Segmented regression analysis

分段回归分析
  • 文章类型: Journal Article
    联合国:为了对抗梅毒发病率的上升,巴西卫生部(MoH)启动了“梅毒编号!”项目(SNP),由议会修正案资助的特定资源。然后,2018年,巴西统一卫生系统开始实施国家快速反应(SUS,SistemaónicodeSaúde)在两个战略路线中(1)加强SUS的普遍行动,以及(2)对卫生部选择的100个城市实施特定行动,作为梅毒先天性反应的优先事项。2015年,这些地区占巴西先天性梅毒病例的6895%。在这种情况下,SNP已采取行动,通过卫生服务网络和加强州际关系,采取综合和协作对策,加强对获得性梅毒和先天性梅毒的流行病学监测。
    UNASSIGNED:进行了一项使用时间序列分析的准实验研究,以评估项目前后对国家先天性梅毒趋势的直接影响和变化,从2016年9月到2019年12月。评估数据时考虑了该项目涵盖的所有优先城市(n=100)和巴西所有五个宏观区域的非优先城市(n=5,470)中每1,000名活产先天性梅毒的发生率。
    UNASSIGNED:与非优先城市相比,优先城市显示出更大的减少(趋势变化)。线性回归模型显示干预后的趋势变化,两组城市的平均每月每千名活产病例数都有所下降,在优先城市中减少-0·21(CI95%-0·33至-0·09;p=0·0011),在非优先城市中减少-0·10(CI95%-0.19至-0.02;p=0·0216)。
    UNASSIGNED:使用ITS的研究提供了有关方向的重要证据,定时,以及作为SNP一部分引入的干预措施对巴西先天性梅毒的影响程度。我们的结果表明,从2018年开始,梅毒项目影响了巴西先天性梅毒的趋势,优先城市的减少幅度更大。
    UNASSIGNED:该研究由巴西卫生部资助的梅毒项目(项目编号:54/2017)。资助者在研究设计中没有作用,分析,决定发布,或准备手稿。
    UNASSIGNED: To fight against the rising incidence of syphilis, the Brazilian Ministry of Health (MoH) launched the \"Syphilis No!\" Project (SNP), with specific resources funded by a parliamentary amendment. Then, in 2018, a national rapid response started to be implemented on the Brazilian Unified Health System (SUS, Sistema Único de Saúde) in two strategic lines (1) to reinforce SUS\'s universal actions and (2) to implement specific ones to 100 municipalities chosen by the MoH as priorities for syphilis congenital response. In 2015, such localities represented 6895% of congenital syphilis cases in Brazil. In this context, SNP has implemented actions to strengthen epidemiological surveillance of acquired syphilis and congenital syphilis by instituting an integrated and collaborative response through health services networks and reinforcing interstate relations.
    UNASSIGNED: A quasi-experimental study using time series analysis was conducted to assess immediate impacts and changes to the trend in national congenital syphilis before and after the project, from September 2016 to December 2019. Data were assessed considering rates of congenital syphilis per 1,000 live births in all priority municipalities (n=100) covered by the project and in non-priority municipalities (n=5,470) from all five macro-regions of Brazil.
    UNASSIGNED: Priority municipalities showed a greater reduction (change in trend) in comparison to non-priority. The linear regression model revealed trend changes after the intervention, with both groups of municipalities showing a drop in the average monthly number of cases per 1,000 live births, with a reduction of -0·21 (CI 95% -0·33 to -0·09; p=0·0011) in priority municipalities and of -0·10 (CI 95% -0.19 to -0.02; p=0·0216) in non-priority municipalities.
    UNASSIGNED: The study using ITS provides important evidence on the direction, timing, and magnitude of the effects of interventions introduced as part of the SNP on congenital syphilis in Brazil. Our results suggest that the Syphilis No! Project influenced the trends of congenital syphilis in Brazil from 2018, with higher reductions achieved in the priority municipalities.
    UNASSIGNED: The research is funded by a grant to the Syphilis No! Project from Brazilian Ministry of Health (Project Number: 54/2017). The funders had no role in study design, analysis, decision to publish, or preparation of the manuscript.
