Causal mediation analysis in nested case‐control studies using conditional logistic regression. Issue 8 (30th June 2020)
- Record Type:
- Journal Article
- Title:
- Causal mediation analysis in nested case‐control studies using conditional logistic regression. Issue 8 (30th June 2020)
- Main Title:
- Causal mediation analysis in nested case‐control studies using conditional logistic regression
- Authors:
- Kim, Young Min
Cologne, John B.
Jang, Euna
Lange, Theis
Tatsukawa, Yoshimi
Ohishi, Waka
Utada, Mai
Cullings, Harry M. - Abstract:
- Abstract: The paper proposes an approach to causal mediation analysis in nested case‐control study designs, often incorporated with countermatching schemes using conditional likelihood, and we compare the method's performance to that of mediation analysis using the Cox model for the full cohort with a continuous or dichotomous mediator. Simulation studies are conducted to assess our proposed method and investigate the efficiency relative to the cohort. We illustrate the method using actual data from two studies of potential mediation of radiation risk conducted within the Adult Health Study cohort of atomic‐bomb survivors. The performance becomes comparable to that based on the full cohort, illustrating the potential for valid mediation analysis based on the reduced data obtained through the nested case‐control design.
- Is Part Of:
- Biometrical journal. Volume 62:Issue 8(2020:Dec.)
- Journal:
- Biometrical journal
- Issue:
- Volume 62:Issue 8(2020:Dec.)
- Issue Display:
- Volume 62, Issue 8 (2020)
- Year:
- 2020
- Volume:
- 62
- Issue:
- 8
- Issue Sort Value:
- 2020-0062-0008-0000
- Page Start:
- 1939
- Page End:
- 1959
- Publication Date:
- 2020-06-30
- Subjects:
- causal mediation analysis -- cohort -- conditional logistic regression -- Cox proportional hazards model -- nested case‐control study
Biometry -- Periodicals
Medical statistics -- Periodicals
570.15195 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1521-4036 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/bimj.201900120 ↗
- Languages:
- English
- ISSNs:
- 0323-3847
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 2087.990000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 15055.xml