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Nielsen TO, Leung SCY, Riaz N, Mulligan AM, Kos Z, Bane A, Whelan TJ. Ki67 assessment protocol as an integral biomarker for avoiding radiotherapy in the LUMINA breast cancer trial. Histopathology 2023; 83:903-911. [PMID: 37609778 DOI: 10.1111/his.15032] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Revised: 07/21/2023] [Accepted: 07/30/2023] [Indexed: 08/24/2023]
Abstract
AIMS The LUMINA trial demonstrated a very low local recurrence rate in women ≥55 years with low-risk luminal A breast cancer (defined as grade I-II, T1N0, hormone receptor positive, HER2 negative and Ki67 index ≤13.25%) treated with breast-conserving surgery and endocrine therapy (but no other systemic therapy), supporting the safe omission of radiation in these women. Here we describe the protocol for Ki67 assessment, the companion diagnostic used to guide omission of adjuvant radiotherapy. METHODS Ki67 immunohistochemistry was performed on full-face sections at one of three regional labs. Pathologists trained in the International Ki67 in Breast Cancer Working Group (IKWG) method demarcated tumour areas on scanned slides and scored 100 nuclei from each of at least five randomly selected 1-mm fields. For cases with high Ki67 heterogeneity, further virtual cores were selected and scored in order to confidently assign a case as luminal A (≤13.25%) or B (>13.25%). Interlaboratory variability was assessed through an annual quality assurance programme during the study period. RESULTS From the quality assurance programme, the mean Ki67 index across all cases/labs was 13%. The observed intraclass correlation coefficient (ICC) and kappa statistics were ≥0.9 and ≥0.7, respectively, indicating a substantial level of agreement. Median scoring time was 4 min per case. The IKWG-recommended scoring method, performed directly from slides, requiring up to four scored fields, is concordant with the LUMINA scoring method (ICC ≥ 0.9). CONCLUSION Ki67 is a practical, reproducible, and inexpensive biomarker that can identify low-risk luminal A breast cancers as potential candidates for radiation de-escalation. CLINICAL TRIAL REGISTRATION ClinicalTrials.gov number, NCT01791829.
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Affiliation(s)
- Torsten O Nielsen
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Samuel C Y Leung
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Nazia Riaz
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Anna M Mulligan
- University Health Network, Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Zuzana Kos
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Anita Bane
- University Health Network, Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Timothy J Whelan
- Department of Oncology, McMaster University, Hamilton, Ontario, Canada
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2
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Acs B, Leung SCY, Kidwell KM, Arun I, Augulis R, Badve SS, Bai Y, Bane AL, Bartlett JMS, Bayani J, Bigras G, Blank A, Buikema H, Chang MC, Dietz RL, Dodson A, Fineberg S, Focke CM, Gao D, Gown AM, Gutierrez C, Hartman J, Kos Z, Lænkholm AV, Laurinavicius A, Levenson RM, Mahboubi-Ardakani R, Mastropasqua MG, Nofech-Mozes S, Osborne CK, Penault-Llorca FM, Piper T, Quintayo MA, Rau TT, Reinhard S, Robertson S, Salgado R, Sugie T, van der Vegt B, Viale G, Zabaglo LA, Hayes DF, Dowsett M, Nielsen TO, Rimm DL. Systematically higher Ki67 scores on core biopsy samples compared to corresponding resection specimen in breast cancer: a multi-operator and multi-institutional study. Mod Pathol 2022; 35:1362-1369. [PMID: 35729220 PMCID: PMC9514990 DOI: 10.1038/s41379-022-01104-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 04/11/2022] [Accepted: 05/05/2022] [Indexed: 02/06/2023]
Abstract
Ki67 has potential clinical importance in breast cancer but has yet to see broad acceptance due to inter-laboratory variability. Here we tested an open source and calibrated automated digital image analysis (DIA) platform to: (i) investigate the comparability of Ki67 measurement across corresponding core biopsy and resection specimen cases, and (ii) assess section to section differences in Ki67 scoring. Two sets of 60 previously stained slides containing 30 core-cut biopsy and 30 corresponding resection specimens from 30 estrogen receptor-positive breast cancer patients were sent to 17 participating labs for automated assessment of average Ki67 expression. The blocks were centrally cut and immunohistochemically (IHC) stained for Ki67 (MIB-1 antibody). The QuPath platform was used to evaluate tumoral Ki67 expression. Calibration of the DIA method was performed as in published studies. A guideline for building an automated Ki67 scoring algorithm was sent to participating labs. Very high correlation and no systematic error (p = 0.08) was found between consecutive Ki67 IHC sections. Ki67 scores were higher for core biopsy slides compared to paired whole sections from resections (p ≤ 0.001; median difference: 5.31%). The systematic discrepancy between core biopsy and corresponding whole sections was likely due to pre-analytical factors (tissue handling, fixation). Therefore, Ki67 IHC should be tested on core biopsy samples to best reflect the biological status of the tumor.
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Affiliation(s)
- Balazs Acs
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA.
- Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden.
- Department of Clinical Pathology and Cancer Diagnostics, Karolinska University Hospital, Stockholm, Sweden.
| | | | - Kelley M Kidwell
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Indu Arun
- Tata Medical Center, Kolkata, West Bengal, India
| | - Renaldas Augulis
- Vilnius University Faculty of Medicine and National Center of Pathology, Vilnius University Hospital Santaros Clinics, Vilnius, Lithuania
| | - Sunil S Badve
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Yalai Bai
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | - Anita L Bane
- Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada
| | - John M S Bartlett
- Ontario Institute for Cancer Research, Toronto, ON, Canada
- Edinburgh Cancer Research Centre, Western General Hospital, Edinburgh, United Kingdom
| | - Jane Bayani
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Gilbert Bigras
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - Annika Blank
- Institute of Pathology, University of Bern, Bern, Switzerland
- Institute of Pathology, Triemli Hospital Zurich, Zurich, Switzerland
| | - Henk Buikema
- University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Martin C Chang
- Department of Pathology & Laboratory Medicine, University of Vermont Medical Center, Burlington, VT, USA
| | - Robin L Dietz
- Department of Pathology, Olive View-UCLA Medical Center, Los Angeles, CA, USA
| | - Andrew Dodson
- UK NEQAS for Immunocytochemistry and In-Situ Hybridisation, London, United Kingdom
| | - Susan Fineberg
- Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY, USA
| | - Cornelia M Focke
- Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany
| | - Dongxia Gao
- University of British Columbia, Vancouver, BC, Canada
| | | | - Carolina Gutierrez
- Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX, USA
| | - Johan Hartman
- Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden
- Department of Clinical Pathology and Cancer Diagnostics, Karolinska University Hospital, Stockholm, Sweden
| | - Zuzana Kos
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Anne-Vibeke Lænkholm
- Department of Surgical Pathology, Zealand University Hospital, Roskilde, Denmark
| | - Arvydas Laurinavicius
- Vilnius University Faculty of Medicine and National Center of Pathology, Vilnius University Hospital Santaros Clinics, Vilnius, Lithuania
| | - Richard M Levenson
- Department of Medical Pathology and Laboratory Medicine, University of California Davis Medical Center, Sacramento, CA, USA
| | - Rustin Mahboubi-Ardakani
- Department of Medical Pathology and Laboratory Medicine, University of California Davis Medical Center, Sacramento, CA, USA
| | | | - Sharon Nofech-Mozes
- University of Toronto Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | - C Kent Osborne
- Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX, USA
| | - Frédérique M Penault-Llorca
- Imagerie Moléculaire et Stratégies Théranostiques, UMR1240, Université Clermont Auvergne, INSERM, Clermont-Ferrand, France
- Service de Pathologie, Centre Jean PERRIN, Clermont-Ferrand, France
| | - Tammy Piper
- Edinburgh Cancer Research Centre, Western General Hospital, Edinburgh, United Kingdom
| | | | - Tilman T Rau
- Institute of Pathology, University of Bern, Bern, Switzerland
- Institute of Pathology, Heinrich Heine University and University Hospital of Duesseldorf, Duesseldorf, Germany
| | - Stefan Reinhard
- Institute of Pathology, University of Bern, Bern, Switzerland
| | - Stephanie Robertson
- Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden
- Department of Clinical Pathology and Cancer Diagnostics, Karolinska University Hospital, Stockholm, Sweden
| | - Roberto Salgado
- Department of Pathology, GZA-ZNA, Antwerp, Belgium
- Peter MacCallum Cancer Centre, University of Melbourne, Melbourne, VIC, Australia
| | | | - Bert van der Vegt
- University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Giuseppe Viale
- European Institute of Oncology, Milan, Italy
- European Institute of Oncology IRCCS, and University of Milan, Milan, Italy
| | - Lila A Zabaglo
- The Institute of Cancer Research, London, United Kingdom
| | - Daniel F Hayes
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA
| | - Mitch Dowsett
- The Institute of Cancer Research, London, United Kingdom
| | | | - David L Rimm
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA.