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  • 文章类型: Journal Article
    目的:减肥手术显示膀胱过度活动症(OAB)症状减轻;然而,对OAB治疗的影响未知。我们研究的目的是评估减肥手术对OAB药物利用的影响。
    方法:我们从2005年到2018年使用了IBM®MarketScan®商业数据库。我们纳入了年龄≥18岁的患者,在减重手术(Roux-en-Y胃旁路术和袖状胃切除术)之前和之后连续纳入360天,在减重手术之前的360天内至少填充了一种OAB药物。我们评估了所有纳入的患者,并按手术类型和患者性别进行了分层。分段回归分析用于评估减重手术前后使用OAB药物的患者比例。我们使用髋关节或膝关节置换手术作为阴性对照复制了我们的发现。
    结果:在纳入的患者中(n=3069),92.2%是女性,58.6%接受了Roux-en-Y胃旁路术。减肥手术后立即,接受OAB药物治疗的患者比例从34.8%降至14.1%(p<0.001),相对减少59.5%.接受Roux-en-Y胃旁路术的患者与袖状胃切除术(63.8%vs.55.1%)相对减少(p=0.009)),女性与男性[62.3%与52.9%相对减少(p<0.001)]的OAB药物使用减少更明显。阴性对照分析中OAB药物使用略有减少。
    结论:减重手术后OAB药物使用的减少可能与OAB症状的减轻有关,提示减重手术的额外益处。
    OBJECTIVE: Bariatric surgery has shown reductions in overactive bladder (OAB) symptoms; however, the impacts on OAB treatment is unknown. The goal of our study is to evaluate the impact of bariatric surgery on OAB medication utilization.
    METHODS: We used IBM® MarketScan® commercial databases from 2005 to 2018. We included patients aged  ≥ 18 years with 360 days of continuous enrollment before and after bariatric surgery (Roux-en-Y Gastric Bypass and Sleeve Gastrectomy) with at least one fill of an OAB medication in the 360 days prior to bariatric surgery. We evaluated all included patients and stratified by surgery type and patient sex. Segmented regression analyses were used to assess the proportion of patients on OAB medications before and after bariatric surgery. We replicated our findings using hip or knee replacement surgery as a negative control.
    RESULTS: Among the included patients (n = 3069), 92.2% were females, 58.6% underwent Roux-en-Y Gastric Bypass. Immediately following bariatric surgery, the proportion of patients treated with an OAB medication reduced from 34.8 to 14.1% (p < 0.001) resulting in a 59.5% relative reduction. Patients who underwent Roux-en-Y Gastric Bypass vs. Sleeve Gastrectomy (63.8% vs. 55.1%) relative reduction (p = 0.009)) and females versus males [62.3% vs. 52.9% relative reduction (p < 0.001)] had a more pronounced reduction in OAB medication use. There was slight decrease in OAB medication use in the negative control analysis.
    CONCLUSIONS: A reduction in OAB medication use following bariatric surgery may be associated with a reduction in OAB symptoms suggesting an additional benefit of bariatric surgery.
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  • 文章类型: Journal Article
    BACKGROUND: After implementing a nationwide harm reduction program in 2006, a dramatic decline in the incidence of human immunodeficiency virus (HIV) infection among people with injection drug use (IDU) was observed in Taiwan. The harm reduction program might have sent out the message discouraging the choice of IDU among illicit drug users in early stage. Based on the yearly first-time offense rates from 2001 to 2017, this study aimed to examine (1) whether the nationwide implementation of the harm reduction program in 2006 led to changes in first-time offenders\' use of heroin; (2) whether the intervention had a similar effect on the use of other illicit drugs; and (3) whether the effect of the intervention was limited to the first-time offenders of young age groups.
    METHODS: Yearly first-time illicit-drug offense rates from 2001 to 2017 in Taiwan were derived from two national databases for drug arrests that were verified using urine tests: the Criminal Record Processing System on Schedule I/II Drugs and the Administrative Penalty System for Schedule III/IV Substances. A hierarchy of mutually exclusive categories of drug uses was defined by the drug with the highest schedule level among those tested positive in an arrest. Segmented regression analyses of interrupted time series were used to test for the impact of the 2006 intervention.
    RESULTS: There was a decrease of 22.37 per 100,000 in the rate for heroin but no detectable level changes in that for methamphetamine or ecstasy after the 2006 intervention in Taiwan. There were baseline decreasing trends in the first-time offense rate from 2001 to 2017 for heroin and ecstasy and an increasing trend for methamphetamine, with the slopes not altered by the 2006 intervention. The postintervention decrease in the first-time offense rate for heroin was detectable among offenders less than 40 years old.
    CONCLUSIONS: Our results indicate a diffusion effect of the 2006 intervention on decreasing heroin use among young offenders and have policy implications for better prevention and treatment for different age groups.
