Qualitative Radiogenomics: Association between Oncotype DX Test Recurrence Score and BI-RADS Mammographic and Breast MR Imaging Features.

Abstract:

:Purpose To evaluate the association between Breast Imaging Reporting and Data System (BI-RADS) mammographic and magnetic resonance (MR) imaging features and breast cancer recurrence risk in patients with estrogen receptor-positive breast cancer who underwent the Oncotype DX assay. Materials and Methods In this institutional review board-approved and HIPAA-compliant protocol, 408 patients diagnosed with invasive breast cancer between 2004 and 2013 who underwent the Oncotype DX assay were identified. Mammographic and MR imaging features were retrospectively collected according to the BI-RADS lexicon. Linear regression assessed the association between imaging features and Oncotype DX test recurrence score (ODxRS), and post hoc pairwise comparisons assessed ODxRS means by using imaging features. Results Mammographic breast density was inversely associated with ODxRS (P ≤ .05). Average ODxRS for density category A was 24.4 and that for density category D was 16.5 (P < .02). Both indistinct mass margins and fine linear branching calcifications at mammography were significantly associated with higher ODxRS (P < .01 and P < .03, respectively). Masses with indistinct margins had an average ODxRS of 31.3, which significantly differed from the ODxRS of 18.5 for all other mass margins (P < .01). The average ODxRS for fine linear branching calcifications was 29.6, whereas the ODxRS for all other suspicious calcification morphologies was 19.4 (P < .03). Average ODxRS was significantly higher for irregular mass margins at MR imaging compared with spiculated mass margins (24.0 vs 17.6; P < .02). The presence of nonmass enhancement at MR imaging was associated with lower ODxRS than was its absence (16.4 vs 19.9; P < .05). Conclusion The BI-RADS features of mammographic breast density, calcification morphology, mass margins at mammography and MR imaging, and nonmass enhancement at MR imaging have the potential to serve as imaging biomarkers of breast cancer recurrence risk. Further prospective studies involving larger patient cohorts are needed to validate these preliminary findings. © RSNA, 2017 Online supplemental material is available for this article.

journal_name

Radiology

journal_title

Radiology

authors

Woodard GA,Ray KM,Joe BN,Price ER

doi

10.1148/radiol.2017162333

subject

Has Abstract

pub_date

2018-01-01 00:00:00

pages

60-70

issue

1

eissn

0033-8419

issn

1527-1315

journal_volume

286

pub_type

杂志文章
  • Percutaneous transluminal renal angioplasty: initial and long-term results.

    abstract::Renal artery stenosis in 201 patients with hypertension was treated with percutaneous transluminal renal angioplasty (PTRA). A total of 213 procedures were performed as treatment of 262 separate stenosis. The stenosis was caused by atherosclerosis in 134 cases and by fibromuscular dysplasia (FMD) in 52 cases; the caus...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiology.171.2.2523080

    authors: Klinge J,Mali WP,Puijlaert CB,Geyskes GG,Becking WB,Feldberg MA

    更新日期:1989-05-01 00:00:00

  • Evaluation of an active vena cava filter for MR imaging in a swine model.

    abstract:PURPOSE:To evaluate the feasibility of magnetic resonance (MR) imaging-guided placement of an active vena cava filter (AVCF) in a swine model, the effectiveness of the system in filtering thrombi, and the detection of thrombi with MR imaging. MATERIALS AND METHODS:This study was approved by the government committee on...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.10092487

    authors: Kraemer NA,Immel E,Donker HC,Melzer A,Ocklenburg C,Guenther RW,Buecker A,Krombach GA,Spuentrup E

    更新日期:2011-02-01 00:00:00

  • Regional distribution of emphysema: correlation of high-resolution CT with pulmonary function tests in unselected smokers.

    abstract::High-resolution computed tomography (CT) was correlated with pulmonary function tests in the evaluation of regional emphysema in 59 smokers. The lung was divided into upper (above the carina tracheae) and lower (below the carina tracheae) zones, and the degree of emphysema was graded with a subjective and an objective...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiology.183.2.1561350

    authors: Gurney JW,Jones KK,Robbins RA,Gossman GL,Nelson KJ,Daughton D,Spurzem JR,Rennard SI