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Riaz N, Burugu S, Cheng AS, Leung SCY, Gao D, Nielsen TO. Prognostic Significance of CSF-1R Expression in Early Invasive Breast Cancer. Cancers (Basel) 2021; 13:5769. [PMID: 34830923 PMCID: PMC8616299 DOI: 10.3390/cancers13225769] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Revised: 11/12/2021] [Accepted: 11/13/2021] [Indexed: 12/12/2022] Open
Abstract
Colony-stimulating factor-1 receptor (CSF-1R) signaling promotes an immune suppressive microenvironment enriched in M2 macrophages. Given that CSF-1R inhibitors are under investigation in clinical trials, including in breast cancer, CSF-1R expression and association with immune biomarkers could identify patients who derive greater benefit from combination with immunotherapies. TIMER2.0 and bc-GenExMiner v4.7 were used to assess the correlation of CSF1R mRNA with immune infiltrates and prognosis. Following a prespecified training-validation approach, an optimized immunohistochemistry assay was applied to assess CSF-1R on carcinoma cells and macrophages on breast cancer tissue microarray series representing 2384 patients, coupled to comprehensive clinicopathological, biomarker, and outcome data. Significant positive correlations were observed between CSF1R mRNA and immune infiltrates. High carcinoma CSF-1R correlated with grade 3 tumors >2 cm, hormone receptor negativity, high Ki67, immune checkpoint biomarkers, and macrophages expressing CSF-1R and CD163. High carcinoma CSF-1R was significantly associated with poor survival in univariate and multivariate analyses. Adverse prognostic associations were retained in ER+ cases regardless of the presence of CD8+ T cells. CSF-1R+ macrophages were not prognostic. High carcinoma CSF-1R is associated with aggressive breast cancer biology and poor prognosis, particularly in ER+ cases, and identifies patients in whom biomarker-directed CSF-1R therapies may yield superior therapeutic responses.
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Affiliation(s)
- Nazia Riaz
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z7, Canada; (N.R.); (S.B.); (A.S.C.); (S.C.Y.L.); (D.G.)
- Centre for Regenerative Medicine and Stem Cell Research, Aga Khan University, Karachi 74800, Pakistan
| | - Samantha Burugu
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z7, Canada; (N.R.); (S.B.); (A.S.C.); (S.C.Y.L.); (D.G.)
| | - Angela S. Cheng
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z7, Canada; (N.R.); (S.B.); (A.S.C.); (S.C.Y.L.); (D.G.)
| | - Samuel C. Y. Leung
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z7, Canada; (N.R.); (S.B.); (A.S.C.); (S.C.Y.L.); (D.G.)
| | - Dongxia Gao
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z7, Canada; (N.R.); (S.B.); (A.S.C.); (S.C.Y.L.); (D.G.)
| | - Torsten O. Nielsen
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z7, Canada; (N.R.); (S.B.); (A.S.C.); (S.C.Y.L.); (D.G.)
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4
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Arun I, Venkatesh S, Ahmed R, Agrawal SK, Leung SCY. Reliability of Ki67 visual scoring app compared to eyeball estimate and digital image analysis and its prognostic significance in hormone receptor-positive breast cancer. APMIS 2021; 129:489-502. [PMID: 34053140 DOI: 10.1111/apm.13156] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2020] [Accepted: 05/03/2021] [Indexed: 12/31/2022]
Abstract
We analysed the reproducibility of Ki67 labelling index (LI) between two scorers using the International Ki67 Working Group (IKWG) global methods on an Android application (APP), correlated the APP and eyeball estimate (EBE) with digital image analysis (DIA) scores and determined the prognostic significance of Ki67LI. Global weighted (GW) and global unweighted (GUW) Ki67 app scores of hormone receptor-positive and HER2 (human epidermal growth factor receptor 2)-negative breast cancer patients were obtained. Reproducibility of Ki67LI between 2 scorers and correlation of APP and EBE scores with DIA scores were performed. The prognostic significance of APP scores and its correlation with other clinico-pathologic variables were evaluated. The intra-class correlation coefficient (ICC) between 2 scorers showed excellent reliability with both GW and GUW methods. ICC between DIA and APP scores was significantly greater than DIA versus EBE. The three categories of APP scores based on median value and cut points of 10%, 18% and 38% were significantly associated with poor DFS. On multivariate analysis, significant association between Ki67LI, tumour size, nodal involvement and DFS was noted. Our study shows that the visual Ki67 scoring app is effective in bringing consistency to KI67LI and APP scores showed significant correlation with DFS.
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Affiliation(s)
- Indu Arun
- Department of Pathology, Tata Medical Center, Newtown, Kolkata, India
| | - Saranya Venkatesh
- Department of Pathology, Tata Medical Center, Newtown, Kolkata, India
| | - Rosina Ahmed
- Department of Breast Oncosurgery, Tata Medical Center, Newtown, Kolkata, India
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5
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Nielsen TO, Leung SCY, McShane LM, Dowsett M, Hayes DF. Response to Zhang and Yang. J Natl Cancer Inst 2021; 113:1597-1598. [PMID: 34003287 DOI: 10.1093/jnci/djab094] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Accepted: 05/12/2021] [Indexed: 11/13/2022] Open
Affiliation(s)
- Torsten O Nielsen
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Samuel C Y Leung
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Lisa M McShane
- Biometric Research Program, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Bethesda, MD, USA
| | - Mitch Dowsett
- Breast Cancer Now Toby Robins Research Centre, Institute of Cancer Research, London, UK
| | - Daniel F Hayes
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA
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6
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Nielsen TO, Leung SCY, Rimm DL, Dodson A, Acs B, Badve S, Denkert C, Ellis MJ, Fineberg S, Flowers M, Kreipe HH, Laenkholm AV, Pan H, Penault-Llorca FM, Polley MY, Salgado R, Smith IE, Sugie T, Bartlett JMS, McShane LM, Dowsett M, Hayes DF. Assessment of Ki67 in Breast Cancer: Updated Recommendations From the International Ki67 in Breast Cancer Working Group. J Natl Cancer Inst 2020; 113:808-819. [PMID: 33369635 PMCID: PMC8487652 DOI: 10.1093/jnci/djaa201] [Citation(s) in RCA: 261] [Impact Index Per Article: 65.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Revised: 10/14/2020] [Accepted: 11/30/2020] [Indexed: 12/17/2022] Open
Abstract
Ki67 immunohistochemistry (IHC), commonly used as a proliferation marker in breast cancer, has limited value for treatment decisions due to questionable analytical validity. The International Ki67 in Breast Cancer Working Group (IKWG) consensus meeting, held in October 2019, assessed the current evidence for Ki67 IHC analytical validity and clinical utility in breast cancer, including the series of scoring studies the IKWG conducted on centrally stained tissues. Consensus observations and recommendations are: 1) as for estrogen receptor and HER2 testing, preanalytical handling considerations are critical; 2) a standardized visual scoring method has been established and is recommended for adoption; 3) participation in and evaluation of quality assurance and quality control programs is recommended to maintain analytical validity; and 4) the IKWG accepted that Ki67 IHC as a prognostic marker in breast cancer has clinical validity but concluded that clinical utility is evident only for prognosis estimation in anatomically favorable estrogen receptor–positive and HER2-negative patients to identify those who do not need adjuvant chemotherapy. In this T1-2, N0-1 patient group, the IKWG consensus is that Ki67 5% or less, or 30% or more, can be used to estimate prognosis. In conclusion, analytical validity of Ki67 IHC can be reached with careful attention to preanalytical issues and calibrated standardized visual scoring. Currently, clinical utility of Ki67 IHC in breast cancer care remains limited to prognosis assessment in stage I or II breast cancer. Further development of automated scoring might help to overcome some current limitations.
