A multi-state approach to patients affected by chronic heart failure The value added by administrative data

被引:2
|
作者
Grossetti, Francesco [1 ]
Ieva, Francesca [2 ]
Paganoni, Anna Maria [2 ]
机构
[1] Univ Commerciale L Bocconi, Dept Accounting, Via Guglielmo Rontgen 1, I-20136 Milan, Italy
[2] Politen Milano, Dept Math, Modelling & Sci Comp MOX, Piazza Leonardo da Vinci 32, I-20133 Milan, Italy
关键词
Administrative data; Chronic heart failure; Multi-state models; Survival analysis; Data management; DATABASES GARBAGE; COMPETING RISKS; MODELS; PACKAGE;
D O I
10.1007/s10729-017-9400-z
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Healthcare administrative databases are becoming more and more important and reliable sources of clinical and epidemiological information. They are able to track several interactions between a patient and the public healthcare system. In the present study, we make use of data extracted from the administrative data warehouse of Regione Lombardia, a region located in the northern part of Italy whose capital is Milan. Data are within a project aiming at providing a description of the epidemiology of Heart Failure (HF) patients at regional level, to profile health service utilization over time, and to investigate variations in patient care according to geographic area, socio-demographic characteristic and other clinical variables. We use multi-state models to estimate the probability of transition from (re)admission to discharge and death adjusting for covariates which are state dependent. To the best of our knowledge, this is the first Italian attempt of investigating which are the effects of pharmacological and outpatient cares covariates on patient's readmissions and death. This allows to better characterise disease progression and possibly identify what are the main determinants of a hospital admission and death in patients with Heart Failure.
引用
收藏
页码:281 / 291
页数:11
相关论文
共 50 条
  • [31] Diagnostic value of AATs to beta 1-AR in elderly patients with chronic heart failure
    Zharynova, V. Yu.
    Tabakovych-Vatseba, V. A.
    ZAPOROZHYE MEDICAL JOURNAL, 2014, (05) : 18 - 23
  • [32] Value of continuing nursing in chronic heart failure and its effect on patients' cardiac function improvement
    Li, Cuifan
    Li, Xiaofang
    Li, Hui
    Cao, Yingdong
    INTERNATIONAL JOURNAL OF CLINICAL AND EXPERIMENTAL MEDICINE, 2018, 11 (12): : 13713 - 13720
  • [33] Clinical and prognostic value of the MELD-XI score in hospitalized patients with chronic heart failure
    Dragomiretskaya, N. A.
    Podzolkov, V., I
    Tolmacheva, A., V
    Shvedov, I. I.
    Vetluzhskaya, M. V.
    Chistyakova, V. D.
    RATIONAL PHARMACOTHERAPY IN CARDIOLOGY, 2024, 20 (02)
  • [34] Effect of enhanced external counterpulsation treatment on mean platelet volume in patients affected by ischemic chronic heart failure
    Ertas, Gokhan
    Kozdag, Guliz
    Emre, Ender
    Akay, Yasar
    Ural, Dilek
    Hebert, Kathy
    BLOOD COAGULATION & FIBRINOLYSIS, 2012, 23 (02) : 127 - 131
  • [35] Multi-level models for heart failure patients' 30-day mortality and readmission rates: the relation between patient and hospital factors in administrative data
    Roshanghalb, Afsaneh
    Mazzali, Cristina
    Lettieri, Emanuele
    BMC HEALTH SERVICES RESEARCH, 2019, 19 (01)
  • [36] Multi-level models for heart failure patients’ 30-day mortality and readmission rates: the relation between patient and hospital factors in administrative data
    Afsaneh Roshanghalb
    Cristina Mazzali
    Emanuele Lettieri
    BMC Health Services Research, 19
  • [37] Diagnostic value of galectin-3 level in patients with chronic heart failure and type 2 diabetes
    Snetkova, A. A.
    Timofeeva, N. Yu.
    Zadionchenko, V. S.
    RATIONAL PHARMACOTHERAPY IN CARDIOLOGY, 2015, 11 (02) : 139 - 143
  • [38] Psychosomatic mechanisms of heart failure symptoms on quality of life in patients with chronic heart failure: A multi-centre cross-sectional study
    Wang, Yu
    Yang, Qiaofang
    Liu, Yancun
    Zheng, Gaigai
    Fan, Fanghui
    Tian, Huan
    Zhang, Xin
    JOURNAL OF CLINICAL NURSING, 2024, 33 (05) : 1839 - 1848
  • [39] Predictive value of QRS complex duration in patients with chronic heart failure and atrial fibrillation: retrospective study
    Uskach, Tatiana M.
    Sharapova, Yulduz Sh
    Safiullina, Alfiya A.
    Zinovyeva, Ekaterina, V
    Tereshchenko, Sergey N.
    TERAPEVTICHESKII ARKHIV, 2022, 94 (04) : 503 - 510
  • [40] Prognostic value of changes over time in exercise capacity and echocardiographic measurements in patients with chronic heart failure
    Florea, VG
    Henein, MY
    Anker, SD
    Francis, DP
    Chambers, JS
    Ponikowski, P
    Coats, AJS
    EUROPEAN HEART JOURNAL, 2000, 21 (02) : 146 - 153