Cargando…

Clinical and inflammatory features based machine learning model for fatal risk prediction of hospitalized COVID-19 patients: results from a retrospective cohort study

OBJECTIVES: To appraise effective predictors for COVID-19 mortality in a retrospective cohort study. METHODS: A total of 1270 COVID-19 patients, including 984 admitted in Sino French New City Branch (training and internal validation sets randomly split at 7:3 ratio) and 286 admitted in Optical Valle...

Descripción completa

Detalles Bibliográficos
Autores principales:	Guan, Xin, Zhang, Bo, Fu, Ming, Li, Mengying, Yuan, Xu, Zhu, Yaowu, Peng, Jing, Guo, Huan, Lu, Yanjun
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Taylor & Francis 2021
Materias:	Immunology
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7799376/ https://www.ncbi.nlm.nih.gov/pubmed/33410720 http://dx.doi.org/10.1080/07853890.2020.1868564

Ejemplares similares

Machine learning-based solution reveals cuproptosis features in inflammatory bowel disease
por: Liu, Le, et al.
Publicado: (2023)

Identification of diagnostic mRNA biomarkers in whole blood for ankylosing spondylitis using WGCNA and machine learning feature selection
por: Han, Yaguang, et al.
Publicado: (2022)

Polymorphonuclear Cells Show Features of Dysfunctional Activation During Fatal Sepsis
por: Hortová-Kohoutková, Marcela, et al.
Publicado: (2021)

Incorporating inflammatory biomarkers into a prognostic risk score in patients with non-ischemic heart failure: a machine learning approach
por: Feng, Jiayu, et al.
Publicado: (2023)

Combination of machine learning-based bulk and single-cell genomics reveals necroptosis-related molecular subtypes and immunological features in autism spectrum disorder
por: Liu, Lichun, et al.
Publicado: (2023)

Applications of machine learning in tumor-associated macrophages
por: Li, Zhen, et al.
Publicado: (2022)

Prognostic Features of the Tumor Immune Microenvironment in Glioma and Their Clinical Applications: Analysis of Multiple Cohorts
por: Zhang, Chunlong, et al.
Publicado: (2022)

Liver immunopathogenesis in fatal cases of dengue in children: detection of viral antigen, cytokine profile and inflammatory mediators
por: Moragas, Leandro Junqueira, et al.
Publicado: (2023)

Baseline gene signatures of reactogenicity to Ebola vaccination: a machine learning approach across multiple cohorts
por: Gonzalez Dias Carvalho, Patrícia Conceição, et al.
Publicado: (2023)

A Machine Learning Model Based on PET/CT Radiomics and Clinical Characteristics Predicts Tumor Immune Profiles in Non-Small Cell Lung Cancer: A Retrospective Multicohort Study
por: Tong, Haipeng, et al.
Publicado: (2022)

Harnessing Machine Learning for Prediction of Postoperative Pulmonary Complications: Retrospective Cohort Design
por: Kim, Jong-Ho, et al.
Publicado: (2023)

Machine learning reveals two heterogeneous subtypes to assist immune therapy based on lipid metabolism in lung adenocarcinoma
por: Gu, Xuyu, et al.
Publicado: (2022)

Application of Machine Learning for Cytometry Data
por: Hu, Zicheng, et al.
Publicado: (2022)

Microbiome Preprocessing Machine Learning Pipeline
por: Jasner, Yoel, et al.
Publicado: (2021)

A Machine Learning Approach for High-Dimensional Time-to-Event Prediction With Application to Immunogenicity of Biotherapies in the ABIRISK Cohort
por: Duhazé, Julianne, et al.
Publicado: (2020)

Identification and prediction of immune checkpoint inhibitors-related pneumonitis by machine learning
por: Gong, Li, et al.
Publicado: (2023)

Single Cell RNA-Seq and Machine Learning Reveal Novel Subpopulations in Low-Grade Inflammatory Monocytes With Unique Regulatory Circuits
por: Lee, Jiyoung, et al.
Publicado: (2021)

