{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,7]],"date-time":"2026-06-07T17:21:38Z","timestamp":1780852898079,"version":"3.54.1"},"reference-count":56,"publisher":"MDPI AG","issue":"5","license":[{"start":{"date-parts":[[2025,5,12]],"date-time":"2025-05-12T00:00:00Z","timestamp":1747008000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Cancer Institute of the National Institutes of Health","award":["U54CA143728"],"award-info":[{"award-number":["U54CA143728"]}]},{"name":"National Cancer Institute of the National Institutes of Health","award":["U54CA143727"],"award-info":[{"award-number":["U54CA143727"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJERPH"],"abstract":"<jats:p>This study aims to explore how cancer-related risk factors cluster among college students in Guam. Using the 2021\u20132022 Pacific Islands Cohort of College Students data, we conducted a latent class analysis (LCA) to organize the sample into classes based on clustering cancer risk factors, including tobacco use, binge drinking, low fruit\/vegetable intake, physical inactivity, betel nut use, overweight\/obesity, depression, and anxiety. Among the 577 college students surveyed, results show a high prevalence of low fruit\/vegetable intake, overweight\/obesity, depression, and anxiety. The LCA identified three classes, each defined by different clustering cancer risk behaviors. All classes showed high prevalence of low fruit\/vegetable intake. Class 1 had the highest rates of tobacco use, betel nut use, and binge drinking. Class 2 had the highest rates of physical inactivity, depression, and anxiety. Class 3 had the lowest rates of betel nut use, overweight\/obese, depression, and anxiety when compared with Classes 1 and 2. The clustering of risk behaviors highlights the need for targeted interventions and prevention strategies among Guam\u2019s youth, aiming to address these behaviors and potentially reduce cancer risk in the region.<\/jats:p>","DOI":"10.3390\/ijerph22050755","type":"journal-article","created":{"date-parts":[[2025,5,13]],"date-time":"2025-05-13T03:59:26Z","timestamp":1747108766000},"page":"755","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Latent Class Analysis of Cancer Risk Behaviors Among College Students on Guam: A Pacific Islands Cohort of College Students Study (PICCS)"],"prefix":"10.3390","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-3977-5969","authenticated-orcid":false,"given":"Aurienne","family":"Cruz","sequence":"first","affiliation":[{"name":"Pacific Island Partnership for Cancer Health Equity, University of Guam Cancer Research Center, Mangilao, GU 96913, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-8522-2115","authenticated-orcid":false,"given":"Cabrini","family":"Aguon","sequence":"additional","affiliation":[{"name":"Pacific Island Partnership for Cancer Health Equity, University of Guam Cancer Research Center, Mangilao, GU 96913, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Michael","family":"Cajigal","sequence":"additional","affiliation":[{"name":"Pacific Island Partnership for Cancer Health Equity, University of Guam Cancer Research Center, Mangilao, GU 96913, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-8463-8718","authenticated-orcid":false,"given":"Elaine C.","family":"de Leon","sequence":"additional","affiliation":[{"name":"Pacific Island Partnership for Cancer Health Equity, University of Guam Cancer Research Center, Mangilao, GU 96913, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Reina Faye P.","family":"Evangelista","sequence":"additional","affiliation":[{"name":"Pacific Island Partnership for Cancer Health Equity, University of Guam Cancer Research Center, Mangilao, GU 96913, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Su Bin","family":"Jin","sequence":"additional","affiliation":[{"name":"Pacific Island Partnership for Cancer Health Equity, University of Guam Cancer Research Center, Mangilao, GU 96913, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ella","family":"Macatugal","sequence":"additional","affiliation":[{"name":"Pacific Island Partnership for Cancer Health Equity, University of Guam Cancer Research Center, Mangilao, GU 96913, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gian M.","family":"Paras","sequence":"additional","affiliation":[{"name":"Pacific Island Partnership for Cancer Health Equity, University of Guam Cancer Research Center, Mangilao, GU 96913, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lauren Nicole G.","family":"Villanueva","sequence":"additional","affiliation":[{"name":"Pacific Island Partnership for Cancer Health Equity, University of Guam Cancer Research Center, Mangilao, GU 96913, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1158-4094","authenticated-orcid":false,"given":"Grazyna","family":"Badowski","sequence":"additional","affiliation":[{"name":"Pacific Island Partnership for Cancer Health Equity, University of Guam Cancer Research Center, Mangilao, GU 96913, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6214-6249","authenticated-orcid":false,"given":"Yvette C.","family":"Paulino","sequence":"additional","affiliation":[{"name":"Pacific Island Partnership for Cancer Health Equity, University of Guam Cancer Research Center, Mangilao, GU 96913, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,5,12]]},"reference":[{"key":"ref_1","unstructured":"University of Guam Cancer Research Center (2024, December 21). 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