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  • 文章类型: Journal Article
    Interrupted time-series (ITS) designs are a robust and increasingly popular non-randomized study design for strong causal inference in the evaluation of public health interventions. One of the most common techniques for model parameterization in the analysis of ITS designs is segmented regression, which uses a series of indicators and linear terms to represent the level and trend of the time-series before and after an intervention. In this article, we highlight an important error often presented in tutorials and published peer-reviewed papers using segmented regression parameterization for the analyses of ITS designs. We show that researchers cannot simply use the product between their calendar time variable and the indicator variable indicating pre- versus post-intervention time periods to represent the post-intervention linear segment. If researchers use this often-presented parameterization, they will get an erroneous result for the level change in their time-series. We show that researchers must take care to use the product between their intervention variable and the time elapsed since the start of the intervention, rather than the time since the beginning of their study. Thus, the second linear segment of the time-series indexing the post-intervention level and trend should be zero before intervention implementation and begin by counting from zero, rather than counting from the time elapsed since the beginning of the study. We hope that this article can clarify segmented regression parameterization for the analysis of ITS designs and help researchers avoid confusing and erroneous results in the level changes of their time-series.
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  • 文章类型: Journal Article
    UNASSIGNED: The protocol for early goal-directed therapy (EGDT) is effective for improving both the costs and outcomes of septicemia treatment, including a significant reduction in case fatality. However, this complicated protocol may have a downside. Furthermore, the Joint Taiwan Critical Care Medicine Committee has launched a nationwide educational program after the publication of the Surviving Sepsis Campaign (SSC) to improve the overall survival rate from septicemia in the emergency care system of Taiwan.
    UNASSIGNED: To assess the impact of the EGDT protocol and SSC education programs on island-wide septicemia-related emergency department (ED) visits.
    UNASSIGNED: Segmented regression techniques were utilized to assess the differences in annual rates and changes in septicemia-related ED visits between 1998 and 2012. We considered annual incidence of two medical comorbidities as potential confounders: metastatic malignant neoplasms and malignant neoplasms of the lymphatic and hematopoietic tissues.
    UNASSIGNED: The EGDT protocol was associated with decreased septicemia-related ED visits in 2002 (level change; p < 0.001), while the SSC education program led to a slight increase in septicemia-related ED visits in 2007 (slope change; p < 0.001). For the EGDT protocol, the number of patient visits decreased by 32.9% after the protocol was implemented in 2002 compared with the expected number without the intervention. For the SSC education program, the number of patient visits increased by 20.2% (compared with the predicted number) in 2007 after the education program was implemented.
    UNASSIGNED: The EGDT protocol and SSC education program were associated with significant immediate changes and lagged intervention effects on island-wide septicemia-related ED visits.
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  • 文章类型: Journal Article
    Studies in countries with high immunisation coverage suggest that the re-emergence of pertussis may be caused by a decreased duration of protection resulting from the replacement of whole-cell pertussis vaccine (WPV) with the acellular pertussis vaccine (APV). In China, WPV was introduced in 1978. The pertussis vaccination schedule advanced from an all-WPV schedule (1978-2007), to a mixed WPV/APV schedule (2008-2009), then to an all-APV schedule (2010-2016). Increases in the incidence of pertussis have been reported in recent years in Jinan and other cities in China. However, there have been few Chinese-population-based studies focused on the impact of schedule changes. We obtained annual pertussis incidences from 1956 to 2016 from the Jinan Notifiable Conditions Database. We used interrupted time series and segmented regression analyses to assess changes in pertussis incidence at the beginning of each year, and average annual changes during the intervention. Pertussis incidence decreased by 1.11 cases per 100 000 population (P = 0.743) immediately following WPV introduction in 1978 and declined significantly by 1.21 cases per 100 000 population per year (P < 0.0001) between 1978 and 2001. Immediately after APV replaced the fourth dose of WPV in 2008, the second and third doses in 2009, then replaced all four doses in 2010, pertussis incidence declined by 1.98, 1.98 and 1.08 cases per 100 000 population, respectively. However, the results were not statistically significant. There were significant increasing trends in pertussis incidence after APV replacements: 1.63, 1.77 and 1.78 cases/year in 2008-2016, 2009-2016 and 2010-2016, respectively. Our study shows that the impact of an all-WPV schedule may be less than the impacts of the sequential WPV/APV schedules. The short-term impact of APV was better than that of WPV; however, the duration of APV-induced protection was not ideal. The impact and duration of protective immunity resulting from APVs produced in China need further evaluation. Further research on the effectiveness of pertussis vaccination programme in Jinan, China is also necessary.
