Concepedia

Serum Biomarkers Identify Patients Who Will Develop Inflammatory Bowel Diseases Up to 5 Years Before Diagnosis

Joana Torres, Francesca Petralia, Takahiro Sato, Pei Wang, Shannon Telesco, Rok Seon Choung, Xiaojun Li, Renée M. Laird, Ramiro L. Gutiérrez, Chad K. Porter,

Gastroenterology · 2020 · 242 citations · 21 references

Concepts

MedicineClinical SciencesImmunologyEarly DetectionInflammationMucosal ImmunologyBiomarker DevelopmentBiomarker DiscoveryColonic DiseasesGastrointestinal InflammationInflammatory BiomarkersInflammatory Bowel DiseaseInflammatory Bowel Disease PathogenesisInflammatory Bowel Disease PathophysiologyInflammatory Bowel SyndromeSerum BiomarkersVery Early Onset Inflammatory Bowel Disease

References

21

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles

Aravind Subramanian, Pablo Tamayo, Vamsi K. Mootha et al. · Proceedings of the National Academy of Sciences · 2005 · 56.7K citations · Full text

Life Sciences, Bioinformatics, Oncology +12

A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection

Ron Kohavi · 1995 · 10.7K citations · Full text

Computing, Computer Science, Data Mining +13

Molecular signatures database (MSigDB) 3.0

Arthur Liberzon, Aravind Subramanian, Reid M. Pinchback et al. · Bioinformatics · 2011 · 7.7K citations · Full text

Life Sciences, Bioinformatics, Molecular Biology +16

Functional Data Analysis for Sparse Longitudinal Data

Fang Yao, Hans‐Georg Müller, Jane-Ling Wang · Journal of the American Statistical Association · 2005 · 1.6K citations

Public Health, Biostatistics, Functional Assessment +13