A nomogram for predicting probability of low risk of MammaPrint results in women with clinically high-risk breast cancer
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Lee, Young Joo
[1
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Hwang, Young Sol
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Univ Ulsan, Coll Med, Seoul, South KoreaCatholic Univ Korea, Seoul St Marys Hosp, Dept Surg, Div Breast Surg,Coll Med, Seoul, South Korea
Hwang, Young Sol
[4
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Kim, Junetae
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Natl Canc Ctr, Grad Sch Canc Sci & Policy, Goyang-si, South KoreaCatholic Univ Korea, Seoul St Marys Hosp, Dept Surg, Div Breast Surg,Coll Med, Seoul, South Korea
Kim, Junetae
[3
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Ahn, Sei-Hyun
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Univ Ulsan, Div Breast Surg, Dept Surg, Asan Med Ctr,Coll Med, Seoul, South KoreaCatholic Univ Korea, Seoul St Marys Hosp, Dept Surg, Div Breast Surg,Coll Med, Seoul, South Korea
Ahn, Sei-Hyun
[2
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Son, Byung Ho
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Univ Ulsan, Div Breast Surg, Dept Surg, Asan Med Ctr,Coll Med, Seoul, South KoreaCatholic Univ Korea, Seoul St Marys Hosp, Dept Surg, Div Breast Surg,Coll Med, Seoul, South Korea
Son, Byung Ho
[2
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Kim, Hee Jeong
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Univ Ulsan, Div Breast Surg, Dept Surg, Asan Med Ctr,Coll Med, Seoul, South KoreaCatholic Univ Korea, Seoul St Marys Hosp, Dept Surg, Div Breast Surg,Coll Med, Seoul, South Korea
Kim, Hee Jeong
[2
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Ko, Beom Seok
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Univ Ulsan, Div Breast Surg, Dept Surg, Asan Med Ctr,Coll Med, Seoul, South KoreaCatholic Univ Korea, Seoul St Marys Hosp, Dept Surg, Div Breast Surg,Coll Med, Seoul, South Korea
Ko, Beom Seok
[2
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Kim, Jisun
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Univ Ulsan, Div Breast Surg, Dept Surg, Asan Med Ctr,Coll Med, Seoul, South KoreaCatholic Univ Korea, Seoul St Marys Hosp, Dept Surg, Div Breast Surg,Coll Med, Seoul, South Korea
Kim, Jisun
[2
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Chung, Il Yong
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Univ Ulsan, Div Breast Surg, Dept Surg, Asan Med Ctr,Coll Med, Seoul, South KoreaCatholic Univ Korea, Seoul St Marys Hosp, Dept Surg, Div Breast Surg,Coll Med, Seoul, South Korea
Chung, Il Yong
[2
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Lee, Jong Won
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Univ Ulsan, Div Breast Surg, Dept Surg, Asan Med Ctr,Coll Med, Seoul, South KoreaCatholic Univ Korea, Seoul St Marys Hosp, Dept Surg, Div Breast Surg,Coll Med, Seoul, South Korea
Lee, Jong Won
[2
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Lee, Sae Byul
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Univ Ulsan, Div Breast Surg, Dept Surg, Asan Med Ctr,Coll Med, Seoul, South KoreaCatholic Univ Korea, Seoul St Marys Hosp, Dept Surg, Div Breast Surg,Coll Med, Seoul, South Korea
Lee, Sae Byul
[2
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机构:
[1] Catholic Univ Korea, Seoul St Marys Hosp, Dept Surg, Div Breast Surg,Coll Med, Seoul, South Korea
[2] Univ Ulsan, Div Breast Surg, Dept Surg, Asan Med Ctr,Coll Med, Seoul, South Korea
[3] Natl Canc Ctr, Grad Sch Canc Sci & Policy, Goyang-si, South Korea
We aimed to develop a prediction MammaPrint (MMP) genomic risk assessment nomogram model for hormone-receptor positive (HR+) and human epidermal growth factor receptor-2 negative (HER2-) breast cancer and minimal axillary burden (N0-1) tumors using clinicopathological factors of patients who underwent an MMP test for decision making regarding adjuvant chemotherapy. A total of 409 T1-3 N0-1 M0 HR + and HER2- breast cancer patients whose MMP genomic risk results and clinicopathological factors were available from 2017 to 2020 were analyzed. With randomly selected 306 patients, we developed a nomogram for predicting a low-risk subgroup of MMP results and externally validated with remaining patients (n = 103). Multivariate analysis revealed that the age at diagnosis, progesterone receptor (PR) score, nuclear grade, and Ki-67 were significantly associated with MMP risk results. We developed an MMP low-risk predictive nomogram. With a cut off value at 5% and 95% probability of low-risk MMP, the nomogram accurately predicted the results with 100% positive predictive value (PPV) and negative predictive value respectively. When applied to cut-off value at 35%, the specificity and PPV was 95% and 86% respectively. The area under the receiver operating characteristic curve was 0.82 (95% confidence interval [CI] 0.77 to 0.87). When applied to the validation group, the nomogram was accurate with an area under the curve of 0.77 (95% CI 0.68 to 0.86). Our nomogram, which incorporates four traditional prognostic factors, i.e., age, PR, nuclear grade, and Ki-67, could predict the probability of obtaining a low MMP risk in a cohort of high clinical risk patients. This nomogram can aid the prompt selection of patients who does not need additional MMP testing.
