• 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

孟加拉国患者中 COVID-19 预后的预测生物标志物的鉴定及在日本队列中的验证。

Predictive biomarkers of COVID-19 prognosis identified in Bangladesh patients and validated in Japanese cohorts.

机构信息

IFN and Host-Defense Research Laboratory, Louis Pasteur Center for Medical Research, Kyoto, Kyoto, 606-8225, Japan.

Evercare Hospital Dhaka, Plot-81, Block-E, Bashundhara R/A, Dhaka, 1229, Bangladesh.

出版信息

Sci Rep. 2024 Jun 3;14(1):12713. doi: 10.1038/s41598-024-63184-8.

DOI:10.1038/s41598-024-63184-8
PMID:38830928
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11148188/
Abstract

Despite high vaccination rates globally, countries are still grappling with new COVID infections, and patients diagnosed as mild dying at home during outpatient treatment. Hence, this study aim to identify, then validate, biomarkers that could predict if newly infected COVID-19 patients would subsequently require hospitalization or could recover safely with medication as outpatients. Serum cytokine/chemokine data from 129 COVID-19 patients within 7 days after the onset of symptoms in Bangladesh were used as training data. The majority of patients were infected with the Omicron variant and over 88% were vaccinated. Patients were divided into those with mild symptoms who recovered, and those who deteriorated to moderate or severe illness. Using the Lasso method, 15 predictive markers were identified and used to classify patients into these two groups. The biomarkers were then validated in a cohort of 194 Covid patients in Japan with a predictive accuracy that exceeded 80% for patients infected with Delta and Omicron variants, and 70% for Wuhan and Alpha variants. In an environment of widespread vaccination, these biomarkers could help medical practitioners determine if newly infected COVID-19 patients will improve and can be managed on an out-patient basis, or if they will deteriorate and require hospitalization.

摘要

尽管全球疫苗接种率很高,但各国仍在努力应对新的 COVID 感染,并且在门诊治疗期间被诊断为轻症的患者在家中死亡。因此,本研究旨在确定并验证生物标志物,以预测新感染 COVID-19 的患者是否随后需要住院治疗,或者是否可以通过药物安全地作为门诊患者康复。本研究使用了孟加拉国 129 名 COVID-19 患者在症状出现后 7 天内的血清细胞因子/趋化因子数据作为训练数据。大多数患者感染了奥密克戎变异株,超过 88%的患者接种了疫苗。患者分为轻症并康复的患者,以及病情恶化至中度或重度的患者。使用套索法,确定了 15 个预测标志物,并用于将患者分为这两组。然后,在日本的 194 名新冠患者队列中验证了这些生物标志物,对于感染德尔塔和奥密克戎变异株的患者,其预测准确率超过 80%,对于感染武汉和阿尔法变异株的患者,预测准确率为 70%。在广泛接种疫苗的环境下,这些生物标志物可以帮助医疗从业者确定新感染 COVID-19 的患者是否会好转并可以进行门诊管理,或者是否会恶化并需要住院治疗。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e290/11148188/a295420e67ff/41598_2024_63184_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e290/11148188/2cf3c84ae64a/41598_2024_63184_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e290/11148188/a295420e67ff/41598_2024_63184_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e290/11148188/2cf3c84ae64a/41598_2024_63184_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e290/11148188/a295420e67ff/41598_2024_63184_Fig2_HTML.jpg

