Waltman, Peter, Pearlman, Alex, Mishra, Bud · Pharmacogenomics · 2006 · DOI
This paper describes a new computational method for analyzing complex medical data to better understand disease causes. The authors explain how combining genetic, protein, and clinical information from patients and healthy people can reveal hidden patterns that explain why diseases like ME/CFS occur and progress. They demonstrate this approach using a large CDC dataset from patients with ME/CFS.
ME/CFS has lacked clear biomarkers and disease mechanisms due to its complex, multisystem nature. This computational framework offers a systematic approach to integrate multiple types of biological data simultaneously, which could help identify the underlying biological mechanisms driving ME/CFS and explain clinical heterogeneity. Such approaches may accelerate discovery of objective diagnostic criteria and therapeutic targets.
This is a methods paper that does not present empirical findings from actual ME/CFS patient data analysis. It does not prove that redescription mining will identify novel disease mechanisms, establish causation in any pathway, or validate specific biomarkers for ME/CFS. The approach is illustrative and prospective rather than demonstrating confirmed results.
About the PEM badge: “PEM required” means post-exertional malaise was an explicit required diagnostic criterion for participant inclusion in this study — not that PEM was studied, observed, or discussed. Studies using criteria that do not require PEM (e.g. Fukuda, Oxford) are tagged “PEM not required”. How the atlas works →
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Primary citation
Waltman, Peter, Pearlman, Alex, & Mishra, Bud (2006). Interpreter of maladies: redescription mining applied to biomedical data analysis.. Pharmacogenomics. https://doi.org/10.2217/14622416.7.3.503
BibTeX
@article{mecfsatlas-waltman-2006-interpreter-maladies,
author = {Waltman, Peter and Pearlman, Alex and Mishra, Bud},
title = {Interpreter of maladies: redescription mining applied to biomedical data analysis.},
journal = {Pharmacogenomics},
year = {2006},
doi = {10.2217/14622416.7.3.503},
note = {PubMed: 16610960},
url = {https://www.mecfsatlas.com/evidence/waltman-2006-interpreter-maladies},
}Atlas snapshot reference
ME/CFS Atlas. Generator v1 / Scanner v1.4 / policy v0.1. Accessed 2026-05-27. https://www.mecfsatlas.com/evidence/waltman-2006-interpreter-maladies
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