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Affiliation(s)
- Torsten O Nielsen
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Samuel C Y Leung
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - David L Rimm
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | - Andrew Dodson
- The UK National External Quality Assessment Scheme for Immunocytochemistry and In-Situ Hybridisation, London, UK
| | - Balazs Acs
- Department of Oncology and Pathology, Cancer Centre Karolinska (CCK), Karolinska Institutet, Stockholm, Sweden.,Department of Clinical Pathology and Cytology, Karolinska University Laboratory, Stockholm, Sweden
| | - Sunil Badve
- Indiana University Melvin and Bren Simon Comprehensive Cancer Center, Indianapolis, IN, USA
| | - Carsten Denkert
- Philipps University Marburg and University Hospital Marburg, Marburg, Germany
| | - Matthew J Ellis
- Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX, USA
| | - Susan Fineberg
- Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY, USA
| | | | - Hans H Kreipe
- Medical School Hannover, Institute of Pathology, Hannover, Germany
| | | | - Hongchao Pan
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | | | - Mei-Yin Polley
- Department of Public Health Sciences, University of Chicago Biological Sciences, Chicago, IL, USA
| | - Roberto Salgado
- Department of Pathology, GasthuisZusters Antwerpen / Hospital Network Antwerp (GZA-ZNA), Antwerp, Belgium.,Division of Research, Peter MacCallum Cancer Centre, Melbourne, Australia
| | - Ian E Smith
- Breast Unit, Royal Marsden Hospital, London, UK
| | - Tomoharu Sugie
- Department of Surgery, Kansai Medical University, Shinmachi, Hirakata City, Osaka Prefecture, Japan
| | - John M S Bartlett
- Diagnostic Development Program, Ontario Institute for Cancer Research, Toronto, ON, Canada.,Edinburgh Cancer Research Centre, University of Edinburgh, Edinburgh, UK
| | - Lisa M McShane
- Biometric Research Program, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Bethesda, MD, USA
| | - Mitch Dowsett
- Breast Cancer Now Toby Robins Research Centre, Institute of Cancer Research, London, UK
| | - Daniel F Hayes
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA
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7
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Millstein J, Budden T, Goode EL, Anglesio MS, Talhouk A, Intermaggio MP, Leong HS, Chen S, Elatre W, Gilks B, Nazeran T, Volchek M, Bentley RC, Wang C, Chiu DS, Kommoss S, Leung SCY, Senz J, Lum A, Chow V, Sudderuddin H, Mackenzie R, George J, Fereday S, Hendley J, Traficante N, Steed H, Koziak JM, Köbel M, McNeish IA, Goranova T, Ennis D, Macintyre G, Silva De Silva D, Ramón Y Cajal T, García-Donas J, Hernando Polo S, Rodriguez GC, Cushing-Haugen KL, Harris HR, Greene CS, Zelaya RA, Behrens S, Fortner RT, Sinn P, Herpel E, Lester J, Lubiński J, Oszurek O, Tołoczko A, Cybulski C, Menkiszak J, Pearce CL, Pike MC, Tseng C, Alsop J, Rhenius V, Song H, Jimenez-Linan M, Piskorz AM, Gentry-Maharaj A, Karpinskyj C, Widschwendter M, Singh N, Kennedy CJ, Sharma R, Harnett PR, Gao B, Johnatty SE, Sayer R, Boros J, Winham SJ, Keeney GL, Kaufmann SH, Larson MC, Luk H, Hernandez BY, Thompson PJ, Wilkens LR, Carney ME, Trabert B, Lissowska J, Brinton L, Sherman ME, Bodelon C, Hinsley S, Lewsley LA, Glasspool R, Banerjee SN, Stronach EA, Haluska P, Ray-Coquard I, Mahner S, Winterhoff B, Slamon D, Levine DA, Kelemen LE, Benitez J, Chang-Claude J, Gronwald J, Wu AH, Menon U, Goodman MT, Schildkraut JM, Wentzensen N, Brown R, Berchuck A, Chenevix-Trench G, deFazio A, Gayther SA, García MJ, Henderson MJ, Rossing MA, Beeghly-Fadiel A, Fasching PA, Orsulic S, Karlan BY, Konecny GE, Huntsman DG, Bowtell DD, Brenton JD, Doherty JA, Pharoah PDP, Ramus SJ. Prognostic gene expression signature for high-grade serous ovarian cancer. Ann Oncol 2020; 31:1240-1250. [PMID: 32473302 PMCID: PMC7484370 DOI: 10.1016/j.annonc.2020.05.019] [Citation(s) in RCA: 72] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2020] [Revised: 05/06/2020] [Accepted: 05/06/2020] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Median overall survival (OS) for women with high-grade serous ovarian cancer (HGSOC) is ∼4 years, yet survival varies widely between patients. There are no well-established, gene expression signatures associated with prognosis. The aim of this study was to develop a robust prognostic signature for OS in patients with HGSOC. PATIENTS AND METHODS Expression of 513 genes, selected from a meta-analysis of 1455 tumours and other candidates, was measured using NanoString technology from formalin-fixed paraffin-embedded tumour tissue collected from 3769 women with HGSOC from multiple studies. Elastic net regularization for survival analysis was applied to develop a prognostic model for 5-year OS, trained on 2702 tumours from 15 studies and evaluated on an independent set of 1067 tumours from six studies. RESULTS Expression levels of 276 genes were associated with OS (false discovery rate < 0.05) in covariate-adjusted single-gene analyses. The top five genes were TAP1, ZFHX4, CXCL9, FBN1 and PTGER3 (P < 0.001). The best performing prognostic signature included 101 genes enriched in pathways with treatment implications. Each gain of one standard deviation in the gene expression score conferred a greater than twofold increase in risk of death [hazard ratio (HR) 2.35, 95% confidence interval (CI) 2.02-2.71; P < 0.001]. Median survival [HR (95% CI)] by gene expression score quintile was 9.5 (8.3 to -), 5.4 (4.6-7.0), 3.8 (3.3-4.6), 3.2 (2.9-3.7) and 2.3 (2.1-2.6) years. CONCLUSION The OTTA-SPOT (Ovarian Tumor Tissue Analysis consortium - Stratified Prognosis of Ovarian Tumours) gene expression signature may improve risk stratification in clinical trials by identifying patients who are least likely to achieve 5-year survival. The identified novel genes associated with the outcome may also yield opportunities for the development of targeted therapeutic approaches.
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Affiliation(s)
- J Millstein
- Division of Biostatistics, Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA
| | - T Budden
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, Australia; CRUK Manchester Institute, The University of Manchester, Manchester, UK
| | - E L Goode
- Department of Health Science Research, Division of Epidemiology, Mayo Clinic, Rochester, USA
| | - M S Anglesio
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada; Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, Canada
| | - A Talhouk
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, Canada
| | - M P Intermaggio
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, Australia
| | - H S Leong
- Peter MacCallum Cancer Center, Melbourne, Australia
| | - S Chen
- Center for Cancer Prevention and Translational Genomics, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - W Elatre
- Department of Pathology, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, USA
| | - B Gilks
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada
| | - T Nazeran
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - M Volchek
- Anatomical Pathology, Royal Women's Hospital, Parkville, Australia
| | - R C Bentley
- Department of Pathology, Duke University Hospital, Durham, USA
| | - C Wang
- Department of Health Science Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, USA
| | - D S Chiu
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - S Kommoss
- Department of Women's Health, Tuebingen University Hospital, Tuebingen, Germany
| | - S C Y Leung
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - J Senz
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada
| | - A Lum
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - V Chow
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - H Sudderuddin
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - R Mackenzie
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada
| | - J George
- The Jackson Laboratory for Genomic Medicine, Farmington, USA
| | - S Fereday
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - J Hendley
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - N Traficante
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - H Steed
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Royal Alexandra Hospital, Edmonton, Canada
| | - J M Koziak
- Alberta Health Services-Cancer Care, Calgary, Canada
| | - M Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, Canada
| | - I A McNeish
- Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, Imperial College London, London, UK; Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - T Goranova
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - D Ennis
- Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, Imperial College London, London, UK; Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - G Macintyre
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - D Silva De Silva
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - T Ramón Y Cajal
- Medical Oncology Service, Hospital Sant Pau, Barcelona, Spain
| | - J García-Donas
- HM Hospitales D Centro Integral Oncológico HM Clara Campal, Madrid, Spain
| | - S Hernando Polo
- Medical Oncology Service, Hospital Universitario Funcacion Alcorcon, Alcorcón, Spain
| | - G C Rodriguez
- Division of Gynecologic Oncology, NorthShore University HealthSystem, University of Chicago, Evanston, USA
| | - K L Cushing-Haugen
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, USA
| | - H R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, USA; Department of Epidemiology, University of Washington, Seattle, USA
| | - C S Greene
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - R A Zelaya
- Department of Genetics, Geisel School of Medicine at Dartmouth, Hanover, USA
| | - S Behrens
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - R T Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - P Sinn
- Department of Pathology, Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - E Herpel
- Department of Pathology, Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany; National Center for Tumor Diseases, University Hospital and German Cancer Research Center, Heidelberg, Germany
| | - J Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, USA; Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - J Lubiński
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - O Oszurek
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - A Tołoczko
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - C Cybulski
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - J Menkiszak
- Department of Gynecological Surgery and Gynecological Oncology of Adults and Adolescents, Pomeranian Medical University, Szczecin, Poland
| | - C L Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, USA; Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, USA
| | - M C Pike
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, USA; Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, USA
| | - C Tseng
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA
| | - J Alsop
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - V Rhenius
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - H Song
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK
| | - M Jimenez-Linan
- Department of Pathology, Addenbrooke's Hospital NHS Trust, Cambridge, UK
| | - A M Piskorz
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - A Gentry-Maharaj
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - C Karpinskyj
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - M Widschwendter
- Department of Women's Cancer, Institute for Women's Health, University College London, London, UK
| | - N Singh
- Department of Pathology, Barts Health National Health Service Trust, London, UK
| | - C J Kennedy
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - R Sharma
