Combining TMEM Doorway Score and MenaCalc Score Improves the Prediction of Distant Recurrence Risk in HR+/HER2− Breast Cancer Patients

Purpose: to develop several digital pathology‐based machine vision algorithms for combining TMEM and MenaCalc scores and determine if a combination of these biomarkers improves the ability to predict development of distant metastasis over and above that of either biomarker alone. Methods: This retro...

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Main Authors: Condeelis, J.S (Author), D’alfonso, T. (Author), Entenberg, D. (Author), Ginter, P.S (Author), Kornaga, E.N (Author), Morris, D.G (Author), Oktay, M.H (Author), Rohan, T.E (Author), Xue, X. (Author), Ye, X. (Author)
Format: Article
Language:English
Published: MDPI 2022
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Online Access:View Fulltext in Publisher
LEADER 02659nam a2200313Ia 4500
001 10.3390-cancers14092168
008 220510s2022 CNT 000 0 und d
020 |a 20726694 (ISSN) 
245 1 0 |a Combining TMEM Doorway Score and MenaCalc Score Improves the Prediction of Distant Recurrence Risk in HR+/HER2− Breast Cancer Patients 
260 0 |b MDPI  |c 2022 
856 |z View Fulltext in Publisher  |u https://doi.org/10.3390/cancers14092168 
520 3 |a Purpose: to develop several digital pathology‐based machine vision algorithms for combining TMEM and MenaCalc scores and determine if a combination of these biomarkers improves the ability to predict development of distant metastasis over and above that of either biomarker alone. Methods: This retrospective study included a subset of 130 patients (65 patients with no recurrence and 65 patients with a recurrence at 5 years) from the Calgary Tamoxifen cohort of breast cancer patients. Patients had confirmed invasive breast cancer and received adjuvant tamoxifen therapy. Of the 130 patients, 86 cases were suitable for analysis in this study. Sequential sections of formalin‐fixed paraffin‐embedded patient samples were stained for TMEM doorways (immunohistochemistry triple staining) and MenaCalc (immunofluorescence staining). Stained sections were imaged, aligned, and then scored for TMEM doorways and MenaCalc. Different ways of combining TMEM doorway and MenaCalc scores were evaluated and compared to identify the best performing combined marker by using the restricted mean survival time (RMST) difference method. Results: the best performing combined marker gave an RMST difference of 5.27 years (95% CI: 1.71–8.37), compared to 3.56 years (95% CI: 0.95–6.1) for the associated standalone TMEM doorway analysis and 2.94 years (95% CI: 0.25–5.87) for the associated standalone MenaCalc analysis. Conclusions: combining TMEM doorway and MenaCalc scores as a new biomarker improves prognostication over that observed with TMEM doorway or MenaCalc Score alone in this cohort of 86 patients. © 2022 by the authors. Licensee MDPI, Basel, Switzerland. 
650 0 4 |a combined marker 
650 0 4 |a MenaCalc 
650 0 4 |a metastasis 
650 0 4 |a prognostic 
650 0 4 |a RMST difference 
650 0 4 |a TMEM doorway 
700 1 |a Condeelis, J.S.  |e author 
700 1 |a D’alfonso, T.  |e author 
700 1 |a Entenberg, D.  |e author 
700 1 |a Ginter, P.S.  |e author 
700 1 |a Kornaga, E.N.  |e author 
700 1 |a Morris, D.G.  |e author 
700 1 |a Oktay, M.H.  |e author 
700 1 |a Rohan, T.E.  |e author 
700 1 |a Xue, X.  |e author 
700 1 |a Ye, X.  |e author 
773 |t Cancers