Literature DB >> 33936412

Leverage Real-world Longitudinal Data in Large Clinical Research Networks for Alzheimer's Disease and Related Dementia (ADRD).

Rui Duan1, Zhaoyi Chen2, Jiayi Tong3, Chongliang Luo3, Tianchen Lyu4, Cui Tao5, Demetrius Maraganore6, Jiang Bian4, Yong Chen3.   

Abstract

With vast amounts ofpatients' medical information, electronic health records (EHRs) are becoming one of the most important data sources in biomedical and health care research. Effectively integrating data from multiple clinical sites can help provide more generalized real-world evidence that is clinically meaningful. To analyze the clinical data from multiple sites, distributed algorithms are developed to protect patient privacy without sharing individual-level medical information. In this paper, we applied the One-shot Distributed Algorithm for Cox proportional hazard model (ODAC) to the longitudinal data from the OneFlorida Clinical Research Consortium to demonstrate the feasibility of implementing the distributed algorithms in large research networks. We studied the associations between the clinical risk factors and Alzheimer's disease and related dementia (ADRD) onsets to advance clinical research on our understanding of the complex risk factors of ADRD and ultimately improve the care of ADRD patients. ©2020 AMIA - All rights reserved.

Entities:  

Year:  2021        PMID: 33936412      PMCID: PMC8075520     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  26 in total

Review 1.  Extracting information from textual documents in the electronic health record: a review of recent research.

Authors:  S M Meystre; G K Savova; K C Kipper-Schuler; J F Hurdle
Journal:  Yearb Med Inform       Date:  2008

2.  Information technology comes to medicine.

Authors:  David Blumenthal; John P Glaser
Journal:  N Engl J Med       Date:  2007-06-14       Impact factor: 91.245

3.  Learning from electronic health records across multiple sites: A communication-efficient and privacy-preserving distributed algorithm.

Authors:  Rui Duan; Mary Regina Boland; Zixuan Liu; Yue Liu; Howard H Chang; Hua Xu; Haitao Chu; Christopher H Schmid; Christopher B Forrest; John H Holmes; Martijn J Schuemie; Jesse A Berlin; Jason H Moore; Yong Chen
Journal:  J Am Med Inform Assoc       Date:  2020-03-01       Impact factor: 4.497

4.  Observational Health Data Sciences and Informatics (OHDSI): Opportunities for Observational Researchers.

Authors:  George Hripcsak; Jon D Duke; Nigam H Shah; Christian G Reich; Vojtech Huser; Martijn J Schuemie; Marc A Suchard; Rae Woong Park; Ian Chi Kei Wong; Peter R Rijnbeek; Johan van der Lei; Nicole Pratt; G Niklas Norén; Yu-Chuan Li; Paul E Stang; David Madigan; Patrick B Ryan
Journal:  Stud Health Technol Inform       Date:  2015

5.  Grid Binary LOgistic REgression (GLORE): building shared models without sharing data.

Authors:  Yuan Wu; Xiaoqian Jiang; Jihoon Kim; Lucila Ohno-Machado
Journal:  J Am Med Inform Assoc       Date:  2012-04-17       Impact factor: 4.497

6.  OneFlorida Clinical Research Consortium: Linking a Clinical and Translational Science Institute With a Community-Based Distributive Medical Education Model.

Authors:  Elizabeth Shenkman; Myra Hurt; William Hogan; Olveen Carrasquillo; Steven Smith; Andrew Brickman; David Nelson
Journal:  Acad Med       Date:  2018-03       Impact factor: 6.893

7.  Modifiable Risk Factors for Alzheimer's Disease.

Authors:  George A Edwards Iii; Nazaret Gamez; Gabriel Escobedo; Olivia Calderon; Ines Moreno-Gonzalez
Journal:  Front Aging Neurosci       Date:  2019-06-24       Impact factor: 5.750

8.  Learning from local to global: An efficient distributed algorithm for modeling time-to-event data.

Authors:  Rui Duan; Chongliang Luo; Martijn J Schuemie; Jiayi Tong; C Jason Liang; Howard H Chang; Mary Regina Boland; Jiang Bian; Hua Xu; John H Holmes; Christopher B Forrest; Sally C Morton; Jesse A Berlin; Jason H Moore; Kevin B Mahoney; Yong Chen
Journal:  J Am Med Inform Assoc       Date:  2020-07-01       Impact factor: 4.497

9.  PEDSnet: a National Pediatric Learning Health System.

Authors:  Christopher B Forrest; Peter A Margolis; L Charles Bailey; Keith Marsolo; Mark A Del Beccaro; Jonathan A Finkelstein; David E Milov; Veronica J Vieland; Bryan A Wolf; Feliciano B Yu; Michael G Kahn
Journal:  J Am Med Inform Assoc       Date:  2014-05-12       Impact factor: 4.497

10.  Use of statins and the risk of dementia and mild cognitive impairment: A systematic review and meta-analysis.

Authors:  Che-Sheng Chu; Ping-Tao Tseng; Brendon Stubbs; Tien-Yu Chen; Chia-Hung Tang; Dian-Jeng Li; Wei-Cheng Yang; Yen-Wen Chen; Ching-Kuan Wu; Nicola Veronese; Andre F Carvalho; Brisa S Fernandes; Nathan Herrmann; Pao-Yen Lin
Journal:  Sci Rep       Date:  2018-04-11       Impact factor: 4.379

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  1 in total

1.  The OneFlorida Data Trust: a centralized, translational research data infrastructure of statewide scope.

Authors:  William R Hogan; Elizabeth A Shenkman; Temple Robinson; Olveen Carasquillo; Patricia S Robinson; Rebecca Z Essner; Jiang Bian; Gigi Lipori; Christopher Harle; Tanja Magoc; Lizabeth Manini; Tona Mendoza; Sonya White; Alex Loiacono; Jackie Hall; Dave Nelson
Journal:  J Am Med Inform Assoc       Date:  2022-03-15       Impact factor: 4.497

  1 in total

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