- Pathology West ICPMR Westmead, Westmead Hospital, The University of Sydney, Sydney, Australia; University of Western Sydney at Westmead Hospital, Sydney, Australia
| | - P R Harnett
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; The Crown Princess Mary Cancer Centre Westmead, Sydney-West Cancer Network, Westmead Hospital, Sydney, Australia
| | - B Gao
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; The Crown Princess Mary Cancer Centre Westmead, Sydney-West Cancer Network, Westmead Hospital, Sydney, Australia
| | - S E Johnatty
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - R Sayer
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - J Boros
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - S J Winham
- Department of Health Science Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, USA
| | - G L Keeney
- Department of Laboratory Medicine and Pathology, Division of Anatomic Pathology, Mayo Clinic, Rochester, USA
| | - S H Kaufmann
- Department of Oncology, Mayo Clinic, Rochester, USA; Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, USA
| | - M C Larson
- Department of Health Science Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, USA
| | - H Luk
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, USA
| | - B Y Hernandez
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, USA
| | - P J Thompson
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, USA
| | - L R Wilkens
- Cancer Epidemiology Program, University of Hawaii Cancer Center, Honolulu, USA
| | - M E Carney
- John A. Burns School of Medicine, Department of Obstetrics and Gynecology, University of Hawaii, Honolulu, USA
| | - B Trabert
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - J Lissowska
- Department of Cancer Epidemiology and Prevention, M Sklodowska Curie National Research Institute of Oncology, Warsaw, Poland
| | - L Brinton
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - M E Sherman
- Department of Health Sciences Research, Mayo Clinic College of Medicine, Jacksonville, USA
| | - C Bodelon
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - S Hinsley
- Cancer Research UK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - L A Lewsley
- Cancer Research UK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - R Glasspool
- Department of Medical Oncology, Beatson West of Scotland Cancer Centre and University of Glasgow, Glasgow, UK
| | - S N Banerjee
- The Royal Marsden NHS Foundation Trust and Institute of Cancer Research, London, UK
| | - E A Stronach
- Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, Imperial College London, London, UK
| | - P Haluska
- Department of Oncology, Mayo Clinic, Rochester, USA
| | - I Ray-Coquard
- Centre Leon Berard and University Claude Bernard Lyon 1, Lyon, France
| | - S Mahner
- Department of Obstetrics and Gynecology, University Hospital, LMU Munich, Munich, Germany
| | - B Winterhoff
- Department of Obstetrics, Gynecology and Women's Health, University of Minnesota, Minneapolis, USA
| | - D Slamon
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, USA
| | - D A Levine
- Gynecology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, USA; Gynecologic Oncology, Laura and Isaac Pearlmutter Cancer Center, NYU Langone Medical Center, New York, USA
| | - L E Kelemen
- Hollings Cancer Center and Department of Public Health Sciences, Medical University of South Carolina, Charleston, USA
| | - J Benitez
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain; Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | - J Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany; Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - J Gronwald
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - A H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA
| | - U Menon
- MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, University College London, London, UK
| | - M T Goodman
- Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Cedars-Sinai Medical Center, Los Angeles, USA
| | - J M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, USA
| | - N Wentzensen
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, USA
| | - R Brown
- Division of Cancer and Ovarian Cancer Action Research Centre, Department of Surgery and Cancer, Imperial College London, London, UK
| | - A Berchuck
- Department of Gynecologic Oncology, Duke University Hospital, Durham, USA
| | - G Chenevix-Trench
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - A deFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, Australia; Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - S A Gayther
- Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Cedars-Sinai Medical Center, Los Angeles, USA
| | - M J García
- Human Cancer Genetics Programme, Spanish National Cancer Research Centre (CNIO), Madrid, Spain; Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
| | - M J Henderson
- Children's Cancer Institute, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, Australia
| | - M A Rossing
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, USA; Department of Epidemiology, University of Washington, Seattle, USA
| | - A Beeghly-Fadiel
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, USA
| | - P A Fasching
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, USA; Department of Gynecology and Obstetrics, Comprehensive Cancer Center ER-EMN, University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Erlangen, Germany
| | - S Orsulic
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, USA; Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - B Y Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, USA; Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, USA
| | - G E Konecny
- David Geffen School of Medicine, Department of Medicine Division of Hematology and Oncology, University of California at Los Angeles, Los Angeles, USA
| | - D G Huntsman
- British Columbia's Ovarian Cancer Research (OVCARE) Program, BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada; Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, Canada; Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, Canada
| | - D D Bowtell
- Peter MacCallum Cancer Center, Melbourne, Australia; Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Australia
| | - J D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - J A Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, USA
| | - P D P Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, UK; Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - S J Ramus
- School of Women's and Children's Health, Faculty of Medicine, University of NSW Sydney, Sydney, Australia; Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, Australia.
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Cheng AS, Leung SCY, Gao D, Burugu S, Anurag M, Ellis MJ, Nielsen TO. Correction to: Mismatch repair protein loss in breast cancer: clinicopathological associations in a large British Columbia cohort. Breast Cancer Res Treat 2020; 182:765. [PMID: 32564259 DOI: 10.1007/s10549-020-05745-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
In the original publication of the article, the funding statement was published incompletely. The corrected funding statement should read as below.
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Affiliation(s)
- Angela S Cheng
- Genetic Pathology Evaluation Centre and University of British Columbia, Vancouver, BC, Canada
| | - Samuel C Y Leung
- Genetic Pathology Evaluation Centre and University of British Columbia, Vancouver, BC, Canada
| | - Dongxia Gao
- Genetic Pathology Evaluation Centre and University of British Columbia, Vancouver, BC, Canada
| | - Samantha Burugu
- Genetic Pathology Evaluation Centre and University of British Columbia, Vancouver, BC, Canada
| | | | | | - Torsten O Nielsen
- Genetic Pathology Evaluation Centre and University of British Columbia, Vancouver, BC, Canada. .,Anatomical Pathology JPN1401 Vancouver Hospital, 855 West 12th Avenue, Vancouver, BC, V5Z 1M9, Canada.
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Sengal AT, Patch AM, Snell CE, Smith DS, Leung SCY, Talhouk A, Williams ED, McAlpine JN, Pollock PM. FGFR2c Mesenchymal Isoform Expression Is Associated with Poor Prognosis and Further Refines Risk Stratification within Endometrial Cancer Molecular Subtypes. Clin Cancer Res 2020; 26:4569-4580. [PMID: 32414751 DOI: 10.1158/1078-0432.ccr-19-4088] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Revised: 04/17/2020] [Accepted: 05/11/2020] [Indexed: 11/16/2022]
Abstract
PURPOSE The two most common molecular subtypes of endometrial cancers, mismatch repair deficient (MMRd) and p53 wild-type (p53wt) comprise the majority of endometrial cancers and have intermediate prognoses where additional risk stratification biomarkers are needed. Isoform switching of FGFR2 from FGFR2b to FGFR2c (normally expressed in mesenchymal cells), has been reported in other solid carcinomas. The objective of this study was to investigate the role of FGFR2c in risk stratification of endometrial cancer. EXPERIMENTAL DESIGN We have developed and optimized a BaseScope RNA ISH assay to detect FGFR2c. FGFR2c expression was determined in a preliminary screening cohort of 78 endometrial cancers and a clinically and molecularly annotated Vancouver cohort (n = 465). Cox regression model analyses were performed to assess the prognostic value of FGFR2c. RESULTS Univariate and multivariate analyses revealed FGFR2c expression was significantly associated with shorter disease-specific survival (DSS) and progression-free survival (PFS) in endometrioid endometrial cancer (EEC, n = 302). Notably, FGFR2c expression was significantly associated with shorter PFS and DSS in patients with grade 3 EECs (P < 0.003 and P < 0.002) and the European Society Medical Oncology (ESMO) high-risk group (P < 0.0001 and P < 0.002), respectively. Moreover, within the MMRd subtype, FGFR2c expression was significantly associated with shorter PFS (P < 0.048) and DSS (P < 0.001). CONCLUSIONS FGFR2c expression appears an independent prognostic biomarker in patients with EEC and further discerns the outcomes within grade 3 tumors, ESMO high-risk groups, as well as within the MMRd and p53wt subtypes. FGFR2c inclusion into future molecular subtyping can further refine risk stratification of EEC.
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Affiliation(s)
- Asmerom T Sengal
- Queensland University of Technology, School of Biomedical Sciences, Faculty of Health, Institute of Health and Biomedical Innovation, located at the Translational Research Institute, PA Hospital Campus, 37 Kent St Woolloongabba, Brisbane, Queensland, Australia
| | - Ann-Marie Patch
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Cameron E Snell
- Mater Pathology, Mater Research and University of Queensland, Brisbane, Queensland, Australia
| | - Deborah S Smith
- Mater Pathology, Mater Research and University of Queensland, Brisbane, Queensland, Australia
| | - Samuel C Y Leung
- Department of Pathology and Laboratory Medicine, Genetic Pathology Evaluation Centre, University of British Columbia, Vancouver, British Columbia, Canada
| | - Aline Talhouk
- Division of Gynaecologic Oncology, Department of Gynaecology and Obstetrics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Elizabeth D Williams
- Queensland University of Technology, School of Biomedical Sciences, Faculty of Health, Institute of Health and Biomedical Innovation, located at the Translational Research Institute, PA Hospital Campus, 37 Kent St Woolloongabba, Brisbane, Queensland, Australia
| | - Jessica N McAlpine
- Division of Gynaecologic Oncology, Department of Gynaecology and Obstetrics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Pamela M Pollock
- Queensland University of Technology, School of Biomedical Sciences, Faculty of Health, Institute of Health and Biomedical Innovation, located at the Translational Research Institute, PA Hospital Campus, 37 Kent St Woolloongabba, Brisbane, Queensland, Australia.
