Literature DB >> 15507459

Principal component analysis is a powerful instrument in occupational hygiene inquiries.

Igor Burstyn1.   

Abstract

Several investigators have successfully used principal component analysis (PCA) in interpreting occupational hygiene data. However, traditional textbooks in occupational hygiene provide no guidance for the application and interpretation of PCA. In this article I briefly review the basics of PCA (for those not statistically inclined), provide some guidelines for performing PCA (and designing studies that use the power of PCA), illustrate its application in understanding exposure to mixtures and the characterization of 'peak exposure', and highlight other benefits that occupational hygienists stand to gain by including PCA in their 'statistical toolkit'. I hope that this article will promote greater use and understanding of a data analysis approach that has long been helping investigators outside the field of occupational hygiene to unravel the structure behind the complex relationships among multiple correlated variables.

Mesh:

Year:  2004        PMID: 15507459     DOI: 10.1093/annhyg/meh075

Source DB:  PubMed          Journal:  Ann Occup Hyg        ISSN: 0003-4878


  14 in total

1.  Evaluation of flow-volume spirometric test using neural network based prediction and principal component analysis.

Authors:  Anandan Kavitha; Manoharan Sujatha; Swaminathan Ramakrishnan
Journal:  J Med Syst       Date:  2009-08-05       Impact factor: 4.460

2.  Population attributable risks of patient, child and organizational risk factors for perinatal mortality in hospital births.

Authors:  Jashvant Poeran; Gerard J J M Borsboom; Johanna P de Graaf; Erwin Birnie; Eric A P Steegers; Gouke J Bonsel
Journal:  Matern Child Health J       Date:  2015-04

3.  Current asthma and asthma-like symptoms among workers at a Veterans Administration Medical Center.

Authors:  Laura Kurth; Mohammed Abbas Virji; Eileen Storey; Susan Framberg; Christa Kallio; Jordan Fink; Anthony Scott Laney
Journal:  Int J Hyg Environ Health       Date:  2017-09-05       Impact factor: 5.840

4.  Exposure to multiple chemicals in a cohort of reproductive-aged Danish women.

Authors:  Anna Rosofsky; Patricia Janulewicz; Kristina A Thayer; Michael McClean; Lauren A Wise; Antonia M Calafat; Ellen M Mikkelsen; Kyla W Taylor; Elizabeth E Hatch
Journal:  Environ Res       Date:  2016-12-29       Impact factor: 6.498

5.  Changes in activity locations during the COVID-19 pandemic and associations with depression, anxiety, loneliness, and alcohol use.

Authors:  Jessica Frankeberger; Natalie Sumetsky; M Reuel Friedman; Jessica G Burke; Robert W S Coulter; Christina Mair
Journal:  Wellbeing Space Soc       Date:  2022-07-14

6.  Self-loathing aspects of depression reduce postoperative opioid cessation rate.

Authors:  Jennifer M Hah; Sean Mackey; Peter L Barelka; Charlie K M Wang; Bing M Wang; Matthew J Gillespie; Rebecca McCue; Jarred W Younger; Jodie Trafton; Keith Humphreys; Stuart B Goodman; Fredrick M Dirbas; Peter C Schmidt; Ian R Carroll
Journal:  Pain Med       Date:  2014-06       Impact factor: 3.750

7.  A principal component analysis of postinjury viscoelastic assays: clotting factor depletion versus fibrinolysis.

Authors:  Theresa L Chin; Ernest E Moore; Hunter B Moore; Eduardo Gonzalez; Michael P Chapman; John R Stringham; Christopher R Ramos; Anirban Banerjee; Angela Sauaia
Journal:  Surgery       Date:  2014-06-21       Impact factor: 3.982

8.  Exposure to polyfluoroalkyl chemicals and attention deficit/hyperactivity disorder in U.S. children 12-15 years of age.

Authors:  Kate Hoffman; Thomas F Webster; Marc G Weisskopf; Janice Weinberg; Verónica M Vieira
Journal:  Environ Health Perspect       Date:  2010-06-15       Impact factor: 9.031

9.  Prenatal Exposure to Phthalates and Childhood Body Size in an Urban Cohort.

Authors:  Michelle M Maresca; Lori A Hoepner; Abeer Hassoun; Sharon E Oberfield; Stephen J Mooney; Antonia M Calafat; Judyth Ramirez; Greg Freyer; Frederica P Perera; Robin M Whyatt; Andrew G Rundle
Journal:  Environ Health Perspect       Date:  2015-06-12       Impact factor: 9.031

10.  Combined Effects of Prenatal Exposures to Environmental Chemicals on Birth Weight.

Authors:  Eva Govarts; Sylvie Remy; Liesbeth Bruckers; Elly Den Hond; Isabelle Sioen; Vera Nelen; Willy Baeyens; Tim S Nawrot; Ilse Loots; Nick Van Larebeke; Greet Schoeters
Journal:  Int J Environ Res Public Health       Date:  2016-05-12       Impact factor: 3.390

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