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Representing health, disorder and their transitions by digraphs
1Norwegian Centre for Electronic Medical Records, Institute for Neuroscience, Faculty of Medicine, University of Science and Technology, Trondheim, Norway and the PROMED Institute, Bergen, Norway.
This study formalizes clinical decision making (CDM) using directed graphs to model health and disease transitions. This novel approach distinguishes healthy from disordered states for improved diagnostic accuracy.
Area of Science:
- Computational biology
- Medical informatics
- Graph theory
Background:
- Clinical decision making (CDM) traditionally relies on recognizing patterns of disease.
- Modeling the complex interplay between etiology and human physiology presents a significant challenge.
Purpose of the Study:
- To formalize clinical decision making (CDM) using a novel directed graph (digraph) approach.
- To represent etiological factors and the human body within a unified digraph framework.
- To model transitions between healthy and disordered states.
Main Methods:
- Representing etiology and the human body using a single directed graph (digraph).
- Utilizing standard digraph operators (change, add, delete, contract) for modeling state transitions.
- Defining digraph nodes with a composite structure:
.
Main Results:
- Paths in the etiological subdigraph model epidemiological spread.
- Virulent paths represent the entry and damage of etiological agents.
- Pathogenetic mechanisms define internal pathways within the body, distinct from etiology.
- Clinical decision making (CDM) is achieved by differentiating between healthy and disordered digraphs.
Conclusions:
- The study presents a novel and powerful graph-based approach to clinical decision making (CDM).
- Formalizing health and disorder states using digraphs offers a new paradigm for medical diagnosis and understanding disease progression.
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