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脉搏血氧仪性能数据的开放获取数据集和通用数据模型。

Open Access Dataset and Common Data Model for Pulse Oximeter Performance Data.

作者信息

Fong Nicholas, Lipnick Michael S, Behnke Ella, Chou Yu, Elmankabadi Seif, Ortiz Lily, Almond Christopher S, Auchus Isabella, Burnett Garrett W, Bisegerwa Ronald, Conrad Desireé R, Hendrickson Carolyn M, Hooli Shubhada, Kopotic Robert, Leeb Gregory, Martin Daniel, McCollum Eric D, Monk Ellis P, Moore Kelvin L, Shmuylovich Leonid, Scott J Brady, Wong An-Kwok Ian, Zhou Tianyue, Pirracchio Romain, Bickler Philip E, Feiner John, Law Tyler J

机构信息

Department of Anesthesia and Perioperative Care, Zuckerberg San Francisco General Hospital and Trauma Center, University of California San Francisco, San Francisco, USA.

University of California San Francisco Hypoxia Research Laboratory, San Francisco, USA.

出版信息

Sci Data. 2025 Apr 3;12(1):570. doi: 10.1038/s41597-025-04870-8.

DOI:
10.1038/s41597-025-04870-8
PMID:40180919
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11968964/
Abstract

The OpenOximetry Dataset stores clinical and lab pulse oximetry data. It supports measurements of arterial oxygen saturation (SaO2) by arterial blood gas co-oximetry and pulse oximetry (SpO2), alongside processed and unprocessed photoplethysmography (PPG) data and other metadata. This includes skin color measurements, finger diameter, vital signs (e.g., arterial blood pressure, end-tidal carbon dioxide), and arterial blood gas parameters (e.g., acid-base balance, hemoglobin concentration). All data, from desaturation studies to clinical trials, are collected prospectively to ensure accuracy. A common data model and standardized protocols for consistent archival and interpretation ensure consistent data archival and interpretation. The dataset aims to facilitate research on pulse oximeter performance across diverse human characteristics, addressing performance issues and promoting accurate pulse oximeters. The initial release includes controlled lab desaturation studies (CLDS), with ongoing updates planned as further data from clinical trials and CLDS become available.

摘要

开放脉搏血氧饱和度数据集存储临床和实验室脉搏血氧饱和度数据。它支持通过动脉血气共血氧测定法和脉搏血氧测定法(SpO2)测量动脉血氧饱和度(SaO2),以及已处理和未处理的光电容积脉搏波描记法(PPG)数据和其他元数据。这包括皮肤颜色测量、手指直径、生命体征(如动脉血压、呼气末二氧化碳)和动脉血气参数(如酸碱平衡、血红蛋白浓度)。从去饱和研究到临床试验的所有数据均前瞻性收集以确保准确性。通用数据模型和标准化协议用于一致的存档和解释,确保数据存档和解释的一致性。该数据集旨在促进针对不同人类特征的脉搏血氧仪性能研究,解决性能问题并推广精确的脉搏血氧仪。初始版本包括对照实验室去饱和研究(CLDS),随着来自临床试验和CLDS的更多数据可用,计划进行持续更新。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/caf7/11968964/c0aa47013ba9/41597_2025_4870_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/caf7/11968964/11fde7cb5b0d/41597_2025_4870_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/caf7/11968964/c0aa47013ba9/41597_2025_4870_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/caf7/11968964/11fde7cb5b0d/41597_2025_4870_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/caf7/11968964/c0aa47013ba9/41597_2025_4870_Fig2_HTML.jpg

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本文引用的文献

1
Skin Pigmentation and Pulse Oximeter Accuracy in the Intensive Care Unit: A Pilot Prospective Study.重症监护病房中的皮肤色素沉着与脉搏血氧仪准确性:一项前瞻性试点研究。
Am J Respir Crit Care Med. 2024 Aug 1;210(3):355-358. doi: 10.1164/rccm.202401-0036LE.
2
Racial Disparities in Pulse Oximeter Device Inaccuracy and Estimated Clinical Impact on COVID-19 Treatment Course.种族差异对脉搏血氧仪设备不准确性的影响及其对 COVID-19 治疗过程的临床估计影响。
Am J Epidemiol. 2023 May 5;192(5):703-713. doi: 10.1093/aje/kwac164.
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The accuracy of pulse oximetry in measuring oxygen saturation by levels of skin pigmentation: a systematic review and meta-analysis.
脉氧仪在不同皮肤色素沉着水平下测量血氧饱和度的准确性:系统评价和荟萃分析。
BMC Med. 2022 Aug 16;20(1):267. doi: 10.1186/s12916-022-02452-8.
4
Racial and Ethnic Discrepancy in Pulse Oximetry and Delayed Identification of Treatment Eligibility Among Patients With COVID-19.脉搏血氧仪在种族和民族方面的差异以及 COVID-19 患者治疗资格的延迟确定。
JAMA Intern Med. 2022 Jul 1;182(7):730-738. doi: 10.1001/jamainternmed.2022.1906.
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Self-reported Race/Ethnicity and Intraoperative Occult Hypoxemia: A Retrospective Cohort Study.自我报告的种族/族裔与术中隐匿性低氧血症:一项回顾性队列研究。
Anesthesiology. 2022 May 1;136(5):688-696. doi: 10.1097/ALN.0000000000004153.
6
Pulse Oximeter Performance, Racial Inequity, and the Work Ahead.脉搏血氧仪性能、种族不平等与未来的工作。
Respir Care. 2022 Feb;67(2):252-257. doi: 10.4187/respcare.09795. Epub 2021 Nov 12.
7
Racial Bias in Pulse Oximetry Measurement.脉搏血氧饱和度测量中的种族偏见。
N Engl J Med. 2020 Dec 17;383(25):2477-2478. doi: 10.1056/NEJMc2029240.
8
The Effect of Skin Pigmentation on the Accuracy of Pulse Oximetry in Infants with Hypoxemia.皮肤色素沉着对低氧血症婴儿脉搏血氧饱和度测定准确性的影响。
J Pediatr. 2017 Mar;182:375-377.e2. doi: 10.1016/j.jpeds.2016.11.043. Epub 2016 Dec 9.
9
Dark skin decreases the accuracy of pulse oximeters at low oxygen saturation: the effects of oximeter probe type and gender.在低氧饱和度情况下,深色皮肤会降低脉搏血氧仪的准确性:血氧仪探头类型和性别的影响。
Anesth Analg. 2007 Dec;105(6 Suppl):S18-S23. doi: 10.1213/01.ane.0000285988.35174.d9.
10
Effects of skin pigmentation on pulse oximeter accuracy at low saturation.皮肤色素沉着对低饱和度下脉搏血氧仪准确性的影响。
Anesthesiology. 2005 Apr;102(4):715-9. doi: 10.1097/00000542-200504000-00004.