Feasibility of Attenuation Coefficient and Envelope Signal-to-Noise Ratio Estimation for Tissue Characterization of Liver Steatosis

dc.contributor.affiliationPontificia Universidad Católica del Perú. Laboratorio de Imágenes Médicas (LIM)
dc.contributor.authorTimane, J.
dc.contributor.authorChahuara, H.
dc.contributor.authorBasavaraiappa, L.
dc.contributor.authorBasarab, A.
dc.contributor.authorHoyt, K.
dc.contributor.authorLavarello Montero, R.
dc.date.accessioned2026-03-13T16:58:42Z
dc.date.issued2022
dc.description.abstractNonalcoholic fatty liver disease (NAFLD) has become the most common cause of chronic liver disease worldwide. In addition, conducting large-scale screening studies is still challenging due to the absence of reliable and affordable noninvasive tools for NAFLD staging. Conventional ultrasound is commonly the preferred first imaging modality used to evaluate liver steatosis. However, it is mainly a qualitative technique that depends on operator's skill and experience, resulting in variable results and reproducibility. In this study, we assess the application of attenuation coefficient slope (ACS) estimation by the regularized spectral log difference (RSLD) technique and computation of the envelope signal-to-noise ratio (SNR) for tissue characterization of NAFLD in a murine animal model. This approach was tested using rats that were fed either a control or methionine and choline deficient (MCD) diet. Ultrasound measurements were then performed at 0 (baseline), 2, and 6 weeks. After the final imaging session, animals were humanely euthanized and livers excised for histological processing. Results showed that ACS and SNR increased by approximately 0.2 dB/cm/MHz and 0.2 a.u., respectively, for each 25% increment in fat fraction percentage in diet group over the weeks. Moreover, control and diet groups were statistically different at weeks 2 $(p < 0.05)$ and 6 $(p < 0.01)$ for both parameters. Overall, ACS and SNR were found to be encour-aging for determining relative contents of liver fat and noninvasive grading of steatosis.
dc.description.sponsorshipFunding: This research was partially supported by National Institute of Health (NIH) Grants R01DK126833, R01EB025841, and R21EB025290, Cancer Preventión and Research Institute of Texas (CPRIT) award RP180670T, and by the Fondo Nacional de Desarrollo Científico, Tecnológico y de Innovación Tecnológica (FONDECYT) under the research grant 150-2020-FONDECYT. The authors have no relevant financial or non-financial interests to disclose.
dc.identifier.doihttps://doi.org/10.1109/IUS54386.2022.9957945
dc.identifier.urihttp://hdl.handle.net/20.500.14657/206026
dc.language.isoeng
dc.publisherIEEE Computer Society
dc.relation.conferencenameIEEE InterNational Ultrasonics Symposium, IUS; Vol. 2022-October (2022)
dc.relation.ispartofurn:isbn:978-1-6654-8335-2
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.subjectNonalcoholic fatty liver disease
dc.subjectSteatosis
dc.subjectFatty liver
dc.subjectMedicine
dc.subjectAttenuation
dc.subjectCholine
dc.subjectUltrasound
dc.subjectBiomedical engineering
dc.subjectInternal medicine
dc.subjectRadiology
dc.subjectPhysics
dc.subjectDisease
dc.subject.ocdehttps://purl.org/pe-repo/ocde/ford#3.02.19
dc.titleFeasibility of Attenuation Coefficient and Envelope Signal-to-Noise Ratio Estimation for Tissue Characterization of Liver Steatosis
dc.typehttp://purl.org/coar/resource_type/c_5794
dc.type.otherComunicación de congreso
dc.type.versionhttps://vocabularies.coar-repositories.org/version_types/c_970fb48d4fbd8a85/

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