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Bomfim RA. Last dental visit and severity of tooth loss: a machine learning approach. BMC Res Notes 2023; 16:347. [PMID: 38001552 PMCID: PMC10668397 DOI: 10.1186/s13104-023-06632-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Accepted: 11/20/2023] [Indexed: 11/26/2023] Open
Abstract
The aims of the present study were to investigate last dental visit as a mediator in the relationship between socioeconomic status and lack of functional dentition/severe tooth loss and use a machine learning approach to predict those adults and elderly at higher risk of tooth loss. We analyzed data from a representative sample of 88,531 Brazilian individuals aged 18 and over. Tooth loss was the outcome by; (1) functional dentition and (2) severe tooth loss. Structural Equation models were used to find the time of last dental visit associated with the outcomes. Moreover, machine learning was used to train and test predictions to target individuals at higher risk for tooth loss. For 65,803 adults, more than two years of last dental visit was associated with lack of functional dentition. Age was the main contributor in the machine learning approach, with an AUC of 90%, accuracy of 90%, specificity of 97% and sensitivity of 38%. For elders, the last dental visit was associated with higher severe loss. Conclusions. More than two years of last dental visit appears to be associated with a severe loss and lack of functional dentition. The machine learning approach had a good performance to predict those individuals.
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Affiliation(s)
- Rafael Aiello Bomfim
- School of Dentistry, Federal University of Mato Grosso do Sul, Campo Grande, Brazil.
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Atanda AJ, Livinski AA, London SD, Boroumand S, Weatherspoon D, Iafolla TJ, Dye BA. Tooth retention, health, and quality of life in older adults: a scoping review. BMC Oral Health 2022; 22:185. [PMID: 35585618 PMCID: PMC9118621 DOI: 10.1186/s12903-022-02210-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 04/11/2022] [Indexed: 11/25/2022] Open
Abstract
OBJECTIVE This scoping review describes the relationship between tooth retention, health, and quality of life in older adults. METHODS Seven databases were searched for English language articles for subjects ≥ 65 y from 1981 to 2021. Exposure was tooth retention (≥ 20), and outcomes were general/systemic health and quality of life. Methodological quality was assessed using the Newcastle-Ottawa Scale and Cochrane Risk of Bias 2.0 tool. RESULTS 140 articles were included, only four were randomized trials. Inter-rater agreement (κ) regarding study inclusion was 0.924. Most were assessed with low risk of bias (n = 103) and of good quality (n = 96). Most studies were conducted in Japan (n = 60) and Europe (n = 51) and only nine in the US. Tooth retention was referred to as "functional dentition" in 132 studies and "shortened dental arch" in 19 studies. Study outcomes were broadly synthesized as (1) cognitive decline/functional dependence, (2) health status/chronic diseases, (3) nutrition, and (4) quality of life. DISCUSSION There is a positive relationship between tooth retention, overall health, and quality of life. Older adults retaining ≥ 20 teeth are less likely to experience poorer health. Having < 20 teeth increases the likelihood for functional dependence and onset of disability, and may affect successful ageing. This review supports the general finding that the more teeth older adults retain as they age, the less likely they are to have adverse health outcomes. However, significant knowledge gaps remain which can limit decision-making affecting successful ageing for many older adults. This review highlights the need to consider, as an important marker of oral health and function, the retention of a functional minimum of a natural dentition, rather than a simple numeric score of missing teeth.
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Affiliation(s)
- Adejare Jay Atanda
- National Institute of Dental and Craniofacial Research, National Institutes of Health, 31 Center Dr., Suite 5B55, Bethesda, MD, USA.
- National Library of Medicine, National Institutes of Health, Bethesda, MD, USA.
| | - Alicia A Livinski
- National Institutes of Health Library, Office of Research Services, OD, National Institutes of Health, Bethesda, MD, USA
| | - Steven D London
- National Institute of Dental and Craniofacial Research, National Institutes of Health, 31 Center Dr., Suite 5B55, Bethesda, MD, USA
- National Library of Medicine, National Institutes of Health, Bethesda, MD, USA
- School of Dental Medicine, Stony Brook University, Stony Brook, NY, USA
| | - Shahdokht Boroumand
- National Institute of Dental and Craniofacial Research, National Institutes of Health, 31 Center Dr., Suite 5B55, Bethesda, MD, USA
| | | | - Timothy J Iafolla
- National Institute of Dental and Craniofacial Research, National Institutes of Health, 31 Center Dr., Suite 5B55, Bethesda, MD, USA
| | - Bruce A Dye
- National Institute of Dental and Craniofacial Research, National Institutes of Health, 31 Center Dr., Suite 5B55, Bethesda, MD, USA.
- School of Dental Medicine, University of Colorado, Anschutz Medical Campus, Aurora, CO, USA.
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Bomfim RA, Cascaes AM, de Oliveira C. Multimorbidity and tooth loss: the Brazilian National Health Survey, 2019. BMC Public Health 2021; 21:2311. [PMID: 34930189 DOI: 10.1186/s12889-021-12392-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2021] [Accepted: 12/07/2021] [Indexed: 12/26/2022] Open
Abstract
Background Little is known about the presence of two or more chronic conditions (multimorbidity) on tooth loss between adults and older adults. Understanding the mechanisms of multimorbidity on tooth loss is essential to inform policy development. This study aims to investigate the association between multimorbidity and severity of tooth loss in Brazilian adults and older adults. Methods We analysed data from a nationally representative sample of 88,531 Brazilian individuals aged 18 and over who participated in the 2019 Brazilian Health Survey. Tooth loss was the outcome by two different classifications: functional dentition (lost 1–12 teeth) and severe tooth loss (lost 23–32 teeth). The presence of multimorbidity was the main exposure and based on 13 self-reported doctor-diagnosed chronic diseases that were further categorised into two groups, i.e., ≥2 or ≥ 3 comorbidities. Sociodemographic covariates included sex, age, race, income, level of education and tobacco smoking and geographic region of residency. Multivariate logistic regression models estimated the OR (Odds Ratios) and 95%CI of the associations between multimorbidity and tooth loss. Results For 65,803 adults (aged 18 to 59), the presence of multimorbidity (≥2) was associated with 32% higher odds of having severe tooth loss (95% CI, 1.17; 1.49) and 33% lower odds of having functional dentition (95% CI, 0.60; 0.75). For the 22,728 older adults (aged 60 and older), multimorbidity (≥2) was associated with a 17% higher odds of severe tooth loss (95% CI, 1.06; 1.29) and 23% lower odds of having functional dentition (95% CI 0.70; 0.85). The sensitivity analysis, excluding hypertension, confirmed our findings. Conclusions Brazilian adults and older adults with multimorbidity are more likely to have severe tooth loss and less likely to have functional dentition. Supplementary Information The online version contains supplementary material available at 10.1186/s12889-021-12392-2.
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Raju K, Taylor GW, Tahir P, Hyde S. Association of tooth loss with morbidity and mortality by diabetes status in older adults: a systematic review. BMC Endocr Disord 2021; 21:205. [PMID: 34663281 PMCID: PMC8524900 DOI: 10.1186/s12902-021-00830-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Accepted: 07/27/2021] [Indexed: 01/22/2023] Open
Abstract
OBJECTIVE This systematic review assesses the association of tooth loss (TL), as the exposure, with morbidity and mortality by diabetes mellitus (DM) status, as the outcome, in older adults. BACKGROUND Individuals with DM have higher prevalence of severe TL and increased risk of developing morbidities and mortality. No systematic review has evaluated the association between TL with morbidity and mortality by DM status. MATERIAL AND METHODS Comprehensive searches used multiple publication databases containing reports published between 01/01/2000 and 04/21/2021. Two authors independently evaluated included studies for quality and risk of bias using the Critical Appraisal Skills Programme (CASP) checklist for cohort and Center for Evidence-Based Medicine (CEBM) critical appraisal sheet for cross-sectional studies, while a third author arbitrated decisions to resolve disagreements. RESULTS Thirteen studies met the inclusion criteria: eight cross-sectional and five cohort. Qualitative review of the included studies indicated TL is associated with increased incidence and prevalence of DM. TL is also associated with DM-related morbidities including greater prevalence of heart disease, diabetic retinopathy, metabolic syndrome; poorer health-related quality of life; poorer survival of participants with chronic kidney disease; and increased medical expenditure. Overall, the quality of the evidence reviewed was medium, as per the Oxford Centre for Evidence-Based Medicine 2011 Levels of Evidence. CONCLUSIONS/PRACTICAL IMPLICATIONS This review found significant associations of TL with prevalence and incidence of DM and adverse DM-related outcomes. An interprofessional team-care approach that includes an oral health component could benefit the prevention and management of DM.
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Affiliation(s)
- Karen Raju
- Department of Preventive and Restorative Dental Sciences, Division of Oral Epidemiology and Dental Public Health, School of Dentistry, University of California, 707 Parnassus Avenue, Box 0758, San Francisco, CA 94143-0758 USA
| | - George W. Taylor
- Department of Preventive and Restorative Dental Sciences, Division of Oral Epidemiology and Dental Public Health, School of Dentistry, University of California, 707 Parnassus Avenue, Box 0758, San Francisco, CA 94143-0758 USA
| | - Peggy Tahir
- University of California, UCSF Library, 530 Parnassus Ave, San Francisco, CA 94143-0840 USA
| | - Susan Hyde
- Department of Preventive and Restorative Dental Sciences, Division of Oral Epidemiology and Dental Public Health, School of Dentistry, University of California, 707 Parnassus Avenue, Box 0758, San Francisco, CA 94143-0758 USA
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Minaya-Sánchez M, Medina-Solís CE, Casanova-Rosado JF, Vallejos-Sánchez AA, Casanova-Rosado AJ, Márquez-Corona MDL, Mendoza-Rodríguez M, Maupomé G. Prevalence of Functional Dentition in a Group of Mexican Adult Males. P R Health Sci J 2017; 36:146-151. [PMID: 28915303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
OBJECTIVE To determine the prevalence of functional dentition and associated periodontal variables in a sample of Mexican adult males. METHODS A cross-sectional study of 161 policemen in Campeche, Mexico, was carried out. A clinical examination using an electronic probe was used to collect variables (dental plaque, periodontal pockets, gingival recession, suppuration, and bleeding on probing) on 6 periodontal sites (a maximum of 168 sites, excluding third molars). Sociodemographic, socioeconomic, and behavioral variables were collected through a self-administered survey. Functional dentition was defined as having 21 or more natural teeth. Data were analyzed with STATA 11.0, using logistic regression models. RESULTS Mean age was 38.3 (±10.9) years. The prevalence of having a functional dentition was 83.8% in the sample. The odds of having a functional dentition declined with age (odds ratio [OR] = 0.93), having diabetes (OR = 0.27) and with having a high percentage of sites with plaque (OR = 0.77), with bleeding on probing (OR = 0.97), and with gingival recession (OR = 0.82). CONCLUSION While a large proportion of subjects had a functional dentition in this community-dwelling sample of adult Mexican males, the likelihood of their having a functional dentition decreased with age, with their having been diagnosed with diabetes, and with assorted negative indicators of periodontal/gingival status.
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Affiliation(s)
| | - Carlo Eduardo Medina-Solís
- Academic Area of Dentistry in the Health Sciences Institute, Autonomous University of Hidalgo State, Pachuca, Mexico; Advanced Studies and Research Center in Dentistry "Dr. Keisaburo Miyata," School of Dentistry, Autonomous University of the State of Mexico, Toluca, México
| | | | | | | | | | - Martha Mendoza-Rodríguez
- Academic Area of Dentistry in the Health Sciences Institute, Autonomous University of Hidalgo State, Pachuca, Mexico
| | - Gerardo Maupomé
- Indiana University-Purdue University at Indianapolis, Indianapolis, IN, USA
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Chalub LLFH, Ferreira RC, Vargas AMD. Influence of functional dentition on satisfaction with oral health and impacts on daily performance among Brazilian adults: a population-based cross-sectional study. BMC Oral Health 2017; 17:112. [PMID: 28697751 PMCID: PMC5504983 DOI: 10.1186/s12903-017-0402-5] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2017] [Accepted: 07/04/2017] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND Dental esthetics, chewing and speech should be preserved in a dentition denominated functional and are closely related to satisfaction with oral health (SOH), impacts caused by oral problems and have a possible association with Oral Health-Related Quality of Life. Thus, the purpose of the present study was to investigate the influence of different concepts of functional dentition (FD) on both SOH and impacts on daily performance (IDP) among Brazilian adults. METHODS A cross-sectional study was conducted with 9564 adults (35-44 years). SOH and IDP were evaluated using the Oral Impacts on Daily Performance (OIDP) questionnaire. FD was considered based on four different definitions: I-classification of the World Health Organization (FDWHO = ≥20 teeth); II-well-distributed teeth (WDT = ≥10 teeth in each arch); III-classified by esthetics and occlusion (FDClass5 = sequential presence of one tooth in each arch, ≥10 teeth in each arch, 12 anterior teeth, ≥three posterior occluding pairs [POPs] of premolars and ≥one POP molar bilaterally); and IV-classified by esthetics, occlusion and periodontal status (FDClass6 = FDClass5 plus all sextants with CPI ≤ 3 and/or CAL ≤ 1). The proportion of adults satisfied with oral health and without overall impact (OIDP = 0) was calculated for each definition of FD. Multiple Poisson regression models were adjusted by demographic-socioeconomic characteristics, self-reported oral problems and the use of dental services for each dependent variable. RESULTS When FDClass5 and FDClass6 were considered a greater proportion of adults reported being satisfied (52.1 and 53.1%, respectively) and have OIDP = 0 (52.4 and 53.3, respectively). In the multiple models, SOH was associated with FDClass5 (RP = 1.21) and FDClass6 (RP = 1.24) and OIDP = 0 was associated with WDT (RP = 1.14) and FDClass6 (RP = 1.21). CONCLUSIONS The greater influence of WDT, FDClass5 and FDClass6 on aspects related to quality of life in comparison to FDWHO demonstrates the need for the establishment of a broader definition of FD that encompasses subjective aspects.
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Affiliation(s)
- Loliza Luiz Figueiredo Houri Chalub
- Department of Community and Preventive Dentistry, School of Dentistry, Federal University of Minas Gerais, Antônio Carlos Avenue, 6627 – Campus – CEP, Belo Horizonte, Minas Gerais 31270-911 Brazil
| | - Raquel Conceição Ferreira
- Department of Community and Preventive Dentistry, School of Dentistry, Federal University of Minas Gerais, Antônio Carlos Avenue, 6627 – Campus – CEP, Belo Horizonte, Minas Gerais 31270-911 Brazil
| | - Andréa Maria Duarte Vargas
- Department of Community and Preventive Dentistry, School of Dentistry, Federal University of Minas Gerais, Antônio Carlos Avenue, 6627 – Campus – CEP, Belo Horizonte, Minas Gerais 31270-911 Brazil
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Abstract
PURPOSE This study aimed to estimate the association between the number of teeth and general quality of life in adults. METHODS A population-based study was conducted with 1720 individuals aged 20-59 years residing in Florianópolis, Brazil, in 2009. Data were collected at participants' households using a structured questionnaire. In 2012, a second wave was undertaken with 1222 individuals. Oral examinations were performed for number of teeth, prevalence of functional dentition (≥21 natural teeth), and shortened dental arch (SDA), which were considered the main exposures. General quality of life was the outcome and was assessed with the WHO Abbreviated Instrument for Quality of Life (WHOQOL-BREF). Covariates included sociodemographic factors, health-related behaviors, and chronic diseases. Multivariable linear regression models were performed to test the associations between the main exposures and the outcome adjusted for covariates. RESULTS In 2012, 1222 individuals participated in the study (response rate = 71.1%). Having more teeth was associated with greater scores on physical domain of the WHOQOL-BREF [β = 0.24 (95% CI 0.01; 0.46)] after adjustment for covariates. Absence of functional dentition was associated with lower scores on the physical domain [β = -3.94 (95% CI -7.40; -0.48)] in the adjusted analysis. There was no association between both SDA definitions and the domains of general quality of life. CONCLUSIONS Oral health as measured by tooth loss was associated with negative impacts on general quality of life assessed by the WHOQOL-BREF. There was a lack of evidence that SDA is a condition that negatively affects general quality of life.
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Affiliation(s)
- Dandara Gabriela Haag
- Australian Research Centre for Population Oral Health (ARCPOH), Adelaide Dental School, The University of Adelaide, Adelaide, SA, Australia.
| | - Karen Glazer Peres
- Australian Research Centre for Population Oral Health (ARCPOH), Adelaide Dental School, The University of Adelaide, Adelaide, SA, Australia
| | - David Simon Brennan
- Australian Research Centre for Population Oral Health (ARCPOH), Adelaide Dental School, The University of Adelaide, Adelaide, SA, Australia
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