• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

用于早期发现认知能力下降的数字口腔健康生物标志物。

Digital oral health biomarkers for early detection of cognitive decline.

机构信息

Department of Dentistry, Puzi Hospital, Ministry of Health and Welfare, Chiayi, Taiwan.

Research Center for Humanities and Social Sciences, Academia Sinica, 128 Academia Road, Section 2, Nankang, Taipei, 115, Taiwan.

出版信息

BMC Public Health. 2023 Oct 9;23(1):1952. doi: 10.1186/s12889-023-16897-w.

DOI:10.1186/s12889-023-16897-w
PMID:37814231
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10561400/
Abstract

BACKGROUND

Oral health could influence cognitive function by stimulating brain activity and blood flow. The quantified oral status from oral inflammation, frailty and masticatory performance were rarely applied to the cognitive function screening. We aimed to adopt non-invasive digital biomarkers to quantify oral health and employ machine learning algorithms to detect cognitive decline in the community.

METHODS

We conducted a prospective case-control study to recruit 196 participants between 50 and 80 years old from Puzi Hospital (Chiayi County, Taiwan) between December 01, 2021, and December 31, 2022, including 163 with normal cognitive function and 33 with cognitive decline. Demographics, daily interactions, electronically stored medical records, masticatory ability, plaque index, oral diadochokinesis (ODK), periodontal status, and digital oral health indicators were collected. Cognitive function was classified, and confirmed mild cognitive impairment diagnoses were used for sensitivity analysis.

RESULTS

The cognitive decline group significantly differed in ODK rate (P = 0.003) and acidity from SILL-Ha (P = 0.04). Younger age, increased social interactions, fewer cariogenic bacteria, high leukocytes, and high buffering capacity led to lower risk of cognitive decline. Patients with slow ODK, high plaque index, variance of hue (VOH) from bicolor chewing gum, and acidity had increased risk of cognitive decline. The prediction model area under the curve was 0.86 and was 0.99 for the sensitivity analysis.

CONCLUSIONS

A digital oral health biomarker approach is feasible for tracing cognitive function. When maintaining oral hygiene and oral health, cognitive status can be assessed simultaneously and early monitoring of cognitive status can prevent disease burden in the future.

摘要

背景

口腔健康通过刺激大脑活动和血流可能影响认知功能。口腔炎症、虚弱和咀嚼性能的量化口腔状况很少应用于认知功能筛查。我们旨在采用非侵入性数字生物标志物来量化口腔健康,并运用机器学习算法在社区中检测认知能力下降。

方法

我们进行了一项前瞻性病例对照研究,从 2021 年 12 月 1 日至 2022 年 12 月 31 日期间从台湾嘉义县朴子医院招募了 196 名年龄在 50 至 80 岁之间的参与者,包括 163 名认知功能正常和 33 名认知能力下降的参与者。收集了人口统计学资料、日常互动、电子存储的医疗记录、咀嚼能力、牙菌斑指数、口腔交替运动速度(ODK)、牙周状况以及数字口腔健康指标。对认知功能进行了分类,并对确诊的轻度认知障碍诊断进行了敏感性分析。

结果

认知能力下降组的 ODK 率(P=0.003)和 SILL-Ha 的酸度(P=0.04)差异有统计学意义。年龄较小、社交互动增加、致龋菌较少、白细胞增多和缓冲能力增强,认知能力下降的风险较低。ODK 速度较慢、牙菌斑指数较高、双色口香糖的 VOH 差异较大以及酸度较高的患者认知能力下降的风险增加。预测模型的曲线下面积为 0.86,敏感性分析的曲线下面积为 0.99。

结论

数字口腔健康生物标志物方法可用于追踪认知功能。在保持口腔卫生和口腔健康的同时,可以同时评估认知状态,并可以进行早期监测,以防止未来的疾病负担。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d59a/10561400/e10be7cc15b2/12889_2023_16897_Figd_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d59a/10561400/0e70401841fa/12889_2023_16897_Figa_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d59a/10561400/95f0b888dbb4/12889_2023_16897_Figb_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d59a/10561400/b4378112369d/12889_2023_16897_Figc_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d59a/10561400/e10be7cc15b2/12889_2023_16897_Figd_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d59a/10561400/0e70401841fa/12889_2023_16897_Figa_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d59a/10561400/95f0b888dbb4/12889_2023_16897_Figb_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d59a/10561400/b4378112369d/12889_2023_16897_Figc_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d59a/10561400/e10be7cc15b2/12889_2023_16897_Figd_HTML.jpg

