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Busse KR, Dino ME, Martin SL, Lee Mayol NR, Bechayda SA, Adair LS, Ammerman AS. Awareness, experiences, and beliefs related to ultra-processed foods among young people in Cebu, Philippines. Appetite 2024; 203:107688. [PMID: 39307462 PMCID: PMC11537813 DOI: 10.1016/j.appet.2024.107688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Revised: 08/30/2024] [Accepted: 09/19/2024] [Indexed: 09/26/2024]
Abstract
Ultra-processed food (UPF) intake is rising in low- and middle-income countries, where non-communicable diseases are now the leading contributor to disease burden. The purpose of this study was to assess awareness and knowledge of UPFs, factors that influence consumption of UPFs, and beliefs about the relationship between UPF intake and health among young people (18-20 years old) in a metropolitan area of the Philippines, a lower middle-income country. We conducted eight focus group discussions across four strata defined by gender and urban-rural neighborhood designation. We applied deductive and inductive codes to transcripts and organized codes into themes. Sixty participants were included in the study. Although most were unfamiliar with the concept of UPFs, participants demonstrated an intuitive understanding of the meaning of the term. Vendors in or around schools were commonly reported as a source of UPFs, though most participants reported consuming UPFs at home as well. Factors that were reported as having influence over participants' UPF intake included taste, convenience, cost, influence from parents, peers, and others, and health knowledge and status. Participants expressed various beliefs about the link between overconsumption of UPFs and risk of multiple health outcomes, including diabetes, hypertension, and kidney disease. Some males, but not females, believed that some UPFs were neutral or beneficial with respect to health. Commonly cited sources of information about UPFs and their link to health included parents, schools, and social media. This study provides important insights into the factors that drive UPF consumption among young people in a lower middle-income country and should inform efforts to reduce UPF intake among young people in this and similar settings.
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Affiliation(s)
- Kyle R Busse
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, 135 Dauer Dr, Chapel Hill, NC, 27599, USA.
| | - Marjury E Dino
- Department of Anthropology, Sociology, and History, University of San Carlos, Nasipit, Talamban, Cebu City, 6000, Philippines.
| | - Stephanie L Martin
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, 135 Dauer Dr, Chapel Hill, NC, 27599, USA; Carolina Population Center, University of North Carolina at Chapel Hill, 123 W Franklin St, Suite 210, Chapel Hill, NC, 27516, USA.
| | - Nanette R Lee Mayol
- USC-Office of Population Studies Foundation, University of San Carlos, Nasipit, Talamban, Cebu City, 6000, Philippines.
| | - Sonny A Bechayda
- Department of Anthropology, Sociology, and History, University of San Carlos, Nasipit, Talamban, Cebu City, 6000, Philippines; USC-Office of Population Studies Foundation, University of San Carlos, Nasipit, Talamban, Cebu City, 6000, Philippines.
| | - Linda S Adair
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, 135 Dauer Dr, Chapel Hill, NC, 27599, USA; Carolina Population Center, University of North Carolina at Chapel Hill, 123 W Franklin St, Suite 210, Chapel Hill, NC, 27516, USA.
| | - Alice S Ammerman
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, 135 Dauer Dr, Chapel Hill, NC, 27599, USA; Center for Health Promotion and Disease Prevention, University of North Carolina at Chapel Hill, 1700 Martin Luther King Jr Blvd, #7426, Chapel Hill, NC, USA.
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Jagtap N, Kalapala R, Rughwani H, Singh AP, Inavolu P, Ramchandani M, Lakhtakia S, Manohar Reddy P, Sekaran A, Tandan M, Nabi Z, Basha J, Gupta R, Memon SF, Venkat Rao G, Sharma P, Nageshwar Reddy D. Application of machine-learning model to optimize colonic adenoma detection in India. Indian J Gastroenterol 2024; 43:995-1001. [PMID: 38758433 DOI: 10.1007/s12664-024-01530-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 01/05/2024] [Indexed: 05/18/2024]
Abstract
AIMS There is limited data on the prevalence and risk factors of colonic adenoma from the Indian sub-continent. We aimed at developing a machine-learning model to optimize colonic adenoma detection in a prospective cohort. METHODS All consecutive adult patients undergoing diagnostic colonoscopy were enrolled between October 2020 and November 2022. Patients with a high risk of colonic adenoma were excluded. The predictive model was developed using the gradient-boosting machine (GBM)-learning method. The GBM model was optimized further by adjusting the learning rate and the number of trees and 10-fold cross-validation. RESULTS Total 10,320 patients (mean age 45.18 ± 14.82 years; 69% men) were included in the study. In the overall population, 1152 (11.2%) patients had at least one adenoma. In patients with age > 50 years, hospital-based adenoma prevalence was 19.5% (808/4144). The area under the receiver operating curve (AUC) (SD) of the logistic regression model was 72.55% (4.91), while the AUCs for deep learning, decision tree, random forest and gradient-boosted tree model were 76.25% (4.22%), 65.95% (4.01%), 79.38% (4.91%) and 84.76% (2.86%), respectively. After model optimization and cross-validation, the AUC of the gradient-boosted tree model has increased to 92.2% (1.1%). CONCLUSIONS Machine-learning models may predict colorectal adenoma more accurately than logistic regression. A machine-learning model may help optimize the use of colonoscopy to prevent colorectal cancers. TRIAL REGISTRATION ClinicalTrials.gov (ID: NCT04512729).
