• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

关于住院COVID-19患者死亡风险因素的分析:一项使用巴西主要数据库的数据驱动研究。

On the analysis of mortality risk factors for hospitalized COVID-19 patients: A data-driven study using the major Brazilian database.

作者信息

de Souza Fernanda Sumika Hojo, Hojo-Souza Natália Satchiko, Batista Ben Dêivide de Oliveira, da Silva Cristiano Maciel, Guidoni Daniel Ludovico

机构信息

Department of Computer Science, Federal University of São João del-Rei, Sao Joao del-Rei, MG, Brazil.

Laboratory of Immunopathology, Oswaldo Cruz Foundation - Minas, Belo Horizonte, MG, Brazil.

出版信息

PLoS One. 2021 Mar 18;16(3):e0248580. doi: 10.1371/journal.pone.0248580. eCollection 2021.

DOI:10.1371/journal.pone.0248580
PMID:33735272
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7971705/
Abstract

BACKGROUND

Brazil became the epicenter of the COVID-19 epidemic in a brief period of a few months after the first officially registered case. The knowledge of the epidemiological/clinical profile and the risk factors of Brazilian COVID-19 patients can assist in the decision making of physicians in the implementation of early and most appropriate measures for poor prognosis patients. However, these reports are missing. Here we present a comprehensive study that addresses this demand.

METHODS

This data-driven study was based on the Brazilian Ministry of Health Database (SIVEP-Gripe) regarding notified cases of hospitalized COVID-19 patients during the period from February 26th to August 10th, 2020. Demographic data, clinical symptoms, comorbidities and other additional information of patients were analyzed.

RESULTS

The hospitalization rate was higher for male gender (56.56%) and for older age patients of both sexes. Overall, the lethality rate was quite high (41.28%) among hospitalized patients, especially those over 60 years of age. Most prevalent symptoms were cough, dyspnoea, fever, low oxygen saturation and respiratory distress. Cardiac disease, diabetes, obesity, kidney disease, neurological disease, and pneumopathy were the most prevalent comorbidities. A high prevalence of hospitalized COVID-19 patients with cardiac disease (65.7%) and diabetes (53.55%) and with a high lethality rate of around 50% was observed. The intensive care unit (ICU) admission rate was 39.37% and of these 62.4% died. 24.4% of patients required invasive mechanical ventilation (IMV), with high mortality among them (82.98%). The main mortality risk predictors were older age and IMV requirement. In addition, socioeconomic conditions have been shown to significantly influence the disease outcome, regardless of age and comorbidities.

CONCLUSION

Our study provides a comprehensive overview of the hospitalized Brazilian COVID-19 patients profile and the mortality risk factors. The analysis also evidenced that the disease outcome is influenced by multiple factors, as unequally affects different segments of population.

摘要

背景

在首例官方登记病例出现后的短短几个月内,巴西成为了新冠疫情的中心。了解巴西新冠患者的流行病学/临床特征及风险因素,有助于医生为预后不良患者制定早期且最合适的治疗措施。然而,目前缺少此类报告。在此,我们开展了一项全面研究以满足这一需求。

方法

本数据驱动型研究基于巴西卫生部数据库(SIVEP - Gripe),该数据库记录了2020年2月26日至8月10日期间新冠住院患者的通报病例。分析了患者的人口统计学数据、临床症状、合并症及其他附加信息。

结果

男性住院率更高(56.56%),且各年龄段的老年患者住院率也更高。总体而言,住院患者的致死率相当高(41.28%),尤其是60岁以上的患者。最常见的症状为咳嗽、呼吸困难、发热、低氧饱和度和呼吸窘迫。心脏病、糖尿病、肥胖症、肾病、神经系统疾病和肺病是最常见的合并症。观察到患有心脏病(65.7%)和糖尿病(53.55%)的新冠住院患者患病率较高,且致死率约为50%。重症监护病房(ICU)收治率为39.37%,其中62.4%死亡。24.4%的患者需要有创机械通气(IMV),其死亡率很高(82.98%)。主要的死亡风险预测因素为高龄和需要IMV。此外,社会经济状况已被证明会显著影响疾病结局,无论年龄和合并症如何。

