Evidence map›Paper›PMID 34487835›Full record

ArticleJournal of clinical epidemiology2021

Meta-analysis for individual participant data with a continuous exposure: A case study.

Darsy Darssan, Gita D Mishra, Darren C Greenwood, Sven Sandin, Eric J Brunner, Sybil L Crawford, Samar R El Khoudary, Maria Mori Brooks, Ellen B Gold, Mette Kildevæld Simonsen and 3 more

Abstract read
In one paragraph

Article in Journal of clinical epidemiology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed, 2 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Darsy DarssanUniversity of Queensland, School of Public Health, Faculty of Medicine, Queensland, Australia.
Gita D MishraUniversity of Queensland, School of Public Health, Faculty of Medicine, Queensland, Australia.
Darren C GreenwoodSchool of Medicine, University of Leeds, Leeds, UK.
Sven SandinDepartment of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA; Seaver Autism Center for Research and Treatment at Mount Sinai, New York, USA.
Eric J BrunnerDepartment of Epidemiology and Public Health, University College London, London, UK.
Sybil L CrawfordGraduate School of Nursing, University of Massachusetts Medical School, Worcester, MA.
Samar R El KhoudaryDepartment of Epidemiology, Graduate School of Public Health, University of Pittsburgh, PA, USA.
Maria Mori BrooksDepartment of Epidemiology, Graduate School of Public Health, University of Pittsburgh, PA, USA.
Ellen B GoldDepartment of Public Health Sciences, University of California, Davis, CA, USA.
Mette Kildevæld SimonsenThe Parker Institute and Aarhus University, Frederiksberg Hospital, 2000 Frederiksberg, Denmark.
Hsin-Fang ChungUniversity of Queensland, School of Public Health, Faculty of Medicine, Queensland, Australia.
Elisabete WeiderpassInternational Agency for Research on Cancer, World Health Organisation, Lyon, France.
Annette J DobsonUniversity of Queensland, School of Public Health, Faculty of Medicine, Queensland, Australia. Electronic address: a.dobson@sph.uq.edu.au.

Funding

The Study of Women's Health Across the Nation (SWAN): The Impact of Midlife and the Menopause Transition on Health and Functioning in Early Old AgeU19AG063720 · NIA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Maria Mori Brooks · 2020 to 2026
$61.3M
Project-001R01AG017644 · NIA · UNIVERSITY OF LONDON INST OF NEUROLOGY · PI Andrew Steptoe · 2000 to 2026
$56.2M
WOMENS HEALTH ACROSS THE NATION--COORDINATING CENTERU01AG012553 · NIA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI BROOKS, MARIA MORI · 1994 to 2019
$37.7M
WOMENS HEALTH ACROSS THE NATION--ENDOCRINE LABU01AG012495 · NIA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI MCCONNELL, DANIEL S · 1994 to 2018
$18.8M
WOMENS HEALTH ACROSS THE NATION--PITTSBURGHU01AG012546 · NIA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI MATTHEWS, KAREN · 1994 to 2019
$16.2M
WOMENS HEALTH ACROSS THE NATION--UCDAVISU01AG012554 · NIA · UNIVERSITY OF CALIFORNIA DAVIS · PI GOLD, ELLEN B. · 1994 to 2019
$14.5M
WOMENS HEALTH ACROSS THE NATION--UCLAU01AG012539 · NIA · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI GREENDALE, GAIL A · 1994 to 2018
$13.7M
THE STUDY OF WOMEN'S HEALTH ACROSS THE NATION-MICHIGANU01NR004061 · NINR · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI HARLOW, SIOBAN D · 1994 to 2018
$12.9M
WOMENS HEALTH ACROSS THE NATION--CHICAGOU01AG012505 · NIA · RUSH UNIVERSITY MEDICAL CENTER · PI KRAVITZ, HOWARD M · 1994 to 2019
$11.9M
WOMENS HEALTH ACROSS THE NATION--MASSACHUSETTS GENERAL HU01AG012531 · NIA · MASSACHUSETTS GENERAL HOSPITAL · PI FINKELSTEIN, JOEL S · 1994 to 2019
$10.7M
Women's Health Across the Nation-New Jersey SiteU01AG012535 · NIA · UNIV OF MED/DENT OF NJ-NJ MEDICAL SCHOOL · PI DERBY, CAROL A. · 1994 to 2019
$9.2M
Application of ambulatory methods for assessing short- and long-term associations of sleep health with cognitive decline in older adultsR01AG062622 · NIA · ALBERT EINSTEIN COLLEGE OF MEDICINE · PI BUXTON, ORFEU M, DERBY, CAROL A. · 2019 to 2022
$3.1M
British Heart Foundation RG/16/11/32334Medical Research Council MR/R024227/1NIA NIH HHS R01 AG017644NIA NIH HHS R01 AG062622NIA NIH HHS U01 AG012495NIA NIH HHS U01 AG012505NIA NIH HHS U01 AG012531NIA NIH HHS U01 AG012535NIA NIH HHS U01 AG012539NIA NIH HHS U01 AG012546NIA NIH HHS U01 AG012553NIA NIH HHS U01 AG012554NIA NIH HHS U19 AG063720NINR NIH HHS U01 NR004061World Health Organization 001
6 · The paper itself

Abstract

objectiveMethods for meta-analysis of studies with individual participant data and continuous exposure variables are well described in the statistical literature but are not widely used in clinical and epidemiological research. The purpose of this case study is to make the methods more accessible. STUDY DESIGN AND

settingA two-stage process is demonstrated. Response curves are estimated separately for each study using fractional polynomials. The study-specific curves are then averaged pointwise over all studies at each value of the exposure. The averaging can be implemented using fixed effects or random effects methods.

resultsThe methodology is illustrated using samples of real data with continuous outcome and exposure data and several covariates. The sample data set, segments of Stata and R code, and outputs are provided to enable replication of the results.

conclusionThese methods and tools can be adapted to other situations, including for time-to-event or categorical outcomes, different ways of modelling exposure-outcome curves, and different strategies for covariate adjustment.

Indexed as

Data Interpretation, StatisticalMeta-Analysis as TopicAge FactorsBody Mass IndexFemaleHumansLinear ModelsMenopauseMiddle AgedModels, StatisticalStatistics as TopicContinuous variablesFractional polynomialsIndividual participant dataMeta-analysis

Identifiers

PMID34487835
PMCPMC9263279

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.