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Affiliation(s)
- Nitin Jagtap
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India.
| | - Rakesh Kalapala
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - Hardik Rughwani
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - Aniruddha Pratap Singh
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - Pradev Inavolu
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - Mohan Ramchandani
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - Sundeep Lakhtakia
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - P Manohar Reddy
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - Anuradha Sekaran
- Department of Pathology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - Manu Tandan
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - Zaheer Nabi
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - Jahangeer Basha
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - Rajesh Gupta
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - Sana Fathima Memon
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
| | - G Venkat Rao
- Department of Surgical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad 500 082, India
| | - Prateek Sharma
- The University of Kansas Medical Center, Kansas City, KS, USA
| | - D Nageshwar Reddy
- Department of Medical Gastroenterology, Asian Institute of Gastroenterology, Hyderabad, 500 082, India
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Busse KR, Lee Mayol NR, Ammerman AS, Avery CL, Martin SL, Adair LS. Ultraprocessed Food Intake during the Transition to Adulthood Varies According to Sociodemographic Characteristics and Maternal Intake in Cebu, Philippines. J Nutr 2024; 154:2273-2283. [PMID: 38697516 PMCID: PMC11282470 DOI: 10.1016/j.tjnut.2024.04.032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 04/22/2024] [Accepted: 04/26/2024] [Indexed: 05/05/2024] Open
Abstract
BACKGROUND Ultraprocessed foods (UPFs) are associated with elevated risk of noncommunicable disease, but little is known about UPF intake and the individual-, household-, and community-level factors associated with it among adolescents in low- or middle-income countries. OBJECTIVES We estimated the association of UPF intake across adolescence with sociodemographic characteristics and maternal UPF intake in a Filipino cohort. METHODS Data were from 4 waves (1994-2005) of the Cebu Longitudinal Health and Nutrition Survey (n = 2068); participants were aged 11, 15, 18, and 21 y. Foods from 24-h recalls were classified using NOVA. We used two-part multilevel models to estimate time-varying associations of the odds and amount (percentage daily kilocalories) of UPF intake with sociodemographic characteristics and maternal UPF intake (none, below median among UPF-consuming mothers ["low"], at or above median ["high"]). RESULTS Median UPF intake (interquartile range [IQR]) among adolescents was 7.3% (IQR: 0, 17.2%) of daily kilocalories at age 11 y and 10.6% (IQR: 3.6, 19.6%) at 21 y. The odds and amount of adolescent UPF intake were positively associated with female sex, years of schooling, and household wealth and inversely associated with household size. The odds-but not amount-of adolescent UPF intake was positively associated with maternal education and urbanicity and inversely associated with the distance from a household's primary store/market. The association between odds of adolescent UPF intake and school enrollment was positive in adolescence but disappeared in early adulthood. Compared with offspring whose mothers did not consume UPFs, the odds of UPF intake among those whose mothers had low or high UPF intake was greater in adolescence, but there was no association once offspring became adults. At all ages, maternal UPF intake was positively associated with the amount of offspring intake. CONCLUSIONS Adolescent UPF intake varied across sociodemographic characteristics and was positively associated with maternal UPF intake, but not after adolescents entered adulthood.
