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Sinha K, Ghosh N, Sil PC. Harnessing machine learning in contemporary tobacco research. Toxicol Rep 2025; 14:101877. [PMID: 39844883 PMCID: PMC11750557 DOI: 10.1016/j.toxrep.2024.101877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Revised: 12/17/2024] [Accepted: 12/17/2024] [Indexed: 01/12/2025] Open
Abstract
Machine learning (ML) has the potential to transform tobacco research and address the urgent public health crisis posed by tobacco use. Despite the well-documented health risks, cessation rates remain low. ML techniques offer innovative solutions by analyzing vast datasets to uncover patterns in smoking behavior, genetic predispositions, and effective cessation strategies. ML can predict smoking-induced non-communicable diseases (SiNCDs) like lung cancer and postmenopausal osteoporosis by identifying biomarkers and genetic profiles, generating personalized predictions, and guiding interventions. It also improves prediction of infant tobacco smoke exposure, distinguishes secondhand and thirdhand smoke, and enhances protection strategies for children. Data-driven, personalized approaches using ML track real-time data for personalized feedback and offer timely interventions, continuously improving cessation strategies. Overall, ML provides sophisticated predictive models, enhances understanding of complex biological mechanisms, and enables personalized interventions, demonstrating significant potential in the fight against the tobacco epidemic.
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Affiliation(s)
| | | | - Parames C. Sil
- Division of Molecular Medicine, Bose Institute, Kolkata 700054, India
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Wang RC, Lipin DI, Swoboda TK, Sambamoorthi U. Adolescent-specific risk and protective factors of substance use among high school students in the United States: A cross-sectional study. Clin Child Psychol Psychiatry 2025:13591045251344043. [PMID: 40378289 DOI: 10.1177/13591045251344043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/18/2025]
Abstract
Objective: Substance use among U.S. adolescents is a critical public health concern. This study evaluates risk and protective factors for substance use among high school students. Methods: Using data from the 2022 National Survey on Drug Use and Health, a cross-sectional analysis of 6,072 high school students was conducted. Multivariable logistic regression analyzed associations between substance use (alcohol, tobacco, illicit drugs) and adolescent-specific factors, adjusting for sex, grade, health insurance, and poverty status. Results: Overall, 35.6% of students reported using alcohol, tobacco, or illicit drugs in the past year. Antisocial behavior significantly increased the odds of alcohol (AOR = 2.54, 95% CI = 2.02-3.19), tobacco (AOR = 2.36, 95% CI = 1.92-2.89), and illicit drug use (AOR = 2.66, 95% CI = 2.22-3.19; p < .001). Religious involvement reduced the odds of alcohol (AOR = 0.79, 95% CI = 0.64-0.97, p = .026), tobacco (AOR = 0.71, 95% CI = 0.56-0.90, p = .006), and illicit drug use (AOR = 0.59, 95% CI = 0.45-0.77, p < .001). Conclusions: One in three high school students reported substance use. Antisocial behaviors increase risk, while religious involvement offers protection. Interventions targeting these factors may reduce adolescent substance use.
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Affiliation(s)
| | | | - Thomas K Swoboda
- Associate Dean for Clinical Education, Roseman University, College of Medicine, Las Vegas, NY, USA
| | - Usha Sambamoorthi
- College of Pharmacy, University of North Texas Health Science Center, Fort Worth, TX, USA
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Reali L, Onorati L, Koletzko B, Størdal K, Aparicio Rodrigo M, Magendie C, Hadjipanayis A, Baraldi E, Grossman Z. EAP and ECPCP urge ban on novel nicotine- (NNCPS) and non-nicotine-containing products (NNDS) to youth. Acta Paediatr 2024; 113:2354-2362. [PMID: 39072859 DOI: 10.1111/apa.17358] [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: 05/12/2024] [Revised: 07/06/2024] [Accepted: 07/12/2024] [Indexed: 07/30/2024]
Abstract
AIM We want to verify the correlation between the increasing use of novel nicotine-containing products (NNCPs) and non-nicotine delivery products (NNDPs) among young individuals and the escalating negative health consequences, necessitating their prohibition. METHODS We performed a comprehensive analysis of the most relevant literature about the utilisation of NNCPs and NNDPs among young individuals and their health effects. RESULTS Despite being initially seen as less harmful alternatives, for smokers aiming to quit, these products have become more popular due to misleading marketing claims. Teenagers using NNCPs and NNDPs, despite having no smoking history, are more likely to transition to tobacco smoking. Consistent use can lead to health issues like pulmonary damage, asthma, and cardiovascular and ocular problems. CONCLUSION The EAP and the ECPCP endorse the WHO's appeal to outlaw these hazardous products. They urge European governments to forbid the sale of NNCPs and NNDPs to children and adolescents in order to safeguard their well-being. They also propose specific recommendations (box 4) to support this cause.
