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Association of Peritumoral Radiomics With Tumor Biology and Pathologic Response to Preoperative Targeted Therapy for HER2 (ERBB2)–Positive Breast Cancer

IMPORTANCE: There has been significant recent interest in understanding the utility of quantitative imaging to delineate breast cancer intrinsic biological factors and therapeutic response. No clinically accepted biomarkers are as yet available for estimation of response to human epidermal growth fa...

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Autores principales: Braman, Nathaniel, Prasanna, Prateek, Whitney, Jon, Singh, Salendra, Beig, Niha, Etesami, Maryam, Bates, David D. B., Gallagher, Katherine, Bloch, B. Nicolas, Vulchi, Manasa, Turk, Paulette, Bera, Kaustav, Abraham, Jame, Sikov, William M., Somlo, George, Harris, Lyndsay N., Gilmore, Hannah, Plecha, Donna, Varadan, Vinay, Madabhushi, Anant
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Association 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6481453/
https://www.ncbi.nlm.nih.gov/pubmed/31002322
http://dx.doi.org/10.1001/jamanetworkopen.2019.2561
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author Braman, Nathaniel
Prasanna, Prateek
Whitney, Jon
Singh, Salendra
Beig, Niha
Etesami, Maryam
Bates, David D. B.
Gallagher, Katherine
Bloch, B. Nicolas
Vulchi, Manasa
Turk, Paulette
Bera, Kaustav
Abraham, Jame
Sikov, William M.
Somlo, George
Harris, Lyndsay N.
Gilmore, Hannah
Plecha, Donna
Varadan, Vinay
Madabhushi, Anant
author_facet Braman, Nathaniel
Prasanna, Prateek
Whitney, Jon
Singh, Salendra
Beig, Niha
Etesami, Maryam
Bates, David D. B.
Gallagher, Katherine
Bloch, B. Nicolas
Vulchi, Manasa
Turk, Paulette
Bera, Kaustav
Abraham, Jame
Sikov, William M.
Somlo, George
Harris, Lyndsay N.
Gilmore, Hannah
Plecha, Donna
Varadan, Vinay
Madabhushi, Anant
author_sort Braman, Nathaniel
collection PubMed
description IMPORTANCE: There has been significant recent interest in understanding the utility of quantitative imaging to delineate breast cancer intrinsic biological factors and therapeutic response. No clinically accepted biomarkers are as yet available for estimation of response to human epidermal growth factor receptor 2 (currently known as ERBB2, but referred to as HER2 in this study)–targeted therapy in breast cancer. OBJECTIVE: To determine whether imaging signatures on clinical breast magnetic resonance imaging (MRI) could noninvasively characterize HER2-positive tumor biological factors and estimate response to HER2-targeted neoadjuvant therapy. DESIGN, SETTING, AND PARTICIPANTS: In a retrospective diagnostic study encompassing 209 patients with breast cancer, textural imaging features extracted within the tumor and annular peritumoral tissue regions on MRI were examined as a means to identify increasingly granular breast cancer subgroups relevant to therapeutic approach and response. First, among a cohort of 117 patients who received an MRI prior to neoadjuvant chemotherapy (NAC) at a single institution from April 27, 2012, through September 4, 2015, imaging features that distinguished HER2+ tumors from other receptor subtypes were identified. Next, among a cohort of 42 patients with HER2+ breast cancers with available MRI and RNaseq data accumulated from a multicenter, preoperative clinical trial (BrUOG 211B), a signature of the response-associated HER2-enriched (HER2-E) molecular subtype within HER2+ tumors (n = 42) was identified. The association of this signature with pathologic complete response was explored in 2 patient cohorts from different institutions, where all patients received HER2-targeted NAC (n = 28, n = 50). Finally, the association between significant peritumoral features and lymphocyte distribution was explored in patients within the BrUOG 211B trial who had corresponding biopsy hematoxylin-eosin–stained slide images. Data analysis was conducted from January 15, 2017, to February 14, 2019. MAIN OUTCOMES AND MEASURES: Evaluation of imaging signatures by the area under the receiver operating characteristic curve (AUC) in identifying HER2+ molecular subtypes and distinguishing pathologic complete response (ypT0/is) to NAC with HER2-targeting. RESULTS: In the 209 patients included (mean [SD] age, 51.1 [11.7] years), features from the peritumoral regions better discriminated HER2-E tumors (maximum AUC, 0.85; 95% CI, 0.79-0.90; 9-12 mm from the tumor) compared with intratumoral features (AUC, 0.76; 95% CI, 0.69-0.84). A classifier combining peritumoral and intratumoral features identified the HER2-E subtype (AUC, 0.89; 95% CI, 0.84-0.93) and was significantly associated with response to HER2-targeted therapy in both validation cohorts (AUC, 0.80; 95% CI, 0.61-0.98 and AUC, 0.69; 95% CI, 0.53-0.84). Features from the 0- to 3-mm peritumoral region were significantly associated with the density of tumor-infiltrating lymphocytes (R(2) = 0.57; 95% CI, 0.39-0.75; P = .002). CONCLUSIONS AND RELEVANCE: A combination of peritumoral and intratumoral characteristics appears to identify intrinsic molecular subtypes of HER2+ breast cancers from imaging, offering insights into immune response within the peritumoral environment and suggesting potential benefit for treatment guidance.
