孟德尔随机化在衰弱相关研究中的应用
Application of Mendelian Randomization in Frailty-Related Research
DOI: 10.12677/acm.2026.162421, PDF,    科研立项经费支持
作者: 黄丽娟:西安医学院第一附属医院全科医学科,陕西 西安;王敏娟*:西安医学院第三附属医院全科医学科,陕西 西安
关键词: 衰弱孟德尔随机化生活行为方式疾病生物标志物Frailty Mendelian Randomization Lifestyle Behaviors Diseases Biomarkers
摘要: 随着全球人口老龄化进程的加速,衰弱已成为影响老年人健康的重要公共卫生问题,而传统观察性研究因混杂偏倚和反向因果限制难以阐明其确切病因,孟德尔随机化为病因探究提供了新途径。该研究系统回顾了近年来以衰弱为结局指标的孟德尔随机化研究进展,着重介绍了此方法在生活行为方式(吸烟、饮酒、睡眠特征、饮食、体育活动)、疾病(心脏代谢疾病、炎症性肠病、抑郁)及生物标志物(肠道微生物、血脂)等暴露因素与衰弱因果关系验证中的应用,丰富了衰弱的致病因素和防治思路,为后续临床和公共卫生决策提供了理论依据。
Abstract: With the accelerating pace of global population aging, frailty has become a critical public health issue affecting the health of older adults. Traditional observational studies are limited by confounding bias and reverse causality, making it difficult to elucidate its exact etiology. Mendelian Randomization (MR) provides a novel approach for etiological investigation. This study systematically reviews recent progress in MR research with frailty as the outcome measure, focusing on the application of this method in validating causal relationships between frailty and exposure factors such as lifestyle behaviors (smoking, alcohol consumption, sleep patterns, diet, physical activity), diseases (cardiometabolic diseases, inflammatory bowel disease, depression) and biomarkers (gut microbiota, blood lipids), enriching the understanding of pathogenic factors and prevention strategies for frailty, and providing a theoretical basis for subsequent clinical and public health decision-making.
文章引用:黄丽娟, 王敏娟. 孟德尔随机化在衰弱相关研究中的应用[J]. 临床医学进展, 2026, 16(2): 520-531. https://doi.org/10.12677/acm.2026.162421

参考文献

[1] 国家统计局. 第七次全国人口普查公报(第五号) [EB/OL].
https://www.stats.gov.cn/sj/zxfb/202302/t20230203_1901085.html, 2021-05-11.
[2] Dent, E., Martin, F.C., Bergman, H., Woo, J., Romero-Ortuno, R. and Walston, J.D. (2019) Management of Frailty: Opportunities, Challenges, and Future Directions. The Lancet, 394, 1376-1386. [Google Scholar] [CrossRef] [PubMed]
[3] Dent, E., Hanlon, P., Sim, M., Jylhävä, J., Liu, Z., Vetrano, D.L., et al. (2023) Recent Developments in Frailty Identification, Management, Risk Factors and Prevention: A Narrative Review of Leading Journals in Geriatrics and Gerontology. Ageing Research Reviews, 91, Article ID: 102082. [Google Scholar] [CrossRef] [PubMed]
[4] 田鹏, 杨宁, 郝秋奎, 等. 中国老年衰弱患病率的系统评价[J]. 中国循证医学杂志, 2019, 19(6): 656-664.
[5] Ensrud, K.E., Kats, A.M., Schousboe, J.T., Taylor, B.C., Cawthon, P.M., Hillier, T.A., et al. (2018) Frailty Phenotype and Healthcare Costs and Utilization in Older Women. Journal of the American Geriatrics Society, 66, 1276-1283. [Google Scholar] [CrossRef] [PubMed]
[6] 于天琦, 徐文涛, 苏雅娜, 等. 孟德尔随机化研究基本原理、方法和局限性[J]. 中国循证医学杂志, 2021, 21(10): 1227-1234.