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Affiliation(s)
- Laura Reali
- European Confederation of Primary Care Paediatricians, Lyon, France
- Primary Care Pediatrician, Italian National Health System (INHS), Rome, Italy
| | - Lorenza Onorati
- Department of Women's and Children's Health, University of Padova, Padova, Italy
| | - Berthold Koletzko
- European Academy of Paediatrics, Brussels, Belgium
- Department of Paediatrics, LMU University of Munich, Dr. von Hauner Children's Hospital, LMU Medicine, and German Center for Child and Adolescent Health, site Munich, Munich, Germany
| | - Ketil Størdal
- Department of Pediatric Research, Faculty of Medicine, University of Oslo, Oslo, Norway
- Children's Center, Oslo University Hospital, Oslo, Norway
| | - Maria Aparicio Rodrigo
- European Confederation of Primary Care Paediatricians, Lyon, France
- Department of Pediatrics, Complutense University of Madrid, Madrid, Spain
- Centro de Atención Primaria Entrevías, Madrid, Spain
| | - Christine Magendie
- European Confederation of Primary Care Paediatricians, Lyon, France
- Primary Care Paediatrician, Association Française de Pédiatrie Ambulatoire, Saint-Germain-en-Laye, France
| | - Adamos Hadjipanayis
- European Academy of Paediatrics, Brussels, Belgium
- Medical School, European University Cyprus, Nicosia, Cyprus
- Department of Paediatrics, Larnaca General Hospital, Larnaca, Cyprus
| | - Eugenio Baraldi
- Neonatal Intensive Care Unit, Department of Women's and Children's Health, University of Padova, Padova, Italy
| | - Zachi Grossman
- European Academy of Paediatrics, Brussels, Belgium
- Department of Pediatrics, Adelson School of Medicine, Ariel University Pediatrics, Ariel, Israel
- Department of Pediatrics, Maccabi Health Care Services Pediatrics, Tel Aviv, Israel
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Zhang S, Meng Y, Chakraborty AK, Wang H. Controlling smoking: A smoking epidemic model with different smoking degrees in deterministic and stochastic environments. Math Biosci 2024; 368:109132. [PMID: 38128645 DOI: 10.1016/j.mbs.2023.109132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Revised: 11/24/2023] [Accepted: 12/16/2023] [Indexed: 12/23/2023]
Abstract
Engaging in smoking not only leads to substantial health risks but also imposes considerable financial burdens. To deepen our understanding of the mechanisms behind smoking transmission and to address the tobacco epidemic, we examined a five-dimensional smoking epidemic model that accounts for different degrees of smoking under both deterministic and stochastic conditions. In the deterministic case, we determine the basic reproduction number, analyze the stability of equilibria with and without smoking, and investigate the existence of saddle-node bifurcation. Our analysis reveals that the basic reproduction number cannot completely determine the existence of smoking, and the model possesses bistability, indicating its dynamic is susceptible to interference from environmental noises. In the stochastic case, we establish sufficient conditions for the ergodic stationary distribution and the elimination of smokers by constructing appropriate Lyapunov functions. Numerical simulations suggest that the effects of inevitable random fluctuations in the natural environment on controlling the smoking epidemic may be beneficial, harmful, or negligible, which are closely related to the noise intensities, initial smoking population sizes, and the effective exposure rate of smoking transmission (β). Given the uncontrollable nature of environmental random effects, effective smoking control strategies can be achieved by: (1) accurate monitoring of initial smoking population sizes, and (2) implementing effective measures to reduce β. Therefore, it is both effective and feasible to implement a complete set of strong MPOWER measures to control smoking prevalence.
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Affiliation(s)
- Shengqiang Zhang
- College of Sciences, Shanghai Institute of Technology, Shanghai 201418, China.
| | - Yanling Meng
- College of Sciences, Shanghai Institute of Technology, Shanghai 201418, China.
| | - Amit Kumar Chakraborty
- Department of Mathematical and Statistical Sciences, University of Alberta, Edmonton, Alberta T6G 2G1, Canada.
| | - Hao Wang
- Department of Mathematical and Statistical Sciences, University of Alberta, Edmonton, Alberta T6G 2G1, Canada.
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