结论

我们的研究全面概述了巴西新冠住院患者的特征及死亡风险因素。分析还表明,疾病结局受多种因素影响,且对不同人群的影响程度不均。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/e839d977e89a/pone.0248580.g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/95422f4b02e7/pone.0248580.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/29bb4391dc27/pone.0248580.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/4b593aac52eb/pone.0248580.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/283dd86170ad/pone.0248580.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/116d25a61fd2/pone.0248580.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/abae26d72535/pone.0248580.g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/e839d977e89a/pone.0248580.g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/95422f4b02e7/pone.0248580.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/29bb4391dc27/pone.0248580.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/4b593aac52eb/pone.0248580.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/283dd86170ad/pone.0248580.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/116d25a61fd2/pone.0248580.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/abae26d72535/pone.0248580.g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eaf/7971705/e839d977e89a/pone.0248580.g007.jpg

相似文献

1
On the analysis of mortality risk factors for hospitalized COVID-19 patients: A data-driven study using the major Brazilian database.关于住院COVID-19患者死亡风险因素的分析:一项使用巴西主要数据库的数据驱动研究。
PLoS One. 2021 Mar 18;16(3):e0248580. doi: 10.1371/journal.pone.0248580. eCollection 2021.
2
Severe Acute Respiratory Syndrome by SARS-CoV-2 Infection or Other Etiologic Agents Among Brazilian Indigenous Population: An Observational Study from the First Year of Coronavirus Disease (COVID)-19 Pandemic.巴西原住民中由严重急性呼吸综合征冠状病毒2感染或其他病原体引起的严重急性呼吸综合征:一项关于冠状病毒病(COVID)-19大流行第一年的观察性研究。
Lancet Reg Health Am. 2022 Apr;8:100177. doi: 10.1016/j.lana.2021.100177. Epub 2022 Jan 7.
3
Clinical characteristics and risk factors for death among hospitalised children and adolescents with COVID-19 in Brazil: an analysis of a nationwide database.巴西住院 COVID-19 儿童和青少年的临床特征和死亡风险因素:一项全国性数据库分析。
Lancet Child Adolesc Health. 2021 Aug;5(8):559-568. doi: 10.1016/S2352-4642(21)00134-6. Epub 2021 Jun 11.
4
A retrospective cohort study of 238,000 COVID-19 hospitalizations and deaths in Brazil.一项对 23.8 万例巴西 COVID-19 住院和死亡病例的回顾性队列研究。
Sci Rep. 2022 Mar 7;12(1):3629. doi: 10.1038/s41598-022-07538-0.
5
Characterization of demographic data, clinical signs, comorbidities, and outcomes according to the race in hospitalized individuals with COVID-19 in Brazil: An observational study.根据巴西住院 COVID-19 患者的种族对人口统计学数据、临床症状、合并症和结局进行特征描述:一项观察性研究。
J Glob Health. 2022 Jul 25;12:05027. doi: 10.7189/jogh.12.05027.
6
Sociodemographic factors associated with COVID-19 in-hospital mortality in Brazil.与巴西 COVID-19 院内死亡率相关的社会人口学因素。
Public Health. 2021 Mar;192:15-20. doi: 10.1016/j.puhe.2021.01.005. Epub 2021 Jan 15.
7
Description and comparison of demographic characteristics and comorbidities in SARI from COVID-19, SARI from influenza, and the Brazilian general population.描述并比较 COVID-19 所致严重急性呼吸道感染(SARI)、流感所致 SARI 以及巴西一般人群的人口统计学特征和合并症。
Cad Saude Publica. 2020;36(7):e00149420. doi: 10.1590/0102-311x00149420. Epub 2020 Jul 24.
8
Characterisation of the first 250,000 hospital admissions for COVID-19 in Brazil: a retrospective analysis of nationwide data.巴西 25 万例 COVID-19 住院患者的特征:全国范围内数据的回顾性分析。
Lancet Respir Med. 2021 Apr;9(4):407-418. doi: 10.1016/S2213-2600(20)30560-9. Epub 2021 Jan 15.
9
Clinical characteristics and outcomes of patients hospitalized with COVID-19 in Brazil: Results from the Brazilian COVID-19 registry.巴西新冠肺炎住院患者的临床特征与转归:巴西新冠肺炎登记处的结果
Int J Infect Dis. 2021 Jun;107:300-310. doi: 10.1016/j.ijid.2021.01.019. Epub 2021 Jan 12.
10
COVID-19 severe acute respiratory syndrome in Brazilian newborns in 2020-2021.2020-2021 年巴西新生儿的 COVID-19 严重急性呼吸道综合征。
Rev Bras Epidemiol. 2023 Feb 20;26:e230012. doi: 10.1590/1980-549720230012. eCollection 2023.