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Cheng AS, Leung SCY, Gao D, Burugu S, Anurag M, Ellis MJ, Nielsen TO. Mismatch repair protein loss in breast cancer: clinicopathological associations in a large British Columbia cohort. Breast Cancer Res Treat 2019; 179:3-10. [PMID: 31522348 PMCID: PMC6985067 DOI: 10.1007/s10549-019-05438-y] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2019] [Accepted: 09/05/2019] [Indexed: 12/21/2022]
Abstract
Purpose Alterations to mismatch repair (MMR) pathways are a known cause of cancer, particularly colorectal and endometrial carcinomas. Recently, checkpoint inhibitors have been approved for use in MMR-deficient cancers of any type (Prasad et al. in JAMA Oncol 4:157–158, 2018). Functional studies in breast cancer have shown associations between MMR loss, resistance to aromatase inhibitors and sensitivity to palbociclib (Haricharan et al. in Cancer Discov 7:1168–1183, 2017). Herein, we investigate the clinical meaning of MMR deficiency in breast cancer by immunohistochemical assessment of MSH2, MSH6, MLH1 and PMS2 on a large series of breast cancers linked to detailed biomarker and long-term outcome data. Methods Cases were classified as MMR intact when all four markers expressed nuclear reactivity, but MMR-deficient when at least one of the four biomarkers displayed loss of nuclear staining in the presence of positive internal stromal controls on the tissue microarray core. Results Among the 1635 cases with interpretable staining, we identified 31 (1.9%) as MMR-deficient. In our cohort, MMR deficiency was present across all major breast cancer subtypes, and was associated with high-grade, low-progesterone receptor expression and high tumor-infiltrating lymphocyte counts. MMR deficiency is significantly associated with inferior overall (HR 2.29, 95% CI 1.02–5.17, p = 0.040) and disease-specific survival (HR 2.71, 95% CI 1.00–7.35, p = 0.042) in the 431 estrogen receptor-positive patients who were uniformly treated with tamoxifen as their sole adjuvant systemic therapy. Conclusion Overall, this study supports the concept that breast cancer patients with MMR deficiency as assessed by immunohistochemistry may be good candidates for alternative treatment approaches such as immune checkpoint or CDK4 inhibitors. Electronic supplementary material The online version of this article (10.1007/s10549-019-05438-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Angela S Cheng
- Genetic Pathology Evaluation Centre and University of British Columbia, Vancouver, BC, Canada
| | - Samuel C Y Leung
- Genetic Pathology Evaluation Centre and University of British Columbia, Vancouver, BC, Canada
| | - Dongxia Gao
- Genetic Pathology Evaluation Centre and University of British Columbia, Vancouver, BC, Canada
| | - Samantha Burugu
- Genetic Pathology Evaluation Centre and University of British Columbia, Vancouver, BC, Canada
| | | | | | - Torsten O Nielsen
- Genetic Pathology Evaluation Centre and University of British Columbia, Vancouver, BC, Canada. .,Anatomical Pathology JPN1401 Vancouver Hospital, 855 West 12th Avenue, Vancouver, BC, V5Z 1M9, Canada.
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Leung SCY, Nielsen TO, Zabaglo LA, Arun I, Badve SS, Bane AL, Bartlett JMS, Borgquist S, Chang MC, Dodson A, Ehinger A, Fineberg S, Focke CM, Gao D, Gown AM, Gutierrez C, Hugh JC, Kos Z, Laenkholm AV, Mastropasqua MG, Moriya T, Nofech-Mozes S, Osborne CK, Penault-Llorca FM, Piper T, Sakatani T, Salgado R, Starczynski J, Sugie T, van der Vegt B, Viale G, Hayes DF, McShane LM, Dowsett M. Analytical validation of a standardised scoring protocol for Ki67 immunohistochemistry on breast cancer excision whole sections: an international multicentre collaboration. Histopathology 2019; 75:225-235. [PMID: 31017314 DOI: 10.1111/his.13880] [Citation(s) in RCA: 63] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2018] [Accepted: 04/19/2019] [Indexed: 01/12/2023]
Abstract
AIMS The nuclear proliferation marker Ki67 assayed by immunohistochemistry has multiple potential uses in breast cancer, but an unacceptable level of interlaboratory variability has hampered its clinical utility. The International Ki67 in Breast Cancer Working Group has undertaken a systematic programme to determine whether Ki67 measurement can be analytically validated and standardised among laboratories. This study addresses whether acceptable scoring reproducibility can be achieved on excision whole sections. METHODS AND RESULTS Adjacent sections from 30 primary ER+ breast cancers were centrally stained for Ki67 and sections were circulated among 23 pathologists in 12 countries. All pathologists scored Ki67 by two methods: (i) global: four fields of 100 tumour cells each were selected to reflect observed heterogeneity in nuclear staining; (ii) hot-spot: the field with highest apparent Ki67 index was selected and up to 500 cells scored. The intraclass correlation coefficient (ICC) for the global method [confidence interval (CI) = 0.87; 95% CI = 0.799-0.93] marginally met the prespecified success criterion (lower 95% CI ≥ 0.8), while the ICC for the hot-spot method (0.83; 95% CI = 0.74-0.90) did not. Visually, interobserver concordance in location of selected hot-spots varies between cases. The median times for scoring were 9 and 6 min for global and hot-spot methods, respectively. CONCLUSIONS The global scoring method demonstrates adequate reproducibility to warrant next steps towards evaluation for technical and clinical validity in appropriate cohorts of cases. The time taken for scoring by either method is practical using counting software we are making publicly available. Establishment of external quality assessment schemes is likely to improve the reproducibility between laboratories further.
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Affiliation(s)
| | | | | | | | - Sunil S Badve
- Indiana University Simon Cancer Center, Indianapolis, IN, USA
| | - Anita L Bane
- Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada
| | - John M S Bartlett
- Ontario Institute for Cancer Research, Toronto, ON, Canada.,Edinburgh Cancer Research Centre, Western General Hospital, Edinburgh, UK
| | - Signe Borgquist
- Division of Oncology and Pathology, Department of Clinical Science, Lund University, Lund, Sweden
| | - Martin C Chang
- Department of Pathology and Laboratory Medicine, University of Vermont Medical Center, Burlington, VT, USA
| | - Andrew Dodson
- Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, UK
| | - Anna Ehinger
- Department of Clinical Genetics and Pathology, Skane University Hospital, Lund University, Lund, Sweden
| | - Susan Fineberg
- Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY, USA
| | | | - Dongxia Gao
- University of British Columbia, Vancouver, BC, Canada
| | | | - Carolina Gutierrez
- Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX, USA
| | | | - Zuzana Kos
- University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada
| | | | | | | | - Sharon Nofech-Mozes
- University of Toronto Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | - C Kent Osborne
- Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX, USA
| | | | - Tammy Piper
- Edinburgh Cancer Research Centre, Western General Hospital, Edinburgh, UK
| | | | - Roberto Salgado
- Department of Pathology, GZA-ZNA, Antwerp, Belgium.,Division of Research, Peter MacCallum Cancer Centre, Melbourne, Australia
| | - Jane Starczynski
- Birmingham Heart of England, National Health Service, Birmingham, UK
| | | | | | - Giuseppe Viale
- European Institute of Oncology, Milan, Italy.,University of Milan, Milan, Italy
| | - Daniel F Hayes
- University of Michigan Rogel Cancer Center, Ann Arbor, MI, USA
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Rimm DL, Leung SCY, McShane LM, Bai Y, Bane AL, Bartlett JMS, Bayani J, Chang MC, Dean M, Denkert C, Enwere EK, Galderisi C, Gholap A, Hugh JC, Jadhav A, Kornaga EN, Laurinavicius A, Levenson R, Lima J, Miller K, Pantanowitz L, Piper T, Ruan J, Srinivasan M, Virk S, Wu Y, Yang H, Hayes DF, Nielsen TO, Dowsett M. An international multicenter study to evaluate reproducibility of automated scoring for assessment of Ki67 in breast cancer. Mod Pathol 2019; 32:59-69. [PMID: 30143750 DOI: 10.1038/s41379-018-0109-4] [Citation(s) in RCA: 64] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2018] [Revised: 06/27/2018] [Accepted: 06/30/2018] [Indexed: 11/09/2022]
Abstract
The nuclear proliferation biomarker Ki67 has potential prognostic, predictive, and monitoring roles in breast cancer. Unacceptable between-laboratory variability has limited its clinical value. The International Ki67 in Breast Cancer Working Group investigated whether Ki67 immunohistochemistry can be analytically validated and standardized across laboratories using automated machine-based scoring. Sets of pre-stained core-cut biopsy sections of 30 breast tumors were circulated to 14 laboratories for scanning and automated assessment of the average and maximum percentage of tumor cells positive for Ki67. Seven unique scanners and 10 software platforms were involved in this study. Pre-specified analyses included evaluation of reproducibility between all laboratories (primary) as well as among those using scanners from a single vendor (secondary). The primary reproducibility metric was intraclass correlation coefficient between laboratories, with success considered to be intraclass correlation coefficient >0.80. Intraclass correlation coefficient for automated average scores across 16 operators was 0.83 (95% credible interval: 0.73-0.91) and intraclass correlation coefficient for maximum scores across 10 operators was 0.63 (95% credible interval: 0.44-0.80). For the laboratories using scanners from a single vendor (8 score sets), intraclass correlation coefficient for average automated scores was 0.89 (95% credible interval: 0.81-0.96), which was similar to the intraclass correlation coefficient of 0.87 (95% credible interval: 0.81-0.93) achieved using these same slides in a prior visual-reading reproducibility study. Automated machine assessment of average Ki67 has the potential to achieve between-laboratory reproducibility similar to that for a rigorously standardized pathologist-based visual assessment of Ki67. The observed intraclass correlation coefficient was worse for maximum compared to average scoring methods, suggesting that maximum score methods may be suboptimal for consistent measurement of proliferation. Automated average scoring methods show promise for assessment of Ki67 scoring, but requires further standardization and subsequent clinical validation.