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  • 文章类型: Journal Article
    BACKGROUND: Syphilis infection has been associated with an increased risk of HIV infection during pregnancy which poses greater risk for maternal mortality, and antenatal syphilis point-of-care (POC) testing has been introduced to improve maternal and child health outcomes. There is limited evidence on the impact of syphilis POC testing on maternal outcomes in high HIV prevalent settings. We used syphilis POC testing as a model to evaluate the impact of POC diagnostics on the improvement of maternal mortality in KwaZulu-Natal, South Africa.
    METHODS: We extracted 132 monthly data points on the number of maternal deaths in facilities and number of live births in facilities for 12 tertiary healthcare facilities in KwaZulu-Natal (KZN), South Africa from 2004 to 2014 from District Health Information System (DHIS) health facility archived. We employed segmented Poisson regression analysis of interrupted time series to assess the impact of the exposure on maternal mortality ratio (MMR) before and after the implementation of antenatal syphilis POC testing. We processed and analyzed data using Stata Statistical Software: Release 13. (Stata, Corp LP, College Station, TX, USA).
    RESULTS: The provincial average annual maternal mortality ratio (MMR) was estimated at 176.09 ± 43.92 ranging from a minimum of 68.48 to maximum of 225.49 per 100,000 live births. The data comprised 36 temporal points before the introduction of syphilis POC test exposure and 84 after the introduction in primary health care clinics in KZN. The average annual MMR for KZN from 2004 to 2014 was estimated at 176.09 ± 43.92. A decrease in MMR level was observed during 2008 after syphilis POC test implementation, followed by a rise during 2009. Analysis of the MMR trend estimates a significant 1.5% increase in MMR trends during the period before implementation and 1.3% increase after implementation of syphilis POC testing (p < 0.001).
    CONCLUSIONS: Although our finding suggests a brief reduction in the MMR trend after the implementation of antenatal syphilis POC testing, a continued increase in syphilis rates is seen in KwaZulu-Natal, South Africa. The study used one of the most powerful quasi-experimental research methods, segmented Poisson regression analysis of interrupted time series to model the impact of syphilis POC on maternal outcome. The study finding requires confirmation by use of more rigorous primary study design.
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  • 文章类型: Journal Article
    20多年来,赞比亚一直在使用基于产出的方法来资助整个或部分公共卫生系统。在1996年至2006年之间,在全国范围内实施了基于绩效的合同(PBC),中央卫生局(CBoH)作为卫生服务提供者。这项研究回顾了1996年至2006年期间赞比亚PBC与获得孕产妇保健服务的公平性之间的关系。进行了全面的文件审查,以评估执行过程,其次是地区卫生支出的趋势分析,以及从5个人口和健康调查数据集(1992年,1996年,2002年,2007年和2014年)中获得的产前保健(ANC)和医疗机构分娩数据的分段回归分析.结果表明,中国人民银行得到了高层政治支持,总体政策和法律框架,以及与所有关键利益相关者的集体规划和实施。卫生服务提供的权力下放也是一个有利因素。在PBC时代,非国大的覆盖率在较低和较高的财富五分位数都有所增加,其次是在PBC时代之后,这两个五分位数的下降趋势。Further,在PBC时代,在医疗机构分娩的妇女比例有所增加,特别是在农村地区和穷人中。在PBC时代之后,积极趋势仍在继续,在较低和较高的财富五分位数中都有类似的模式。尽管有这些收获,在中国人民银行时代,地区一级的人均卫生支出有所下降,随着PBC时代后情况的恶化。该研究得出的结论是,在全国范围内采用PBC方法可以有助于改善获得孕产妇保健服务的公平性,PBC是一项具有成本效益和可持续的政策改革。该研究呼吁决策者在终止卫生系统改革之前全面评估其影响。
    Zambia has been using output-based approaches for over two decades to finance whole or part of the public health system. Between 1996 and 2006, performance-based contracting (PBC) was implemented countrywide with the Central Board of Health (CBoH) as the provider of health services. This study reviews the association between PBC and equity of access to maternal health services in Zambia between 1996 and 2006. A comprehensive document review was undertaken to evaluate the implementation process, followed by a trend analysis of health expenditure at district level, and a segmented regression analysis of data on antenatal care (ANC) and deliveries at health facilities that was obtained from five demographic and health survey datasets (1992, 1996, 2002, 2007 and 2014). The results show that PBC was anchored by high-level political support, an overarching policy and legal framework, and collective planning and implementation with all key stakeholders. Decentralization of health service provision was also an enabling factor. ANC coverage increased in both the lower and upper wealth quintiles during the PBC era, followed by a declining trend after the PBC era in both quintiles. Further, the percentage of women delivering at health facilities increased during the PBC era, particularly in rural areas and among the poor. The positive trend continued after the PBC era with similar patterns in both lower and upper wealth quintiles. Despite these gains, per capita health expenditure at district level declined during the PBC era, with the situation worsening after the PBC era. The study concludes that a nationwide PBC approach can contribute to improved equity of access to maternal health services and that PBC is a cost-efficient and sustainable policy reform. The study calls for policymakers to comprehensively evaluate the impact of health system reforms before terminating them.
