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Mathematical Analysis of Imaging Modalities using Nanoparticles as Contrast Agents

Mathematical Analysis of Imaging Modalities using Nanoparticles as Contrast Agents

Mourad Sini (ORCID: 0000-0001-5593-7149)
  • Grant DOI 10.55776/P30756
  • Funding program Principal Investigator Projects
  • Status ended
  • Start September 1, 2018
  • End August 31, 2023
  • Funding amount € 328,175
  • Project website

Matching Funds - Oberösterreich

Disciplines

Mathematics (100%)

Keywords

    Mathematical imaging, Asymptotic expansions, Inverse problems, Nanoparticles, Electromagnetism, Integral equations

Abstract Final report

Content. Conventional medical imaging techniques, as microwave imaging, are known to be potentially capable of extracting features in breast cancer, for instance, in case of high contrast of the permittivity between healthy tissues and malignant ones. However, in case of benign tissue, the variation of the permittivity is quite low so that such these imaging modalities are limited to be used for early detection of such diseases. In such cases, creating such missing contrast is highly desirable. One way to do it is to use electromagnetic nanoparticles as contrast agents. The object of this proposal is to analyze mathematically such imaging modalities and estimate with high precision the inner values of the electric permitivitty encoded in the remotely measured fields. Hypotheses. In this proposal, we are concerned with the cases where the used nanoparticles exhibit very high contrasts compared to the background. Several of such used nanaparticles are reported in the literature. We study two types of such imaging modalities: (1) Injecting electric nanoparticles in the targeted region will enhance locally the electric (and hence the magnetic) field. The idea is that, from the remotely measured electric field, one can recover this enhanced local field and then the permitivitty at the location of the nanaparticles. (2) Exciting magnetic (as Gold) nanoparticles, injected in the targeted region, at certain frequencies creats heat in their surroundings which in turn creats a propagating pressure wave. The idea is to measure remotely this pressure wave and then recover the permitivitty at the location of the nanaparticles. Methods. In mathematical terms, we need to analyze the (acoustic and electromagnetic) fields generated by very highly contrasted transmission conditions. Our approach is based on the derivation of the point-interaction approximation of these fields in the presence of finite but very close and smal particles with high contrats media. The analysis is base on the method of integral equations and asymptotic expansions. Originality of the project. The advantage of our approach, compared to the known techniques in literature, is that we can characterize clearly the dominant field generated by the interaction of the small particles between each other and also with the background medium. The originality here is that we can estimate the fields due to multiple interactions (at least the second interactions) of the nanoparticles. The derived formulas encode the values of the Green`s functions, at the centers of the close nanoparticles, in a precise and useful way. The values of the unknown electric permittivity can be recovered from the singularities of these Green`s functions. The price to pay to derive such formulas is to use frequencies, of incidence, close to resonances.

Motivation. The use of contrast agents (as gas bubbles, fluid droplets or electromagnetic nanoparticles) was proposed by the engineering community in the last two decades and recently extensively developed as a means of improving the quality of traditional imaging modalities, drugs delivery ways and therapy modalities. Our goal in this proposal was originally to mathematically model, analyze and quantify to what extent such techniques can indeed go beyond what the traditional imaging techniques can offer. In short, the traditional methods are known to be potentially capable of extracting features in case of high contrasts between the damaged tissues and the healthy ones. However, in case of low contrasts, as for anomalies at the early stage, such detections are not possible. To remedy to this missing contrasts, it was advised to use, whenever possible, injected contrast agents. Our approach. The imaging modalities we are considering are described in the framework of wave propagations. Typical imaging modalities we have studied are those related to Ultrasound imaging, Optical imaging or hybrid ones as Photo-Acoustic imaging. The related contrast agents are small scaled objects that enjoy high contrasting properties as compared to the normal or healthy tissues. It happens that under critical ratio between their sizes and proper contrasts, these contrast agents vibrate at specific frequencies (called local scattering resonances). The good news is that we can characterize and quantify those resonant frequencies. Therefore, taking the difference between the waves generated before and after injecting the contrast agents, we 'see' local spots around the injected contrast. These local spots encode all the information that one can be able to see. The outcome. We analyzed with great details three imaging modalities, namely the ultrasound imaging using bubbles and the optic as well as the Photo-Acoustic imaging using nanoparticles. The key features in our analysis are the following: 1. In the time-harmonic regimes, we could reconstruct the dispersion function and hence the created resonances by the contrast agents. From these dispersive functions, we could extract the acoustic and the optic properties of the object to image. 2. In the time-domain regimes, we could reconstruct the internal values of the travel time function. This function models the time needed for a wave to propagate between any two location points. With such travel time function we derive the related wave's speed and then reconstruct the acoustic properties (and the optical properties in case of optic or Photo-Acoustic imaging) of the object to image. Our findings give a solid mathematical background to these imaging modalities. We provide with quatitative results that go far beyond the known results that were obtained based on the traditional imaging modalities. Our approach is flexible enough to be applied to more challenging situations.

