Evaluation of a DoE based approach for comprehensive modelling of the effect of lipid nanoparticle composition on nucleic acid delivery

核酸 体内 体外 固体脂质纳米粒 小干扰RNA 转染 粒径 核糖核酸 材料科学 纳米颗粒 纳米技术 生物化学 化学 生物 生物技术 基因 物理化学
作者
Yue Qin,Adam A. Walters,Nadia Rouatbi,Julie Wang,Hend Mohamed Abdel‐Bar,Khuloud T. Al‐Jamal
出处
期刊:Biomaterials [Elsevier BV]
卷期号:299: 122158-122158 被引量:10
标识
DOI:10.1016/j.biomaterials.2023.122158
摘要

Therapeutic nucleic acids (TNAs) comprise an alternative to conventional drugs for cancer therapy. Recently, stable nucleic acid lipid particles (SNALPs) have been explored to deliver TNA efficiently and safely both in vitro and in vivo. Small interfering RNA (siRNA) and messenger RNA (mRNA) based drugs have been suggested for a wide range of pathologies, and their respective lipid nanoparticle (LNP) formulations have been optimised using a Design of Experiments (DoE) approach. However, it is uncertain as to whether data obtained from DoE using simple experimental outputs can be used to generate a general heuristic for delivery of diverse TNA both in vitro and in vivo. Using plasmid DNA (pDNA), for which limited DoE optimisation has been performed, and siRNA to represent the two extremities of the TNA spectrum in terms of size and biological requirements, we performed a comparative DoE for both molecules and assessed the predictive qualities of the model both in vitro and in vivo. By producing a minimum run of 24 SNALP formulations with different lipid compositions incorporating either pDNA or siRNA, DoE models were successfully established for predicting the effect of individual lipid composition on particle size, TNA encapsulation and transfection both in vitro and in vivo. The results showed that the particle size, and in vitro and in vivo transfection efficiency of both pDNA and siRNA SNALP formulations were affected by lipid compositions. The encapsulation efficiency of pDNA SNALPs but not siRNA SNALPs was affected by the lipid composition. Notably, the optimal lipid compositions of SNALPs for pDNA/siRNA delivery were not identical. Furthermore, in vitro transfection efficiency could not be used to predict promising LNP candidates in vivo. The DoE approach described in this study may provide a method for comprehensive optimisation of LNPs for various applications. The model and optimal formulation described in this study can serve as a foundation from which to develop other novel NA containing LNPs for multiple applications such as NA based vaccines, cancer immunotherapies and other TNA therapies.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
华姝发布了新的文献求助10
刚刚
FMZ完成签到,获得积分10
刚刚
1秒前
1秒前
充电宝应助沉123采纳,获得10
2秒前
2秒前
灰色完成签到,获得积分10
2秒前
kol发布了新的文献求助10
3秒前
宫跃然完成签到,获得积分10
3秒前
tangyuan发布了新的文献求助10
5秒前
李日辉发布了新的文献求助10
5秒前
头号玩家发布了新的文献求助10
5秒前
5秒前
Tim发布了新的文献求助10
5秒前
nfc完成签到 ,获得积分10
6秒前
cccttt发布了新的文献求助10
7秒前
7秒前
7秒前
7秒前
7秒前
7秒前
8秒前
8秒前
8秒前
8秒前
8秒前
Dr_Stars发布了新的文献求助10
8秒前
9秒前
9秒前
luyunxing完成签到,获得积分10
10秒前
xiazixiaojie完成签到,获得积分10
10秒前
烟花应助Tim采纳,获得10
10秒前
10秒前
斯文败类应助肖耶啵采纳,获得10
11秒前
Gong发布了新的文献求助10
11秒前
酥糖茶茶完成签到,获得积分10
11秒前
生动亚男发布了新的文献求助10
11秒前
12秒前
pomelo完成签到 ,获得积分10
12秒前
科研通AI5应助素素采纳,获得20
12秒前
高分求助中
Technologies supporting mass customization of apparel: A pilot project 450
A Field Guide to the Amphibians and Reptiles of Madagascar - Frank Glaw and Miguel Vences - 3rd Edition 400
Brain and Heart The Triumphs and Struggles of a Pediatric Neurosurgeon 400
Cybersecurity Blueprint – Transitioning to Tech 400
Mixing the elements of mass customisation 400
Периодизация спортивной тренировки. Общая теория и её практическое применение 310
The Healthy Socialist Life in Maoist China, 1949–1980 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3785225
求助须知:如何正确求助?哪些是违规求助? 3330781
关于积分的说明 10248184
捐赠科研通 3046175
什么是DOI,文献DOI怎么找? 1671900
邀请新用户注册赠送积分活动 800891
科研通“疑难数据库(出版商)”最低求助积分说明 759868