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  • 文章类型: Journal Article
    BACKGROUND: On July 1st, 2015, Hong Kong became the first city in Asia to implement a policy regulating sulfur dioxide (SO2) in shipping emissions. We conducted an accountability study assessing the improvement in ambient air quality and estimating the effect on health outcomes of the policy.
    METHODS: We used interrupted time series (ITS) with segmented regression to identify any change in ambient concentrations of SO2 in contrast to other ambient pollutants (particulate matter <10 μm in diameter (PM10), nitrogen dioxide (NO2) and ozone (O3)) at 10 monitoring stations in Hong Kong from 2010 to 2017. We validated these findings using cumulative sum control (CUSUM) charts. We used a validated risk assessment model to estimate effects of changes in air quality on death for natural causes, cardiovascular and respiratory diseases.
    RESULTS: Mean monthly concentrations of SO2 fell abruptly at the monitoring station closest to the main shipping port (Kwai Chung (KC)) by -10.0 μgm3 p-value = 0.0004, but not elsewhere. No such changes were evident for the other pollutants (PM10, NO2, O3). CUSUM charts confirmed a change in July 2015. Estimated deaths avoided per year as a result of the policy were 379, 72, 30 for all natural causes, respiratory and cardiovascular diseases respectively.
    CONCLUSIONS: Implementation of the shipping emission policy in Hong Kong successfully reduced ambient SO2, with the potential to reduce mortality. However, to gain full benefits, restrictions on shipping emissions need to be implemented throughout the region.
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  • 文章类型: Journal Article
    背景:处方者不合理使用抗生素的问题正在持续存在,并且随着基本药物政策成本的降低而升级。试图改善乡村医生的处方做法,合理使用基本药物,建立了一个旨在审计和监测药物使用的程序。然而,控制抗生素耐药性和改变乡村医生处方行为的计划的效果在很大程度上仍然未知。这项研究测量了该计划对抗生素使用水平的影响。
    方法:收集了22个月的数据,之前,在农村诊所实施该计划期间和之后。使用中断时间序列(ITS)数据进行分段回归分析,以检查是否与2011年9月的计划开始以及2010年11月至2012年8月的抗生素使用水平存在显着相互作用。控制了连续和12个月滞后的自相关。
    结果:每月明显下降约6.15%(95%CI:-13.36%;1.06%,P=0.089)用于门诊患者的抗生素使用,这是效果大小的较低,假设该程序具有该程序的直接影响被捕获为该程序的即时效果。同时,抗生素使用水平将继续每月下降1.12%(P=0.034),与没有该计划的情况一样.
    结论:主要发现是处方审核和反馈计划与实施后抗生素使用显着减少有关(P=0.034)。
    BACKGROUND: Problems of irrational antibiotic use by prescribers are ongoing and have escalated following reductions in the cost of essential drugs policy. In an attempt to improve prescribing practices for village doctors and rational use of essential drugs, a program designed to audit and monitor drug use was established. However, the effects of the program to control antibiotic resistance and changing the village doctors\' prescribing behaviors remain largely unknown. This study measured the effect of the program on levels of antibiotic use.
    METHODS: Data was collected covering a 22-month period, before, during and after the program was implemented in rural clinics. Segmented regression analysis with interrupted time series (ITS) data was used to examine whether there had been a significant interaction with the onset of the program in September 2011 and levels of antibiotic use from November 2010 to August 2012. Both serial and 12-month lag autocorrelations were controlled for.
    RESULTS: A noticeable drop about 6.15% per month (95% CI: -13.36%; 1.06%, P = 0.089) for the antibiotic use in outpatients, which is lower of effect size assuming that the program has the immediate impact of the program were captured for the immediate effect of the program. Meanwhile, levels of antibiotic use would have continued to decrease by 1.12% per month (P = 0.034) as they did in the absence of the program.
    CONCLUSIONS: The central finding was that the prescription audit and feedback program was associated with significant decreases (P = 0.034) in antibiotic use after its implementation.
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