Research hotspot and trend analysis in the diagnosis of inflammatory bowel disease: A machine learning bibliometric analysis from 2012 to 2021
por: Liu, Chuan, et al.
Publicado: (2022)

Feature engineering for machine learning and data analytics
por: Dong, Guozhu, et al.
Publicado: (2018)

Machine Learning Approaches to TCR Repertoire Analysis
por: Katayama, Yotaro, et al.
Publicado: (2022)

Prediction of fatal adverse prognosis in patients with fever-related diseases based on machine learning: A retrospective study
por: Zhao, Chun-Hong, et al.
Publicado: (2020)

Lyssaviruses and the Fatal Encephalitic Disease Rabies
por: Scott, Terence Peter, et al.
Publicado: (2021)

Identification of common genetic characteristics of rheumatoid arthritis and major depressive disorder by bioinformatics analysis and machine learning
por: Jiang, Wen, et al.
Publicado: (2023)

Machine learning in predicting T-score in the Oxford classification system of IgA nephropathy
por: Xu, Lin-Lin, et al.
Publicado: (2023)

Single-cell computational machine learning approaches to immune-mediated inflammatory disease: New tools uncover novel fibroblast and macrophage interactions driving pathogenesis
por: Fritz, Douglas, et al.
Publicado: (2023)

IFN-β Deficiency Results in Fatal or Demyelinating Disease in C57BL/6 Mice Infected With Theiler’s Murine Encephalomyelitis Viruses
por: Bühler, Melanie, et al.
Publicado: (2022)

Fatality and risk features for prognosis in COVID-19 according to the care approach – a retrospective cohort study
por: Andrés, Mariano, et al.
Publicado: (2021)

Machine Learning Applications in Solid Organ Transplantation and Related Complications
por: Balch, Jeremy A., et al.
Publicado: (2021)

Machine learning models for predicting steroid-resistant of nephrotic syndrome
por: Ye, Qing, et al.
Publicado: (2023)

Machine learning to characterize bone biomarkers profile in rheumatoid arthritis
por: Adami, Giovanni, et al.
Publicado: (2023)

An Unbiased Machine Learning Exploration Reveals Gene Sets Predictive of Allograft Tolerance After Kidney Transplantation
por: Fu, Qiang, et al.
Publicado: (2021)

Dual Pro- and Anti-Inflammatory Features of Monocyte-Derived Dendritic Cells
por: Azeem, Waqas, et al.
Publicado: (2020)

Update on Tenosynovial Giant Cell Tumor, an Inflammatory Arthritis With Neoplastic Features
por: Robert, Marie, et al.
Publicado: (2022)

Clinical and immunological features associated to the development of a sustained immune humoral response in COVID-19 patients: Results from a cohort study
por: Torres-Ruiz, Jiram, et al.
Publicado: (2022)

The Associations of Serum IL-37 With the Severity and Prognosis in Patients With Community-Acquired Pneumonia: A Retrospective Cohort Study
por: Wang, Jia-Le, et al.
Publicado: (2021)

Idiopathic inflammatory myopathy and non-coding RNA
por: Yang, Yang, et al.
Publicado: (2023)

Altered Functional Connectivity of the Primary Visual Cortex in Patients With Iridocyclitis and Assessment of Its Predictive Value Using Machine Learning
por: Tong, Yan, et al.
Publicado: (2021)

Tumor Microenvironment Evaluation for Gastrointestinal Cancer in the Era of Immunotherapy and Machine Learning
por: Ye, Zilan, et al.
Publicado: (2022)

Machine Learning-Assisted Screening of Herbal Medicine Extracts as Vaccine Adjuvants
por: Hioki, Kou, et al.
Publicado: (2022)

Dual-Organ Transcriptomic Analysis of Rainbow Trout Infected With Ichthyophthirius multifiliis Through Co-Expression and Machine Learning
por: Roh, HyeongJin, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_tp04ehitb7o3kcnsq75f2h50v8