相似文献

1
Predictive biomarkers of COVID-19 prognosis identified in Bangladesh patients and validated in Japanese cohorts.孟加拉国患者中 COVID-19 预后的预测生物标志物的鉴定及在日本队列中的验证。
Sci Rep. 2024 Jun 3;14(1):12713. doi: 10.1038/s41598-024-63184-8.
2
Cytokine Profiles Associated With Worse Prognosis in a Hospitalized Peruvian COVID-19 Cohort.与秘鲁 COVID-19 住院患者预后较差相关的细胞因子谱。
Front Immunol. 2021 Sep 1;12:700921. doi: 10.3389/fimmu.2021.700921. eCollection 2021.
3
Vaccine effectiveness against SARS-CoV-2 infection or COVID-19 hospitalization with the Alpha, Delta, or Omicron SARS-CoV-2 variant: A nationwide Danish cohort study.疫苗对 Alpha、Delta 或奥密克戎变异株引起的 SARS-CoV-2 感染或 COVID-19 住院的有效性:一项全国性丹麦队列研究。
PLoS Med. 2022 Sep 1;19(9):e1003992. doi: 10.1371/journal.pmed.1003992. eCollection 2022 Sep.
4
Portable Breath-Based Volatile Organic Compound Monitoring for the Detection of COVID-19 During the Circulation of the SARS-CoV-2 Delta Variant and the Transition to the SARS-CoV-2 Omicron Variant.便携式呼吸挥发性有机化合物监测在 SARS-CoV-2 德尔塔变异株流行期间和向 SARS-CoV-2 奥密克戎变异株过渡期间用于 COVID-19 的检测。
JAMA Netw Open. 2023 Feb 1;6(2):e230982. doi: 10.1001/jamanetworkopen.2023.0982.
5
Clinical Characteristics and Outcomes Among Adults Hospitalized with Laboratory-Confirmed SARS-CoV-2 Infection During Periods of B.1.617.2 (Delta) and B.1.1.529 (Omicron) Variant Predominance - One Hospital, California, July 15-September 23, 2021, and December 21, 2021-January 27, 2022.2021 年 7 月 15 日至 9 月 23 日和 2021 年 12 月 21 日至 2022 年 1 月 27 日期间,加利福尼亚州一家医院因实验室确诊的 SARS-CoV-2 感染住院的成年人的临床特征和结局,期间 B.1.617.2(德尔塔)和 B.1.1.529(奥密克戎)变异株占主导地位。
MMWR Morb Mortal Wkly Rep. 2022 Feb 11;71(6):217-223. doi: 10.15585/mmwr.mm7106e2.
6
Genomic characterization of the dominating Beta, V2 variant carrying vaccinated (Oxford-AstraZeneca) and nonvaccinated COVID-19 patient samples in Bangladesh: A metagenomics and whole-genome approach.孟加拉国接种(牛津-阿斯利康)和未接种 COVID-19 患者样本中占主导地位的 Beta、V2 变体的基因组特征:一种宏基因组学和全基因组方法。
J Med Virol. 2022 Apr;94(4):1670-1688. doi: 10.1002/jmv.27537. Epub 2022 Jan 7.
7
Association of mRNA Vaccination With Clinical and Virologic Features of COVID-19 Among US Essential and Frontline Workers.mRNA 疫苗接种与美国基本和前线工作人员中 COVID-19 的临床和病毒学特征的关联。
JAMA. 2022 Oct 18;328(15):1523-1533. doi: 10.1001/jama.2022.18550.
8
Relative expression of proinflammatory molecules in COVID-19 patients who manifested disease severities.COVID-19 患者疾病严重程度表现相关促炎分子的相对表达。
J Med Virol. 2021 Oct;93(10):5805-5815. doi: 10.1002/jmv.27112. Epub 2021 Jun 12.
9
IgG Antibodies, SARS-CoV-2 Load, and Prognostic Indicators in Patients with Severe and Mild COVID-19 in Japan.日本重症和轻症 COVID-19 患者的 IgG 抗体、SARS-CoV-2 载量和预后指标。
J Nippon Med Sch. 2021 Sep 1;88(4):380-383. doi: 10.1272/jnms.JNMS.2021_88-417. Epub 2020 Nov 30.
10
Utility of inflammatory biomarkers in patients with COVID-19 infections: Bahrain experience.炎症生物标志物在 COVID-19 感染患者中的应用:巴林经验。
Biomark Med. 2021 Jun;15(8):541-549. doi: 10.2217/bmm-2020-0422. Epub 2021 May 14.

引用本文的文献

1
Integrated transcriptomic analysis of COVID-19 stages and recovery: insights into key gene signatures, immune features, and diagnostic biomarkers through machine learning.COVID-19各阶段及康复过程的综合转录组分析:通过机器学习洞察关键基因特征、免疫特性及诊断生物标志物
Front Genet. 2025 May 15;16:1599867. doi: 10.3389/fgene.2025.1599867. eCollection 2025.
2
Cytokine profiles dynamics in COVID-19 patients: a longitudinal analysis of disease severity and outcomes.COVID-19患者的细胞因子谱动态变化:疾病严重程度和预后的纵向分析
Sci Rep. 2025 Apr 23;15(1):14209. doi: 10.1038/s41598-025-98505-y.
3
Immune Cell-Based versus Albumin-Based Ratios as Outcome Predictors in Critically Ill COVID-19 Patients.

