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

乳腺癌 医学 磁共振成像 肿瘤科 新辅助治疗 靶向治疗 内科学 曲妥珠单抗 乳房磁振造影 临床试验 化疗 癌症 放射科 乳腺摄影术
作者
Nathaniel Braman,Prateek Prasanna,Jon Whitney,Salendra Singh,Niha Beig,Maryam Etesami,‬David D. B. Bates,Katherine Gallagher,B Bloch,Manasa Vulchi,Paulette Turk,Kaustav Bera,Jame Abraham,William M. Sikov,George Somlo,Lyndsay N. Harris,Hannah Gilmore,Donna Plecha,Vinay Varadan,Anant Madabhushi
出处
期刊:JAMA network open [American Medical Association]
卷期号:2 (4): e192561-e192561 被引量:215
标识
DOI:10.1001/jamanetworkopen.2019.2561
摘要

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 asERBB2, but referred to asHER2in this study)–targeted therapy in breast cancer.

Objective

To determine whether imaging signatures on clinical breast magnetic resonance imaging (MRI) could noninvasively characterizeHER2-positive tumor biological factors and estimate response toHER2-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 distinguishedHER2+ tumors from other receptor subtypes were identified. Next, among a cohort of 42 patients withHER2+ breast cancers with available MRI and RNaseq data accumulated from a multicenter, preoperative clinical trial (BrUOG 211B), a signature of the response-associatedHER2-enriched (HER2-E) molecular subtype withinHER2+ 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 receivedHER2-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 identifyingHER2+ molecular subtypes and distinguishing pathologic complete response (ypT0/is) to NAC withHER2-targeting.

Results

In the 209 patients included (mean [SD] age, 51.1 [11.7] years), features from the peritumoral regions better discriminatedHER2-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 theHER2-E subtype (AUC, 0.89; 95% CI, 0.84-0.93) and was significantly associated with response toHER2-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 (R2 = 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 ofHER2+ breast cancers from imaging, offering insights into immune response within the peritumoral environment and suggesting potential benefit for treatment guidance.
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