Engineering Metal Nanomaterials for Precision Genetic Medicine

ABSTRACT Genetic medicine has established a transformative paradigm for precision therapy. To date, most advances have relied on viral vectors and non‐viral lipidic and polymeric nanocarriers. Although metal nanomaterials have not achieved clinical approval for gene therapy, recent progress in precise synthesis and versatile functionalization has made them promising candidates, together with their unique physicochemical characteristics and intrinsic theranostic properties. This review first summarizes recent advances in the most widely studied metal nanomaterials, gold nanoparticles, for delivery of diverse genetic cargoes through covalent conjugation and electrostatic assembly, emphasizing the rational design of hybrid nanoplatforms for stimuli‐responsive release and synergistic gene therapy effects. Distinctive internalization mechanisms and key physicochemical properties governing therapeutic efficacy are also discussed. Subsequently, emerging ultrasmall metal nanoclusters are highlighted, which can be engineered at the atomic level and exhibit unique in vivo performance, including efficient renal clearance, intrinsic luminescence, theranostic capability, and gene therapy efficacy. Other metal‐based platforms, such as metal–organic frameworks and iron oxide nanoparticles, are also covered. Finally, key challenges and future opportunities for engineering metal nanomaterials in genetic medicine are identified, with particular emphasis on the role of artificial intelligence and modular design in overcoming manufacturing scalability and regulatory barriers to clinical translation.

Authors

Institutions

Publication Details

Journal
Advanced Functional Materials
Published
2026-09-16
DOI
https://doi.org/10.1002/adfm.78378
Primary Topic
Nanocluster Synthesis and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Engineering Metal Nanomaterials for Precision Genetic Medicine

Kaiyuan Zheng, Kam W. Leong
Advanced Functional Materials
Nanocluster Synthesis and Applications
article

Engineering Metal Nanomaterials for Precision Genetic Medicine

Kaiyuan Zheng, Kam W. Leong
article en

Abstract

ABSTRACT Genetic medicine has established a transformative paradigm for precision therapy. To date, most advances have relied on viral vectors and non‐viral lipidic and polymeric nanocarriers. Although metal nanomaterials have not achieved clinical approval for gene therapy, recent progress in precise synthesis and versatile functionalization has made them promising candidates, together with their unique physicochemical characteristics and intrinsic theranostic properties. This review first summarizes recent advances in the most widely studied metal nanomaterials, gold nanoparticles, for delivery of diverse genetic cargoes through covalent conjugation and electrostatic assembly, emphasizing the rational design of hybrid nanoplatforms for stimuli‐responsive release and synergistic gene therapy effects. Distinctive internalization mechanisms and key physicochemical properties governing therapeutic efficacy are also discussed. Subsequently, emerging ultrasmall metal nanoclusters are highlighted, which can be engineered at the atomic level and exhibit unique in vivo performance, including efficient renal clearance, intrinsic luminescence, theranostic capability, and gene therapy efficacy. Other metal‐based platforms, such as metal–organic frameworks and iron oxide nanoparticles, are also covered. Finally, key challenges and future opportunities for engineering metal nanomaterials in genetic medicine are identified, with particular emphasis on the role of artificial intelligence and modular design in overcoming manufacturing scalability and regulatory barriers to clinical translation.

Advanced Functional Materials
Columbia University (US)
Openalex Percentile: Top 24%
Nanocluster Synthesis and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Engineering Metal Nanomaterials for Precision Genetic Medicine — Kaiyuan Zheng, Kam W. Leong · Advanced Functional Materials (2026) | TGRS Research Map | TGRS