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spelling pubmed-64814532019-05-03 Association of Peritumoral Radiomics With Tumor Biology and Pathologic Response to Preoperative Targeted Therapy for HER2 (ERBB2)–Positive Breast Cancer Braman, Nathaniel Prasanna, Prateek Whitney, Jon Singh, Salendra Beig, Niha Etesami, Maryam Bates, David D. B. Gallagher, Katherine Bloch, B. Nicolas Vulchi, Manasa Turk, Paulette Bera, Kaustav Abraham, Jame Sikov, William M. Somlo, George Harris, Lyndsay N. Gilmore, Hannah Plecha, Donna Varadan, Vinay Madabhushi, Anant JAMA Netw Open Original Investigation IMPORTANCE: There has been significant recent interest in understanding the utility of quantitative imaging to delineate breast cancer intrinsic biological factors and therapeutic response. No clinically accepted biomarkers are as yet available for estimation of response to human epidermal growth factor receptor 2 (currently known as ERBB2, but referred to as HER2 in this study)–targeted therapy in breast cancer. OBJECTIVE: To determine whether imaging signatures on clinical breast magnetic resonance imaging (MRI) could noninvasively characterize HER2-positive tumor biological factors and estimate response to HER2-targeted neoadjuvant therapy. DESIGN, SETTING, AND PARTICIPANTS: In a retrospective diagnostic study encompassing 209 patients with breast cancer, textural imaging features extracted within the tumor and annular peritumoral tissue regions on MRI were examined as a means to identify increasingly granular breast cancer subgroups relevant to therapeutic approach and response. First, among a cohort of 117 patients who received an MRI prior to neoadjuvant chemotherapy (NAC) at a single institution from April 27, 2012, through September 4, 2015, imaging features that distinguished HER2+ tumors from other receptor subtypes were identified. Next, among a cohort of 42 patients with HER2+ breast cancers with available MRI and RNaseq data accumulated from a multicenter, preoperative clinical trial (BrUOG 211B), a signature of the response-associated HER2-enriched (HER2-E) molecular subtype within HER2+ tumors (n = 42) was identified. The association of this signature with pathologic complete response was explored in 2 patient cohorts from different institutions, where all patients received HER2-targeted NAC (n = 28, n = 50). Finally, the association between significant peritumoral features and lymphocyte distribution was explored in patients within the BrUOG 211B trial who had corresponding biopsy hematoxylin-eosin–stained slide images. Data analysis was conducted from January 15, 2017, to February 14, 2019. MAIN OUTCOMES AND MEASURES: Evaluation of imaging signatures by the area under the receiver operating characteristic curve (AUC) in identifying HER2+ molecular subtypes and distinguishing pathologic complete response (ypT0/is) to NAC with HER2-targeting. RESULTS: In the 209 patients included (mean [SD] age, 51.1 [11.7] years), features from the peritumoral regions better discriminated HER2-E tumors (maximum AUC, 0.85; 95% CI, 0.79-0.90; 9-12 mm from the tumor) compared with intratumoral features (AUC, 0.76; 95% CI, 0.69-0.84). A classifier combining peritumoral and intratumoral features identified the HER2-E subtype (AUC, 0.89; 95% CI, 0.84-0.93) and was significantly associated with response to HER2-targeted therapy in both validation cohorts (AUC, 0.80; 95% CI, 0.61-0.98 and AUC, 0.69; 95% CI, 0.53-0.84). Features from the 0- to 3-mm peritumoral region were significantly associated with the density of tumor-infiltrating lymphocytes (R(2) = 0.57; 95% CI, 0.39-0.75; P = .002). CONCLUSIONS AND RELEVANCE: A combination of peritumoral and intratumoral characteristics appears to identify intrinsic molecular subtypes of HER2+ breast cancers from imaging, offering insights into immune response within the peritumoral environment and suggesting potential benefit for treatment guidance. American Medical Association 2019-04-19 /pmc/articles/PMC6481453/ /pubmed/31002322 http://dx.doi.org/10.1001/jamanetworkopen.2019.2561 Text en Copyright 2019 Braman N et al. JAMA Network Open. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the CC-BY License.
spellingShingle Original Investigation
Braman, Nathaniel
Prasanna, Prateek
Whitney, Jon
Singh, Salendra
Beig, Niha
Etesami, Maryam
Bates, David D. B.
Gallagher, Katherine
Bloch, B. Nicolas
Vulchi, Manasa
Turk, Paulette
Bera, Kaustav
Abraham, Jame
Sikov, William M.
Somlo, George
Harris, Lyndsay N.
Gilmore, Hannah
Plecha, Donna
Varadan, Vinay
Madabhushi, Anant
Association of Peritumoral Radiomics With Tumor Biology and Pathologic Response to Preoperative Targeted Therapy for HER2 (ERBB2)–Positive Breast Cancer
title Association of Peritumoral Radiomics With Tumor Biology and Pathologic Response to Preoperative Targeted Therapy for HER2 (ERBB2)–Positive Breast Cancer
title_full Association of Peritumoral Radiomics With Tumor Biology and Pathologic Response to Preoperative Targeted Therapy for HER2 (ERBB2)–Positive Breast Cancer
title_fullStr Association of Peritumoral Radiomics With Tumor Biology and Pathologic Response to Preoperative Targeted Therapy for HER2 (ERBB2)–Positive Breast Cancer
title_full_unstemmed Association of Peritumoral Radiomics With Tumor Biology and Pathologic Response to Preoperative Targeted Therapy for HER2 (ERBB2)–Positive Breast Cancer
title_short Association of Peritumoral Radiomics With Tumor Biology and Pathologic Response to Preoperative Targeted Therapy for HER2 (ERBB2)–Positive Breast Cancer
title_sort association of peritumoral radiomics with tumor biology and pathologic response to preoperative targeted therapy for her2 (erbb2)–positive breast cancer
topic Original Investigation
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6481453/
https://www.ncbi.nlm.nih.gov/pubmed/31002322
http://dx.doi.org/10.1001/jamanetworkopen.2019.2561
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