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Affiliation(s)
- David L Rimm
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA.
| | - Samuel C Y Leung
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Lisa M McShane
- Biometric Research Program, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Bethesda, MD, USA
| | - Yalai Bai
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | - Anita L Bane
- Department of Pathology and Molecular Medicine, Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada
| | - John M S Bartlett
- Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada
- Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, UK
| | - Jane Bayani
- Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Martin C Chang
- Sinai Health System, University of Toronto, Toronto, ON, Canada
| | - Michelle Dean
- Translational Laboratories, Alberta Health Services, Tom Baker Cancer Centre, Calgary, AB, Canada
| | - Carsten Denkert
- Institut für Pathologie and German Cancer Consortium (DKTK), Charité Campus Mitte, Berlin, Germany
| | - Emeka K Enwere
- Translational Laboratories, Alberta Health Services, Tom Baker Cancer Centre, Calgary, AB, Canada
| | | | - Abhi Gholap
- Optra Technologies, NeoPro SEZ, Blue Ridge, Hinjewadi, India
| | - Judith C Hugh
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - Anagha Jadhav
- Optra Technologies, NeoPro SEZ, Blue Ridge, Hinjewadi, India
| | - Elizabeth N Kornaga
- Translational Laboratories, Alberta Health Services, Tom Baker Cancer Centre, Calgary, AB, Canada
| | - Arvydas Laurinavicius
- National Center of Pathology, Vilnius University Hospital Santara Clinics, Vilnius University, Vilnius, Lithuania
| | - Richard Levenson
- Department of Medical Pathology and Laboratory Medicine, University of California Davis Medical Center, Sacramento, CA, USA
| | - Joema Lima
- Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Keith Miller
- Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, DT, UK
| | - Liron Pantanowitz
- Department of Pathology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Tammy Piper
- Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, UK
| | - Jason Ruan
- Department of Medical Pathology and Laboratory Medicine, University of California Davis Medical Center, Sacramento, CA, USA
| | - Malini Srinivasan
- Department of Pathology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Shakeel Virk
- Department of Pathology and Molecular Medicine, Queen's University, Kingston, ON, Canada
| | - Ying Wu
- Department of Pathology and Molecular Medicine, Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada
| | - Hua Yang
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, Canada
| | - Daniel F Hayes
- Breast Oncology Program, Department of Internal Medicine, University of Michigan Comprehensive Cancer Center, Ann Arbor, MI, USA
| | - Torsten O Nielsen
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
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Nielsen TO, Leung SCY, Zabaglo LA, Arun I, Badve SS, Bane AL, Bartlet JMS, Borgquist S, Chang MC, Dodson A, Ehinger A, Fineberg S, Focke CM, Gao D, Gown AM, Gutierrez C, Hugh JC, Kos Z, Lænkholm AV, Mastropasqua MG, Moriya T, Nofech-Mozes S, Osborne CK, Penault-Llorca FM, Piper T, Sakatani T, Salgado R, Starczynski J, Sugie T, van der Vegt B, Viale G, Hayes DF, McShane LM, Dowsett M. Abstract P2-03-01: Analytical validation of a standardized scoring protocol for Ki67 assessed on breast excision whole sections: An international multicenter collaboration. Cancer Res 2018. [DOI: 10.1158/1538-7445.sabcs17-p2-03-01] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Aims: (i) Determine whether between-observer reproducibility for Ki67 when assessed on whole sections according to a standardized scoring protocol is adequate for clinical application. (ii) Compare between-observer reproducibility of Ki67 scores assessed on hot-spots to scores using a global method that averages across a tissue section.
Background: The nuclear proliferation biomarker Ki67 has multiple potential roles in breast cancer, including aiding decisions based on prognosis, but unacceptable levels of between-laboratory variability have been observed. The International Ki67 in Breast Cancer Working Group has undertaken a systematic program to determine whether Ki67 measurement can be analytically validated and standardized across labs. In phase 1, variability in visual interpretation was identified as an important source of variability. Phases 2 and 3a showed that adherence to defined scoring methods substantially improved reproducibility in scoring tissue microarrays and core-cut biopsies. We now assess whether acceptable reproducibility can be achieved on whole sections.
Methods: Adjacent sections from 30 primary ER+ breast cancers were centrally stained for Ki67 to assemble 4 sets of 30 stained tumor sections, circulated around 23 labs in 12 countries. Ki67 was scored by 2 methods by all labs: (a) global: 4 fields of 100 tumor cells each were selected to reflect observed heterogeneity in nuclear staining (b) hot-spot: the field with highest Ki67 percentage of tumor cells with nuclear staining was selected and up to 500 cells scored. Ki67 scores were log2-transformed for statistical analyses and back-transformed for presentation. The primary objective was to assess whether either method could achieve an intraclass correlation coefficient (ICC) significantly greater than 0.8, considered substantial to almost-perfect reproducibility. Secondary objectives were to assess which method had highest observed ICC and to assess whether observers identified the same “hot-spots”.
Results: ICC for the global method was 0.87 (95%CI: 0.799-0.93), marginally meeting the prespecified success criterion. The ICC for the hot-spot method was 0.83 (95%CI: 0.74-0.90) and had a CI extending below the success criterion. Across the 23 labs, geometric mean value of the 30 scores ranged from 8.5 to 19.6 for the global method and from 12.8 to 30.3 for the hot-spot method. The overall mean (95% CI) of these values was 12.9 (11.9-14.0) and 20.9 (19.1-22.8), respectively. Visually, between-laboratory agreement in location of selected hot-spot varies between cases. The median times for scoring were 9 and 6 minutes for global and hot-spot methods respectively.
Conclusions: The global method marginally met the prespecified criterion of success; it should now be evaluated for clinical validity in appropriate cohorts of cases. The hot-spot method was observed to have slightly less reproducibility between labs. The time taken for scoring by either method is practical using counting software we are making publicly available. Establishment of external quality assessment schemes is likely to improve the reproducibility between labs further.
(Supported by a grant from the Breast Cancer Research Foundation)
Citation Format: Nielsen TO, Leung SCY, Zabaglo LA, Arun I, Badve SS, Bane AL, Bartlet JMS, Borgquist S, Chang MC, Dodson A, Ehinger A, Fineberg S, Focke CM, Gao D, Gown AM, Gutierrez C, Hugh JC, Kos Z, Lænkholm A-V, Mastropasqua MG, Moriya T, Nofech-Mozes S, Osborne CK, Penault-Llorca FM, Piper T, Sakatani T, Salgado R, Starczynski J, Sugie T, van der Vegt B, Viale G, Hayes DF, McShane LM, Dowsett M. Analytical validation of a standardized scoring protocol for Ki67 assessed on breast excision whole sections: An international multicenter collaboration [abstract]. In: Proceedings of the 2017 San Antonio Breast Cancer Symposium; 2017 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2018;78(4 Suppl):Abstract nr P2-03-01.
