Comparative Effectiveness Study in Multiple Sclerosis Patients Using Instrumental Variable Analysis

被引:0
|
作者
Hosseini, Hamed [1 ]
Mansournia, Mohammad Ali [1 ]
Nabavi, Seyed Massood [2 ]
Akhlaghi, Ali Asghar [3 ]
Gholami, Jaleh [4 ]
Mohammad, Kazem [1 ]
Majdzadeh, Reza [1 ,5 ]
机构
[1] Univ Tehran Med Sci, Publ Hlth Sch, Dept Epidemiol & Biostat, Tehran, Iran
[2] ACECR, Royan Inst Stem Cell Biol & Technol, Cell Sci Res Ctr, Neurol Grp,Dept Regenerat Biomed, Tehran, Iran
[3] ACFCR, Royan Inst Reprod Biomed, Reprod Epidemiol Res Ctr, Dept Epidemiol & Reprod Hlth, Tehran, Iran
[4] Univ Tehran Med Sci, Iranian Natl Ctr Addict Studies, Tehran, Iran
[5] Univ Tehran Med Sci, KURC, Tehran, Iran
关键词
Clinical trials; Multiple sclerosis; Patients; Variable analysis; CAUSAL INFERENCE; PRESCRIBING PREFERENCE; EPIDEMIOLOGISTS; BENEFIT;
D O I
暂无
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Randomized clinical trials are considered the ideal source for generation of robust evidence for clinical and public health decision making. Estimation of treatment effect in observational studies is always subject to varying degrees of bias due to lack of random allocation, blindness, precise definition of intervention, as well as the existence of potential unknown and unmeasured confounding variables. Unlike other conventional methods, instrumental variable analysis (IVA), as a method for controlling confounding bias in non-randomized studies, attempts to estimate the treatment effect with the least bias even without knowing arid measuring tile potential confounders in the causal pathway. In this paper, after understanding the main concepts of this approach, it has been attempted to provide a method for analyzing arid reporting the IVA for clinical researchers through a simplified example. The data used in this paper is derived from the clinical data of the follow-up of multiple sclerosis (MS) patients treated with two class of interferon.
引用
收藏
页码:368 / 375
页数:8
相关论文
共 50 条
  • [1] Comparative Effectiveness of Neoadjuvant Therapy and Upfront Resection for Patients with Resectable Pancreatic Adenocarcinoma: An Instrumental Variable Analysis
    Wilson Luiz da Costa
    Hop S. Tran Cao
    Kyle H. Sheetz
    Xiangjun Gu
    Edward C. Norton
    Nader N. Massarweh
    Annals of Surgical Oncology, 2021, 28 : 3186 - 3195
  • [2] Comparative Effectiveness of Neoadjuvant Therapy and Upfront Resection for Patients with Resectable Pancreatic Adenocarcinoma: An Instrumental Variable Analysis
    da Costa, Wilson Luiz, Jr.
    Tran Cao, Hop S.
    Sheetz, Kyle H.
    Gu, Xiangjun
    Norton, Edward C.
    Massarweh, Nader N.
    ANNALS OF SURGICAL ONCOLOGY, 2021, 28 (06) : 3186 - 3195
  • [3] Potential Bias of Instrumental Variable Analysis in Comparative Effectiveness Research for Bariatric Surgery
    Garabedian, Laura F.
    JAMA NETWORK OPEN, 2022, 5 (08) : E2225970
  • [4] Reporting of Instrumental Variable Analyses in Comparative Effectiveness Research
    Swanson, Sonja A.
    Hernan, Miguel
    PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2013, 22 : 188 - 188
  • [5] Instrumental variable methods in comparative safety and effectiveness research
    Brookhart, M. Alan
    Rassen, Jeremy A.
    Schneeweiss, Sebastian
    PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2010, 19 (06) : 537 - 554
  • [6] REPORTING OF INSTRUMENTAL VARIABLE ANALYSES IN COMPARATIVE EFFECTIVENESS RESEARCH
    Swanson, Sonja
    Hernan, Miguel
    AMERICAN JOURNAL OF EPIDEMIOLOGY, 2013, 177 : S19 - S19
  • [7] Instrumental Variable Analyses Using Nursing Home Prescribing Preferences for Comparative Effectiveness Research
    Huybrechts, Krista F.
    Gerhard, Tobias
    Franklin, Jessica M.
    Levin, Raisa
    Crystal, Stephen
    Schneeweiss, Sebastian
    PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2013, 22 : 137 - 137
  • [8] Instrumental variable applications using nursing home prescribing preferences in comparative effectiveness research
    Huybrechts, Krista F.
    Gerhard, Tobias
    Franklin, Jessica M.
    Levin, Raisa
    Crystal, Stephen
    Schneeweiss, Sebastian
    PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2014, 23 (08) : 830 - 838
  • [9] Comparative effectiveness of natalizumab on cognition in multiple sclerosis: A cohort study
    Manouchehrinia, Ali
    Larsson, Hanna
    Karim, Mohammad Ehsanul
    Lycke, Jan
    Olsson, Tomas
    Kockum, Ingrid
    MULTIPLE SCLEROSIS JOURNAL, 2023, 29 (4-5) : 628 - 636
  • [10] Comparative Effectiveness of Primary Tumor Resection in Metastatic Colon Cancer: An Instrumental Variable Analysis
    Alawadi, Z.
    Phatak, U.
    Hu, C.
    Bailey, C.
    Kao, L.
    You, Y.
    Chang, G. J.
    ANNALS OF SURGICAL ONCOLOGY, 2015, 22 : S9 - S9