数据表1:基于抗菌逐层涂层的导尿管药物递送系统(实验与模拟方法)

本数据集提供抗菌逐层涂层导尿管药物递送系统的实验与模拟数据,包括药物释放、抗菌效果及分子动力学模拟,旨在减少导尿管相关尿路感染(CAUTI)。

NIAID Data Ecosystem
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表格drug deliverylayer-by-layer (LbL)antibacterial coatingurinary cathetersmathematical modelmolecular dynamics
Data Sheet 1: Drug delivery system based on an antibacterial layer-by-layer coating on urinary catheters: an experimental and simulation approach

基本信息

模态
表格
大小
0.000194899 GB
许可
CC BY 4.0
创建/更新时间
2026-10-09
版本
v1

资源简介

数据表1:基于抗菌逐层涂层的导尿管药物递送系统(实验与模拟方法)

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 1 个文件、合计 194.90 KB,主题涵盖 drug delivery、layer-by-layer (LbL)、antibacterial coating、urinary catheters、mathematical model,可用于统计建模、特征工程与队列分析,CC BY 4.0 许可开放获取。

【数据集背景】

本数据集源站标题为《Data Sheet 1_Drug delivery system based on an antibacterial layer-by-layer coating on urinary catheters: an experimental and simulation approach.pdf》。配套论文《Antibacterial AgNPs-PAAm-CS-PVP nanocomposite hydrogel coating for urinary catheters》发表于 European Polymer Journal(2023),DOI:10.1016/j.eurpolymj.2023.112260。源站首次发布:2025-08-29。

【数据内容】

源站原始描述:Urinary catheters (UCs) are critical in biomedical applications, but prolonged use increases the risk of catheter-associated urinary tract infections (CAUTIs), a leading cause of healthcare-associated infections (HAIs). The present study presents a dual strategy to create an antibacterial surface on commercial Foley silicone UCs by combining a contact-killing effect with the controlled release of antimicrobial compounds. We designed a drug delivery system using a layer-by-layer (LbL) antibacteri…

【数据结构与技术规格】

文件数 1 个,合计 194.90 KB。Data Sheet 1_Drug delivery system based on an antibacterial layer-by-layer coating on urinary catheters: an experimental and simulation approach.pdf:application/pdf,194.90 KB。数据集 DOI:10.3389/fbioe.2025.1614509.s001。

【主题与分类】

源站学科分类:Biotechnology。主题标签:drug delivery、layer-by-layer (LbL)、antibacterial coating、urinary catheters、mathematical model、molecular dynamics。

【适用方向】

结构化表格数据可直接用于统计建模、特征工程与队列分析。

【获取与许可】

源站页面:https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Drug_delivery_system_based_on_an_antibacterial_layer-by-layer_coating_on_urinary_catheters_an_experimental_and_simulation_approach_pdf/30008248

使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。

规范引用:Pulido, Ruth; Naveas, Nelson; Fernández-Alonso, Francisco Javier; Manso-Silván, Miguel; Soriano, Leonardo; Torres-Ulloa, Carlos; et al. (2025). Data Sheet 1_Drug delivery system based on an antibacterial layer-by-layer coating on urinary catheters: an experimental and simulation approach.pdf. Fronti…

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下载信息

注册下载

需要注册 Kaggle 账号并登录后下载,适合需要跟踪下载记录和使用 API 的用户。

暂未开放

公开下载

无需注册即可直接获取公开样本或文档,适合快速预览和评估数据集质量。

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有偿下载

公开数据集受托下载与技术交付服务。

提供高速下载与技术交付服务(收技术服务费,非数据销售)

暂未开放

当前数据集主要来源为 Kaggle 公开托管,完整影像包建议通过原始链接或 Kaggle API 获取。

使用方式

数据集获取(Figshare)

命令行下载

curl -L -o "Data Sheet 1_Drug delivery system based on an antibacterial layer-by-layer coating on urinary catheters: an experimental and simulation approach.pdf" "https://ndownloader.figshare.com/files/57493276"

文件清单

  • Data Sheet 1_Drug delivery system based on an antibacterial layer-by-layer coating on urinary catheters: an experimental and simulation approach.pdf(194.90 KB)

文件总体积 194.90 KB(源站 API 实测)。

数据加载示例(图像类)

from PIL import Image
import glob, os

files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)

# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path)  # 要求 子目录=类别

目录组织与标注格式以源站说明和下载后实际文件为准。

数据说明

Urinary catheters (UCs) are critical in biomedical applications, but prolonged use increases the risk of catheter-associated urinary tract infections (CAUTIs), a leading cause of healthcare-associated infections (HAIs). The present study presents a dual strategy to create an antibacterial surface on commercial Foley silicone UCs by combining a contact-killing effect with the controlled release of antimicrobial compounds. We designed a drug delivery system using a layer-by-layer (LbL) antibacterial coating of carboxymethylcellulose (CMC) and chitosan-silver (CHI-Ag) complexes, with ciprofloxacin (CFX) as the model drug. The resulting LbL coating, about 1 μm thick, incorporated Ag0 and demonstrated a high capacity for CFX loading, releasing over twice the amount (70 μg/cm2) compared to uncoated UCs (30 μg/cm2). The antibacterial efficacy was significantly higher in the LbL-coated samples, particularly against S. aureus compared to E. coli. Drug release experiments, modeled using Fick’s second law, indicated a diffusivity of 1.744×10−5 cm2/h. Our mathematical model predicts how variations in drug loading and rest times impact release profiles. Finally, molecular dynamics simulations suggested strong compatibility between CFX and the LbL layers, though with relatively low stability. This dual strategy holds promise for reducing CAUTIs effectively.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fbioe.2025.1614509.s001(source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Drug_delivery_system_based_on_an_antibacterial_layer-by-layer_coating_on_urinary_catheters_an_experimental_and_simulation_approach_pdf/30008248)。

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