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Artificial Immune Cell, AI-cell, a New Tool to Predict Interferon Production by Peripheral Blood Monocytes in Response to Nucleic Acid Nanoparticles.

Authors :
Chandler M
Jain S
Halman J
Hong E
Dobrovolskaia MA
Zakharov AV
Afonin KA
Source :
Small (Weinheim an der Bergstrasse, Germany) [Small] 2022 Nov; Vol. 18 (46), pp. e2204941. Date of Electronic Publication: 2022 Oct 10.
Publication Year :
2022

Abstract

Nucleic acid nanoparticles, or NANPs, rationally designed to communicate with the human immune system, can offer innovative therapeutic strategies to overcome the limitations of traditional nucleic acid therapies. Each set of NANPs is unique in their architectural parameters and physicochemical properties, which together with the type of delivery vehicles determine the kind and the magnitude of their immune response. Currently, there are no predictive tools that would reliably guide the design of NANPs to the desired immunological outcome, a step crucial for the success of personalized therapies. Through a systematic approach investigating physicochemical and immunological profiles of a comprehensive panel of various NANPs, the research team developes and experimentally validates a computational model based on the transformer architecture able to predict the immune activities of NANPs. It is anticipated that the freely accessible computational tool that is called an "artificial immune cell," or AI-cell, will aid in addressing the current critical public health challenges related to safety criteria of nucleic acid therapies in a timely manner and promote the development of novel biomedical tools.<br /> (© 2022 The Authors. Small published by Wiley-VCH GmbH.)

Details

Language :
English
ISSN :
1613-6829
Volume :
18
Issue :
46
Database :
MEDLINE
Journal :
Small (Weinheim an der Bergstrasse, Germany)
Publication Type :
Academic Journal
Accession number :
36216772
Full Text :
https://doi.org/10.1002/smll.202204941