Literature DB >> 33801289

The Synergy between Organ-on-a-Chip and Artificial Intelligence for the Study of NAFLD: From Basic Science to Clinical Research.

Francesco De Chiara1, Ainhoa Ferret-Miñana1, Javier Ramón-Azcón1,2.   

Abstract

Non-alcoholic fatty liver affects about 25% of global adult population. On the long-term, it is associated with extra-hepatic compliances, multiorgan failure, and death. Various invasive and non-invasive methods are employed for its diagnosis such as liver biopsies, CT scan, MRI, and numerous scoring systems. However, the lack of accuracy and reproducibility represents one of the biggest limitations of evaluating the effectiveness of drug candidates in clinical trials. Organ-on-chips (OOC) are emerging as a cost-effective tool to reproduce in vitro the main NAFLD's pathogenic features for drug screening purposes. Those platforms have reached a high degree of complexity that generate an unprecedented amount of both structured and unstructured data that outpaced our capacity to analyze the results. The addition of artificial intelligence (AI) layer for data analysis and interpretation enables those platforms to reach their full potential. Furthermore, the use of them do not require any ethic and legal regulation. In this review, we discuss the synergy between OOC and AI as one of the most promising ways to unveil potential therapeutic targets as well as the complex mechanism(s) underlying NAFLD.

Entities:  

Keywords:  NAFLD; artificial intelligence; extra-hepatic outcome; organ-on-a-chip

Year:  2021        PMID: 33801289      PMCID: PMC7999375          DOI: 10.3390/biomedicines9030248

Source DB:  PubMed          Journal:  Biomedicines        ISSN: 2227-9059


  105 in total

1.  Electronic health records.

Authors:  Edward P Ambinder
Journal:  J Oncol Pract       Date:  2005-07       Impact factor: 3.840

2.  Biased migration of confined neutrophil-like cells in asymmetric hydraulic environments.

Authors:  Harrison V Prentice-Mott; Chi-Han Chang; L Mahadevan; Timothy J Mitchison; Daniel Irimia; Jagesh V Shah
Journal:  Proc Natl Acad Sci U S A       Date:  2013-12-09       Impact factor: 11.205

3.  Automated detection and sorting of microencapsulation via machine learning.

Authors:  Albert Chu; Du Nguyen; Sachin S Talathi; Aaron C Wilson; Congwang Ye; William L Smith; Alan D Kaplan; Eric B Duoss; Joshua K Stolaroff; Brian Giera
Journal:  Lab Chip       Date:  2019-05-14       Impact factor: 6.799

4.  Automated analysis of individual sperm cells using stain-free interferometric phase microscopy and machine learning.

Authors:  Simcha K Mirsky; Itay Barnea; Mattan Levi; Hayit Greenspan; Natan T Shaked
Journal:  Cytometry A       Date:  2017-08-22       Impact factor: 4.355

5.  In Vitro Human Liver Model of Nonalcoholic Steatohepatitis by Coculturing Hepatocytes, Endothelial Cells, and Kupffer Cells.

Authors:  Ceri-Anne E Suurmond; Soufian Lasli; Floor W van den Dolder; Aly Ung; Han-Jun Kim; Praveen Bandaru; KangJu Lee; Hyun-Jong Cho; Samad Ahadian; Nureddin Ashammakhi; Mehmet R Dokmeci; Junmin Lee; Ali Khademhosseini
Journal:  Adv Healthc Mater       Date:  2019-11-20       Impact factor: 9.933

6.  Gut-liver on a chip toward an in vitro model of hepatic steatosis.

Authors:  Seung Yeon Lee; Jong Hwan Sung
Journal:  Biotechnol Bioeng       Date:  2018-09-17       Impact factor: 4.530

7.  A microfluidic-based neurotoxin concentration gradient for the generation of an in vitro model of Parkinson's disease.

Authors:  Azadeh Seidi; Hirokazu Kaji; Nasim Annabi; Serge Ostrovidov; Murugan Ramalingam; Ali Khademhosseini
Journal:  Biomicrofluidics       Date:  2011-06-29       Impact factor: 2.800

8.  Association between nonalcoholic fatty liver disease and colorectal tumours in asymptomatic adults undergoing screening colonoscopy: a systematic review and meta-analysis.

Authors:  Alessandro Mantovani; Marco Dauriz; Christopher D Byrne; Amedeo Lonardo; Giacomo Zoppini; Enzo Bonora; Giovanni Targher
Journal:  Metabolism       Date:  2018-06-20       Impact factor: 8.694

Review 9.  Cell cycle regulation in NAFLD: when imbalanced metabolism limits cell division.

Authors:  Matias J Caldez; Mikael Bjorklund; Philipp Kaldis
Journal:  Hepatol Int       Date:  2020-06-22       Impact factor: 6.047

Review 10.  Current progress in hepatic tissue regeneration by tissue engineering.

Authors:  Vahid Hosseini; Nazila Fathi Maroufi; Sepideh Saghati; Nahideh Asadi; Masoud Darabi; Saeed Nazari Soltan Ahmad; Hosseini Hosseinkhani; Reza Rahbarghazi
Journal:  J Transl Med       Date:  2019-11-21       Impact factor: 5.531

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  4 in total

1.  Better In Vitro Tools for Exploring Chlamydia trachomatis Pathogenesis.

Authors:  Simone Filardo; Marisa Di Pietro; Rosa Sessa
Journal:  Life (Basel)       Date:  2022-07-15

Review 2.  Organ on Chip Technology to Model Cancer Growth and Metastasis.

Authors:  Giorgia Imparato; Francesco Urciuolo; Paolo Antonio Netti
Journal:  Bioengineering (Basel)       Date:  2022-01-11

Review 3.  Microfluidic Organ-on-a-Chip Devices for Liver Disease Modeling In Vitro.

Authors:  Perizat Kanabekova; Adina Kadyrova; Gulsim Kulsharova
Journal:  Micromachines (Basel)       Date:  2022-03-10       Impact factor: 2.891

4.  NASH and Systemic Complications: From Basic to Clinical Research.

Authors:  Sabine Baumgartner; Ronit Shiri-Sverdlov
Journal:  Biomedicines       Date:  2021-12-14
  4 in total

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