    更新日期:1992-05-01 00:00:00

  • Functional CT quantification of tumor perfusion after transhepatic arterial embolization in a rat model.

    abstract:PURPOSE:To quantify tumor perfusion after transcatheter arterial embolization (TAE) with functional computed tomography (CT) and to validate the reproducibility of quantification measurements. MATERIALS AND METHODS:This study was conducted in accordance with an institutional animal care and use committee-approved prot...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2371040526

    authors: Kan Z,Kobayashi S,Phongkitkarun S,Charnsangavej C

    更新日期:2005-10-01 00:00:00

  • Hippocampal dysfunction in Gulf War veterans: investigation with ASL perfusion MR imaging and physostigmine challenge.

    abstract:PURPOSE:To determine, with arterial spin labeling (ASL) perfusion magnetic resonance (MR) imaging and physostigmine challenge, if abnormal hippocampal blood flow in ill Gulf War veterans persists 11 years after initial testing with single photon emission computed tomography and nearly 20 years after the 1991 Gulf War. ...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.11101715

    authors: Li X,Spence JS,Buhner DM,Hart J Jr,Cullum CM,Biggs MM,Hester AL,Odegard TN,Carmack PS,Briggs RW,Haley RW

    更新日期:2011-10-01 00:00:00

  • Portal-systemic encephalopathy: presence of basal ganglia lesions with high signal intensity on MR images.

    abstract::Sixteen patients with cirrhosis of the liver underwent cranial magnetic resonance (MR) imaging and transarterial portography to evaluate the relationship between basal ganglia lesions and portal-systemic collateral vessels. No neuropsychiatric disturbance was observed in any of the patients at the time of the MR exami...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiology.179.2.2014310

    authors: Inoue E,Hori S,Narumi Y,Fujita M,Kuriyama K,Kadota T,Kuroda C

    更新日期:1991-05-01 00:00:00

  • A new method of diagnosing myocardial contusion in man by radionuclide imaging.

    abstract::A new method of diagnosing myocardial contusion was studied in 8 patients in whom the injured mycardium was visualized as an abnormal area of increased activity in the region of the heart one hour after intravenous injection of 10 mCi of 99m-Tc-Sn-polyphosphate or pyrophosphate. Serum enzymes in these patients were el...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/116.1.107

    authors: Go RT,Doty BD,Chiu CL,Christie JH

    更新日期:1975-07-01 00:00:00

  • Three-dimensional, navigator-echo MR coronary angiography in detecting stenoses of the major epicardial vessels, with conventional coronary angiography as the standard of reference.

    abstract:PURPOSE:To test three-dimensional (3D), navigator-echo magnetic resonance (MR) coronary angiography in detecting stenoses of the coronary arteries. MATERIALS AND METHODS:Forty-two patients (age range, 50-79 years) underwent MR coronary angiography (1.5 T). A navigator-echo sequence was used. Two or three 15% overlappe...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiology.214.3.r00mr01808

    authors: Sardanelli F,Molinari G,Zandrino F,Balbi M

    更新日期:2000-03-01 00:00:00

  • Cortical deactivation in mild cognitive impairment: high-field-strength functional MR imaging.

    abstract:PURPOSE:To prospectively identify brain regions in which task-related changes in activation during a memory encoding task, measured with functional magnetic resonance (MR) imaging, correlate with degree of memory impairment across Alzheimer disease (AD), mild cognitive impairment (MCI), and elderly control subjects. M...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2451061847

    authors: Petrella JR,Wang L,Krishnan S,Slavin MJ,Prince SE,Tran TT,Doraiswamy PM

    更新日期:2007-10-01 00:00:00

  • Parathyroid adenomas in the aortopulmonary window.