相似文献

1
Digital oral health biomarkers for early detection of cognitive decline.用于早期发现认知能力下降的数字口腔健康生物标志物。
BMC Public Health. 2023 Oct 9;23(1):1952. doi: 10.1186/s12889-023-16897-w.
2
Relationship between mild cognitive decline and oral motor functions in metropolitan community-dwelling older Japanese: The Takashimadaira study.大都市社区居住的日本老年人轻度认知衰退与口腔运动功能的关系:高岛台研究。
Arch Gerontol Geriatr. 2019 Mar-Apr;81:53-58. doi: 10.1016/j.archger.2018.11.008. Epub 2018 Nov 16.
3
Oral frailty as a risk factor for mild cognitive impairment in community-dwelling older adults: Kashiwa study.社区居住老年人口腔虚弱与轻度认知障碍的关系:柏市研究。
Exp Gerontol. 2023 Feb;172:112075. doi: 10.1016/j.exger.2022.112075. Epub 2022 Dec 26.
4
Unhealthy oral status contributes to the older patients with cognitive frailty: an analysis based on a 5-year database.不健康的口腔状况会导致认知脆弱的老年患者:基于 5 年数据库的分析。
BMC Geriatr. 2022 Dec 19;22(1):980. doi: 10.1186/s12877-022-03673-5.
5
Predicting cognitive function changes from oral health status: a longitudinal cohort study.预测口腔健康状况对认知功能变化的影响:一项纵向队列研究。
Sci Rep. 2024 Oct 15;14(1):24153. doi: 10.1038/s41598-024-75169-8.
6
Cross-sectional associations of oral health measures with cognitive function in late middle-aged adults: a community-based study.中年后期成年人口腔健康指标与认知功能的横断面关联:一项基于社区的研究。
J Am Dent Assoc. 2013 Dec;144(12):1362-71. doi: 10.14219/jada.archive.2013.0072.
7
Effect of oral health intervention on cognitive decline in community-dwelling older adults: A randomized controlled trial.口腔健康干预对社区居住老年人认知能力下降的影响:一项随机对照试验。
Arch Gerontol Geriatr. 2021 Jan-Feb;92:104267. doi: 10.1016/j.archger.2020.104267. Epub 2020 Sep 28.
8
Folic acid supplementation and malaria susceptibility and severity among people taking antifolate antimalarial drugs in endemic areas.在流行地区,服用抗叶酸抗疟药物的人群中,叶酸补充剂与疟疾易感性和严重程度的关系。
Cochrane Database Syst Rev. 2022 Feb 1;2(2022):CD014217. doi: 10.1002/14651858.CD014217.
9
Eigenbehaviour as an Indicator of Cognitive Abilities.自身行为作为认知能力的指标。
Sensors (Basel). 2022 Apr 4;22(7):2769. doi: 10.3390/s22072769.
10
Oral diadochokinesis is related to decline in swallowing function among community-dwelling Japanese elderly: a cross-sectional study.社区居住的日本老年人中,口腔交替运动与吞咽功能下降有关:一项横断面研究。
Aging Clin Exp Res. 2021 Feb;33(2):399-405. doi: 10.1007/s40520-020-01547-7. Epub 2020 Apr 18.

