Title :
Cluster analysis in assessing the interdependencies of clinical and morphological parameters of patients with mixed infections (pulmonary tuberculosis, chronic viral hepatitis, HIV infection) and heroin addiction
Author :
Evgeniia Yu. Pigul;Galina F. Filimonova;Ivan B. Tokin;Ivan I. Tokin
Author_Institution :
St. Petersburg State University, 7/9, Universitetskaya nab., 199034, Russia
Abstract :
Cluster analysis was performed for different indexes in patients with mixed infections (pulmonary tuberculosis, HCV, HIV) and heroin addiction. Morphological peculiarities of liver biopsy specimens were compared with non-invasive clinical and laboratory parameters. Non-hierarchical Partitioning Around Medoids algorithm and fuzzy clustering method were applied. Associations were found for morphological peculiarities and biochemical parameters. Among all indexes under consideration such biochemical parameters as ALT, AST, α1-globulin and α2-globulin were the most important ones.
Keywords :
"Liver","Biopsy","Human immunodeficiency virus","Indexes","Clustering algorithms","Software algorithms","Portals"
Conference_Titel :
"Stability and Control Processes" in Memory of V.I. Zubov (SCP), 2015 International Conference
DOI :
10.1109/SCP.2015.7342204