Literature DB >> 35308965

Practical Perfusion Quantification in Multispectral Endoscopic Video: Using the Minutes after ICG Administration to Assess Tissue Pathology.

Jonathan P Epperlein1, Mykhaylo Zayats1, Seshu Tirupathi1, Sergiy Zhuk1, Tigran Tchrakian1, Pol Mac Aonghusa1, Donal F O'Shea2, Niall P Hardy3,4, Jeffrey Dalli3,4, Ronan A Cahill3,4.   

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. ©2021 AMIA - All rights reserved.

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Year:  2022        PMID: 35308965      PMCID: PMC8861725     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  27 in total

Review 1.  Microenvironmental regulation of tumour angiogenesis.

Authors:  Michele De Palma; Daniela Biziato; Tatiana V Petrova
Journal:  Nat Rev Cancer       Date:  2017-07-14       Impact factor: 60.716

2.  Near-infrared fluorescence laparoscopy--technical description of PINPOINT® a novel and commercially available system.

Authors:  J Fengler
Journal:  Colorectal Dis       Date:  2015-10       Impact factor: 3.788

Review 3.  Fluorescence angiography in laparoscopic low rectal and anorectal anastomoses with pinpoint perfusion imaging--a critical appraisal with specific focus on leak risk reduction.

Authors:  D R C James; F Ris; T M Yeung; R Kraus; N C Buchs; N J Mortensen; R J Hompes
Journal:  Colorectal Dis       Date:  2015-10       Impact factor: 3.788

4.  Challenges in the interpretation of colorectal indocyanine green fluorescence angiography - A video vignette.

Authors:  Jeffrey Dalli; Niall Hardy; Pol G Mac Aonghusa; Jonathan P Epperlein; Padraig Cantillon Murphy; Ronan A Cahill
Journal:  Colorectal Dis       Date:  2021-03-05       Impact factor: 3.788

5.  Indocyanine green fluorescent dye during bowel surgery: are the blood supply "guessing days" over?

Authors:  C Foppa; P I Denoya; C Tarta; R Bergamaschi
Journal:  Tech Coloproctol       Date:  2014-02-21       Impact factor: 3.781

6.  Statistical Learning Algorithm for in situ and invasive breast carcinoma segmentation.

Authors:  Jagadeesan Jayender; Eva Gombos; Sona Chikarmane; Donnette Dabydeen; Ferenc A Jolesz; Kirby G Vosburgh
Journal:  Comput Med Imaging Graph       Date:  2013-05-19       Impact factor: 4.790

Review 7.  Angiogenesis in cancer.

Authors:  Naoyo Nishida; Hirohisa Yano; Takashi Nishida; Toshiharu Kamura; Masamichi Kojiro
Journal:  Vasc Health Risk Manag       Date:  2006

Review 8.  Explainable AI: A Review of Machine Learning Interpretability Methods.

Authors:  Pantelis Linardatos; Vasilis Papastefanopoulos; Sotiris Kotsiantis
Journal:  Entropy (Basel)       Date:  2020-12-25       Impact factor: 2.524

9.  Suboptimal endoscopic cancer recognition in colorectal lesions in a national bowel screening programme.

Authors:  Jasper L A Vleugels; Lianne Koens; Marcel G W Dijkgraaf; Britt Houwen; Yark Hazewinkel; Paul Fockens; Evelien Dekker
Journal:  Gut       Date:  2019-12-10       Impact factor: 23.059

Review 10.  SciPy 1.0: fundamental algorithms for scientific computing in Python.

Authors:  Pauli Virtanen; Ralf Gommers; Travis E Oliphant; Matt Haberland; Tyler Reddy; David Cournapeau; Evgeni Burovski; Pearu Peterson; Warren Weckesser; Jonathan Bright; Stéfan J van der Walt; Matthew Brett; Joshua Wilson; K Jarrod Millman; Nikolay Mayorov; Andrew R J Nelson; Eric Jones; Robert Kern; Eric Larson; C J Carey; İlhan Polat; Yu Feng; Eric W Moore; Jake VanderPlas; Denis Laxalde; Josef Perktold; Robert Cimrman; Ian Henriksen; E A Quintero; Charles R Harris; Anne M Archibald; Antônio H Ribeiro; Fabian Pedregosa; Paul van Mulbregt
Journal:  Nat Methods       Date:  2020-02-03       Impact factor: 28.547

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