BACKGROUND: Although recent studies have identified the presence of phenotypic clusters in asthmatic patients, the clinical significance and temporal stability of these clusters have not been explored. OBJECTIVE: Our aim was to examine the clinical relevance and temporal stability of phenotypic clusters in children with asthma. METHODS: We applied spectral clustering to clinical data from 1041 children with asthma participating in the Childhood Asthma Management Program. Posttreatment randomization follow-up data collected over 48 months were used to determine the effect of these clusters on pulmonary function and treatment response to inhaled anti-inflammatory medication. RESULTS: We found 5 reproducible patient clusters that could be differentiated on the basis of 3 groups of features: atopic burden, degree of airway obstruction, and history of exacerbation. Cluster grouping predicted long-term asthma control, as measured by the need for oral prednisone (P < .0001) or additional controller medications (P = .001), as well as longitudinal differences in pulmonary function (P < .0001). We also found that the 2 clusters with the highest rates of exacerbation had different responses to inhaled corticosteroids when compared with the other clusters. One cluster demonstrated a positive response to both budesonide (P = .02) and nedocromil (P = .01) compared with placebo, whereas the other cluster demonstrated minimal responses to both budesonide (P = .12) and nedocromil (P = .56) compared with placebo. CONCLUSION: Phenotypic clustering can be used to identify longitudinally consistent and clinically relevant patient subgroups, with implications for targeted therapeutic strategies and clinical trials design.
BACKGROUND: Although recent studies have identified the presence of phenotypic clusters in asthmatic patients, the clinical significance and temporal stability of these clusters have not been explored. OBJECTIVE: Our aim was to examine the clinical relevance and temporal stability of phenotypic clusters in children with asthma. METHODS: We applied spectral clustering to clinical data from 1041 children with asthma participating in the Childhood Asthma Management Program. Posttreatment randomization follow-up data collected over 48 months were used to determine the effect of these clusters on pulmonary function and treatment response to inhaled anti-inflammatory medication. RESULTS: We found 5 reproducible patient clusters that could be differentiated on the basis of 3 groups of features: atopic burden, degree of airway obstruction, and history of exacerbation. Cluster grouping predicted long-term asthma control, as measured by the need for oral prednisone (P < .0001) or additional controller medications (P = .001), as well as longitudinal differences in pulmonary function (P < .0001). We also found that the 2 clusters with the highest rates of exacerbation had different responses to inhaled corticosteroids when compared with the other clusters. One cluster demonstrated a positive response to both budesonide (P = .02) and nedocromil (P = .01) compared with placebo, whereas the other cluster demonstrated minimal responses to both budesonide (P = .12) and nedocromil (P = .56) compared with placebo. CONCLUSION: Phenotypic clustering can be used to identify longitudinally consistent and clinically relevant patient subgroups, with implications for targeted therapeutic strategies and clinical trials design.
Authors: Christine A Sorkness; Robert F Lemanske; David T Mauger; Susan J Boehmer; Vernon M Chinchilli; Fernando D Martinez; Robert C Strunk; Stanley J Szefler; Robert S Zeiger; Leonard B Bacharier; Gordon R Bloomberg; Ronina A Covar; Theresa W Guilbert; Gregory Heldt; Gary Larsen; Michael H Mellon; Wayne J Morgan; Mark H Moss; Joseph D Spahn; Lynn M Taussig Journal: J Allergy Clin Immunol Date: 2006-11-30 Impact factor: 10.793
Authors: Robert F Lemanske; David T Mauger; Christine A Sorkness; Daniel J Jackson; Susan J Boehmer; Fernando D Martinez; Robert C Strunk; Stanley J Szefler; Robert S Zeiger; Leonard B Bacharier; Ronina A Covar; Theresa W Guilbert; Gary Larsen; Wayne J Morgan; Mark H Moss; Joseph D Spahn; Lynn M Taussig Journal: N Engl J Med Date: 2010-03-02 Impact factor: 91.245
Authors: Ronina A Covar; Robert Strunk; Robert S Zeiger; Laura A Wilson; Andrew H Liu; Scott Weiss; James Tonascia; Joseph D Spahn; Stanley J Szefler Journal: J Allergy Clin Immunol Date: 2010-02 Impact factor: 10.793
Authors: Stanley J Szefler; Brenda R Phillips; Fernando D Martinez; Vernon M Chinchilli; Robert F Lemanske; Robert C Strunk; Robert S Zeiger; Gary Larsen; Joseph D Spahn; Leonard B Bacharier; Gordon R Bloomberg; Theresa W Guilbert; Gregory Heldt; Wayne J Morgan; Mark H Moss; Christine A Sorkness; Lynn M Taussig Journal: J Allergy Clin Immunol Date: 2005-02 Impact factor: 10.793
Authors: E D Bateman; S S Hurd; P J Barnes; J Bousquet; J M Drazen; J M FitzGerald; P Gibson; K Ohta; P O'Byrne; S E Pedersen; E Pizzichini; S D Sullivan; S E Wenzel; H J Zar Journal: Eur Respir J Date: 2008-01 Impact factor: 16.671
Authors: Wendy C Moore; Deborah A Meyers; Sally E Wenzel; W Gerald Teague; Huashi Li; Xingnan Li; Ralph D'Agostino; Mario Castro; Douglas Curran-Everett; Anne M Fitzpatrick; Benjamin Gaston; Nizar N Jarjour; Ronald Sorkness; William J Calhoun; Kian Fan Chung; Suzy A A Comhair; Raed A Dweik; Elliot Israel; Stephen P Peters; William W Busse; Serpil C Erzurum; Eugene R Bleecker Journal: Am J Respir Crit Care Med Date: 2009-11-05 Impact factor: 21.405
Authors: Pranab Haldar; Ian D Pavord; Ruth H Green; Dominic E Shaw; Michael A Berry; Michael Thomas; Christopher E Brightling; Andrew J Wardlaw Journal: Am J Respir Crit Care Med Date: 2008-05-14 Impact factor: 21.405
Authors: Susan T Stephenson; Lou Ann S Brown; My N Helms; Hongyan Qu; Sheena D Brown; Milton R Brown; Anne M Fitzpatrick Journal: J Allergy Clin Immunol Date: 2015-03-06 Impact factor: 10.793
Authors: Xiting Yan; Jen-Hwa Chu; Jose Gomez; Maria Koenigs; Carole Holm; Xiaoxuan He; Mario F Perez; Hongyu Zhao; Shrikant Mane; Fernando D Martinez; Carole Ober; Dan L Nicolae; Kathleen C Barnes; Stephanie J London; Frank Gilliland; Scott T Weiss; Benjamin A Raby; Lauren Cohn; Geoffrey L Chupp Journal: Am J Respir Crit Care Med Date: 2015-05-15 Impact factor: 21.405