最大发声时间:肌萎缩侧索硬化的替代标志物 (Tabor Gray et al., 2023)
该数据集包含62例ALS患者的MPT与肺功能指标,用于验证MPT作为呼吸功能替代标志物的价值。

基本信息
资源简介
最大发声时间:肌萎缩侧索硬化的替代标志物 (Tabor Gray et al., 2023)
【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 293.99 KB,主题涵盖 amyotrophic lateral sclerosis、ALS、disease progression、surrogate marker、home-based,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《Maximum phonation time: Surrogate marker in ALS (Tabor Gray et al., 2023)》。配套论文《Maximum Phonation Time as a Surrogate Marker for Airway Clearance Physiologic Capacity and Pulmonary Function in Individuals With Amyotrophic Lateral Sclerosis》发表于 Journal of Speech, Language, and Hearing Research(2023),DOI:10.1044/2022_JSLHR-22-00522。项目资助方:Research reported in this publication was supported fully or in part by grants from the National Institute of Neurological Disorders and Stroke (Award 1R01NS100859 to Emily K. Plowman), the Amyotrophic Lateral Sclerosis Association (ALSA Clinical Management Grant to Lauren Tabor Gray and Emily K. Plowman), the Dr. Jon and Nancy McEwans Wilkins Fellowship for ALS Research Fund, and the University of Florida McKnight Brain Institute and BREATHE Research and Therapeutics Center.。源站首次发布:2023-03-06。
【数据内容】
源站原始描述:Purpose: The increased use of telehealth practices has created a critical need for home-based surrogate markers for prognostic respiratory indicators of disease progression in persons with amyotrophic lateral sclerosis (pALS). Given that phonation relies on the respiratory subsystem of speech production, we aimed to examine the relationships between maximum phonation time (MPT), forced vital capacity, and peak cough flow and to determine the discriminant ability of MPT to detect forced vital cap…
【数据结构与技术规格】
文件数 1 个,合计 293.99 KB。S1_JSLHR-22-00522TaborGray.pdf:application/pdf,293.99 KB。数据集 DOI:10.23641/asha.22186408.v1。
【主题与分类】
源站学科分类:Neurology and neuromuscular diseases、Speech pathology、Respiratory diseases。主题标签:amyotrophic lateral sclerosis、ALS、disease progression、surrogate marker、home-based、prognostic、respiratory、phonation、maximum phonation time、MPT。
【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://asha.figshare.com/articles/dataset/Maximum_phonation_time_Surrogate_marker_in_ALS_Tabor_Gray_et_al_2023_/22186408
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Tabor-Gray, Lauren; Donohue, Cara; Vasilopoulos, Terrie; Wymer, James P.; Plowman, Emily K. (2023). Maximum phonation time: Surrogate marker in ALS (Tabor Gray et al., 2023). ASHA journals. Dataset
【使用注意】
· 源站最后修改于 2023-06-02,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:Maximum phonation time: Surrogate marker in ALS (Tabor Gray et al., 2023)
- DOI:10.23641/asha.22186408.v1
- 发布日期:2023-03-06
- 文件数:1 个
- 文件总体积:293.99 KB
- 源站页面:https://asha.figshare.com/articles/dataset/Maximum_phonation_time_Surrogate_marker_in_ALS_Tabor_Gray_et_al_2023_/22186408
命令行下载
curl -L -o "S1_JSLHR-22-00522TaborGray.pdf" "https://ndownloader.figshare.com/files/39428998"
文件清单
S1_JSLHR-22-00522TaborGray.pdf(293.99 KB)
文件总体积 293.99 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
Purpose: The increased use of telehealth practices has created a critical need for home-based surrogate markers for prognostic respiratory indicators of disease progression in persons with amyotrophic lateral sclerosis (pALS). Given that phonation relies on the respiratory subsystem of speech production, we aimed to examine the relationships between maximum phonation time (MPT), forced vital capacity, and peak cough flow and to determine the discriminant ability of MPT to detect forced vital capacity and peak cough flow impairments in pALS.
Method: MPT, peak cough flow, forced vital capacity, and ALS Functional Rating Scale scores were obtained from 62 pALS (El-Escorial Revised) every 3 months as part of a longitudinal natural history study. Pearson’s correlations, linear regressions, and receiver operator characteristic curve analyses with the area under the curve (AUC), sensitivity, specificity, and likelihood ratios were calculated.
Results: The mean age of pALS was 63.14 ± 10.95 years, 49% were female, and 43% had bulbar onset. MPT predicted forced vital capacity, F(1, 225) = 117.96, p F(1, 217) = 98.79, p F(1, 222) = 6.7, p = .010, and peak cough flow, F(1, 215) = 4.37, p = .034. The discriminant ability of MPT was excellent for peak cough flow (AUC = 0.88) and acceptable for forced vital capacity (AUC = 0.78).
Conclusions: MPT is a simple clinical test that can be measured via telehealth and represents a potential surrogate marker for important respiratory and airway clearance indices. Further larger studies are required to validate these findings with remote data collection.
Supplemental Material S1. Classification accuracies for maximum phonation time (MPT) to identify forced vital capacity (FVC) less than 50% and peak cough flow (PCF) less than 160 L/min.
Tabor Gray, L., Donohue, C., Vasilopoulos, T., Wymer, J. P., & Plowman, E. K. (2023). Maximum phonation time as a surrogate marker for airway clearance physiologic capacity and pulmonary function in individuals with amyotrophic lateral sclerosis. Journal of Speech, Language, and Hearing Research, 66(4), 1165–1172. https://doi.org/10.1044/2022_JSLHR-22-00522
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.23641/asha.22186408.v1(source: https://asha.figshare.com/articles/dataset/Maximum_phonation_time_Surrogate_marker_in_ALS_Tabor_Gray_et_al_2023_/22186408)。
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