    abstract:PURPOSE:To describe localization studies in nine patients with ectopic parathyroid adenomas in the aortopulmonary window. MATERIALS AND METHODS:Nine patients with ectopic parathyroid tissue (eight adenomas, one hyperplastic gland) in the aortopulmonary window were examined with ultrasound (US), computed tomography (CT...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiology.201.2.8888240

    authors: Doppman JL,Skarulis MC,Chen CC,Chang R,Pass HI,Fraker DL,Alexander HR,Niederle B,Marx SJ,Norton JA,Wells SA,Spiegel AM

    更新日期:1996-11-01 00:00:00

  • Practical and technical considerations in establishing an intraoperative radiation therapy program in the community practice.

    abstract::The Radiation Oncology Center in Sacramento, California, has developed a procedure for establishing an intraoperative radiation therapy facility in a community practice. The logistics pertaining to personnel, equipment, physical measurements, and quality assurance are presented. Particular emphasis is given to the mos...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiology.168.1.3380970

    authors: Wolkov HB,Chenery SG,Asche DR,McPeek EC,Hanks GE,Holmes TW

    更新日期:1988-07-01 00:00:00

  • Malignant gastrointestinal stromal tumor: distribution, imaging features, and pattern of metastatic spread.

    abstract:PURPOSE:To investigate and describe the anatomic distribution, imaging features, and pattern of metastatic spread of malignant gastrointestinal stromal tumors (GISTs). MATERIALS AND METHODS:The medical records of all patients at our institution with a histologic diagnosis of GIST were reviewed. Two radiologists with k...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2262011880

    authors: Burkill GJ,Badran M,Al-Muderis O,Meirion Thomas J,Judson IR,Fisher C,Moskovic EC

    更新日期:2003-02-01 00:00:00

  • New device for percutaneous fragmentation of pulmonary emboli.

    abstract::A new catheter system was designed for percutaneous fragmentation of large pulmonary emboli. The device consists of an impeller rotating at high speed at the center of a self-expandable basket at the tip of a 7-F catheter. The highly flexible catheter was able to reach all tested embolus sites in a glass model of the ...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiology.180.1.2052680

    authors: Schmitz-Rode T,Günther RW

    更新日期:1991-07-01 00:00:00

  • Hippocampal Calcifications: Risk Factors and Association with Cognitive Function.

    abstract::Purpose To identify risk factors for hippocampal calcifications and to investigate the association between hippocampal calcifications and cognitive function. Materials and Methods For this retrospective study, consecutive patients visiting a memory clinic at a Dutch general hospital between April 2009 and April 2015 w...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2018172588

    authors: de Brouwer EJM,Kockelkoren R,Claus JJ,de Jonghe A,Geerlings MI,Jongsma TEF,Mali WPTM,Hendrikse J,de Jong PA,Koek HL

    更新日期:2018-09-01 00:00:00

  • Radiologic features of Reiter disease.

    abstract::The radiologic manifestations of Reiter disease in 56 patients are described. Although the findings are often nonspecific, certain features are distinctive, particularly when present in combination. These include subtle periosteal bone apposition at bony prominences, the infrequency of regional panarthritis and hip an...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/132.1.1

    authors: Martel W,Braunstein EM,Borlaza G,Good AE,Griffin PE Jr

    更新日期:1979-07-01 00:00:00

  • Effect of cross-sectional imaging on negative appendectomy and perforation rates in children.

    abstract:PURPOSE:To compare negative appendectomy and perforation rates in children who underwent ultrasonography (US), computed tomography (CT), or no imaging before urgent appendectomy. MATERIALS AND METHODS:All children who underwent urgent appendectomy during a 4(1/2)-year period were identified in a surgical billing datab...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiology.220.1.r01jl17103

    authors: Applegate KE,Sivit CJ,Salvator AE,Borisa VJ,Dudgeon DL,Stallion AE,Grisoni ER

    更新日期:2001-07-01 00:00:00

  • Catheter visualization with resonant markers at MR imaging-guided deployment of endovascular stents in swine.

    abstract:PURPOSE:To evaluate resonant circuits as markers for magnetic resonance (MR) imaging-guided placement of nitinol stents. MATERIALS AND METHODS:The study was approved by the institutional animal research committee and complied with National Institutes of Health guidelines for care and use of laboratory animals. Resonan...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2333031710

    authors: Kuehne T,Weiss S,Brinkert F,Weil J,Yilmaz S,Schmitt B,Ewert P,Lange P,Gutberlet M

