Engineering Biology Beyond Single Genes: Advances and Challenges in Multiplex Genome Editing

ABSTRACT Complex traits and disease phenotypes typically arise from the regulation of intricate genetic networks rather than single genes. Multiplex genome editing has therefore become central to trait engineering and therapeutic cell design. This review dissects the technological foundations and limiting factors of multiplex genome editing, focusing on guide RNA (gRNA) array engineering, delivery constraints, and scale‐dependent safety risks. We further examine the growing role of artificial intelligence (AI) in gRNA design and the engineering of clustered regularly interspaced short palindromic repeats (CRISPR)‐associated proteins (Cas proteins) and auxiliary editing modules. Despite rapid progress, delivery bottlenecks and nonlinear genomic and cellular risks remain the principal barriers to scalable and translational multiplex genome editing.

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Publication Details

Journal
Animal Research and One Health
Published
2026-09-12
DOI
https://doi.org/10.1002/aro2.70094
Primary Topic
CRISPR and Genetic Engineering
Type
article
Field-Weighted Citation Impact
0.00

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article

Engineering Biology Beyond Single Genes: Advances and Challenges in Multiplex Genome Editing

Hongbing Han, Yongbin Liu, Linli Wang
Animal Research and One Health
CRISPR and Genetic Engineering
article

Engineering Biology Beyond Single Genes: Advances and Challenges in Multiplex Genome Editing

Hongbing Han, Yongbin Liu, Linli Wang
article en

Abstract

ABSTRACT Complex traits and disease phenotypes typically arise from the regulation of intricate genetic networks rather than single genes. Multiplex genome editing has therefore become central to trait engineering and therapeutic cell design. This review dissects the technological foundations and limiting factors of multiplex genome editing, focusing on guide RNA (gRNA) array engineering, delivery constraints, and scale‐dependent safety risks. We further examine the growing role of artificial intelligence (AI) in gRNA design and the engineering of clustered regularly interspaced short palindromic repeats (CRISPR)‐associated proteins (Cas proteins) and auxiliary editing modules. Despite rapid progress, delivery bottlenecks and nonlinear genomic and cellular risks remain the principal barriers to scalable and translational multiplex genome editing.

Animal Research and One Health
Inner Mongolia Agricultural University (CN), Beijing University of Agriculture (CN), Ministry of Agriculture and Rural Affairs (CN), China Agricultural University (CN)
China Agricultural University, Chinese Universities Scientific Fund
Openalex Percentile: Top 18%
CRISPR and Genetic Engineering
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Engineering Biology Beyond Single Genes: Advances and Challenges in Multiplex Genome Editing — Hongbing Han, Yongbin Liu, et al. · Animal Research and One Health (2026) | TGRS Research Map | TGRS