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Affiliation(s)
- TO Nielsen
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - SCY Leung
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - LA Zabaglo
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - I Arun
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - SS Badve
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - AL Bane
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - JMS Bartlet
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - S Borgquist
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - MC Chang
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - A Dodson
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - A Ehinger
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - S Fineberg
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - CM Focke
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - D Gao
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - AM Gown
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - C Gutierrez
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - JC Hugh
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - Z Kos
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - A-V Lænkholm
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - MG Mastropasqua
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - T Moriya
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - S Nofech-Mozes
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - CK Osborne
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - FM Penault-Llorca
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - T Piper
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - T Sakatani
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - R Salgado
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - J Starczynski
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - T Sugie
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - B van der Vegt
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - G Viale
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - DF Hayes
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - LM McShane
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
| | - M Dowsett
- University of British Columbia, Vancouver, BC, Canada; The Institute of Cancer Research, London, United Kingdom; Tata Medical Center, Kolkata, West Bengal, India; Indiana University Simon Cancer Center, Indianapolis, IN; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada; Lund University, Lund, Sweden; Sinai Health System and University of Toronto, Toronto, ON, Canada; Ralph Lauren Centre for Breast Cancer Research, The Royal Marsden Hospital, London, United Kingdom; Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, NY; Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany; PhenoPath Laboratories, Seattle, WA; Lester and Sue Smith Breast Center and Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX; University of Alberta, Edmonton, AB, Canada; University of Ottawa and The Ottawa Hospital, Ottawa, ON, Canada; Zealand University Hosp
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14
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McAlpine JN, Leung SCY, Cheng A, Miller D, Talhouk A, Gilks CB, Karnezis AN. Human papillomavirus (HPV)-independent vulvar squamous cell carcinoma has a worse prognosis than HPV-associated disease: a retrospective cohort study. Histopathology 2017; 71:238-246. [PMID: 28257152 DOI: 10.1111/his.13205] [Citation(s) in RCA: 71] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2016] [Accepted: 02/27/2017] [Indexed: 11/30/2022]
Abstract
AIMS Vulvar squamous cell carcinoma (VSCC) can be subdivided by human papillomavirus (HPV) status into two clinicopathological entities. Studies on the prognostic significance of HPV in VSCC are discordant. METHODS AND RESULTS We performed a retrospective analysis of overall survival (OS), disease-specific survival (DSS) and progression-free survival (PFS) in 217 patients with VSCC. Cases were extracted from an era of more aggressive en-bloc radical dissections (1985-95) and more localized radical surgery through separate vulvar and groin excisions (1996-2005). p16 immunohistochemistry was used as a surrogate for HPV status. HPV status could be determined in 197 tumours, 118 HPV-independent and 79 HPV-associated tumours. Patients with HPV-associated tumours were younger (mean 58.8 versus 71.6 years for HPV-independent tumours, P < 0.0001) and more likely to have prior abnormal cervical cytology (41.1 versus 5.6% for HPV-independent tumours, P < 0.0001). In univariable analysis, patients with HPV-associated tumours had superior PFS [hazard ratio (HR): 0.37, 95% confidence interval (CI): 0.18-0.70], DSS (HR: 0.19, 95% CI: 0.08-0.41) and OS (HR: 0.35, 95% CI: 0.21-0.59). This was driven by worse outcomes (PFS, DSS and OS) for patients with HPV-independent tumours compared with HPV-associated tumours who underwent surgery after 1995. After adjusting for age and stage in multivariable analysis, patients with HPV-associated tumours showed superior PFS (HR: 0.25, 95% CI: 0.07-0.77) and DSS (HR: 0.21, 95% CI: 0.04-0.78). CONCLUSIONS VSCC can be stratified into two prognostically different diseases based on p16 immunostaining. HPV status was associated only with prognosis in the cohort that underwent surgery after 1995, suggesting that more conservative surgery may have led to worse outcomes for patients with HPV-independent tumours.
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Affiliation(s)
- Jessica N McAlpine
- Division of Gynecologic Oncology, Department of Gynecology and Obstetrics, University of British Columbia, Vancouver, BC, Canada
| | - Samuel C Y Leung
- Department of Pathology and Laboratory Medicine, Genetic Pathology Evaluation Centre, University of British Columbia, Vancouver, BC, Canada
| | - Angela Cheng
- Department of Pathology and Laboratory Medicine, University of British Columbia and BC Cancer Agency, Vancouver, BC, Canada
| | - Dianne Miller
- Division of Gynecologic Oncology, Department of Gynecology and Obstetrics, University of British Columbia, Vancouver, BC, Canada
| | - Aline Talhouk
- Department of Pathology and Laboratory Medicine, University of British Columbia and BC Cancer Agency, Vancouver, BC, Canada
| | - C Blake Gilks
- Department of Pathology and Laboratory Medicine, University of British Columbia and Vancouver General Hospital, Vancouver, BC, Canada
| | - Anthony N Karnezis
- Department of Pathology and Laboratory Medicine, University of British Columbia and BC Cancer Agency, Vancouver, BC, Canada
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15
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Rimm DL, McShane LM, Leung SCY, Bai Y, Bane AL, Bartlett JMS, Bayani J, Chang MC, Dean M, Denkert C, Enwere E, Galderisi C, Gholap A, Hugh JC, Jadhav A, Kornaga E, Laurinavicius A, Levenson R, Lima J, Miller K, Pantanowitz L, Piper T, Ruan J, Srinivasan M, Virk S, Wu Y, Yang H, Hayes DF, Nielsen TO, Dowsett M. Abstract P1-03-01: An international multicenter study to evaluate reproducibility of automated scoring methods for assessment of Ki67 in breast cancer. Cancer Res 2017. [DOI: 10.1158/1538-7445.sabcs16-p1-03-01] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: The nuclear proliferation biomarker Ki67 has multiple potential roles in breast cancer, including prognosis-based decisions, but unacceptable between-laboratory variability has limited its clinical value. The International Ki67 Working Group (IKWG) has undertaken a systematic program to determine whether Ki67 immunohistochemistry can be analytically validated and standardized across laboratories. Technological advances and broader availability of devices for automated assessment of stained slides raise the possibility that these machines may improve on reproducibility of traditional pathologist-based visual Ki67 assessment.
Aims: To characterize reproducibility of automated machine-measured Ki67 expression using slides previously analyzed in the IKWG phase 3 study that evaluated reproducibility of visual Ki67 assessment.
Methods: Two sets of 30 previously stained slides containing core-cut biopsy sections of breast tumors were circulated to 14 laboratories for scanning and automated assessment of Ki67 expression. Sites were instructed to return average and maximum percentage of tumor cells positive for Ki67 for each slide, where maximum is designed to reflect “hot spot” analysis. Two laboratories returned scores from 2 operators; not all laboratories reported values for maximum Ki67 scores. Different operators were treated as distinct laboratories in analyses. Sixteen and 10 score sets were available for average and maximum Ki67 analyses, respectively, encompassing 7 unique scanner and 10 software platforms. Pre-specified analyses included evaluation of reproducibility across all laboratories as well as within a subgroup limited to those using Aperio scanners. The primary reproducibility metric was intraclass correlation coefficient between laboratories (ICC), regardless of device platform or software.
Results: Geometric means across 30 cases for 16 operators ranged from 11.06% to 38.11% with overall mean 16.75% (95% CI:14.45-19.42) for average scores. Geometric means for 10 operators ranged from 16.44% to 68.73% with overall mean 25.16% (95% CI: 18.71-33.84) for maximum scores. ICC for automated average scores across 16 operators was 0.83 (95% CI: 0.73-0.91) and ICC for maximum scores across 10 operators was 0.63 (95% CI: 0.44-0.80) although one outlier lab dramatically affected results. For the laboratories using the Aperio platform (8 score sets), ICC for automated average scores was 0.89 (95% CI; 0.81-0.96). These results are similar to ICC of 0.87 (95%CI; 0.81-0.93) reported using these same slides in the Phase 3 visual assessment reproducibility study in which observers counted 500 cells per slide (Leung et al, NPJBrCancer, in press).
Conclusions: Between-laboratory reproducibility for automated machine assessment of average Ki67 is similar to that for pathologist-based visual assessment of Ki67. However, the observed ICC was markedly numerically lower for the maximum score method compared to the average method, suggesting that the maximum score may not be useful as a reproducible measure of proliferation. Automated average scoring methods show promise for standardization of Ki67 scoring, supporting future studies to clinically validate Ki67.
Citation Format: Rimm DL, McShane LM, Leung SCY, Bai Y, Bane AL, Bartlett JMS, Bayani J, Chang MC, Dean M, Denkert C, Enwere E, Galderisi C, Gholap A, Hugh JC, Jadhav A, Kornaga E, Laurinavicius A, Levenson R, Lima J, Miller K, Pantanowitz L, Piper T, Ruan J, Srinivasan M, Virk S, Wu Y, Yang H, Hayes DF, Nielsen TO, Dowsett M. An international multicenter study to evaluate reproducibility of automated scoring methods for assessment of Ki67 in breast cancer [abstract]. In: Proceedings of the 2016 San Antonio Breast Cancer Symposium; 2016 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2017;77(4 Suppl):Abstract nr P1-03-01.
