Benchmarking of Machine Learning classifiers on plasma proteomic for COVID-19 severity prediction through interpretable artificial intelligence

Molecular and Clinical Prognostic Biomarkers of COVID-19 Severity and Persistence

(2022) Gethsimani Papadopoulou et al.   Pathogens

Combining Deep Phenotyping of Serum Proteomics and Clinical Data via Machine Learning for COVID-19 Biomarker Discovery

(2022) Antonio Paolo Beltrami et al.   INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES

Designing an Interpretability-Based Model to Explain the Artificial Intelligence Algorithms in Healthcare

(2022) Mohammad Ennab et al.   Diagnostics

Interpretable machine learning methods for predictions in systems biology from omics data

(2022) David Sidak et al.   Frontiers in Molecular Biosciences

Machine Learning and Novel Biomarkers for the Diagnosis of Alzheimer’s Disease

(2021) Chun-Hung Chang et al.   INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES

Longitudinal proteomic profiling of dialysis patients with COVID-19 reveals markers of severity and predictors of death

(2021) Jack Gisby et al.   eLife

Artificial Intelligence-Based Prediction of Covid-19 Severity on the Results of Protein Profiling

(2021) Şeyma Yaşar et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Plasma from patients with bacterial sepsis or severe COVID-19 induces suppressive myeloid cell production from hematopoietic progenitors in vitro

(2021) Miguel Reyes et al.   Science Translational Medicine

Small Extracellular Vesicles and COVID19—Using the “Trojan Horse” to Tackle the Giant

(2021) Blanka Maria Borowiec et al.   Cells

Kidney disease is associated with in-hospital death of patients with COVID-19

(2020) Yichun Cheng et al.   KIDNEY INTERNATIONAL

Diagnostic classification of cancers using extreme gradient boosting algorithm and multi-omics data

(2020) Baoshan Ma et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Serum levels of soluble PECAM-1 in COVID-19 patients are associated with disease severity

(2020) Linlin Li et al.   JOURNAL OF INFECTIOUS DISEASES

Statin use is associated with lower disease severity in COVID-19 infection

(2020) Wilnard Y. T. Tan et al.   Scientific Reports

Multi-Omics Resolves a Sharp Disease-State Shift between Mild and Moderate COVID-19

(2020) Yapeng Su et al.   CELL

Identifying early pulmonary arterial hypertension biomarkers in systemic sclerosis: Machine learning on proteomics from the DETECT cohort

(2020) Yasmina Bauer et al.   EUROPEAN RESPIRATORY JOURNAL

Benchmarking Parametric and Machine Learning Models for Genomic Prediction of Complex Traits

(2019) Christina B. Azodi et al.   G3-Genes Genomes Genetics

GeneMANIA update 2018

(2018) Max Franz et al.   NUCLEIC ACIDS RESEARCH

Peeking inside the black-box: A survey on Explainable Artificial Intelligence (XAI)

(2018) Amina Adadi et al.   IEEE Access

Protein subcellular localization prediction using multiple kernel learning based support vector machine

(2017) Md. Al Mehedi Hasan et al.   Molecular BioSystems