{"title":"阿尔茨海默病与住院费用和质量调整生命年的关系:英国生物库中传统分析和孟德尔随机分析的证据","authors":"Padraig Dixon, Emma Louise Anderson","doi":"10.1101/2023.12.09.23299763","DOIUrl":null,"url":null,"abstract":"BACKGROUND Alzheimer`s disease and other dementias are progressive neurodegenerative disorders with profound impacts on cognitive function. There is a shortage of economic evidence relating to the impact Alzheimer`s disease on healthcare costs and quality-adjusted life-years (QALYs). METHODS. We employed two study designs to model the association between Alzheimer`s disease and healthcare costs and QALYs. We first estimated conventional multivariable models of the association between Alzheimer`s disease and these core economic outcomes. However, these types of model may be confounded by diseases, processes, or traits that independently affect Alzheimer`s disease and either or both of healthcare costs and QALYs. We therefore also explored a complementary approach using germline genetic variation as instrumental variables in a Mendelian randomization analysis. We used single nucleotide polymorphisms (SNPs) identified in recent genome-wide association studies of Alzheimer`s disease as instruments. We studied outcome data on inpatient hospital costs and QALYs in the UK Biobank cohort. RESULTS Data from up to 310,838 individuals were analyzed. N=55 cases of Alzheimer`s disease were reported at or before recruitment into UK Biobank. A further N=284 incident cases were identified over follow-up. Multivariable observational analysis of the prevalent cases suggested significant impacts on costs (GBP1,140 in cases, 95% Confidence Interval (CI): GBP825 to GBP1,456) and QALYs (-25%, 95% CI: -28% to -21%). Mendelian randomization estimates were very imprecise for costs (GBP3,082, 95% CI: -GBP7,183 to GBP13,348) and QALYs (-32%, 95% CI: -149% to 85%), likely due to the small proportion of variance (0.9%) explained in Alzheimer`s disease status by the most predictive set of SNPs. IMPLICATIONS Conventional multivariable models suggested important impacts of Alzheimer`s disease on inpatient hospital costs and QALYs, although this finding was based on very few cases which may have included instances of early-onset dementia. Mendelian randomization was very imprecise. Larger GWAS of clinical cases, improved understanding of the architecture of the disease, and the follow-up of cohorts until old age and death will help overcome these challenges.","PeriodicalId":501072,"journal":{"name":"medRxiv - Health Economics","volume":"29 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Associations of Alzheimer's disease with inpatient hospital costs and with quality-adjusted life years: Evidence from conventional and Mendelian randomization analyses in the UK Biobank\",\"authors\":\"Padraig Dixon, Emma Louise Anderson\",\"doi\":\"10.1101/2023.12.09.23299763\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"BACKGROUND Alzheimer`s disease and other dementias are progressive neurodegenerative disorders with profound impacts on cognitive function. There is a shortage of economic evidence relating to the impact Alzheimer`s disease on healthcare costs and quality-adjusted life-years (QALYs). METHODS. We employed two study designs to model the association between Alzheimer`s disease and healthcare costs and QALYs. We first estimated conventional multivariable models of the association between Alzheimer`s disease and these core economic outcomes. However, these types of model may be confounded by diseases, processes, or traits that independently affect Alzheimer`s disease and either or both of healthcare costs and QALYs. We therefore also explored a complementary approach using germline genetic variation as instrumental variables in a Mendelian randomization analysis. We used single nucleotide polymorphisms (SNPs) identified in recent genome-wide association studies of Alzheimer`s disease as instruments. We studied outcome data on inpatient hospital costs and QALYs in the UK Biobank cohort. RESULTS Data from up to 310,838 individuals were analyzed. N=55 cases of Alzheimer`s disease were reported at or before recruitment into UK Biobank. A further N=284 incident cases were identified over follow-up. Multivariable observational analysis of the prevalent cases suggested significant impacts on costs (GBP1,140 in cases, 95% Confidence Interval (CI): GBP825 to GBP1,456) and QALYs (-25%, 95% CI: -28% to -21%). Mendelian randomization estimates were very imprecise for costs (GBP3,082, 95% CI: -GBP7,183 to GBP13,348) and QALYs (-32%, 95% CI: -149% to 85%), likely due to the small proportion of variance (0.9%) explained in Alzheimer`s disease status by the most predictive set of SNPs. IMPLICATIONS Conventional multivariable models suggested important impacts of Alzheimer`s disease on inpatient hospital costs and QALYs, although this finding was based on very few cases which may have included instances of early-onset dementia. Mendelian randomization was very imprecise. Larger GWAS of clinical cases, improved understanding of the architecture of the disease, and the follow-up of cohorts until old age and death will help overcome these challenges.\",\"PeriodicalId\":501072,\"journal\":{\"name\":\"medRxiv - Health Economics\",\"volume\":\"29 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-12-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"medRxiv - Health Economics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1101/2023.12.09.23299763\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"medRxiv - Health Economics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1101/2023.12.09.23299763","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Associations of Alzheimer's disease with inpatient hospital costs and with quality-adjusted life years: Evidence from conventional and Mendelian randomization analyses in the UK Biobank
BACKGROUND Alzheimer`s disease and other dementias are progressive neurodegenerative disorders with profound impacts on cognitive function. There is a shortage of economic evidence relating to the impact Alzheimer`s disease on healthcare costs and quality-adjusted life-years (QALYs). METHODS. We employed two study designs to model the association between Alzheimer`s disease and healthcare costs and QALYs. We first estimated conventional multivariable models of the association between Alzheimer`s disease and these core economic outcomes. However, these types of model may be confounded by diseases, processes, or traits that independently affect Alzheimer`s disease and either or both of healthcare costs and QALYs. We therefore also explored a complementary approach using germline genetic variation as instrumental variables in a Mendelian randomization analysis. We used single nucleotide polymorphisms (SNPs) identified in recent genome-wide association studies of Alzheimer`s disease as instruments. We studied outcome data on inpatient hospital costs and QALYs in the UK Biobank cohort. RESULTS Data from up to 310,838 individuals were analyzed. N=55 cases of Alzheimer`s disease were reported at or before recruitment into UK Biobank. A further N=284 incident cases were identified over follow-up. Multivariable observational analysis of the prevalent cases suggested significant impacts on costs (GBP1,140 in cases, 95% Confidence Interval (CI): GBP825 to GBP1,456) and QALYs (-25%, 95% CI: -28% to -21%). Mendelian randomization estimates were very imprecise for costs (GBP3,082, 95% CI: -GBP7,183 to GBP13,348) and QALYs (-32%, 95% CI: -149% to 85%), likely due to the small proportion of variance (0.9%) explained in Alzheimer`s disease status by the most predictive set of SNPs. IMPLICATIONS Conventional multivariable models suggested important impacts of Alzheimer`s disease on inpatient hospital costs and QALYs, although this finding was based on very few cases which may have included instances of early-onset dementia. Mendelian randomization was very imprecise. Larger GWAS of clinical cases, improved understanding of the architecture of the disease, and the follow-up of cohorts until old age and death will help overcome these challenges.