Lifestyle Behavior Patterns and Their Association with Active Commuting to School Among Spanish Adolescents: A Cluster Analysis Campos-Garzón, Pablo Saucedo-Araujo, Romina Gisele Rodrigo-Sanjoaquín, Javier Palma-Leal, Ximena Huertas-Delgado, Francisco Javier Chillón-Garzón, Palma Physical activity Sedentary Time Screen time Sleep duration Breakfast Transport Objectives: We aimed to identify clustering patterns of the device-measured physical activity (PA) levels (i.e., light PA and moderate-to-vigorous PA) and sedentary time (ST), screen time, sleep duration, and breakfast consumption of Spanish adolescents and their associations with the mode of commuting to and from schools (i.e., active and passive). Methods: A total of 151 adolescents aged 14.4 ± 0.6 years (53.64% girls) were included in this study. Participants wore an accelerometer device during seven consecutive days to measure PA levels and ST levels. Screen time, sleep duration, breakfast consumption, and the mode of commuting to and from school were self-reported by the participants. A two-step cluster analysis was performed to examine the different lifestyle behavior patterns (defined as data-driven groupings of daily behaviors identified through cluster analysis). Logistic regression models were used to determine the associations among the lifestyle behavior patterns and the mode of commuting to and from school. Results: The main characteristics of the three identified clusters were as follows: (active) high PA levels and low ST (38.4%); (inactive) high sleep duration and daily breakfast consumption, but low PA levels and high ST and screen time (37.2%); and (unhealthy) low PA levels and sleep duration, high ST and screen time, and usually skip breakfast (24.4%). No associations were found between these clusters and the mode of commuting to and from school (all, p > 0.05). Conclusions: Three different lifestyle behavior patterns were identified among Spanish adolescents, but no associations were found between these patterns and their mode of commuting to and from school. 2025-09-08T11:15:03Z 2025-09-08T11:15:03Z 2025-07-10 journal article Campos-Garzón, P.; Saucedo-Araujo, R.G.; RodrigoSanjoaquín, J.; Palma-Leal, X.; Huertas-Delgado, F.J.; Chillón, P. Lifestyle Behavior Patterns and Their Association with Active Commuting to School Among Spanish Adolescents: A Cluster Analysis. Healthcare 2025, 13, 1662. https://doi.org/10.3390/healthcare13141662 https://hdl.handle.net/10481/106152 10.3390/healthcare13141662 eng http://creativecommons.org/licenses/by/4.0/ open access Atribución 4.0 Internacional MDPI