Inflammatory endotypes of chronic rhinosinusitis based on cluster analysis of biomarkers

P Tomassen, G Vandeplas, T Van Zele… - Journal of Allergy and …, 2016 - Elsevier
… The use of cluster analysis is potentially a limiting factor in this study. Because cluster analysis
is not an inferential statistical technique, there is no probability calculated. The technique …

Identification of chronic rhinosinusitis phenotypes using cluster analysis

ZM Soler, JM Hyer, V Ramakrishnan… - International forum of …, 2015 - Wiley Online Library
… Similar to cluster analyses performed in asthma, we … cluster analyses performed in asthma.11
Subjects were required to have all 32 variables to be included in the cluster analysis. One …

Cluster analysis and prediction of treatment outcomes for chronic rhinosinusitis

ZM Soler, JM Hyer, L Rudmik, V Ramakrishnan… - Journal of Allergy and …, 2016 - Elsevier
Cluster analysis was not performed again in this study. Rather, we used a discriminant analysis
… with other cluster analyses. Prior asthma studies examining therapeutic outcomes after …

Identification of chronic rhinosinusitis phenotypes using cluster analysis

T Nakayama, D Asaka, M Yoshikawa… - American journal of …, 2012 - journals.sagepub.com
… The pathophysiology of chronic rhinosinusitis (CRS) is not … investigate diverse CRS phenotypes
using cluster analysis. … for cluster analysis based on principal component analysis of 16 …

Identification of clinically relevant chronic rhinosinusitis endotypes using cluster analysis of mucus cytokines

JH Turner, RK Chandra, P Li, K Bonnet… - Journal of Allergy and …, 2018 - jacionline.org
… Inflammatory endotypes of chronic rhinosinusitis based on cluster analysis of biomarkers. …
Inflammatory endotypes of chronic rhinosinusitis based on cluster analysis of biomarkers. …

Endotypes of chronic rhinitis: a cluster analysis study

Y Meng, H Lou, Y Wang, X Wang, F Cao, K Wang… - Allergy, 2019 - Wiley Online Library
… However, it is possible that these limitations may be overcome by use of cluster analysis.
The aim of this study was therefore to perform cluster analysis of CR patients to identify the …

Patterns of olfactory dysfunction in chronic rhinosinusitis identified by hierarchical cluster analysis and machine learning algorithms

JC Morse, MH Shilts, KA Ely, P Li… - International forum of …, 2019 - Wiley Online Library
cluster analysis of mucus cytokines.14 In the process of validating these endotypes, we
repeated cluster analysis in … Hierarchical cluster analysis identified 5 CRS clusters with unique …

Multidimensional endotypes of chronic rhinosinusitis and their association with treatment outcomes

B Liao, JX Liu, ZY Li, Z Zhen, PP Cao, Y Yao, XB Long… - Allergy, 2018 - Wiley Online Library
… The expression of chronic rhinosinusitis (CRS) is multidimensional. Disease heterogeneity in
patients … This study aimed to identify endotypes of CRS using cluster analysis by integrating …

Unsupervised cluster analysis of chronic rhinosinusitis with nasal polyp using routinely available clinical markers and its implication in treatment outcomes

JW Kim, G Huh, CS Rhee, CH Lee… - International forum of …, 2019 - Wiley Online Library
Chronic rhinosinusitis with nasal polyps (CRSwNP) is a multidimensional disease. In this
study, we performed an unsupervised cluster analysis of … unsupervised cluster analysis of …

Using preoperative unsupervised cluster analysis of chronic rhinosinusitis to inform patient decision and endoscopic sinus surgery outcome

C Adnane, T Adouly, A Khallouk, S Rouadi… - European Archives of …, 2017 - Springer
… and discriminant analysis in these identified clusters, and identify which groups (clusters) of
… This study attempts to use clustering analysis to predict outcomes of sinus surgery, which …