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Affiliation(s)
- Kyle R Busse
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina-Chapel Hill, Chapel Hill, NC, United States.
| | - Nanette R Lee Mayol
- USC-Office of Population Studies Foundation, University of San Carlos, Cebu City, Philippines
| | - Alice S Ammerman
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina-Chapel Hill, Chapel Hill, NC, United States; Center for Health Promotion and Disease Prevention, University of North Carolina-Chapel Hill, Chapel Hill, NC, United States
| | - Christy L Avery
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina-Chapel Hill, Chapel Hill, NC, United States; Carolina Population Center, University of North Carolina-Chapel Hill, Chapel Hill, NC, United States
| | - Stephanie L Martin
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina-Chapel Hill, Chapel Hill, NC, United States; Carolina Population Center, University of North Carolina-Chapel Hill, Chapel Hill, NC, United States
| | - Linda S Adair
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina-Chapel Hill, Chapel Hill, NC, United States; Carolina Population Center, University of North Carolina-Chapel Hill, Chapel Hill, NC, United States
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Vidal R, Rivera-Navarro J, Gravina L, Díez J, Franco M. Correlates of eating behaviors in adolescence: a systematic review of qualitative studies. Nutr Rev 2024; 82:749-776. [PMID: 37432794 DOI: 10.1093/nutrit/nuad088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/13/2023] Open
Abstract
CONTEXT Nutrition plays a critical role in adolescence. Adolescents are vulnerable to the impact of different factors that distance them from healthy habits, increasing their risk of chronic diseases in adulthood. Qualitative methodologies allow for a better understanding of these factors. OBJECTIVE This systematic review aims to consolidate qualitative research evidence from the past 10 years to analyze the facilitators and barriers influencing adolescents' eating behaviors. DATA SOURCES Databases searched for relevant studies were Scopus, Medline/PubMed, PsycINFO, and Web of Science. DATA EXTRACTION A total of 4176 records were identified. The authors used the GRADE-CERQual (Confidence in Evidence from Reviews of Qualitative Research) quality-assessment tool. RESULTS Fifty articles with qualitative or mixed methodologies were finally included. The most applied techniques were focus groups and semi-structured interviews. The factors influencing adolescents' diets were classified into 4 dimensions: individual, social, community, and macrosystem factors. The most influential were the following-(1) at the individual level: gender (facilitator or barrier), taste and appearance of food (barrier), and lack of time (barrier); (2) at the social level: parents' and caregivers' influence (facilitator or barrier), peer group influence (barrier), and socioeconomic position (barrier); (3) at the community level: school food environment (facilitator or barrier), neighborhood food environment (barrier), household food environment (facilitator or barrier), food insecurity (barrier), and availability and affordability of ultra-processed foods (barrier); and (4) at the macrosystem level: digital tools (facilitator or barrier). CONCLUSIONS This systematic review identified several facilitators and barriers influencing eating behaviors among adolescents. Qualitative research provides a rich source of knowledge to inform interventions aimed at improving adolescents' diets. Qualitative research is very useful for collecting researches that help to implement intervention programs that improve adolescent nutrition.
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Affiliation(s)
- Raquel Vidal
- Sociology and Communication Department, Social Sciences Faculty, Salamanca University, Salamanca, Spain
| | - Jesús Rivera-Navarro
- Sociology and Communication Department, Social Sciences Faculty, Salamanca University, Salamanca, Spain
| | - Leyre Gravina
- Nursing I Department, Nursing and Medicine Faculty, University of the Basque Country (UPV/EHU), Leioa, Spain
- Biocruces Bizkaia Health Research Institute, Barakaldo, Spain
| | - Julia Díez
- Public Health and Epidemiology Research Group, School of Medicine and Health Sciences, Universidad de Alcalá, Alcalá de Henares, Madrid, Spain
| | - Manuel Franco
- Public Health and Epidemiology Research Group, School of Medicine and Health Sciences, Universidad de Alcalá, Alcalá de Henares, Madrid, Spain
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
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Deslippe AL, Bergeron C, Cohen TR. Boys and girls differ in their rationale behind eating: a systematic review of intrinsic and extrinsic motivations in dietary habits across countries. Front Nutr 2023; 10:1256189. [PMID: 37841404 PMCID: PMC10570531 DOI: 10.3389/fnut.2023.1256189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 09/01/2023] [Indexed: 10/17/2023] Open
Abstract
Background Boys' and girls' food habits diverge in adolescence (13-18 years). This contributes to unequal risks of adverse health outcomes based on sex and gender in adulthood (e.g., heart diseases in men vs. disorder eating in women). Though multi-factorial, why these dietary differences occur is unclear. Purpose To identify the reasons why adolescents' motivation behind dietary habits differs among genders. Methods Four databases were searched following PRISMA guidelines. Eligible studies had to use qualitative methodology and report at least one gender unique theme. Reported themes were thematically analyzed, with a sub-analysis by country where the studies were conducted. Quality appraisals were assessed using the Critical Appraisal Skills Programme checklist. Results In the 34 eligible articles (n = 1,694 returned) two overarching themes emerged that dictated dietary habits in adolescents: Self-motivators and Uncontrollable factors. Gender differences arose whereby girls highlighted more external motivators (e.g., eat healthier, change dietary habits around boys and be thin to fit traditional norms) over their dietary habits. In contrast, boys focused on more internal motivators (e.g., gain autonomy, eat for enjoyment and pursue gains in physical performance). This suggests that motivation underlying how boys and girls eat differs. These trends were largely consistent across countries. Conclusion Boys' and girls' food habits are not motivated by the same factors. To create more effective dietary interventions targeting health promotion, unique motivations behind food habits need to be understood and incorporated. Systematic review registration Identifier: CRD42022298077.
