Volume 42 Issue 11
Nov.  2021
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Jing-rong DAI, Jie LI, Xu HE, Yang LI, Yan LI. Risk Factors Analysis and Risk Prediction Model Construction of Depression in Inpatients of Geriatrics Department of a Hospital in Yunnan[J]. Journal of Kunming Medical University, 2021, 42(11): 20-26. doi: 10.12259/j.issn.2095-610X.S20211104
Citation: Jing-rong DAI, Jie LI, Xu HE, Yang LI, Yan LI. Risk Factors Analysis and Risk Prediction Model Construction of Depression in Inpatients of Geriatrics Department of a Hospital in Yunnan[J]. Journal of Kunming Medical University, 2021, 42(11): 20-26. doi: 10.12259/j.issn.2095-610X.S20211104

Risk Factors Analysis and Risk Prediction Model Construction of Depression in Inpatients of Geriatrics Department of a Hospital in Yunnan

doi: 10.12259/j.issn.2095-610X.S20211104
  • Received Date: 2021-09-11
    Available Online: 2021-11-15
  • Publish Date: 2021-11-30
  •   Objective   To study the risk factors of depression in elderly inpatients and build a risk prediction model.   Methods   From September 2017 to July 2020, 525 elderly patients (≥60 years old) in the Department of Geriatrics of the First People’s Hospital of Yunnan Province were selected as the research objects. The comprehensive geriatric assessment system software independently developed by the geriatric medical department of the First People’s Hospital of Yunnan province was used for the comprehensive geriatric assessment, and the SDS scale in it was used to evaluate the depressive state of hospitalized patients. Binary Logistic regression analysis was used to explore the influencing factors of depression in the elderly, and a risk prediction model was established. The area under the ROC curve and the Hosmer-Lemeshow test were used to evaluate the prediction effect of the model.   Results   Among 525 newly admitted patients, there were 418 cases (79.6%) in the non-depressed group and 107 cases (20.4%) in the depressed group. There were statistically significant differences in age, gender, number of chronic diseases, MNA-SF, SAS, MMSE, BADL, ALS, MORSE and RomaⅢ scales between the two groups (P < 0.05). The number of chronic diseases (OR = 1.473, 95%CI: 1.050 ~ 2.067, P = 0.025), daily dysfunction (OR = 1.450, 95%CI: 1.073 ~ 1.958, P = 0.015), anxiety (OR = 2.442, 95%CI: 1.829 ~ 3.259, P < 0.001), cognitive dysfunction (OR = 1.488, 95%CI: 1.072~2.066, P = 0.018), insomnia (OR = 1.620, 95%CI: 1.147~2.288, P = 0.006), social support disorder (OR = 2.544, 95%, CI: 1.165~5.555, P = 0.019) were independent risk factors for depression in elderly inpatients. In addition, the ROC curve was drawn by using the prediction probability of the model as a new variable, the results showed that the AUC was 0.859, with a critical value of 0.595 (CI: 0.822~0.897, P < 0.001), and the sensitivity and specificity of the prediction model were 0.818 and 0.782.  Conclusion   The state of senile depression is closely related to a variety of risk factors, and the risk prediction model based on the risk factors also has high accuracy.
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  • [1]
    Zhang C,Xue Y,Zhao H,et al. Prevalence and related influencing factors of depressive symptoms among empty-nest elderly in Shanxi,China[J]. J Affect Disord,2019,245(15):750-756.
    [2]
    Parks S M,Harper G M,Fernandez H,et al. American Geriatrics Society/Association of Directors of Geriatric Academic Programs curricular milestones for graduating geriatric fellows[J]. J Am Geriatr Soc,2014,62(5):930-935. doi: 10.1111/jgs.12821
    [3]
    齐国娥,杨老虎,于瑞彦,等. 社区老年慢性病患者心理健康状况[J]. 中国老年学杂志,2016,36(15):3820-3821. doi: 10.3969/j.issn.1005-9202.2016.15.099
    [4]
    高会莹,江美娜,李艳茹,等. 老年患者失能状况调查及影响因素[J]. 中国老年学杂志,2021,41(1):196-199. doi: 10.3969/j.issn.1005-9202.2021.01.055
    [5]
    区丽明,叶瑞繁,耿庆山,等. 3种焦虑评定量表在综合医院门诊患者中的应用比较[J]. 中华行为医学与脑科学杂志,2013,22(3):271-273. doi: 10.3760/cma.j.issn.1674-6554.2013.03.027
    [6]
    朱永兴,赵娟,邹杨,等. 老年人失眠与安全感、睡眠个人信念和态度的关系[J]. 中国老年学杂志,2021,41(7):1517-1520. doi: 10.3969/j.issn.1005-9202.2021.07.048
    [7]
    王秋梅,陈伟,宋长城,等. MNA和NRS2002对老年住院患者营养评估的比较[J]. 中华老年多器官疾病杂志,2014,13(7):528-531.