本文引用的文献

1
Enhancement of IL-6 Production Induced by SARS-CoV-2 Nucleocapsid Protein and Bangladeshi COVID-19 Patients' Sera.SARS-CoV-2 核衣壳蛋白和孟加拉国 COVID-19 患者血清增强 IL-6 产生。
Viruses. 2023 Sep 28;15(10):2018. doi: 10.3390/v15102018.
2
Antiviral efficacy of molnupiravir versus ritonavir-boosted nirmatrelvir in patients with early symptomatic COVID-19 (PLATCOV): an open-label, phase 2, randomised, controlled, adaptive trial.莫努匹韦与奈玛特韦/利托那韦对比治疗早期有症状 COVID-19 患者的抗病毒疗效(PLATCOV):一项开放标签、2 期、随机、对照、自适应试验。
Lancet Infect Dis. 2024 Jan;24(1):36-45. doi: 10.1016/S1473-3099(23)00493-0. Epub 2023 Sep 28.
3
基于免疫细胞与基于白蛋白的比率作为危重症COVID-19患者预后预测指标的比较
J Inflamm Res. 2025 Jan 3;18:73-90. doi: 10.2147/JIR.S488972. eCollection 2025.
4
Detrimental Effects of Anti-Nucleocapsid Antibodies in SARS-CoV-2 Infection, Reinfection, and the Post-Acute Sequelae of COVID-19.抗核衣壳抗体在严重急性呼吸综合征冠状病毒2感染、再感染及冠状病毒病2019急性后遗症中的有害作用
Pathogens. 2024 Dec 15;13(12):1109. doi: 10.3390/pathogens13121109.
5
A novel metric-based approach of scoring early host immune response from oro-nasopharyngeal swabs predicts COVID-19 outcome.一种基于新型指标的口咽拭子早期宿主免疫反应评分方法可预测 COVID-19 结局。
Sci Rep. 2024 Aug 22;14(1):19510. doi: 10.1038/s41598-024-70161-8.
Correlation between Hepatocyte Growth Factor (HGF) with D-Dimer and Interleukin-6 as Prognostic Markers of Coagulation and Inflammation in Long COVID-19 Survivors.
肝细胞生长因子(HGF)与D-二聚体及白细胞介素-6之间的相关性作为新冠长期康复者凝血和炎症的预后标志物
Curr Issues Mol Biol. 2023 Jul 8;45(7):5725-5740. doi: 10.3390/cimb45070361.
4
Omicron subvariant BA.5 efficiently infects lung cells.奥密克戎亚变体 BA.5 能够高效感染肺部细胞。
Nat Commun. 2023 Jun 13;14(1):3500. doi: 10.1038/s41467-023-39147-4.
5
Statistical Analysis of Mortality Rates of Coronavirus Disease 2019 (COVID-19) Patients in Japan Across the 4C Mortality Score Risk Groups, Age Groups, and Epidemiological Waves: A Report From the Nationwide COVID-19 Cohort.日本2019冠状病毒病(COVID-19)患者在4C死亡评分风险组、年龄组和疫情波次中的死亡率统计分析:来自全国COVID-19队列的报告
Open Forum Infect Dis. 2022 Nov 24;10(1):ofac638. doi: 10.1093/ofid/ofac638. eCollection 2023 Jan.
6
Characteristics of Long COVID: Cases from the First to the Fifth Wave in Greater Tokyo, Japan.长新冠的特征:日本大东京地区第一波至第五波疫情中的病例
J Clin Med. 2022 Oct 31;11(21):6457. doi: 10.3390/jcm11216457.
7
The Role of Matrix Metalloproteinase in Inflammation with a Focus on Infectious Diseases.基质金属蛋白酶在炎症中的作用——关注感染性疾病。
Int J Mol Sci. 2022 Sep 11;23(18):10546. doi: 10.3390/ijms231810546.
8
SARS-CoV-2 Omicron BA.5: Evolving tropism and evasion of potent humoral responses and resistance to clinical immunotherapeutics relative to viral variants of concern.SARS-CoV-2 奥密克戎 BA.5:与关注的病毒变体相比,其对潜在体液反应的趋化性和逃逸能力以及对临床免疫疗法的耐药性不断进化。
EBioMedicine. 2022 Oct;84:104270. doi: 10.1016/j.ebiom.2022.104270. Epub 2022 Sep 18.
9
"Role of kidney function and concentrations of BAFF, sPD-L1 and sCD25 on mortality in hospitalized patients with COVID-19"."肾功能以及 BAFF、sPD-L1 和 sCD25 浓度在 COVID-19 住院患者死亡中的作用"。
BMC Nephrol. 2022 Sep 2;23(1):299. doi: 10.1186/s12882-022-02924-2.
10
Number of averted COVID-19 cases and deaths attributable to reduced risk in vaccinated individuals in Japan.日本因接种疫苗个体风险降低而避免的新冠病例数和死亡人数。
Lancet Reg Health West Pac. 2022 Nov;28:100571. doi: 10.1016/j.lanwpc.2022.100571. Epub 2022 Aug 11.