[7] Burgess, S., Davey Smith, G., Davies, N.M., Dudbridge, F., Gill, D., Glymour, M.M., et al. (2019) Guidelines for Performing Mendelian Randomization Investigations. Wellcome Open Research, 4, Article No. 186. [Google Scholar] [CrossRef
[8] Burgess, S., Butterworth, A. and Thompson, S.G. (2013) Mendelian Randomization Analysis with Multiple Genetic Variants Using Summarized Data. Genetic Epidemiology, 37, 658-665. [Google Scholar] [CrossRef] [PubMed]
[9] Burgess, S., Bowden, J., Fall, T., Ingelsson, E. and Thompson, S.G. (2017) Sensitivity Analyses for Robust Causal Inference from Mendelian Randomization Analyses with Multiple Genetic Variants. Epidemiology, 28, 30-42. [Google Scholar] [CrossRef] [PubMed]
[10] Burgess, S. and Thompson, S.G. (2011) Avoiding Bias from Weak Instruments in Mendelian Randomization Studies. International Journal of Epidemiology, 40, 755-764. [Google Scholar] [CrossRef] [PubMed]
[11] Greco, M.F.D., Minelli, C., Sheehan, N.A. and Thompson, J.R. (2015) Detecting Pleiotropy in Mendelian Randomisation Studies with Summary Data and a Continuous Outcome. Statistics in Medicine, 34, 2926-2940. [Google Scholar] [CrossRef] [PubMed]
[12] Kojima, G., Iliffe, S. and Walters, K. (2015) Smoking as a Predictor of Frailty: A Systematic Review. BMC Geriatrics, 15, Article No. 131. [Google Scholar] [CrossRef] [PubMed]
[13] Lv, J., Wu, L., Sun, S., Yu, H., Shen, Z., Xu, J., et al. (2023) Smoking, Alcohol Consumption, and Frailty: A Mendelian Randomization Study. Frontiers in Genetics, 14, Article 1092410. [Google Scholar] [CrossRef] [PubMed]
[14] Kojima, G., Liljas, A., Iliffe, S., Jivraj, S. and Walters, K. (2017) A Systematic Review and Meta-Analysis of Prospective Associations between Alcohol Consumption and Incident Frailty. Age and Ageing, 47, 26-34. [Google Scholar] [CrossRef] [PubMed]
[15] Strandberg, A.Y., Trygg, T., Pitkälä, K.H. and Strandberg, T.E. (2017) Alcohol Consumption in Midlife and Old Age and Risk of Frailty: Alcohol Paradox in a 30-Year Follow-Up Study. Age and Ageing, 47, 248-254. [Google Scholar] [CrossRef] [PubMed]
[16] Xin, M., Wang, W., Zhou, M., Geng, Y., Liu, H., Luo, W., et al. (2025) Genetically-Predicted Effects of Lifestyle Factors on Frailty: Evidence from Mendelian Randomization Study. Archives of Gerontology and Geriatrics, 129, Article ID: 105662. [Google Scholar] [CrossRef] [PubMed]
[17] Zhang, N., Jia, Z., Gu, T., Zheng, Y., Zhang, Y., Song, W., et al. (2023) Associations between Modifiable Risk Factors and Frailty: A Mendelian Randomisation Study. Journal of Epidemiology and Community Health, 77, 782-790. [Google Scholar] [CrossRef] [PubMed]
[18] Pourmotabbed, A., Boozari, B., Babaei, A., Asbaghi, O., Campbell, M.S., Mohammadi, H., et al. (2020) Sleep and Frailty Risk: A Systematic Review and Meta-Analysis. Sleep and Breathing, 24, 1187-1197. [Google Scholar] [CrossRef] [PubMed]
[19] Xu, X., Zhou, X., Liu, W., Ma, Q., Deng, X. and Fang, R. (2022) Evaluation of the Correlation between Frailty and Sleep Quality among Elderly Patients with Osteoporosis: A Cross-Sectional Study. BMC Geriatrics, 22, Article No. 599. [Google Scholar] [CrossRef] [PubMed]
[20] Deng, Z., Hu, Y., Duan, L., Buyang, Z., Huang, Q., Fu, X., et al. (2024) Causality between Sleep Traits and the Risk of Frailty: A Mendelian Randomization Study. Frontiers in Public Health, 12, Article 1381482. [Google Scholar] [CrossRef] [PubMed]
[21] Chen, A., Ren, L., Min, S., Li, P., Wei, K., Cao, J., et al. (2023) Analysis of the Relationship between Body Habitus and Frailty of Community Adults in Chongqing: A Cross-Sectional Survey Study. Frontiers in Public Health, 11, Article 1189173. [Google Scholar] [CrossRef] [PubMed]
[22] Zhang, Z., Tan, J. and Luo, Q. (2024) Associations between Breakfast Skipping and Outcomes in Neuropsychiatric Disorders, Cognitive Performance, and Frailty: A Mendelian Randomization Study. BMC Psychiatry, 24, Article No. 252. [Google Scholar] [CrossRef] [PubMed]
[23] Tamaki, K., Kusunoki, H., Tsuji, S., Wada, Y., Nagai, K., Itoh, M., et al. (2018) The Relationship between Dietary Habits and Frailty in Rural Japanese Community-Dwelling Older Adults: Cross-Sectional Observation Study Using a Brief Self-Administered Dietary History Questionnaire. Nutrients, 10, Article No. 1982. [Google Scholar] [CrossRef] [PubMed]
[24] 李建兴, 王卓彦. 膳食纤维食物摄入与虚弱症的因果关系——一项两样本孟德尔随机化研究[J]. 现代预防医学, 2024, 51(17): 3128-3133.
