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Table 1 Comparison of study categories

From: The rise of large-scale imaging studies in psychiatry

Category

Comparability across datasets or sources

Control over analyses1

Depth of phenotyping available

Ease of collecting a large sample2

Planned studies

Highest possible similarities in data

Highest

Can be very deep but specific to the study hypotheses

Most difficult

Aggregated mega-analyses

Moderate; Some filtering of available datasets for improves comparability

High

Low to Moderate

Moderately easy; it requires existing datasets and investigators willing to share them

Opportunistic studies

Moderate, but can be high if scanning centers agree to use minimal standard protocols

High

Moderate

Moderately difficult; it often requires institutional arrangements to get started

Meta-analyses (post-hoc)

Lowest

Lowest

Lowest

Easiest; all published results that fit the meta-analytic question are available

Meta-analyses (prospective)

Lowest

High

Lowest

Moderate; it requires existing datasets and teams to analyze them in collaboration

  1. 1: Control over analyses covers whether planned analyses across each subset of the dataset are done the same way, either by a central authority or planned and agreed upon across groups performing the analyses.
  2. 2: Ease refers in a general way to the efforts involved in design and calibration, data aggregation and analysis, apart from study specific issues of the particular clinical population or obtaining any necessary funding, for example.