引用本文的文献

1
The Impact of Oral Health and Dental Services on the Prevalence of Subjective Cognitive Decline Among Middle-Aged and Older US Adults: Behavioral Risk Factor Surveillance System, 2022.口腔健康和牙科服务对美国中老年成年人主观认知能力下降患病率的影响:2022年行为危险因素监测系统
Prev Chronic Dis. 2025 Sep 4;22:E57. doi: 10.5888/pcd22.250083.
2
Prediction of Mini-Mental State Examination Scores for Cognitive Impairment and Machine Learning Analysis of Oral Health and Demographic Data Among Individuals Older Than 60 Years: Cross-Sectional Study.60岁以上人群认知障碍的简易精神状态检查表评分预测及口腔健康与人口统计学数据的机器学习分析:横断面研究
JMIR Med Inform. 2025 Aug 25;13:e75069. doi: 10.2196/75069.
3

本文引用的文献

1
Oral frailty as a risk factor for mild cognitive impairment in community-dwelling older adults: Kashiwa study.社区居住老年人口腔虚弱与轻度认知障碍的关系:柏市研究。
Exp Gerontol. 2023 Feb;172:112075. doi: 10.1016/j.exger.2022.112075. Epub 2022 Dec 26.
2
Assessment of subjective and objective masticatory function among elderly individuals with mild cognitive impairment.评估轻度认知障碍老年人的主观和客观咀嚼功能。
Aging Clin Exp Res. 2023 Jan;35(1):107-115. doi: 10.1007/s40520-022-02290-x. Epub 2022 Nov 11.
3
Assessment of oral and overall health parameters using the SillHa Oral Wellness System.
The Effect of Oral Function Improvement on Dietary Habits in Older Adults Requiring Support Care.
口腔功能改善对需要支持性护理的老年人饮食习惯的影响。
Nurs Res Pract. 2025 Jun 9;2025:1531604. doi: 10.1155/nrp/1531604. eCollection 2025.
4
Predicting cognitive function changes from oral health status: a longitudinal cohort study.预测口腔健康状况对认知功能变化的影响:一项纵向队列研究。
Sci Rep. 2024 Oct 15;14(1):24153. doi: 10.1038/s41598-024-75169-8.
使用SillHa口腔健康系统评估口腔和整体健康参数。
Oral Surg Oral Med Oral Pathol Oral Radiol. 2022 Jun;133(6):663-674. doi: 10.1016/j.oooo.2022.02.007. Epub 2022 Feb 23.
4
Peripheral immunity is associated with the risk of incident dementia.外周免疫与痴呆症发病风险相关。
Mol Psychiatry. 2022 Apr;27(4):1956-1962. doi: 10.1038/s41380-022-01446-5. Epub 2022 Jan 25.
5
Diagnostic performance of digital cognitive tests for the identification of MCI and dementia: A systematic review.数字认知测试在识别 MCI 和痴呆中的诊断性能:系统评价。
Ageing Res Rev. 2021 Dec;72:101506. doi: 10.1016/j.arr.2021.101506. Epub 2021 Oct 30.
6
Social Connectivity is Related to Mild Cognitive Impairment and Dementia.社交能力与轻度认知障碍和痴呆有关。
J Alzheimers Dis. 2021;84(4):1811-1820. doi: 10.3233/JAD-210519.
7
Relationship between an Oral Health Risk Assessment Using a Salivary Multi-Test System and Woman's Subjective Oral Health Symptoms and Sleep Disorder.使用唾液多检测系统的口腔健康风险评估与女性主观口腔健康症状和睡眠障碍的关系。
Tohoku J Exp Med. 2021 Jul;254(3):213-219. doi: 10.1620/tjem.254.213.
8
The Effect of Periodontitis on Dementia and Cognitive Impairment: A Meta-Analysis.牙周炎对痴呆和认知障碍的影响:一项荟萃分析。
Int J Environ Res Public Health. 2021 Jun 25;18(13):6823. doi: 10.3390/ijerph18136823.
9
Rural-urban Disparities in the Prevalence of Mild Cognitive Impairment and Dementia in Taiwan: A Door-to-door Nationwide Study.台湾轻度认知障碍和痴呆患病率的城乡差异:一项全国性的逐户研究。
J Epidemiol. 2022 Nov 5;32(11):502-509. doi: 10.2188/jea.JE20200602. Epub 2021 Sep 29.
10
Oral health for achieving longevity.实现长寿的口腔健康。
Geriatr Gerontol Int. 2020 Jun;20(6):526-538. doi: 10.1111/ggi.13921. Epub 2020 Apr 19.