引用本文的文献

1
Type I Interferons in SARS-CoV-2 Cutaneous Infection: Is There a Role in Antiviral Defense?严重急性呼吸综合征冠状病毒2型皮肤感染中的I型干扰素:在抗病毒防御中起作用吗?
Int J Mol Sci. 2025 Jun 24;26(13):6049. doi: 10.3390/ijms26136049.
2
Factors associated with death from COVID-19 in traditional peoples and communities in Brazil.巴西传统民族和社区中与新冠病毒疾病死亡相关的因素。
PLoS One. 2025 Jul 10;20(7):e0327140. doi: 10.1371/journal.pone.0327140. eCollection 2025.
3
Retrospective study of factors associated with the clinical severity of covid-19 in older adults in Minas Gerais: structural equation modeling.

本文引用的文献

1
Predicting the Disease Outcome in COVID-19 Positive Patients Through Machine Learning: A Retrospective Cohort Study With Brazilian Data.通过机器学习预测新冠病毒阳性患者的疾病结局:一项基于巴西数据的回顾性队列研究。
Front Artif Intell. 2021 Aug 13;4:579931. doi: 10.3389/frai.2021.579931. eCollection 2021.
2
COVID-19 ICU and mechanical ventilation patient characteristics and outcomes-A systematic review and meta-analysis.COVID-19 重症监护室和机械通气患者的特征和结局:一项系统评价和荟萃分析。
PLoS One. 2021 Feb 11;16(2):e0246318. doi: 10.1371/journal.pone.0246318. eCollection 2021.
3
Estimation of case-fatality rate in COVID-19 patients with hypertension and diabetes mellitus in the New York state: a preliminary report.
米纳斯吉拉斯州老年人中与新冠肺炎临床严重程度相关因素的回顾性研究:结构方程模型
Sao Paulo Med J. 2024 Dec 20;143(1):e2023138. doi: 10.1590/1516-3180.2023.0138.R1.03072024. eCollection 2024.
4
Survival of hospitalised COVID-19 patients in Hawassa, Ethiopia: a cohort study.埃塞俄比亚霍拉萨尼医院 COVID-19 患者的生存情况:一项队列研究。
BMC Infect Dis. 2024 Sep 27;24(1):1055. doi: 10.1186/s12879-024-09905-w.
5
Impact and evolution of risk factors associated with hospitalization and mortality due to COVID-19 during the six epidemic waves in Mexico.墨西哥六次疫情浪潮期间与新冠病毒疾病住院和死亡相关风险因素的影响及演变
Heliyon. 2024 Mar 11;10(6):e27962. doi: 10.1016/j.heliyon.2024.e27962. eCollection 2024 Mar 30.
6
Evaluation of the relationship of treatment and vaccination with prognosis in patients with a diagnosis of COVID-19.评价 COVID-19 患者的治疗和疫苗接种与预后的关系。
Inflammopharmacology. 2024 Jun;32(3):1817-1826. doi: 10.1007/s10787-024-01457-4. Epub 2024 Mar 16.
7
Health inequity assessment in Brazil: is EQ-5D-3L sensible enough to detect differences among distinct socioeconomic groups?巴西的健康不公平评估:EQ-5D-3L 是否足够敏感,以检测不同社会经济群体之间的差异?
Health Qual Life Outcomes. 2024 Feb 27;22(1):22. doi: 10.1186/s12955-024-02235-0.
8
Hospitalisations and fatality due to respiratory diseases according to a national database in Brazil: a longitudinal study.巴西国家数据库中呼吸道疾病住院和死亡情况:一项纵向研究。
