{"title":"白血病护理质量的全球评估:来自1990年至2021年护理质量指数(QCI)的见解","authors":"Yuzhe Pan, Qian Liu, Nan Zhang, Shuang Peng, Xinqi Li, Fuling Zhou","doi":"10.1016/j.eclinm.2024.102996","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>While advancements in leukemia care have been made, the global quality of care remains a concern. This study utilizes a modified quality of care index (QCI) to assess the global status of leukemia care.</p><p><strong>Methods: </strong>We analyzed data from the global burden of disease (GBD) study spanning 1990-2021. The QCI was constructed using principal component analysis, based on the weighted variances of key indicators. We compared the original QCI with our modified version, analyzed QCI trends across different age groups and leukemia subtypes, identified key influencing factors using linear mixed models (LMM), and used spatial autocorrelation analysis to verify the autocorrelation of the socio-demographic index (SDI) region. Then we employed the bayesian age-period-cohort (BAPC) model to predict future QCI trends.</p><p><strong>Findings: </strong>Between 1990 and 2021, both the age-standardized incidence rate (ASIR) and age-standardized death rate (ASDR) for leukemia exhibited a consistent decline. Our modified QCI method outperformed the original approach, particularly when the variance explained by the first principal component was below 80%, demonstrating higher correlation with the healthcare access and quality index (HAQI) (Pearson r = 0.91 vs. 0.89) and improved explanatory power (R<sup>2</sup> = 0.82 vs. 0.79). Over past three decades, QCI was highest in San Marino (97.72%) and lowest in Fiji (3.51%), with significant regional variations across SDI levels (<i>F</i> = 133.40, <i>p</i> < 2e-16). High-SDI regions had the highest QCI (78.50%; 95% confidence interval: 77.20%, 79.70%). QCI trends varied by age, peaking at 94.49% in the 15-19 age group in 2021 and declining to 0.44% in the 75-79 age group. LMM analysis identified sex, age, year, SDI region, and leukemia subtype as significant QCI determinants. Spatial autocorrelation analysis confirmed positive autocorrelation within SDI regions (Global <i>Moran's I</i> = 0.87, <i>p</i> < 2e-16). Projections suggest a generally fluctuating upward trend in QCI for leukemia, reaching 79.58% by 2046.</p><p><strong>Interpretation: </strong>The QCI serves as an effective metric for evaluating the quality of leukemia care. Our findings reveal a strong association between leukemia QCI and regional economic and educational development. Age is a critical factor, with an aging population contributing to a potential decline in QCI. These results underscore the urgent need for targeted interventions to enhance health services for older adults and to improve care quality in economically disadvantaged regions.</p><p><strong>Funding: </strong>This study was supported by the National Natural Science Foundation of China (General Program) (No. 82370176) and the Key Research and Development Program of Hubei Province (No. CZKYXM2023036JZ).</p>","PeriodicalId":11393,"journal":{"name":"EClinicalMedicine","volume":"79 ","pages":"102996"},"PeriodicalIF":9.6000,"publicationDate":"2024-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11721497/pdf/","citationCount":"0","resultStr":"{\"title\":\"Global assessment of leukemia care quality: insights from the quality of care index (QCI) from 1990 to 2021.\",\"authors\":\"Yuzhe Pan, Qian Liu, Nan Zhang, Shuang Peng, Xinqi Li, Fuling Zhou\",\"doi\":\"10.1016/j.eclinm.2024.102996\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>While advancements in leukemia care have been made, the global quality of care remains a concern. This study utilizes a modified quality of care index (QCI) to assess the global status of leukemia care.</p><p><strong>Methods: </strong>We analyzed data from the global burden of disease (GBD) study spanning 1990-2021. The QCI was constructed using principal component analysis, based on the weighted variances of key indicators. We compared the original QCI with our modified version, analyzed QCI trends across different age groups and leukemia subtypes, identified key influencing factors using linear mixed models (LMM), and used spatial autocorrelation analysis to verify the autocorrelation of the socio-demographic index (SDI) region. Then we employed the bayesian age-period-cohort (BAPC) model to predict future QCI trends.</p><p><strong>Findings: </strong>Between 1990 and 2021, both the age-standardized incidence rate (ASIR) and age-standardized death rate (ASDR) for leukemia exhibited a consistent decline. Our modified QCI method outperformed the original approach, particularly when the variance explained by the first principal component was below 80%, demonstrating higher correlation with the healthcare access and quality index (HAQI) (Pearson r = 0.91 vs. 0.89) and improved explanatory power (R<sup>2</sup> = 0.82 vs. 0.79). Over past three decades, QCI was highest in San Marino (97.72%) and lowest in Fiji (3.51%), with significant regional variations across SDI levels (<i>F</i> = 133.40, <i>p</i> < 2e-16). High-SDI regions had the highest QCI (78.50%; 95% confidence interval: 77.20%, 79.70%). QCI trends varied by age, peaking at 94.49% in the 15-19 age group in 2021 and declining to 0.44% in the 75-79 age group. LMM analysis identified sex, age, year, SDI region, and leukemia subtype as significant QCI determinants. Spatial autocorrelation analysis confirmed positive autocorrelation within SDI regions (Global <i>Moran's I</i> = 0.87, <i>p</i> < 2e-16). 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引用次数: 0
