Abstract:
:Recent advances in artificial intelligence (AI) and deep learning (DL) have impacted many scientific fields including biomedical maging. Magnetic resonance imaging (MRI) is a well-established method in breast imaging with several indications including screening, staging, and therapy monitoring. The rapid development and subsequent implementation of AI into clinical breast MRI has the potential to affect clinical decision-making, guide treatment selection, and improve patient outcomes. The goal of this review is to provide a comprehensive picture of the current status and future perspectives of AI in breast MRI. We will review DL applications and compare them to standard data-driven techniques. We will emphasize the important aspect of developing quantitative imaging biomarkers for precision medicine and the potential of breast MRI and DL in this context. Finally, we will discuss future challenges of DL applications for breast MRI and an AI-augmented clinical decision strategy.
journal_name
Contrast Media Mol Imagingjournal_title
Contrast media & molecular imagingauthors
Meyer-Bäse A,Morra L,Meyer-Bäse U,Pinker Kdoi
10.1155/2020/6805710subject
Has Abstractpub_date
2020-08-28 00:00:00pages
6805710eissn
1555-4309issn
1555-4317journal_volume
2020pub_type
杂志文章,评审abstract::The development of molecular probes and novel imaging modalities, allowing better resolution and specificity, is associated with an increased potential for molecular imaging of atherosclerotic plaques especially in basic and pre-clinical research applications. In that context, a photoacoustic molecular probe based on ...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.1491
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abstract::Melanoma is the most dangerous form of skin cancer and its incidence is rising each year. Because the current methods of diagnosis based on the visual aspect of the tumor show limitations, several new techniques are emerging to help in this diagnosis, amongst which are magnetic resonance imaging (MRI) and electron par...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.1554
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abstract::We evaluated the difference in the status of dopamine transporters (DATs) depending on Parkinsonism, cerebellar, and autonomic features using F-18 FP-CIT positron emission tomography (PET) in multiple system atrophy with cerebellar ataxia (MSA-C). We also assessed whether the DAT PET could be useful in the management ...
journal_title:Contrast media & molecular imaging
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abstract::Knowledge of the longitudinal and transverse relaxation times (T(1) and T(2)) of water protons in an aqueous solution of an MRI contrast agent is essential for its characterization. These parameters can be measured at low field on low resolution spectrometers or at high field on high resolution spectrometers. The reli...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.294
更新日期:2009-11-01 00:00:00
abstract::An observational study was set up to assess the feasibility of [18F]FPRGD2 PET/CT for imaging patients with multiple myeloma (MM) and to compare its detection rate with low dose CT alone and combined [18F]NaF/[18F]FDG PET/CT images. Four patients (2 newly diagnosed patients and 2 with relapsed MM) were included and un...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1155/2017/6162845
更新日期:2017-07-27 00:00:00
abstract::Chemical exchange saturation transfer (CEST) imaging is an emerging MRI technique relying on the use of endogenous or exogenous molecules containing exchangeable proton pools. The heterogeneity of the water resonance frequency offset plays a key role in the occurrence of artifacts in CEST-MR images. To limit this draw...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.240
更新日期:2008-07-01 00:00:00
abstract::The use of superparamagnetic iron oxide (SPIO) for labeling cells holds great promise for clinically applicable cell tracking using magnetic resonance imaging. For clinical application, an effectively and specifically labeled cell preparation is highly desired (i.e. a large amount of intracellular iron and a negligibl...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.289
更新日期:2009-09-01 00:00:00
abstract::The gonadotropin-releasing hormone (GnRH) receptor is overexpressed in the majority of tumors of the human reproductive system. The purpose of this study was to develop an 18F-labeled peptide for tumor GnRH receptor imaging. In this study, the GnRH (pGlu1-His2-Trp3-Ser4-Tyr5-Gly6-Leu7-Arg8-Pro9-Gly10-NH2) peptide anal...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.429
更新日期:2011-07-01 00:00:00
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journal_title:Contrast media & molecular imaging
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doi:10.1155/2017/8612519
更新日期:2017-09-07 00:00:00
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.376
更新日期:2010-07-01 00:00:00
abstract::Sialic acid-binding immunoglobulin-like lectin 9 (Siglec-9) is a ligand of inflammation-inducible vascular adhesion protein-1 (VAP-1). We compared 68Ga-DOTA- and 18F-fluorodeoxyribose- (FDR-) labeled Siglec-9 motif peptides for PET imaging of inflammation. Methods. Firstly, we examined 68Ga-DOTA-Siglec-9 and 18F-FDR-S...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1155/2017/7645070
更新日期:2017-12-31 00:00:00
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.1696
更新日期:2016-09-01 00:00:00
abstract::Gold nanoparticles coated by gadolinium (III) chelates (Au@DTDTPA) where DTDTPA is a dithiolated bisamide derivative of diethylenetriamine-N,N,N',N'',N''-pentaacetic acid (DTPA), constituted contrast agents for both X-ray computed tomography and magnetic resonance imaging. In an MRI context, highly stable Gd(3+) compl...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.1616
更新日期:2015-05-01 00:00:00
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.399
更新日期:2011-01-01 00:00:00
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.419
更新日期:2011-07-01 00:00:00
abstract::Overexpression of the chemokine-4 receptor (CXCR4) in brain tumors is associated with high cancer cell invasiveness. Recently, we reported the preclinical evaluation of 99mTc-CXCR4-L (cyclo-D-Tyr-D-[NMe]Orn[EDDA-99mTc-6-hydrazinylnicotinyl]-Arg-NaI-Gly) as a SPECT radioligand capable of specifically detecting the CXCR...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1155/2020/2525037
更新日期:2020-04-27 00:00:00
abstract:Purpose:Several meta-analyses have reported data about the diagnostic performance of positron emission tomography or positron emission tomography/computed tomography (PET or PET/CT) with different radiotracers in patients with suspicious lung cancer (LC) or pleural tumours (PT). This review article aims at providing an...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章,评审
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
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journal_title:Contrast media & molecular imaging
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
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更新日期:2012-01-01 00:00:00
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journal_title:Contrast media & molecular imaging
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journal_title:Contrast media & molecular imaging
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更新日期:2016-01-01 00:00:00
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
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更新日期:2011-05-01 00:00:00
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章,评审
doi:10.1155/2019/8617406
更新日期:2019-02-28 00:00:00
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
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更新日期:2011-11-01 00:00:00
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journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
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更新日期:2011-01-01 00:00:00
abstract::Two novel Gd-based contrast agents (CAs) for the molecular imaging of matrix metalloproteinases (MMPs) were synthetized and characterized in vitro and in vivo. These probes were based on the PLG*LWAR peptide sequence, known to be hydrolyzed between Gly and Leu by a broad panel of MMPs. A Gd-DOTA chelate was conjugated...
journal_title:Contrast media & molecular imaging
pub_type: 杂志文章
doi:10.1002/cmmi.478
更新日期:2012-03-01 00:00:00
abstract::The aim of this study was to compare intratumoural heterogeneity and longitudinal changes assessed by dynamic contrast-enhanced ultrasound (DCE-US) and dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) in prostate tumour xenografts. In vivo DCE-US and DCE-MRI were obtained 24 h pre- (day 0) and post- (day...
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pub_type: 杂志文章
doi:10.1002/cmmi.1645
更新日期:2015-11-01 00:00:00