    [8]
    高静,吴晨曦,柏丁兮,等. Tinetti平衡与步态量表用于老年人跌倒风险评估的信效度研究[J]. 中国实用护理杂志,2014,30(5):61-63. doi: 10.3760/cma.j.issn.1672-7088.2014.05.022
    [9]
    谭伯瑛,李天虹. 社区老年冠心病患者社会支持与生存质量的相关性[J]. 中国老年学杂志,2017,37(4):1003-1004. doi: 10.3969/j.issn.1005-9202.2017.04.098
    [10]
    陆真,范云霞. 视觉模拟评分法在老年癌痛患者中的应用与研究[J]. 心理医生,2016,22(33):86-87.
    [11]
    张玲,徐勇,聂宏伟. 2000~2010年中国老年人抑郁患病率的meta分析[J]. 中国老年学杂志,2011,31(17):3349-3352. doi: 10.3969/j.issn.1005-9202.2011.17.066
    [12]
    李苗,徐林城,高春梅,等. 天津市某区居家养老老年人社会支持与抑郁相关性研究[J]. 齐鲁护理杂志,2018,24(1):4-6. doi: 10.3969/j.issn.1006-7256.2018.01.002
    [13]
    李成志,谭莉娜,韦秋玲,等. 社区老年人抑郁情绪及其影响因素分析[J]. 中国现代医学杂志,2020,30(2):76-80. doi: 10.3969/j.issn.1005-8982.2020.02.014
    [14]
    常韵琪,郑晓,李咪咪,等. 老年慢性病患者抑郁状态及影响因素城乡差异研究[J]. 中国全科医学,2021,24(10):1254-1259. doi: 10.12114/j.issn.1007-9572.2021.00.129
    [15]
    Sibelli A,Chalder T,Everitt H A. systematic review with meta-analysis of the role of anxiety and depression in irritable bowel syndrome onset[J]. Psychol Med,2016,46(15):3065-3080. doi: 10.1017/S0033291716001987
    [16]
    Goodwin R D,Talley N J,Hotopf M,et al. A link between physician-diagnosed ulcer and anxiety disorders among adults[J]. Ann Epidemiol,2013,23(4):189-192. doi: 10.1016/j.annepidem.2013.01.003
    [17]
    Lim W Y,Subramaniam M,Abdin E,Et AL. Peptic ulcer disease and mental illnesses[J]. Gen Hosp Psychiatry,2014,36(1):63-67. doi: 10.1016/j.genhosppsych.2013.09.004
    [18]
    Lichtman J H,Froelicher E S,Blumenthal J A,et al. Depression as a risk factor for poor prognosis among patients with acute coronary syndrome:systematic review and recommendations:a scientific statement from the American Heart Association[J]. Circulation,2014,129(12):1350-1369. doi: 10.1161/CIR.0000000000000019
    [19]
    杨展,陈饶,胡晓,等. 中国城乡老年人抑郁症状及其影响因素差异的分析[J]. 中华流行病学杂志,2017,38(8):1088-1093. doi: 10.3760/cma.j.issn.0254-6450.2017.08.018
    [20]
    Li N,Chen G,Zeng P,et al. Prevalence and factors associated with mild cognitive impairment among Chinese older adults with depression[J]. Geriatr Gerontol Int,2018,18(2):263-268. doi: 10.1111/ggi.13171
    [21]
    李耘,张亚欣,马丽娜. 老年人轻度认知功能障碍与抑郁关系的研究进展[J]. 北京医学,2019,41(2):139-141.
    [22]
    Gehrman P,Seelig A D,Jacobson I G,et al. Predeployment sleep duration and insomnia symptoms as risk factors for new-onset mental health disorders following military deployment[J]. Sleep,2013,36(7):1009-1018. doi: 10.5665/sleep.2798
    [23]
    张贤,刘文斌,李钦辉. 失眠患者焦虑抑郁及认知功能的研究进展[J]. 医学综述,2018,24(24):4908-4911,4917. doi: 10.3969/j.issn.1006-2084.2018.24.024
    [24]
    吴捷,李洪琴,徐晟. 孤独感、领悟社会支持对老人心理健康的影响[J]. 中国健康心理学杂志,2017,25(12):1837-1840.
    [25]
    史创,张音,李印赟. 北京市农村地区老年人抑郁及焦虑多元回归分析[J]. 中国健康心理学杂志,2019,27(6):805-812.
    [26]
    曾科,尚鹤睿,刘国云,等. 广州市社区老年人心理健康状况与社会支持的关系研究[J]. 医学与社会,2016,29(4):73-75,82.
    [27]
    Li C,Jiang S,Zhang X. Intergenerational relationship,family social support,and depression among Chinese elderly:A structural equation modeling analysis[J]. J Affect Disord,2019,248(32):73-80.
    [28]
    梁蔚蔚,李娟,刘园园,等. 北京及广州社区老年人抑郁焦虑水平与社会支持相关研究[J]. 阿尔茨海默病及相关病,2020,3(2):129-135. doi: 10.3969/j.issn.2096-5516.2020.02.008
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