数据表1:营养不良和感染导致慢性心力衰竭患者预后不良和经济负担加重

基于慢性心力衰竭患者回顾性数据,分析营养不良与感染对预后和经济负担影响的数据表。

NIAID Data Ecosystem
浏览 8
表格chronic heart failuremalnutritioninfectionCONUT scoreprognosisfinancial burden
Data_Sheet_1_Malnutrition and infection lead to poor prognosis and heavy financial burden of patients with chronic heart failure.PDF

基本信息

模态
表格
大小
0.000119083 GB
许可
CC BY 4.0
创建/更新时间
2026-10-10
版本
v1

资源简介

数据表1:营养不良和感染导致慢性心力衰竭患者预后不良和经济负担加重

【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 119.08 KB,主题涵盖 chronic heart failure、malnutrition、infection、CONUT score、prognosis,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_Malnutrition and infection lead to poor prognosis and heavy financial burden of patients with chronic heart failure.PDF》。配套论文《Evidence-Based Prescribing and Polypharmacy for Patients With Heart Failure》发表于 Annals of Internal Medicine(2021),DOI:10.7326/M21-1427。源站首次发布:2022-12-01。

【数据内容】

源站原始描述:BackgroundChronic heart failure (CHF) is a major public health concern, as it is associated with poor prognosis and heavy financial burden. In recent years, there has been increasing interest in medications for CHF in China, but few studies pay attention to the effects of nutrition and infection. Methods and resultsThis was a retrospective study collected patients with CHF admitted to the Department of Cardiology of Qilu Hospital of Shandong University from January 2017 to May 2018. Patients wer…

【数据结构与技术规格】

文件数 1 个,合计 119.08 KB。Data_Sheet_1_Malnutrition and infection lead to poor prognosis and heavy financial burden of patients with chronic heart failure.PDF:application/pdf,119.08 KB。数据集 DOI:10.3389/fcvm.2022.1045262.s001。

【主题与分类】

源站学科分类:Cardiology (incl. Cardiovascular Diseases)、Cardiology、Cardiorespiratory Medicine and Haematology not elsewhere classified。主题标签:chronic heart failure、malnutrition、infection、CONUT score、prognosis、financial burden。

【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_Malnutrition_and_infection_lead_to_poor_prognosis_and_heavy_financial_burden_of_patients_with_chronic_heart_failure_PDF/21654014

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

规范引用:Jia, Xu; Yu, Xing-long; Lu, Bin; Shang, Yuan-yuan; Shen, Long-fei; Li, Yu-lin; et al. (2022). Data_Sheet_1_Malnutrition and infection lead to poor prognosis and heavy financial burden of patients with chronic heart failure.PDF. Frontiers. Dataset

【使用注意】

· 源站最后修改于 2023-06-21,引用时请注意版本时效。

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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_Malnutrition and infection lead to poor prognosis and heavy financial burden of patients with chronic heart failure.PDF" "https://ndownloader.figshare.com/files/38390963"

文件清单

  • Data_Sheet_1_Malnutrition and infection lead to poor prognosis and heavy financial burden of patients with chronic heart failure.PDF(119.08 KB)

文件总体积 119.08 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

BackgroundChronic heart failure (CHF) is a major public health concern, as it is associated with poor prognosis and heavy financial burden. In recent years, there has been increasing interest in medications for CHF in China, but few studies pay attention to the effects of nutrition and infection.
Methods and resultsThis was a retrospective study collected patients with CHF admitted to the Department of Cardiology of Qilu Hospital of Shandong University from January 2017 to May 2018. Patients were classified according to the prognosis and the financial burden. Through comparison and regression analysis, we found that the factor associated with worse prognosis were decreased heart rate, albumin and prealbumin; β-blockers and mineralocorticoid receptor antagonism (MRA) were the factor improved the prognosis of patients with CHF; the factor overburdening financial condition were infection, decreased prealbumin, high Alanine aminotransferase (ALT), usage of recombinant human brain natriuretic peptide (rhBNP) and Levosimendan; aspirin and Sacubitril/Valsartan were the factor releasing financial burden of patients with CHF. Then, we grouped by Controlling Nutritional Status (CONUT) score, which enabled evaluation of the patient’‘s protein reserve and immune defenses. Patients in the malnutrition group had higher infection ratios, longer hospital stays, and greater hospital expenses than the normal group. The improvement ratios of therapeutic outcomes in the moderate or severe malnutrition group were lower than in the normal and mild malnutrition group.
ConclusionMalnutrition and infection caused poor prognosis and increased financial burden of patients with CHF. The high CONUT score indicated the CHF patient’'s unfavorable prognosis and heavy financial burden.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fcvm.2022.1045262.s001(source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Malnutrition_and_infection_lead_to_poor_prognosis_and_heavy_financial_burden_of_patients_with_chronic_heart_failure_PDF/21654014)。

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