BMJ Open Respir Res. 2024 Feb 21;11(1):e002103. doi: 10.1136/bmjresp-2023-002103.
9
Combinatorial analysis of ACE and ACE2 polymorphisms reveals protection against COVID-19 worsening: A genetic association study in Brazilian patients.ACE 和 ACE2 多态性的组合分析显示其可降低 COVID-19 恶化风险:巴西患者的一项遗传关联研究。
PLoS One. 2023 Nov 30;18(11):e0288178. doi: 10.1371/journal.pone.0288178. eCollection 2023.
10
Risks of Adverse Outcomes for Hospitalized COVID-19 Patients during the Four Waves in Brazil According to SARS-CoV-2 Variants, Age Group, and Vaccine Status.巴西 COVID-19 住院患者在四波疫情期间根据 SARS-CoV-2 变异株、年龄组和疫苗接种状况出现不良结局的风险。
Viruses. 2023 Sep 26;15(10):1997. doi: 10.3390/v15101997.
纽约州 COVID-19 合并高血压和糖尿病患者病死率的评估:初步报告。
Epidemiol Infect. 2021 Jan 8;149:e14. doi: 10.1017/S0950268821000066.
4
Inactivated trivalent influenza vaccination is associated with lower mortality among patients with COVID-19 in Brazil.在巴西,灭活三价流感疫苗接种与新冠肺炎患者较低的死亡率相关。
BMJ Evid Based Med. 2020 Dec 11. doi: 10.1136/bmjebm-2020-111549.
5
Coronavirus disease 2019 and gender-related mortality in European countries: A meta-analysis.2019 年冠状病毒病与欧洲国家的性别相关死亡率:一项荟萃分析。
Maturitas. 2020 Nov;141:59-62. doi: 10.1016/j.maturitas.2020.06.017. Epub 2020 Jun 23.
6
Occurrence and transmission potential of asymptomatic and presymptomatic SARS-CoV-2 infections: A living systematic review and meta-analysis.无症状和出现症状前 SARS-CoV-2 感染的发生和传播潜力:一项实时系统评价和荟萃分析。
PLoS Med. 2020 Sep 22;17(9):e1003346. doi: 10.1371/journal.pmed.1003346. eCollection 2020 Sep.
7
Potential effects of vaccinations on the prevention of COVID-19: rationale, clinical evidence, risks, and public health considerations.疫苗接种对预防 COVID-19 的潜在影响:基本原理、临床证据、风险和公共卫生考虑。
Expert Rev Vaccines. 2020 Oct;19(10):919-936. doi: 10.1080/14760584.2020.1825951. Epub 2020 Oct 6.
8
Common cardiovascular risk factors and in-hospital mortality in 3,894 patients with COVID-19: survival analysis and machine learning-based findings from the multicentre Italian CORIST Study.COVID-19 患者 3894 例的常见心血管危险因素与住院死亡率:来自意大利多中心 CORIST 研究的生存分析和基于机器学习的发现。
Nutr Metab Cardiovasc Dis. 2020 Oct 30;30(11):1899-1913. doi: 10.1016/j.numecd.2020.07.031. Epub 2020 Jul 31.
9
Malaria and COVID-19: Common and Different Findings.疟疾与新冠肺炎:共同与不同的发现
Trop Med Infect Dis. 2020 Sep 6;5(3):141. doi: 10.3390/tropicalmed5030141.
10
Obesity and Mortality Among Patients Diagnosed With COVID-19: Results From an Integrated Health Care Organization.肥胖与新冠肺炎确诊患者的死亡率:来自一体化医疗保健组织的研究结果。
Ann Intern Med. 2020 Nov 17;173(10):773-781. doi: 10.7326/M20-3742. Epub 2020 Aug 12.