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Practical Perfusion Quantification in Multispectral Endoscopic Video: Using the Minutes after ICG Administration to Assess Tissue Pathology.
Epperlein, Jonathan P; Zayats, Mykhaylo; Tirupathi, Seshu; Zhuk, Sergiy; Tchrakian, Tigran; Mac Aonghusa, Pol; O'Shea, Donal F; Hardy, Niall P; Dalli, Jeffrey; Cahill, Ronan A.
Afiliação
  • Epperlein JP; IBM Research Europe, Dublin, Ireland.
  • Zayats M; IBM Research Europe, Dublin, Ireland.
  • Tirupathi S; IBM Research Europe, Dublin, Ireland.
  • Zhuk S; IBM Research Europe, Dublin, Ireland.
  • Tchrakian T; IBM Research Europe, Dublin, Ireland.
  • Mac Aonghusa P; IBM Research Europe, Dublin, Ireland.
  • O'Shea DF; Royal College of Surgeons in Ireland.
  • Hardy NP; University College Dublin.
  • Dalli J; Mater Misericordiae University Hospital, Dublin, Ireland.
  • Cahill RA; University College Dublin.
AMIA Annu Symp Proc ; 2021: 428-437, 2021.
Article em En | MEDLINE | ID: mdl-35308965
ABSTRACT
The wide availability of near infrared light sources in interventional medical imaging stacks enables non-invasive quantification of perfusion by using fluorescent dyes, typically Indocyanine Green (ICG). Due to their often leaky and chaotic vasculatures, intravenously administered ICG perfuses through cancerous tissues differently. We investigate here how a few characteristic values derived from the time series of fluorescence can be used in simple machine learning algorithms to distinguish benign lesions from cancers. These features capture the initial uptake of ICG in the colon, its peak fluorescence, and its early wash-out. By using simple, explainable algorithms we demonstrate, in clinical cases, that sensitivity (specificity) rates of over 95% (95%) for cancer classification can be achieved.
Assuntos

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Corantes Fluorescentes / Verde de Indocianina Tipo de estudo: Diagnostic_studies Limite: Humans Idioma: En Revista: AMIA Annu Symp Proc Assunto da revista: INFORMATICA MEDICA Ano de publicação: 2021 Tipo de documento: Article País de afiliação: Irlanda

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Corantes Fluorescentes / Verde de Indocianina Tipo de estudo: Diagnostic_studies Limite: Humans Idioma: En Revista: AMIA Annu Symp Proc Assunto da revista: INFORMATICA MEDICA Ano de publicação: 2021 Tipo de documento: Article País de afiliação: Irlanda