摘要
背景:虽然白血病治疗取得了进步,但全球治疗质量仍然令人担忧。本研究利用修改后的护理质量指数(QCI)来评估全球白血病护理现状:我们分析了全球疾病负担(GBD)研究的数据,时间跨度为 1990-2021 年。根据关键指标的加权方差,采用主成分分析法构建了 QCI。我们比较了原始 QCI 和修改版 QCI,分析了不同年龄组和白血病亚型的 QCI 趋势,使用线性混合模型(LMM)确定了关键影响因素,并使用空间自相关分析验证了社会人口指数(SDI)区域的自相关性。然后,我们采用贝叶斯年龄-时期-队列(BAPC)模型来预测 QCI 的未来趋势:1990年至2021年间,白血病的年龄标准化发病率(ASIR)和年龄标准化死亡率(ASDR)均呈现持续下降趋势。我们改进后的 QCI 方法优于原始方法,尤其是当第一个主成分解释的方差低于 80% 时,与医疗保健获得性和质量指数(HAQI)的相关性更高(Pearson r = 0.91 vs. 0.89),解释力更强(R2 = 0.82 vs. 0.79)。在过去三十年中,圣马力诺的 QCI 最高(97.72%),斐济最低(3.51%),不同 SDI 水平的地区差异显著(F = 133.40,p Moran's I = 0.87,p 解释:QCI 是评估白血病治疗质量的有效指标。我们的研究结果表明,白血病 QCI 与地区经济和教育发展密切相关。年龄是一个关键因素,人口老龄化可能导致 QCI 下降。这些结果突出表明,迫切需要采取有针对性的干预措施,加强对老年人的医疗服务,提高经济落后地区的医疗质量:本研究得到了国家自然科学基金(一般项目)(编号:82370176)和湖北省重点研发计划(编号:CZKYXM2023036JZ)的资助。
Global assessment of leukemia care quality: insights from the quality of care index (QCI) from 1990 to 2021.
Background: While advancements in leukemia care have been made, the global quality of care remains a concern. This study utilizes a modified quality of care index (QCI) to assess the global status of leukemia care.
Methods: We analyzed data from the global burden of disease (GBD) study spanning 1990-2021. The QCI was constructed using principal component analysis, based on the weighted variances of key indicators. We compared the original QCI with our modified version, analyzed QCI trends across different age groups and leukemia subtypes, identified key influencing factors using linear mixed models (LMM), and used spatial autocorrelation analysis to verify the autocorrelation of the socio-demographic index (SDI) region. Then we employed the bayesian age-period-cohort (BAPC) model to predict future QCI trends.
Findings: Between 1990 and 2021, both the age-standardized incidence rate (ASIR) and age-standardized death rate (ASDR) for leukemia exhibited a consistent decline. Our modified QCI method outperformed the original approach, particularly when the variance explained by the first principal component was below 80%, demonstrating higher correlation with the healthcare access and quality index (HAQI) (Pearson r = 0.91 vs. 0.89) and improved explanatory power (R2 = 0.82 vs. 0.79). Over past three decades, QCI was highest in San Marino (97.72%) and lowest in Fiji (3.51%), with significant regional variations across SDI levels (F = 133.40, p < 2e-16). High-SDI regions had the highest QCI (78.50%; 95% confidence interval: 77.20%, 79.70%). QCI trends varied by age, peaking at 94.49% in the 15-19 age group in 2021 and declining to 0.44% in the 75-79 age group. LMM analysis identified sex, age, year, SDI region, and leukemia subtype as significant QCI determinants. Spatial autocorrelation analysis confirmed positive autocorrelation within SDI regions (Global Moran's I = 0.87, p < 2e-16). Projections suggest a generally fluctuating upward trend in QCI for leukemia, reaching 79.58% by 2046.
Interpretation: The QCI serves as an effective metric for evaluating the quality of leukemia care. Our findings reveal a strong association between leukemia QCI and regional economic and educational development. Age is a critical factor, with an aging population contributing to a potential decline in QCI. These results underscore the urgent need for targeted interventions to enhance health services for older adults and to improve care quality in economically disadvantaged regions.
Funding: This study was supported by the National Natural Science Foundation of China (General Program) (No. 82370176) and the Key Research and Development Program of Hubei Province (No. CZKYXM2023036JZ).
期刊介绍:
eClinicalMedicine is a gold open-access clinical journal designed to support frontline health professionals in addressing the complex and rapid health transitions affecting societies globally. The journal aims to assist practitioners in overcoming healthcare challenges across diverse communities, spanning diagnosis, treatment, prevention, and health promotion. Integrating disciplines from various specialties and life stages, it seeks to enhance health systems as fundamental institutions within societies. With a forward-thinking approach, eClinicalMedicine aims to redefine the future of healthcare.