Literature DB >> 27761445

Case-crossover design and its implementation in R.

Zhongheng Zhang1.   

Abstract

Case-crossover design is a variation of case-control design that it employs persons' history periods as controls. Case-crossover design can be viewed as the hybrid of case-control study and crossover design. Characteristic confounding that is constant within one person can be well controlled with this method. The relative risk and odds ratio, as well as their 95% confidence intervals (CIs), can be estimated using Cochran-Mantel-Haenszel method. R codes for the calculation are provided in the main text. Readers may adapt these codes to their own task. Conditional logistic regression model is another way to estimate odds ratio of the exposure. Furthermore, it allows for incorporation of other time-varying covariates that are not constant within subjects. The model fitting per se is not technically difficult because there is well developed statistical package. However, it is challenging to convert original dataset obtained from case report form to that suitable to be passed to clogit() function. R code for this task is provided and explained in the text.

Entities:  

Keywords:  Case crossover; R; conditional logistic regression; odds ratio; risk ratio; transient effect

Year:  2016        PMID: 27761445      PMCID: PMC5066041          DOI: 10.21037/atm.2016.05.42

Source DB:  PubMed          Journal:  Ann Transl Med        ISSN: 2305-5839


  11 in total

1.  Case-crossover and case-time-control designs as alternatives in pharmacoepidemiologic research.

Authors:  S Schneeweiss; T Stürmer; M Maclure
Journal:  Pharmacoepidemiol Drug Saf       Date:  1997-10       Impact factor: 2.890

2.  The case-crossover design: a method for studying transient effects on the risk of acute events.

Authors:  M Maclure
Journal:  Am J Epidemiol       Date:  1991-01-15       Impact factor: 4.897

3.  Reshaping and aggregating data: an introduction to reshape package.

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Journal:  Ann Transl Med       Date:  2016-02

4.  Control sampling strategies for case-crossover studies: an assessment of relative efficiency.

Authors:  M A Mittleman; M Maclure; J M Robins
Journal:  Am J Epidemiol       Date:  1995-07-01       Impact factor: 4.897

5.  Epidemiologic assessment of risks of adverse reactions associated with intermittent exposure.

Authors:  U Feldmann
Journal:  Biometrics       Date:  1993-06       Impact factor: 2.571

6.  Analysis of case-crossover designs.

Authors:  R J Marshall; R T Jackson
Journal:  Stat Med       Date:  1993-12-30       Impact factor: 2.373

7.  Fine Particulate Matter and Emergency Room Visits for Respiratory Illness. Effect Modification by Oxidative Potential.

Authors:  Scott A Weichenthal; Eric Lavigne; Greg J Evans; Krystal J Godri Pollitt; Richard T Burnett
Journal:  Am J Respir Crit Care Med       Date:  2016-09-01       Impact factor: 21.405

Review 8.  Circadian clock and the onset of cardiovascular events.

Authors:  Norihiko Takeda; Koji Maemura
Journal:  Hypertens Res       Date:  2016-02-18       Impact factor: 3.872

9.  Ambient PM2.5 and risk of emergency room visits for myocardial infarction: impact of regional PM2.5 oxidative potential: a case-crossover study.

Authors:  Scott Weichenthal; Eric Lavigne; Greg Evans; Krystal Pollitt; Rick T Burnett
Journal:  Environ Health       Date:  2016-03-24       Impact factor: 5.984

10.  Low Ambient Temperature and Intracerebral Hemorrhage: The INTERACT2 Study.

Authors:  Danni Zheng; Hisatomi Arima; Shoichiro Sato; Antonio Gasparrini; Emma Heeley; Candice Delcourt; Serigne Lo; Yining Huang; Jiguang Wang; Christian Stapf; Thompson Robinson; Pablo Lavados; John Chalmers; Craig S Anderson
Journal:  PLoS One       Date:  2016-02-09       Impact factor: 3.240

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2.  Effect Modification by Environmental Quality on the Association between Heatwaves and Mortality in Alabama, United States.

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Authors:  Seyed MohammadReza Hashemian; Navid Shafigh; Golnaz Afzal; Hamidreza Jamaati; Payam Tabarsi; Majid Marjani; Majid Malekmohammad; Seyed Mehdi Mortazavi; Batoul Khoundabi; Davood Mansouri; Afshin Moniri; Abbas Hajifathali; Elham Roshandel; Esmaeil Mortaz; Ian M Adcock
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4.  The effect of temperature, humidity, precipitation and cloud coverage on the risk of COVID-19 infection in temperate regions of the USA-A case-crossover study.

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5.  Short-term effects of air pollution on respiratory diseases among young children in Wuhan city, China.

Authors:  Zeng-Hui Huang; Xing-Yuan Liu; Tong Zhao; Kui-Zhuang Jiao; Xu-Xi Ma; Zhan Ren; Yun-Fei Qiu; Jing-Ling Liao; Lu Ma
Journal:  World J Pediatr       Date:  2022-03-25       Impact factor: 9.186

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