[25] Trombetti, A., Hars, M., Hsu, F., Reid, K.F., Church, T.S., Gill, T.M., et al. (2018) Effect of Physical Activity on Frailty: Secondary Analysis of a Randomized Controlled Trial. Annals of Internal Medicine, 168, 309-316. [Google Scholar] [CrossRef] [PubMed]
[26] Song, J., Lindquist, L.A., Chang, R.W., Semanik, P.A., Ehrlich-Jones, L.S., Lee, J., et al. (2015) Sedentary Behavior as a Risk Factor for Physical Frailty Independent of Moderate Activity: Results from the Osteoarthritis Initiative. American Journal of Public Health, 105, 1439-1445. [Google Scholar] [CrossRef] [PubMed]
[27] Zhou, Y., Zhu, J., Huang, Y., Ma, Y., Liu, Y., Wu, K., et al. (2024) Physical Activity, Sedentary Behavior, and the Risk of Frailty and Falling: A Mendelian Randomization Study. Scandinavian Journal of Medicine & Science in Sports, 34, e14582. [Google Scholar] [CrossRef] [PubMed]
[28] Kleipool, E.E., Hoogendijk, E.O., Trappenburg, M.C., Handoko, M.L., Huisman, M., Peters, M.J., et al. (2018) Frailty in Older Adults with Cardiovascular Disease: Cause, Effect or Both? Aging and Disease, 9, 489-497. [Google Scholar] [CrossRef] [PubMed]
[29] Tazzeo, C., Rizzuto, D., Calderón-Larrañaga, A., Roso-Llorach, A., Marengoni, A., Welmer, A., et al. (2021) Multimorbidity Patterns and Risk of Frailty in Older Community-Dwelling Adults: A Population-Based Cohort Study. Age and Ageing, 50, 2183-2191. [Google Scholar] [CrossRef] [PubMed]
[30] Howrey, B.T., Al Snih, S., Markides, K.S. and Ottenbacher, K.J. (2018) Frailty and Diabetes among Mexican American Older Adults. Annals of Epidemiology, 28, 421-426.e1. [Google Scholar] [CrossRef] [PubMed]
[31] Pérez-Tasigchana, R.F., León-Muñoz, L.M., Lopez-Garcia, E., Gutierrez-Fisac, J.L., Laclaustra, M., Rodríguez-Artalejo, F., et al. (2017) Metabolic Syndrome and Insulin Resistance Are Associated with Frailty in Older Adults: A Prospective Cohort Study. Age and Ageing, 46, 807-812. [Google Scholar] [CrossRef] [PubMed]
[32] Ananthakrishnan, A.N., Donaldson, T., Lasch, K. and Yajnik, V. (2017) Management of Inflammatory Bowel Disease in the Elderly Patient: Challenges and Opportunities. Inflammatory Bowel Diseases, 23, 882-893. [Google Scholar] [CrossRef] [PubMed]
[33] Kochar, B., Jylhävä, J., Söderling, J., Ritchie, C.S., Olsson, M., Hjortswang, H., et al. (2022) Prevalence and Implications of Frailty in Older Adults with Incident Inflammatory Bowel Diseases: A Nationwide Cohort Study. Clinical Gastroenterology and Hepatology, 20, 2358-2365.e11. [Google Scholar] [CrossRef] [PubMed]
[34] Dai, C., Huang, Y. and Jiang, M. (2023) Frailty and Clinical Outcomes in Patients with Ibd. Diseases of the Colon & Rectum, 66, e958-e959. [Google Scholar] [CrossRef] [PubMed]
[35] Feng, J., Chen, X., Cai, W., Zhou, X. and Zhang, X. (2024) Association between Inflammatory Bowel Disease and Frailty: A Two-Sample Mendelian Randomization Study. Aging Clinical and Experimental Research, 36, Article No. 21. [Google Scholar] [CrossRef] [PubMed]
[36] Chu, W., Chang, S., Ho, H. and Lin, H. (2019) The Relationship between Depression and Frailty in Community‐Dwelling Older People: A Systematic Review and Meta‐Analysis of 84,351 Older Adults. Journal of Nursing Scholarship, 51, 547-559. [Google Scholar] [CrossRef] [PubMed]