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Affiliation(s)
- DL Rimm
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - LM McShane
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - SCY Leung
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - Y Bai
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - AL Bane
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - JMS Bartlett
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - J Bayani
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - MC Chang
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - M Dean
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - C Denkert
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - E Enwere
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - C Galderisi
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - A Gholap
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - JC Hugh
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - A Jadhav
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - E Kornaga
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - A Laurinavicius
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - R Levenson
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - J Lima
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - K Miller
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - L Pantanowitz
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - T Piper
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - J Ruan
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - M Srinivasan
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - S Virk
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - Y Wu
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - H Yang
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - DF Hayes
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - TO Nielsen
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
| | - M Dowsett
- Yale University School of Medicine, New Haven, CT; Biometric Research Branch, National Cancer Institute, Bethesda, MD; University of British Columbia, Vancouver, BC, Canada; Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, ON, Canada; Transformative Pathology, Ontario Institute for Cancer Research, Toronto, ON, Canada; Mount Sinai Hospital, Toronto, ON, Canada; University of Alberta, Edmonton, AB, Canada; Institut für Pathologie, Charité Campus Mitte, Berlin, Germany; MolecularMD, Portland, OR; Optra Technologies, NeoPro SEZ, BlueRidge, Hinjewadi, India; National Center of Pathology, Vilnius University Hospital Santariskes Clinics, Vilnius, Lithuania; University of California Davis Medical Center, Sacramento, CA; Cancer Diagnostic Quality Assurance Services CIC, Poundbury Cancer Institute, Poundbury, Dorset, United Kingdom; University of Pittsburgh, Pittsburgh, PA; Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Edinburgh, United Kingdom; Queen's University, K
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16
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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, Lænkholm 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. Analytical validation of a standardized scoring protocol for Ki67: phase 3 of an international multicenter collaboration. NPJ Breast Cancer 2016; 2:16014. [PMID: 28721378 PMCID: PMC5515324 DOI: 10.1038/npjbcancer.2016.14] [Citation(s) in RCA: 90] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2015] [Revised: 02/22/2016] [Accepted: 04/01/2016] [Indexed: 11/09/2022] Open
Abstract
Pathological analysis of the nuclear proliferation biomarker Ki67 has multiple potential roles in breast and other cancers. However, clinical utility of the immunohistochemical (IHC) assay for Ki67 immunohistochemistry has been hampered by unacceptable between-laboratory analytical variability. The International Ki67 Working Group has conducted a series of studies aiming to decrease this variability and improve the evaluation of Ki67. This study tries to assess whether acceptable performance can be achieved on prestained core-cut biopsies using a standardized scoring method. Sections from 30 primary ER+ breast cancer core biopsies were centrally stained for Ki67 and circulated among 22 laboratories in 11 countries. Each laboratory scored Ki67 using three methods: (1) global (4 fields of 100 cells each); (2) weighted global (same as global but weighted by estimated percentages of total area); and (3) hot-spot (single field of 500 cells). The intraclass correlation coefficient (ICC), a measure of interlaboratory agreement, for the unweighted global method (0.87; 95% credible interval (CI): 0.81–0.93) met the prespecified success criterion for scoring reproducibility, whereas that for the weighted global (0.87; 95% CI: 0.7999–0.93) and hot-spot methods (0.84; 95% CI: 0.77–0.92) marginally failed to do so. The unweighted global assessment of Ki67 IHC analysis on core biopsies met the prespecified criterion of success for scoring reproducibility. A few cases still showed large scoring discrepancies. Establishment of external quality assessment schemes is likely to improve the agreement between laboratories further. Additional evaluations are needed to assess staining variability and clinical validity in appropriate cohorts of samples.
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Affiliation(s)
- Samuel C Y Leung
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Torsten O Nielsen
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Lila Zabaglo
- Academic Department of Biochemistry, Royal Marsden Hospital and Institute of Cancer Research, London, United Kingdom
| | - Indu Arun
- Department of Pathology, Tata Medical Center, Kolkata, West Bengal, India
| | - Sunil S Badve
- Department of Pathology and Laboratory Medicine, Indiana University Simon Cancer Center, Indianapolis, Indiana, USA
| | - Anita L Bane
- Department of Pathology and Molecular Medicine, Juravinski Hospital and Cancer Centre, McMaster University, Hamilton, Ontario, Canada
| | - John M S Bartlett
- Transformative Pathology, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Signe Borgquist
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Martin C Chang
- Department of Pathology, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Andrew Dodson
- Academic Department of Biochemistry, Royal Marsden Hospital and Institute of Cancer Research, London, United Kingdom
| | | | - Susan Fineberg
- Department of Pathology, Montefiore Medical Center and the Albert Einstein College of Medicine, Bronx, New York, USA
| | - Cornelia M Focke
- Department of Pathology, Dietrich-Bonhoeffer Medical Center, Neubrandenburg, Mecklenburg-Vorpommern, Germany
| | - Dongxia Gao
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Allen M Gown
- PhenoPath Laboratories, Seattle, Washington, USA
| | - Dorthe Grabau
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Carolina Gutierrez
- Lester and Sue Smith Breast Center and Dan L. Duncan Cancer Center, Baylor College of Medicine, Houston, Texas, USA
| | - Judith C Hugh
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - Zuzana Kos
- Department of Pathology and Laboratory Medicine, The Ottawa Hospital, Ottawa, Ontario, Canada
| | | | - Ming-Gang Lin
- Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Mauro G Mastropasqua
- Division of Pathology and Laboratory Medicine, European Institute of Oncology, Milan, Italy
| | - Takuya Moriya
- Department of Pathology, Kawasaki Medical School, Kurashiki, Okayama Prefecture, Japan
| | - Sharon Nofech-Mozes
- Department of Laboratory Medicine, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - C Kent Osborne
- Lester and Sue Smith Breast Center and Dan L. Duncan Cancer Center, Baylor College of Medicine, Houston, Texas, USA
| | | | - Tammy Piper
- Biomarkers & Companion Diagnostics Group, Edinburgh Cancer Research Centre, Western General Hospital, Edinburgh, United Kingdom
| | - Takashi Sakatani
- Department of Pathology, Nippon Medical School, Bunkyo-ku, Tokyo, Japan
| | - Roberto Salgado
- Breast Cancer Translational Research Laboratory, Institut Jules Bordet, Brussels, Belgium
| | - Jane Starczynski
- Department of Cellular Pathology, Birmingham Heart of England, National Health Service, Birmingham, United Kingdom
| | - Giuseppe Viale
- Division of Pathology and Laboratory Medicine, European Institute of Oncology and University of Milan, Milan, Italy
| | - Daniel F Hayes
- Breast Oncology Program, Department of Internal Medicine, University of Michigan Comprehensive Cancer Center, Ann Arbor, Michigan, USA
| | - Lisa M McShane
- Biometric Research Branch, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Bethesda, Maryland, USA
| | - Mitch Dowsett
- Academic Department of Biochemistry, Royal Marsden Hospital and Institute of Cancer Research, London, United Kingdom
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17
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Polley MYC, Leung SCY, McShane LM, Gao D, Hugh JC, Mastropasqua MG, Viale G, Zabaglo LA, Penault-Llorca F, Bartlett JMS, Gown AM, Symmans WF, Piper T, Mehl E, Enos RA, Hayes DF, Dowsett M, Nielsen TO. An international Ki67 reproducibility study. J Natl Cancer Inst 2013; 105:1897-906. [PMID: 24203987 PMCID: PMC3888090 DOI: 10.1093/jnci/djt306] [Citation(s) in RCA: 431] [Impact Index Per Article: 39.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2013] [Revised: 09/03/2013] [Accepted: 09/16/2013] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND In breast cancer, immunohistochemical assessment of proliferation using the marker Ki67 has potential use in both research and clinical management. However, lack of consistency across laboratories has limited Ki67's value. A working group was assembled to devise a strategy to harmonize Ki67 analysis and increase scoring concordance. Toward that goal, we conducted a Ki67 reproducibility study. METHODS Eight laboratories received 100 breast cancer cases arranged into 1-mm core tissue microarrays-one set stained by the participating laboratory and one set stained by the central laboratory, both using antibody MIB-1. Each laboratory scored Ki67 as percentage of positively stained invasive tumor cells using its own method. Six laboratories repeated scoring of 50 locally stained cases on 3 different days. Sources of variation were analyzed using random effects models with log2-transformed measurements. Reproducibility was quantified by intraclass correlation coefficient (ICC), and the approximate two-sided 95% confidence intervals (CIs) for the true intraclass correlation coefficients in these experiments were provided. RESULTS Intralaboratory reproducibility was high (ICC = 0.94; 95% CI = 0.93 to 0.97). Interlaboratory reproducibility was only moderate (central staining: ICC = 0.71, 95% CI = 0.47 to 0.78; local staining: ICC = 0.59, 95% CI = 0.37 to 0.68). Geometric mean of Ki67 values for each laboratory across the 100 cases ranged 7.1% to 23.9% with central staining and 6.1% to 30.1% with local staining. Factors contributing to interlaboratory discordance included tumor region selection, counting method, and subjective assessment of staining positivity. Formal counting methods gave more consistent results than visual estimation. CONCLUSIONS Substantial variability in Ki67 scoring was observed among some of the world's most experienced laboratories. Ki67 values and cutoffs for clinical decision-making cannot be transferred between laboratories without standardizing scoring methodology because analytical validity is limited.
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Affiliation(s)
- Mei-Yin C Polley
- Affiliations of authors: Biometric Research Branch, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Bethesda, MD (MCP, LMM); Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada (SCYL, DG, EM, TON); Department of Laboratory Medicine and Pathology, University of Alberta, Alberta, Canada (JCH); Division of Pathology and Laboratory Medicine, European Institute of Oncology, Milan, Italy (MGM); Division of Pathology and Laboratory Medicine, European Institute of Oncology, and University of Milan, Milan, Italy (GV); Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom (LAZ); Department of Pathology, Centre Jean Perrin, Clermont-Ferrand, and Université d'Auvergne, France (FP-L); Transformative Pathology, Ontario Institute for Cancer Research, Toronto, Ontario, Canada (JMSB); PhenoPath Laboratories, Seattle, WA (AMG); Department of Pathology, MD Anderson Cancer Center, Houston, TX (WFS); Edinburgh Cancer Research Centre, Western General Hospital, Edinburgh, United Kingdom (TP); The EMMES Corporation, Rockville, MD (RAE); Breast Oncology Program, University of Michigan Comprehensive Cancer Center, Ann Arbor, MI (DFH); Academic Department of Biochemistry, Royal Marsden Hospital, London, United Kingdom (MD); on behalf of the International Ki67 in Breast Cancer Working Group of the Breast International Group and North American Breast Cancer Group
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