Literature DB >> 33818245

Leveraging "big data" in respiratory medicine - data science, causal inference, and precision medicine.

Yoshihiko Raita1, Carlos A Camargo1,2,3, Liming Liang3,4, Kohei Hasegawa1,3,4.   

Abstract

Entities:  

Keywords:  Big data; causal inference; data science; epidemiology; machine learning; precision medicine; respiratory medicine

Mesh：

Year:  2021        PMID： 33818245      PMCID： PMC8238913          DOI： 10.1080/17476348.2021.1913061

Source DB:  PubMed          Journal:  Expert Rev Respir Med        ISSN： 1747-6348            Impact factor:   4.300


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  10 in total

Review 1.  Non-Gaussian Methods for Causal Structure Learning.

Authors:  Shohei Shimizu
Journal:  Prev Sci       Date:  2019-04

Review 2.  Towards precision medicine.

Authors:  Euan A Ashley
Journal:  Nat Rev Genet       Date:  2016-08-16       Impact factor: 53.242

3.  Targeted Maximum Likelihood Estimation for Causal Inference in Observational Studies.

Authors:  Megan S Schuler; Sherri Rose
Journal:  Am J Epidemiol       Date:  2016-12-09       Impact factor: 4.897

Review 4.  Should patients with chronic disease be told to gain weight? The obesity paradox and selection bias.

Authors:  Martín Lajous; Hailey R Banack; Jay S Kaufman; Miguel A Hernán
Journal:  Am J Med       Date:  2014-11-22       Impact factor: 4.965

Review 5.  Advancing our understanding of infant bronchiolitis through phenotyping and endotyping: clinical and molecular approaches.

Authors:  Kohei Hasegawa; Orianne Dumas; Tina V Hartert; Carlos A Camargo
Journal:  Expert Rev Respir Med       Date:  2016-06-16       Impact factor: 3.772

Review 6.  Review of Causal Discovery Methods Based on Graphical Models.

Authors:  Clark Glymour; Kun Zhang; Peter Spirtes
Journal:  Front Genet       Date:  2019-06-04       Impact factor: 4.599

7.  Genomic atlas of the human plasma proteome.

Authors:  Benjamin B Sun; Joseph C Maranville; James E Peters; David Stacey; James R Staley; James Blackshaw; Stephen Burgess; Tao Jiang; Ellie Paige; Praveen Surendran; Clare Oliver-Williams; Mihir A Kamat; Bram P Prins; Sheri K Wilcox; Erik S Zimmerman; An Chi; Narinder Bansal; Sarah L Spain; Angela M Wood; Nicholas W Morrell; John R Bradley; Nebojsa Janjic; David J Roberts; Willem H Ouwehand; John A Todd; Nicole Soranzo; Karsten Suhre; Dirk S Paul; Caroline S Fox; Robert M Plenge; John Danesh; Heiko Runz; Adam S Butterworth
Journal:  Nature       Date:  2018-06-06       Impact factor: 49.962

8.  Investigating asthma heterogeneity through shared and distinct genetics: Insights from genome-wide cross-trait analysis.

Authors:  Zhaozhong Zhu; Kohei Hasegawa; Carlos A Camargo; Liming Liang
Journal:  J Allergy Clin Immunol       Date:  2020-07-18       Impact factor: 10.793

9.  Reading Mendelian randomisation studies: a guide, glossary, and checklist for clinicians.

Authors:  Neil M Davies; Michael V Holmes; George Davey Smith
Journal:  BMJ       Date:  2018-07-12

10.  Antibiotic Treatments During Infancy, Changes in Nasal Microbiota, and Asthma Development: Population-based Cohort Study.

Authors:  Laura Toivonen; Linnea Schuez-Havupalo; Sinikka Karppinen; Matti Waris; Kristi L Hoffman; Carlos A Camargo; Kohei Hasegawa; Ville Peltola
Journal:  Clin Infect Dis       Date:  2021-05-04       Impact factor: 9.079
  10 in total

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