[37] Borges, M.K., Romanini, C.V., Lima, N.A., Petrella, M., da Costa, D.L., An, V.N., et al. (2021) Longitudinal Association between Late-Life Depression (LLD) and Frailty: Findings from a Prospective Cohort Study (MiMiCS-FRAIL). The Journal of Nutrition, Health and Aging, 25, 895-902. [Google Scholar] [CrossRef] [PubMed]
[38] Soysal, P., Veronese, N., Thompson, T., Kahl, K.G., Fernandes, B.S., Prina, A.M., et al. (2017) Relationship between Depression and Frailty in Older Adults: A Systematic Review and Meta-Analysis. Ageing Research Reviews, 36, 78-87. [Google Scholar] [CrossRef] [PubMed]
[39] Mayerl, H., Stolz, E. and Freidl, W. (2020) Frailty and Depression: Reciprocal Influences or Common Causes? Social Science & Medicine, 263, Article ID: 113273. [Google Scholar] [CrossRef] [PubMed]
[40] Sang, N., Li, B., Zhang, M., Wei, M., Fang, R., Liu, W., et al. (2023) Bidirectional Causal Relationship between Depression and Frailty: A Univariate and Multivariate Mendelian Randomisation Study. Age and Ageing, 52, afad113. [Google Scholar] [CrossRef] [PubMed]
[41] Walsh, M.E., Bhattacharya, A., Sataranatarajan, K., Qaisar, R., Sloane, L., Rahman, M.M., et al. (2015) The Histone Deacetylase Inhibitor Butyrate Improves Metabolism and Reduces Muscle Atrophy during Aging. Aging Cell, 14, 957-970. [Google Scholar] [CrossRef] [PubMed]
[42] Lim, M.Y., Hong, S., Kim, J. and Nam, Y. (2021) Association between Gut Microbiome and Frailty in the Older Adult Population in Korea. The Journals of Gerontology: Series A, 76, 1362-1368. [Google Scholar] [CrossRef] [PubMed]
[43] Rashidah, N.H., Lim, S.M., Neoh, C.F., Majeed, A.B.A., Tan, M.P., Khor, H.M., et al. (2022) Differential Gut Microbiota and Intestinal Permeability between Frail and Healthy Older Adults: A Systematic Review. Ageing Research Reviews, 82, Article ID: 101744. [Google Scholar] [CrossRef] [PubMed]
[44] Cui, G., Li, S., Ye, H., Yang, Y., Jia, X., Lin, M., et al. (2023) Gut Microbiome and Frailty: Insight from Genetic Correlation and Mendelian Randomization. Gut Microbes, 15, Article ID: 2282795. [Google Scholar] [CrossRef] [PubMed]
[45] Kleipool, E.E., Dorresteijn, J.A., Smulders, Y.M., Visseren, F.L., Peters, M.J. and Muller, M. (2019) Treatment of Hypercholesterolaemia in Older Adults Calls for a Patient-Centred Approach. Heart, 106, 261-266. [Google Scholar] [CrossRef] [PubMed]
[46] 田雨, 潘岳松, 管玲, 等. 高敏C反应蛋白与老年脑小血管病疾病总负荷的相关性[J]. 中华老年心脑血管病杂志, 2021, 23(7): 720-723.
[47] Brunner, E.J., Shipley, M.J., Ahmadi-Abhari, S., Valencia Hernandez, C., Abell, J.G., Singh-Manoux, A., et al. (2018) Midlife Contributors to Socioeconomic Differences in Frailty during Later Life: A Prospective Cohort Study. The Lancet Public Health, 3, e313-e322. [Google Scholar] [CrossRef] [PubMed]
[48] Wang, Q., Wang, Y., Lehto, K., Pedersen, N.L., Williams, D.M. and Hägg, S. (2019) Genetically-Predicted Life-Long Lowering of Low-Density Lipoprotein Cholesterol Is Associated with Decreased Frailty: A Mendelian Randomization Study in UK Biobank. EBioMedicine, 45, 487-494. [Google Scholar] [CrossRef] [PubMed]
[49] Hu, Y., Wang, X., Lin, L., Huan, J., Li, Y., Zhang, L., et al. (2023) Association of Remnant Cholesterol with Frailty: Findings from Observational and Mendelian Randomization Analyses. Lipids in Health and Disease, 22, Article No. 115. [Google Scholar] [CrossRef] [PubMed]