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Affiliation(s)
- Alysha L. Deslippe
- Faculty of Land and Food Systems, University of British Columbia, Vancouver, BC, Canada
- Healthy Starts, British Columbia Children's Hospital Research Institute, Vancouver, BC, Canada
| | - Coralie Bergeron
- Healthy Starts, British Columbia Children's Hospital Research Institute, Vancouver, BC, Canada
- Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Tamara R. Cohen
- Faculty of Land and Food Systems, University of British Columbia, Vancouver, BC, Canada
- Healthy Starts, British Columbia Children's Hospital Research Institute, Vancouver, BC, Canada
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The barriers of home environments for obesity prevention in Indonesian adolescents. BMC Public Health 2022; 22:2348. [PMCID: PMC9749634 DOI: 10.1186/s12889-022-14669-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Accepted: 11/18/2022] [Indexed: 12/15/2022] Open
Abstract
Abstract
Background
Obesity and its related cardiovascular-metabolic diseases are growing public health concerns. Despite global attention to obesity, its prevalence is steeply increasing in developing countries, especially in children and adolescents. Eating behaviours and physical activity are modifiable risk factors for obesity that can variably be shaped by families. Eating behaviours and physical activity are especially important during adolescence, given its significance as a foundational period for developing healthy lifestyles. This qualitative study aimed to explore barriers and opportunities around creating healthy lifestyles among adolescents in Indonesia, focussing on family environments from diverse socio-demographic backgrounds.
Method
In-depth interviews using a semi-structured guide were undertaken with consecutively recruited 10–18-year-old adolescents with overweight or obesity, and their parents, from three different sites: urban (Jakarta, the capital city of Indonesia), peri-urban (West Java Province) and rural (Banten Province). Thematic analysis was used to identify patterns of meaning.
Results
Nineteen dyads were interviewed. Thematic analysis revealed four themes: limited knowledge of healthy lifestyles; healthy lifestyles not a concern of daily life; limited parenting skills, including inequity around gender roles; and aspects of availability and accessibility. These interconnected barriers influenced lifestyle practices at home within the context of daily preferences and decisions around food and activities. Gender role inequity and healthy food accessibility were more prominent in rural families than in those from urban or peri-urban settings.
Conclusions
Healthy lifestyles in adolescence may be supported by strategies to enhance parenting skills, build individual motivation, and support the development of more enabling environments.
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Sharma N, Basu S, Manna S, Rao S, Sharma P, Kaur H, Duggal K, Kumar P, Malik ST. Perceptions of Good Health and Impact of COVID-19 Among Adolescents in a Low-Income Urban Agglomerate in Delhi, India: A Qualitative Study. Cureus 2022; 14:e24425. [PMID: 35637814 PMCID: PMC9127279 DOI: 10.7759/cureus.24425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/23/2022] [Indexed: 11/18/2022] Open
Abstract
Adolescents constitute 16% of the global population and are susceptible to adverse health and illness from substance abuse, unhealthy diet, physical inactivity, and high-risk sexual behaviors. We conducted this study to assess the perceptions of good health, health-seeking behavior, and health service utilization among adolescents living in a low-income urban neighborhood after the second wave of the COVID-19 pandemic. A total of 23 adolescents, including 12 males and 11 females, were interviewed. Adolescents' perceived body image and size considerations apart from functioning at an optimum physical capacity as the principal attributes of good health, which was possible through the intake of a healthy diet and exercise. Adolescents were likely to be aware of the addiction potential and risk of cancer from using tobacco and alcohol, but attitudes towards eschewing their use were ambivalent. Adolescents perceived themselves as lacking access to reliable, adequate, and validated sources of sexual and reproductive health information. Knowledge and utilization of adolescent health services in this area were negligible, suggestive of the need to strengthen these services and improve the program outreach.
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