机构:
Med Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, AustriaMed Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, Austria
Jahn, Stephan Wenzel
Bosl, Andreas
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Schwerpunktkrankenhaus Feldkirch, Inst Pathol, Carinagasse 47, A-6800 Feldkirch, AustriaMed Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, Austria
Bosl, Andreas
Tsybrovskyy, Oleksiy
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Hosp Sisters Char, Ordensklinikum, Dept Pathol, Seilerstatte 4, A-4010 Linz, Austria
Vincent Acad Pathol, Seilerstatte 4, A-4010 Linz, AustriaMed Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, Austria
Tsybrovskyy, Oleksiy
Gruber-Rossipal, Christine
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Hosp Sisters Char, Ordensklinikum, Dept Pathol, Seilerstatte 4, A-4010 Linz, AustriaMed Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, Austria
Gruber-Rossipal, Christine
Helfgott, Ruth
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Hosp Sisters Char, Ordensklinikum, Dept Surg, Seilerstatte 4, A-4010 Linz, AustriaMed Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, Austria
Helfgott, Ruth
Fitzal, Florian
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Med Univ Vienna, Comprehens Canc Ctr, Dept Surg, Wahringer Gurtel 18-20, A-1090 Vienna, AustriaMed Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, Austria
Fitzal, Florian
Knauer, Michael
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Breast Ctr Eastern Switzerland, Schuppisstr 10, CH-9016 St Gallen, SwitzerlandMed Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, Austria
Knauer, Michael
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Balic, Marija
Jasarevic, Zerina
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Schwerpunktkrankenhaus Feldkirch, Inst Pathol, Carinagasse 47, A-6800 Feldkirch, AustriaMed Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, Austria
Jasarevic, Zerina
Offner, Felix
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Schwerpunktkrankenhaus Feldkirch, Inst Pathol, Carinagasse 47, A-6800 Feldkirch, AustriaMed Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, Austria
Offner, Felix
Moinfar, Farid
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Med Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, Austria
Hosp Sisters Char, Ordensklinikum, Dept Pathol, Seilerstatte 4, A-4010 Linz, Austria
Vincent Acad Pathol, Seilerstatte 4, A-4010 Linz, AustriaMed Univ Graz, Diagnost & Res Inst Pathol, Neue Stiftingtalstr 6, A-8010 Graz, Austria
机构:
Queen Mary Univ London, Ctr Canc Prevent, Wolfson Inst Prevent Med, Charterhouse Sq, London EC1M 6BQ, England
Kings Coll London, Fac Life Sci & Med, Sch Canc & Pharmaceut Sci, London, England
Guys Hosp, Breast Serv, London SE1 9RT, EnglandQueen Mary Univ London, Ctr Canc Prevent, Wolfson Inst Prevent Med, Charterhouse Sq, London EC1M 6BQ, England
Thorat, Mangesh A.
Balasubramanian, Rajeshkumar
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Guys Hosp, Breast Serv, London SE1 9RT, EnglandQueen Mary Univ London, Ctr Canc Prevent, Wolfson Inst Prevent Med, Charterhouse Sq, London EC1M 6BQ, England
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Erasmus Univ, Family Canc Clin, Dr Daniel Den Hoed Canc Ctr, Rotterdam, NetherlandsErasmus Univ, Family Canc Clin, Dr Daniel Den Hoed Canc Ctr, Rotterdam, Netherlands
Brekelmans, CTM
Bartels, CCM
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机构:Erasmus Univ, Family Canc Clin, Dr Daniel Den Hoed Canc Ctr, Rotterdam, Netherlands
Bartels, CCM
Crepin, E
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机构:Erasmus Univ, Family Canc Clin, Dr Daniel Den Hoed Canc Ctr, Rotterdam, Netherlands
Crepin, E
van Geel, AN
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机构:Erasmus Univ, Family Canc Clin, Dr Daniel Den Hoed Canc Ctr, Rotterdam, Netherlands
van Geel, AN
Meijers-Heijboer, H
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机构:Erasmus Univ, Family Canc Clin, Dr Daniel Den Hoed Canc Ctr, Rotterdam, Netherlands
Meijers-Heijboer, H
Seynaeve, C
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机构:Erasmus Univ, Family Canc Clin, Dr Daniel Den Hoed Canc Ctr, Rotterdam, Netherlands
Seynaeve, C
Tilanus-Linthorst, MMA
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机构:Erasmus Univ, Family Canc Clin, Dr Daniel Den Hoed Canc Ctr, Rotterdam, Netherlands
Tilanus-Linthorst, MMA
Verhoog, LC
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机构:Erasmus Univ, Family Canc Clin, Dr Daniel Den Hoed Canc Ctr, Rotterdam, Netherlands
Verhoog, LC
Wagner, A
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机构:Erasmus Univ, Family Canc Clin, Dr Daniel Den Hoed Canc Ctr, Rotterdam, Netherlands
Wagner, A
Klijn, JGM
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机构:Erasmus Univ, Family Canc Clin, Dr Daniel Den Hoed Canc Ctr, Rotterdam, Netherlands
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Univ Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, Los Angeles, CA 90024 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, Los Angeles, CA 90024 USA
Ormseth, Sarah R.
Wellisch, David K.
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Univ Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, Los Angeles, CA 90024 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, Los Angeles, CA 90024 USA
Wellisch, David K.
Arechiga, Adam E.
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Loma Linda Univ, Dept Psychol, Loma Linda, CA 92350 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, Los Angeles, CA 90024 USA
Arechiga, Adam E.
Draper, Taylor L.
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Loma Linda Univ, Dept Psychol, Loma Linda, CA 92350 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, Los Angeles, CA 90024 USA