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Single-cell mapping of combinatorial target antigens for CAR switches using logic gates.

Authors :
Kwon, Joonha
Kang, Junho
Jo, Areum
Seo, Kayoung
An, Dohyeon
Baykan, Mert Yakup
Lee, Jun Hyeong
Kim, Nayoung
Eum, Hye Hyeon
Hwang, Sohyun
Lee, Ji Min
Park, Woong-Yang
An, Hee Jung
Lee, Hae-Ock
Park, Jong-Eun
Choi, Jung Kyoon
Source :
Nature Biotechnology. Nov2023, Vol. 41 Issue 11, p1593-1605. 13p.
Publication Year :
2023

Abstract

Identification of optimal target antigens that distinguish cancer cells from normal surrounding tissue cells remains a key challenge in chimeric antigen receptor (CAR) cell therapy for tumors with intratumoral heterogeneity. In this study, we dissected tissue complexity to the level of individual cells through the construction of a single-cell expression atlas that integrates ~1.4 million tumor, tumor-infiltrating normal and reference normal cells from 412 tumors and 12 normal organs. We used a two-step screening method using random forest and convolutional neural networks to select gene pairs that contribute most to discrimination between individual malignant and normal cells. Tumor coverage and specificity are evaluated for the AND, OR and NOT logic gates based on the combinatorial expression pattern of the pairing genes across individual single cells. Single-cell transcriptome-coupled epitope profiling validates the AND, OR and NOT switch targets identified in ovarian cancer and colorectal cancer. CAR-T targets are identified using logic gates and single-cell expression data. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10870156
Volume :
41
Issue :
11
Database :
Academic Search Index
Journal :
Nature Biotechnology
Publication Type :
Academic Journal
Accession number :
173515477
Full Text :
https://doi.org/10.1038/s41587-023-01686-y