    更新日期:2004-12-01 00:00:00

  • The relation of liver fat to computed tomography numbers: a preliminary experimental study in rabbits.

    abstract::The relation of liver fat content to CT number was studied in 20 rabbits (17 experimental, 3 control), where fatty degeneration was produced by carbon tetrachloride (CCl4) ingestion. Liver scanning was performed before and 2--5 days after CCl4 administration.. Changes (decrease) in CT number were compared with triglyc...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/130.2.511

    authors: Ducommun JC,Goldberg HI,Korobkin M,Moss AA,Kressel HY

    更新日期:1979-02-01 00:00:00

  • Translating molecular imaging research into radiologic practice: summary of the proceedings of the American College of Radiology Colloquium, April 22-24, 2001.

    abstract::The American College of Radiology (ACR) convened a "think tank" of experts on aspects of molecular imaging. The purposes of the colloquium were to develop scenarios about how molecular imaging would develop in the future and to make recommendations to the ACR about how to prepare radiologists for this important set of...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2222011530

    authors: Hillman BJ,Neiman HL

    更新日期:2002-01-01 00:00:00

  • Antiangiogenic tumor treatment: early noninvasive monitoring with USPIO-enhanced MR imaging in mice.

    abstract:PURPOSE:To prospectively investigate steady-state blood volume measurements for early quantitative monitoring of antiangiogenic treatment with ultrasmall superparamagnetic iron oxide (USPIO)-enhanced magnetic resonance (MR) imaging. MATERIALS AND METHODS:The institutional animal care committee approved all experiments...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2442060371

    authors: Persigehl T,Bieker R,Matuszewski L,Wall A,Kessler T,Kooijman H,Meier N,Ebert W,Berdel WE,Heindel W,Mesters RM,Bremer C

    更新日期:2007-08-01 00:00:00

  • Pulmonary nodules: detection using magnetic resonance and computed tomography.

    abstract::Detection of pulmonary nodules using spin-echo magnetic resonance (MR) imaging was compared with detection using computed tomography (CT). Of the 25 patients studied independently by two radiologists, no lung nodules were detected in 11 (CT or MR), ten had a single nodule, and four had multiple nodules. The lesions no...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiology.155.3.4001370

    authors: Müller NL,Gamsu G,Webb WR

    更新日期:1985-06-01 00:00:00

  • Safety and Efficacy of an Absorbable Filter in the Inferior Vena Cava to Prevent Pulmonary Embolism in Swine.

    abstract::Purpose To evaluate the immediate and long-term safety as well as thrombus-capturing efficacy for 5 weeks after implantation of an absorbable inferior vena cava (IVC) filter in a swine model. Materials and Methods This study was approved by the institutional animal care and use committee. Eleven absorbable IVC filters...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2017161880

    authors: Huang SY,Eggers M,McArthur MJ,Dixon KA,McWatters A,Dria S,Hill LR,Melancon MP,Steele JR,Wallace MJ

    更新日期:2017-12-01 00:00:00

  • Crohn disease: perirectal and perianal findings at CT.

    abstract::The computed tomographic scans of 200 consecutive patients with Crohn disease were studied to determine the frequency and patterns of perirectal and perianal involvement. In 163 patients (82%) abnormalities in the perirectal-perianal region were demonstrated; findings included inflammation of fat planes (73%), bowel w...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiology.167.2.3357940

    authors: Yousem DM,Fishman EK,Jones B

    更新日期:1988-05-01 00:00:00

  • Biofunctionalized Hybrid Magnetic Gold Nanoparticles as Catalysts for Photothermal Ablation of Colorectal Liver Metastases.

