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基于主成分分析和 COVID-19 大流行期间马尔可夫队列对中青年高血压患者互联网药学服务效果的评价。

Evaluation of Internet-based pharmaceutical care effect on young and middle-aged patients with hypertension by the principal component analysis and the Markov cohort during COVID-19 pandemic.

机构信息

Department of Pharmacy, Fuwai Yunnan Cardiovascular Hospital, Shahe North Road, Yunnan Province, 650000, Kunming, China.

Yunnan Provincial Key Laboratory of Pharmacology, Kunming Medical University, Kunming, China.

出版信息

Health Qual Life Outcomes. 2023 Aug 18;21(1):92. doi: 10.1186/s12955-023-02168-0.

Abstract

BACKGROUND

Pharmaceutical care has the potential to improve hypertension control rates in young and middle-aged patients. Due the COVID-19 epidemic, standard intervention methods may not be applicable. We propose establishing an internet-based pharmaceutical care (IPC) route to improve blood pressure control in young and middle-aged patients with hypertension. An evaluation method based on Principal Component Analysis (PCA) and Orthogonal Partial Least-Discriminant Analysis (OPLS-DA) was established to evaluate the effect of the IPC method.

METHODS

  1. Internet-based Pharmaceutical care (IPC) was provided by pharmacists mainly using Wechat software for one year after enrollment; 2) PCA and OPLS-DA were applied to analyze questionnaire reliability and data variability; 3) Markov cohort was used to evaluate the IPC effect.

RESULTS

Ninety-seven young and middle-aged patients were enrolled. 96 patients received the IPC. 1) The blood pressure control rate increased to 71.88% after IPC in 96 patients. 2) After conducting PCA and OPLS-DA analysis, 10 questions in the questionnaire were significantly improved after the IPC. 3) Markov cohort results showed that patient survival after 28 cycles was 18.62 years and the quality-adjusted life year (QALY) was extended by 5.40 years. The cumulative cost-effectiveness ratio was ¥87.10 per QALY.

CONCLUSIONS

The IPC method could significantly improve the blood pressure control rate of patients. The questionnaire analysis method based on PCA and OPLS-DA is an effective method to evaluate the effect of the IPC method. The Markov cohort showed that the IPC had an effect on blood pressure control rate changes. Patients had a strong willingness to pay for IPC.

摘要

背景

药学服务有可能提高中青年高血压患者的血压控制率。由于 COVID-19 疫情,标准干预方法可能不适用。我们建议建立基于互联网的药学服务(IPC)途径,以改善中青年高血压患者的血压控制。建立了基于主成分分析(PCA)和正交偏最小二乘判别分析(OPLS-DA)的评价方法,以评估 IPC 方法的效果。

方法

1)药师主要通过微信软件为患者提供为期一年的基于互联网的药学服务(IPC);2)应用 PCA 和 OPLS-DA 分析问卷信度和数据变异性;3)采用马尔可夫队列评估 IPC 效果。

结果

共纳入 97 例中青年患者。96 例患者接受了 IPC。1)96 例患者 IPC 后血压控制率提高至 71.88%。2)经 PCA 和 OPLS-DA 分析,10 个问卷问题在 IPC 后明显改善。3)马尔可夫队列结果显示,28 个周期后患者的生存时间为 18.62 年,延长了 5.40 年的质量调整生命年(QALY)。累计成本效果比为每 QALY 87.10 元。

结论

IPC 方法可显著提高患者的血压控制率。基于 PCA 和 OPLS-DA 的问卷分析方法是评估 IPC 方法效果的有效方法。马尔可夫队列研究表明,IPC 对血压控制率变化有影响。患者对 IPC 有强烈的支付意愿。

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