有症状非复杂性憩室病患者接受利福昔明治疗后肠道微生物群及相关电子多感官系统变化数据集
有症状非复杂性憩室病患者接受利福昔明治疗前后肠道微生物群及电子舌/电子鼻多感官变化数据集。

基本信息
资源简介
有症状非复杂性憩室病患者接受利福昔明治疗后肠道微生物群及相关电子多感官系统变化数据集
【一句话概览】
本数据集是 figshare 公开的多模态数据集,收录 1 个文件、合计 21.94 MB,主题涵盖 microbiota、e-tongue、e-nose、diverticular disease、rifaximin,可用于跨模态对齐与融合建模研究,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_Gut Microbiota and Related Electronic Multisensorial System Changes in Subjects With Symptomatic Uncomplicated Diverticular Disease Undergoing Rifaximin Therapy.docx》。配套论文《Gut microbiota, metabolome and immune signatures in patients with uncomplicated diverticular disease》发表于 Gut(2016),DOI:10.1136/gutjnl-2016-312377。源站首次发布:2021-07-19。
【数据内容】
源站原始描述:Background: Intestinal dysbiosis might play a pathogenetic role in subjects with symptomatic uncomplicated diverticular disease (SUDD), but the effect of rifaximin therapy has been scantly explored with regard to gut microbiota variations in patients with SUDD. Aims: To verify to which extent rifaximin treatment affects the gut microbiota and whether an electronic multisensorial assessment of stools and breath has the potential for detecting these changes. Methods: Breath and stool samples were…
【数据结构与技术规格】
文件数 1 个,合计 21.94 MB。数据集 DOI:10.3389/fmed.2021.655474.s001。
【主题与分类】
源站学科分类:Radiology and Organ Imaging、Foetal Development and Medicine、Obstetrics and Gynaecology、Primary Health Care、Medical and Health Sciences not elsewhere classified、Dermatology。主题标签:microbiota、e-tongue、e-nose、diverticular disease、rifaximin。
【适用方向】
多模态数据适合跨模态对齐、融合建模与联合表征学习方向的研究。
【获取与许可】
源站页面:https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Gut_Microbiota_and_Related_Electronic_Multisensorial_System_Changes_in_Subjects_With_Symptomatic_Uncomplicated_Diverticular_Disease_Undergoing_Rifaximin_Therapy_docx/15001527
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:De Vincentis, Antonio; Santonico, Marco; Del Chierico, Federica; Altomare, Annamaria; Marigliano, Benedetta; Laudisio, Alice; et al. (2021). Data_Sheet_1_Gut Microbiota and Related Electronic Multisensorial System Changes in Subjects With Symptomatic Uncomplicated Diverticular Disease Undergoing Rif…
【使用注意】
· 源站最后修改于 2023-06-04,引用时请注意版本时效。
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。
免登录有偿下载
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)
- 源站标题:Data_Sheet_1_Gut Microbiota and Related Electronic Multisensorial System Changes in Subjects With Symptomatic Uncomplicated Diverticular Disease Undergoing Rifaximin Therapy.docx
- DOI:10.3389/fmed.2021.655474.s001
- 发布日期:2021-07-19
- 文件数:1 个
- 文件总体积:21.94 MB
- 源站页面:https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Gut_Microbiota_and_Related_Electronic_Multisensorial_System_Changes_in_Subjects_With_Symptomatic_Uncomplicated_Diverticular_Disease_Undergoing_Rifaximin_Therapy_docx/15001527
命令行下载
curl -L -o "Data_Sheet_1_Gut Microbiota and Related Electronic Multisensorial System Changes in Subjects With Symptomatic Uncomplicated Diverticular Disease Under.docx" "https://ndownloader.figshare.com/files/28874334"
文件清单
Data_Sheet_1_Gut Microbiota and Related Electronic Multisensorial System Changes in Subjects With Symptomatic Uncomplicated Diverticular Disease Under.docx(21.94 MB)
文件总体积 21.94 MB(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
Background: Intestinal dysbiosis might play a pathogenetic role in subjects with symptomatic uncomplicated diverticular disease (SUDD), but the effect of rifaximin therapy has been scantly explored with regard to gut microbiota variations in patients with SUDD.
Aims: To verify to which extent rifaximin treatment affects the gut microbiota and whether an electronic multisensorial assessment of stools and breath has the potential for detecting these changes.
Methods: Breath and stool samples were collected from consecutive patients with SUDD before and after a 7 days’’ therapy with rifaximin. Stool microbiota was assessed, and the electronic multisensorial assessment was carried out by means of the BIONOTE electronic (e-)tongue in stools and (e-)nose in breath.
Results: Forty-three subjects (female 60%, median age 66 years) were included, and 20 (47%) reported clinical improvement after rifaximin therapy. Alpha and beta diversity of stool microbiota did not significantly change after treatment, while a significant variation of selected taxa was shown (i.e., Citrobacter, Coprococcus, Anaerotruncus, Blautia, Eggerthella lenta, Dehalobacterium, SMB53, and Haemophilus parainfluenzae). Overall, the electronic multisensorial system suboptimally mirrored microbiota changes, but it was able to efficiently predict patients’’ clinical improvement after rifaximin with accuracies ranging from 0.81 to 0.98.
Conclusions: In patients with SUDD, rifaximin administration is associated with significant variation of selected taxa. While inaccurate in predicting gut microbiota change, an electronic multisensorial system, made up of e-tongue and e-nose, was able to predict clinical improvement, thus potentially qualifying as an easy and cheap tool to forecast subjects taking most likely benefit from rifaximin therapy.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.3389/fmed.2021.655474.s001(source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Gut_Microbiota_and_Related_Electronic_Multisensorial_System_Changes_in_Subjects_With_Symptomatic_Uncomplicated_Diverticular_Disease_Undergoing_Rifaximin_Therapy_docx/15001527)。
数据缺失?
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