    abstract::Purpose To demonstrate that anti-MG1 conjugated hybrid magnetic gold nanoparticles (HNPs) act as a catalyst during photothermal ablation (PTA) of colorectal liver metastases, and thus increase ablation zones. Materials and Methods All experiments were performed with approval of the institutional animal care and use co...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2017161497

    authors: White SB,Kim DH,Guo Y,Li W,Yang Y,Chen J,Gogineni VR,Larson AC

    更新日期:2017-12-01 00:00:00

  • Risk Stratification of Adnexal Cysts and Cystic Masses: Clinical Performance of Society of Radiologists in Ultrasound Guidelines.

    abstract::Purpose To evaluate the performance of the 2010 Society of Radiologists in Ultrasound (SRU) consensus guidelines in the risk stratification of symptomatic and asymptomatic adnexal cysts. Materials and Methods An institutional review board-approved retrospective review was performed, including adnexal cysts detected wi...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2017161625

    authors: Maturen KE,Blaty AD,Wasnik AP,Patel-Lippmann K,Robbins JB,Barroilhet L,Huffman LB,Sadowski EA

    更新日期:2017-11-01 00:00:00

  • Evaluation of Low-Contrast Detectability of Iterative Reconstruction across Multiple Institutions, CT Scanner Manufacturers, and Radiation Exposure Levels.

    abstract:PURPOSE:To compare image resolution from iterative reconstruction with resolution from filtered back projection for low-contrast objects on phantom computed tomographic (CT) images across vendors and exposure levels. MATERIALS AND METHODS:Randomized repeat scans of an American College of Radiology CT accreditation pha...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2015141260

    authors: Saiprasad G,Filliben J,Peskin A,Siegel E,Chen J,Trimble C,Yang Z,Christianson O,Samei E,Krupinski E,Dima A

    更新日期:2015-10-01 00:00:00

  • In vivo high-resolution MR imaging of the skin in a whole-body system at 1.5 T.

    abstract::High-resolution magnetic resonance (MR) images of the skin were acquired with a whole-body MR system at 1.5 T by adding a specific imaging module: A saddle-shaped surface gradient coil was connected in place of one of the gradient coils of the system, and a surface radio-frequency coil with a 1.5-cm radius was placed ...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiology.176.2.2367660

    authors: Bittoun J,Saint-Jalmes H,Querleux BG,Darrasse L,Jolivet O,Idy-Peretti I,Wartski M,Richard SB,Leveque JL

    更新日期:1990-08-01 00:00:00

  • Cell cycle redistribution as a factor in multifraction irradiation.

    abstract::In the redistribution of cells through the division cycle between dose fractions, the sensitizing effect is greatest when small doses per fraction are used. Since nonproliferating tissues limit the dose in radiotherapy and will not be sensitized by redistribution, the more the dose is fractionated and the lower the do...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/114.1.199

    authors: Withers HR

    更新日期:1975-01-01 00:00:00

  • Developmental Hip Dysplasia Diagnosis at Three-dimensional US: A Multicenter Study.

    abstract::Purpose To validate accuracy of diagnosis of developmental dysplasia of the hip (DDH) from geometric properties of acetabular shape extracted from three-dimensional (3D) ultrasonography (US). Materials and Methods In this retrospective multi-institutional study, 3D US was added to conventional two-dimensional (2D) US ...

    journal_title:Radiology

    pub_type: 杂志文章,多中心研究

    doi:10.1148/radiol.2018172592

    authors: Zonoobi D,Hareendranathan A,Mostofi E,Mabee M,Pasha S,Cobzas D,Rao P,Dulai SK,Kapur J,Jaremko JL

    更新日期:2018-06-01 00:00:00

  • Assessment of biologic aggressiveness of prostate cancer: correlation of MR signal intensity with Gleason grade after radical prostatectomy.

    abstract:PURPOSE:To retrospectively investigate whether the signal intensity (SI) of prostate cancer on T2-weighted magnetic resonance (MR) images correlates with the Gleason grade at whole-mount step-section pathologic evaluation after radical prostatectomy. MATERIALS AND METHODS:The institutional review board approved and is...

    journal_title:Radiology

    pub_type: 杂志文章

    doi:10.1148/radiol.2461070057

    authors: Wang L,Mazaheri Y,Zhang J,Ishill NM,Kuroiwa K,Hricak H

    更新日期:2008-01-01 00:00:00