Research institution(s)
  • Österreichische Akademie der Wissenschaften - 100%
International project participants
  • Triki Faouzi, Université Grenoble Alpes - France
  • Habib Ammari, Eidgenössische Technische Hochschule Zürich - Switzerland

Research Output

  • 59 Citations
  • 19 Publications
  • 3 Scientific Awards
  • 1 Fundings
Publications
  • 2021
    Title Mathematical analysis of the acoustic imaging modality using bubbles as contrast agents at nearly resonating frequencies
    DOI 10.3934/ipi.2021005
    Type Journal Article
    Author Dabrowski A
    Journal Inverse Problems and Imaging
    Pages 555-597
    Link Publication
  • 2021
    Title Stable Determination of a Rigid Scatterer in Elastodynamics
    DOI 10.1137/20m1352867
    Type Journal Article
    Author Rondi L
    Journal SIAM Journal on Mathematical Analysis
    Pages 2660-2689
    Link Publication
  • 2024
    Title Recovering both the wave speed and the source function in a time-domain wave equation by injecting contrasting droplets
    DOI 10.3934/dcds.2023151
    Type Journal Article
    Author Senapati S
    Journal Discrete and Continuous Dynamical Systems
  • 2022
    Title On the origin of Minnaert resonances
    DOI 10.1016/j.matpur.2022.07.005
    Type Journal Article
    Author Mantile A
    Journal Journal de Mathématiques Pures et Appliquées
    Pages 106-147
    Link Publication
  • 2022
    Title An introduction to the mathematics of the imaging modalities using small-scaled contrast agents
    DOI 10.4310/iccm.2022.v10.n1.a2
    Type Journal Article
    Author Ghandriche A
    Journal Notices of the International Consortium of Chinese Mathematicians
    Pages 28-43
    Link Publication
  • 2022
    Title The Inverse Source Problem for the Wave Equation Revisited: A New Approach
    DOI 10.1137/21m1463689
    Type Journal Article
    Author Sini M
    Journal SIAM Journal on Mathematical Analysis
    Pages 5160-5181
    Link Publication
  • 2022
    Title Mathematical analysis of the photo-acoustic imaging modality using resonating dielectric nano-particles: The 2D TM-model
    DOI 10.1016/j.jmaa.2021.125658
    Type Journal Article
    Author Ghandriche A
    Journal Journal of Mathematical Analysis and Applications
    Pages 125658
    Link Publication
  • 2020
    Title Mathematical analysis of the acoustic imaging modality using bubbles as contrast agents at nearly resonating frequencies
    DOI 10.48550/arxiv.2004.07808
    Type Preprint
    Author Dabrowski A
  • 2023
    Title Simultaneous Reconstruction of Optical and Acoustical Properties in Photoacoustic Imaging Using Plasmonics
    DOI 10.1137/22m1534730
    Type Journal Article
    Author Ghandriche A
    Journal SIAM Journal on Applied Mathematics
  • 2020
    Title Stable determination of a rigid scatterer in elastodynamics
    DOI 10.48550/arxiv.2007.06864
    Type Preprint
    Author Rondi L
  • 2020
    Title An Introduction To The Mathematics Of The Imaging Modalities Using Small Scaled Contrast Agents
    DOI 10.48550/arxiv.2008.12087
    Type Preprint
    Author Ghandriche A
  • 2023
    Title The Calderon Problem Revisited: Reconstruction With Resonant Perturbations
    DOI 10.48550/arxiv.2307.12055
    Type Preprint
    Author Ghandriche A
    Link Publication
  • 2021
    Title Analysis of the Acoustic Waves Reflected by a Cluster of Small Holes in the Time-Domain and the Equivalent Mass Density
    DOI 10.1137/20m1319693
    Type Journal Article
    Author Sini M
    Journal Multiscale Modeling & Simulation
    Pages 1083-1114
    Link Publication
  • 2021
    Title The inverse source problem for the wave equation revisited: A new approach
    DOI 10.48550/arxiv.2112.01312
    Type Preprint
    Author Sini M
  • 2021
    Title Photo-acoustic inversion using plasmonic contrast agents: The full Maxwell model
    DOI 10.48550/arxiv.2111.06269
    Type Preprint
    Author Ghandriche A
  • 2023
    Title Extraction of the mass density using only the ${\mathtt{p}}$-parts of the elastic fields generated by injected highly dense small inclusions
    DOI 10.48550/arxiv.2305.04317
    Type Preprint
    Author Challa D
    Link Publication
  • 2023
    Title Recovering both the wave speed and the source function in a time-domain wave equation by injecting contrasting droplets
    DOI 10.48550/arxiv.2304.08869
    Type Preprint
    Author Senapati S
    Link Publication
  • 2022
    Title Photo-acoustic inversion using plasmonic contrast agents: The full Maxwell model
    DOI 10.1016/j.jde.2022.09.008
    Type Journal Article
    Author Ghandriche A
    Journal Journal of Differential Equations
    Pages 1-78
    Link Publication
  • 2022
    Title Simultaneous Reconstruction of Optical and Acoustical Properties in Photo-Acoustic Imaging using plasmonics
    DOI 10.48550/arxiv.2209.08482
    Type Preprint
    Author Ghandriche A
Scientific Awards
  • 2022
    Title Mathematical Methods ofr Applied Sciences
    Type Appointed as the editor/advisor to a journal or book series
    Level of Recognition Continental/International
  • 2022
    Title Communications on Analysis and Computation
    Type Appointed as the editor/advisor to a journal or book series
    Level of Recognition Continental/International
  • 2019
    Title Plenary speaker of the AIP19 conference in Grenoble, France
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
Fundings
  • 2023
    Title Resolvent Analysis of Subwavelength Resonators
    Type Research grant (including intramural programme)
    Start of Funding 2023
    Funder Austrian Science Fund (FWF)

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