Morden J, Parker J, Martin LA, Pinhel I, McNeill F, Hills M, Detre S, Afentakis M, Zabaglo L, Dodson A, Skene A, Holcombe C, Robertson J, Smith I, Bliss JM, Dowsett M, trialists P (2016) Heterogeneity in global gene expression profiles between biopsy specimens taken peri-surgically from primary ER-positive breast carcinomas. Breast Cancer Res 18(1):39. https://doi.org/10.1186/s13058-016-0696-2 CrossRefPubMedPubMedCentral Lopez-Knowles E, Gao Q, Cheang MC, Morden J, Parker J, Martin LA, Pinhel I, McNeill F, Hills M, Detre S, Afentakis M, Zabaglo L, Dodson A, Skene A, Holcombe C, Robertson J, Smith I, Bliss JM, Dowsett M, trialists P (2016) Heterogeneity in global gene expression profiles between biopsy specimens taken peri-surgically from primary ER-positive breast carcinomas. Breast Cancer Res 18(1):39. https://​doi.​org/​10.​1186/​s13058-016-0696-2 CrossRefPubMedPubMedCentral
31.
go back to reference Gao Q, Lopez-Knowles E, Cheang MC, Morden J, Ribas R, Sidhu K, Evans D, Martins V, Dodson A, Bliss J, Robertson J, Smith I, Martin LA, Dowsett M (2018) Major impact of sampling methodology on gene expression in estrogen receptor–positive breast cancer. JNCI Natl Cancer Inst 2 (2). https://doi.org/10.1093/jncics/pky005 Gao Q, Lopez-Knowles E, Cheang MC, Morden J, Ribas R, Sidhu K, Evans D, Martins V, Dodson A, Bliss J, Robertson J, Smith I, Martin LA, Dowsett M (2018) Major impact of sampling methodology on gene expression in estrogen receptor–positive breast cancer. JNCI Natl Cancer Inst 2 (2). https://​doi.​org/​10.​1093/​jncics/​pky005
Metadata
Title
Comparison of protein expression between formalin-fixed core-cut biopsies and surgical excision specimens using a novel multiplex approach
Authors
Mariana Ferreira Leal
Ben P. Haynes
Fiona A. MacNeill
Andrew Dodson
Mitch Dowsett
Publication date
01-06-2019
Publisher
Springer US
Published in
Breast Cancer Research and Treatment / Issue 2/2019
Print ISSN: 0167-6806
Electronic ISSN: 1573-7217
DOI
https://doi.org/10.1007/s10549-019-05163-6

Other articles of this Issue 2/2019

Breast Cancer Research and Treatment 2/2019 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine