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Lee KS, Song IS, Kim ES, Kim J, Jung S, Nam S, Ahn KH. Machine learning analysis with population data for the associations of preterm birth with temporomandibular disorder and gastrointestinal diseases. PLoS One 2024; 19:e0296329. [PMID: 38165877 PMCID: PMC10760735 DOI: 10.1371/journal.pone.0296329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2023] [Accepted: 12/11/2023] [Indexed: 01/04/2024] Open
Abstract
This study employs machine learning analysis with population data for the associations of preterm birth (PTB) with temporomandibular disorder (TMD) and gastrointestinal diseases. The source of the population-based retrospective cohort was Korea National Health Insurance claims for 489,893 primiparous women with delivery at the age of 25-40 in 2017. The dependent variable was PTB in 2017. Twenty-one predictors were included, i.e., demographic, socioeconomic, disease and medication information during 2002-2016. Random forest variable importance was derived for finding important predictors of PTB and evaluating its associations with the predictors including TMD and gastroesophageal reflux disease (GERD). Shapley Additive Explanation (SHAP) values were calculated to analyze the directions of these associations. The random forest with oversampling registered a much higher area under the receiver-operating-characteristic curve compared to logistic regression with oversampling, i.e., 79.3% vs. 53.1%. According to random forest variable importance values and rankings, PTB has strong associations with low socioeconomic status, GERD, age, infertility, irritable bowel syndrome, diabetes, TMD, salivary gland disease, hypertension, tricyclic antidepressant and benzodiazepine. In terms of max SHAP values, these associations were positive, e.g., low socioeconomic status (0.29), age (0.21), GERD (0.27) and TMD (0.23). The inclusion of low socioeconomic status, age, GERD or TMD into the random forest will increase the probability of PTB by 0.29, 0.21, 0.27 or 0.23. A cutting-edge approach of explainable artificial intelligence highlights the strong associations of preterm birth with temporomandibular disorder, gastrointestinal diseases and antidepressant medication. Close surveillance is needed for pregnant women regarding these multiple risks at the same time.
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Affiliation(s)
- Kwang-Sig Lee
- AI Center, Korea University College of Medicine, Anam Hospital, Seoul, Korea
| | - In-Seok Song
- Department of Oral and Maxillofacial Surgery, Korea University Anam Hospital, Seoul, Korea
| | - Eun Sun Kim
- Department of Gastroenterology, Korea University College of Medicine, Anam Hospital, Seoul, Korea
| | - Jisu Kim
- AI Center, Korea University College of Medicine, Anam Hospital, Seoul, Korea
- Department of Statistics, Korea University College of Political Science and Economics, Seoul, Korea
- Department of Obstetrics and Gynecology, Korea University College of Medicine, Anam Hospital, Seoul, Korea
| | - Sohee Jung
- AI Center, Korea University College of Medicine, Anam Hospital, Seoul, Korea
- Department of Statistics, Korea University College of Political Science and Economics, Seoul, Korea
- Department of Obstetrics and Gynecology, Korea University College of Medicine, Anam Hospital, Seoul, Korea
| | - Sunwoo Nam
- AI Center, Korea University College of Medicine, Anam Hospital, Seoul, Korea
- Department of Obstetrics and Gynecology, Korea University College of Medicine, Anam Hospital, Seoul, Korea
| | - Ki Hoon Ahn
- Department of Obstetrics and Gynecology, Korea University College of Medicine, Anam Hospital, Seoul, Korea
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Corradi-Dias L, Paiva SM, Drummond AF, de Arruda JAA, de Menezes LFS, Abreu LG. Longitudinal assessment of the impact of orthodontic treatment on adolescents' quality of life: a comparison between boys and girls using a condition specific questionnaire. ACTA ODONTOLOGICA LATINOAMERICANA : AOL 2022; 35:125-133. [PMID: 36260944 DOI: 10.54589/aol.35/2/125] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Accepted: 06/01/2022] [Indexed: 06/16/2023]
Abstract
The aim of this study was to compare the impact of the first year of wearing of a fixed orthodontic appliance on the Oral Health-Related Quality of Life (OHRQoL) between boys and girls, by means of a condition-specific instrument. The study included 69 adolescents aged 10 to 18 years, who were undergoing orthodontic treatment with a fixed appliance. Of the 69 adolescents, 38 were girls (55.1%) and 31 were boys (44.9%). They answered the Brazilian version of the Impact of Fixed Appliance Measure (B-IFAM) questionnaire three months (T1) and one year (T2) after the fixed appliance was installed. This questionnaire contains 43 questions, distributed across nine domains. The higher the scores, the more negative the perception of the adolescent concerning the impact of the fixed appliance on his/her OHRQoL. Sociodemographic and clinical variables were also analyzed, and statistical analysis was performed. For the domains, the effect size (the magnitude of the difference between girls and boys) and the minimal clinically important difference were also calculated. The adjusted regression showed that there was a significantly greater increase in the overall B-IFAM score in girls than in boys, indicating a more negative perception of the OHRQoL over the study time [Coefficient=11.77 (3.47- 20.60), p=0.006]. From T1 to T2, there was a significantly greater increase in the scores (more negative perception of OHRQoL over time) in girls than in boys for the domains aesthetics (p=0.034) and physical impact (p=0.011). These differences were clinically significant. The effect size (the magnitude of the difference) was moderate. The impact of wearing a fixed appliance on the OHRQoL was more negative in girls than in boys during the first year of orthodontic treatment.
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Affiliation(s)
- Larissa Corradi-Dias
- Universidade Federal de Minas Gerais, Faculdade de Odontologia, Departamento de Saúde Bucal da Criança e do Adolescente, Belo Horizonte, Brasil
| | - Saul M Paiva
- Universidade Federal de Minas Gerais, Faculdade de Odontologia, Departamento de Saúde Bucal da Criança e do Adolescente, Belo Horizonte, Brasil
| | - Alexandre F Drummond
- Universidade Federal de Minas Gerais, Faculdade de Odontologia, Departamento de Odontologia Restauradora, Belo Horizonte, Brasil
| | - José Alcides A de Arruda
- Universidade Federal de Minas Gerais, Faculdade de Odontologia, Departamento de Clínica, Patologia e Cirurgia Odontológicas, Belo Horizonte, Brasil
| | - Leonardo FS de Menezes
- Universidade Federal de Minas Gerais, Faculdade de Odontologia, Departamento de Odontologia Restauradora, Belo Horizonte, Brasil
| | - Lucas G Abreu
- Universidade Federal de Minas Gerais, Faculdade de Odontologia, Departamento de Saúde Bucal da Criança e do Adolescente, Belo Horizonte, Brasil.
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Chang MC, Liu HY, Huang ST, Chen HL. Study of Orofacial Function in Preschool Children Born Prematurely. CHILDREN (BASEL, SWITZERLAND) 2022; 9:children9030360. [PMID: 35327731 PMCID: PMC8947379 DOI: 10.3390/children9030360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 03/01/2022] [Accepted: 03/01/2022] [Indexed: 11/16/2022]
Abstract
Children born prematurely often exhibit orofacial dysfunction. We conducted Nordic Orofacial Test Screening and analyzed chewing and swallowing functions of 243 children aged 3−5 years, consisting of 142 and 101 children born full-term and preterm, respectively, to evaluate the orofacial function of preschool premature children. Categorical variables were analyzed using chi-square test for a comparison. The univariate analysis of variance was used to analyze the effects of birth weight, gestational age, intubation at birth, use of nasal continuous positive airway pressure support after birth, and use of nasogastric tube on the chewing and swallowing functions of children born prematurely. In this survey, term-born children had a higher incidence of bad oral habits, grinding teeth while sleeping, and abnormal gulping compared to preterm-born children. Preterm-born children had a higher incidence of choking, decreased mouth opening (<30 mm), abnormal dental arch form, abnormal palatal vault, and dysarthria compared to term-born children.
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Affiliation(s)
- Mei-Chen Chang
- Department of Nursing, Kaohsiung Veterans General Hospital, Kaohsiung City 813414, Taiwan;
| | - Hsiu-Yueh Liu
- Department of Oral Hygiene, College of Dental Medicine, Kaohsiung Medical University, Kaohsiung City 807378, Taiwan; (H.-Y.L.); (S.-T.H.)
| | - Shun-Te Huang
- Department of Oral Hygiene, College of Dental Medicine, Kaohsiung Medical University, Kaohsiung City 807378, Taiwan; (H.-Y.L.); (S.-T.H.)
- Division of Pediatric Dentistry and Special Care Dentistry, Department of Dentistry, Kaohsiung Medical University Hospital, Kaohsiung City 807378, Taiwan
| | - Hsiu-Lin Chen
- Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung City 807378, Taiwan
- Department of Respiratory Therapy, College of Medicine, Kaohsiung Medical University, Kaohsiung City 807378, Taiwan
- Correspondence: ; Tel.: +886-7312-1101 (ext. 6529)
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Dental Students' Oral Health-Related Quality of Life and Temporomandibular Dysfunction-Self-Rating versus Clinical Assessment. Healthcare (Basel) 2021; 9:healthcare9101348. [PMID: 34683028 PMCID: PMC8544386 DOI: 10.3390/healthcare9101348] [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: 08/09/2021] [Revised: 09/27/2021] [Accepted: 10/06/2021] [Indexed: 11/17/2022] Open
Abstract
The aim of this study was to compare dental students' self-perception of oral health with the results of a clinical examination of the masticatory system. Seventy-four dental students (38 (51.4%) females and 36 (48.6%) males) completed the Oral Health Impact Profile questionnaire (OHIP-G-14) and underwent a clinical examination according to the Graz Dysfunction Index (GDI). Data were analyzed with descriptive and comparative statistics. Median OHIP-G-14 scores were 3 (IQR 0-6) in the total collective, 4 (1-11) in females, and 2 (0-4) in males (p = 0.072). A score of 0 was found in 29.7% of the sample. The results of the GDI were 50% "normal function", 43.2% "adaptation", 5.4% "compensation", and 1.4% "dysfunction". The comparison of OHIP-G-14 scores and DGI groups showed a significant difference (p = 0.031). Based on the questionnaire, less than one third of the sample indicated maximum oral health-related quality of life. In contrast, the GDI revealed "normal function" or "adaptation" in 93.2%. Dental students underappreciated their oral health condition. Health assessments should not be solely questionnaire-based, especially in health professionals (-to-be). To establish a valid diagnosis of the state of health, self-assessment must be complemented by an objective clinical examination, e.g., GDI.
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