Literature DB >> 33241770

False positive rates in positron emission tomography (PET) voxelwise analyses.

Melanie Ganz1,2, Martin Nørgaard1,3, Vincent Beliveau4, Claus Svarer1, Gitte M Knudsen1,3, Douglas N Greve5.   

Abstract

Issues with inflated false positive rates (FPRs) in brain imaging have recently received significant attention. However, to what extent FPRs present a problem for voxelwise analyses of Positron Emission Tomography (PET) data remains unknown. In this work, we evaluate the FPR using real PET data under group assignments that should yield no significant results after correcting for multiple comparisons. We used data from 159 healthy participants, imaged with the serotonin transporter ([11C]DASB; N = 100) or the 5-HT4 receptor ([11C]SB207145; N = 59). Using this null data, we estimated the FPR by performing 1,000 group analyses with randomly assigned groups of either 10 or 20, for each tracer, and corrected for multiple comparisons using parametric Monte Carlo simulations (MCZ) or non-parametric permutation testing. Our analyses show that for group sizes of 10 or 20, the FPR for both tracers was 5-99% using MCZ, much higher than the expected 5%. This was caused by a heavier-than-Gaussian spatial autocorrelation, violating the parametric assumptions. Permutation correctly controlled the FPR in all cases. In conclusion, either a conservative cluster forming threshold and high smoothing levels, or a non-parametric correction for multiple comparisons should be performed in voxelwise analyses of brain PET data.

Entities:  

Keywords:  Positron emission tomography; brain; false positives; multiple comparisons; preprocessing

Year:  2020        PMID: 33241770      PMCID: PMC8221774          DOI: 10.1177/0271678X20974961

Source DB:  PubMed          Journal:  J Cereb Blood Flow Metab        ISSN: 0271-678X            Impact factor:   6.200


  36 in total

1.  Nonparametric permutation tests for functional neuroimaging: a primer with examples.

Authors:  Thomas E Nichols; Andrew P Holmes
Journal:  Hum Brain Mapp       Date:  2002-01       Impact factor: 5.038

2.  Cluster failure: Why fMRI inferences for spatial extent have inflated false-positive rates.

Authors:  Anders Eklund; Thomas E Nichols; Hans Knutsson
Journal:  Proc Natl Acad Sci U S A       Date:  2016-06-28       Impact factor: 11.205

Review 3.  FreeSurfer.

Authors:  Bruce Fischl
Journal:  Neuroimage       Date:  2012-01-10       Impact factor: 6.556

4.  The serotonin transporter availability in untreated early-onset and late-onset patients with obsessive-compulsive disorder.

Authors:  Swen Hesse; Katarina Stengler; Ralf Regenthal; Marianne Patt; Georg-Alexander Becker; Annegret Franke; Heike Knüpfer; Philipp M Meyer; Julia Luthardt; Ina Jahn; Donald Lobsien; Wolfgang Heinke; Peter Brust; Ulrich Hegerl; Osama Sabri
Journal:  Int J Neuropsychopharmacol       Date:  2011-01-14       Impact factor: 5.176

5.  Overlapping expression of serotonin transporters and neurokinin-1 receptors in posttraumatic stress disorder: a multi-tracer PET study.

Authors:  A Frick; F Åhs; Å M Palmquist; A Pissiota; U Wallenquist; M Fernandez; M Jonasson; L Appel; Ö Frans; M Lubberink; T Furmark; L von Knorring; M Fredrikson
Journal:  Mol Psychiatry       Date:  2015-12-01       Impact factor: 15.992

6.  Accurate and robust brain image alignment using boundary-based registration.

Authors:  Douglas N Greve; Bruce Fischl
Journal:  Neuroimage       Date:  2009-06-30       Impact factor: 6.556

7.  False positives in neuroimaging genetics using voxel-based morphometry data.

Authors:  Matt Silver; Giovanni Montana; Thomas E Nichols
Journal:  Neuroimage       Date:  2010-09-20       Impact factor: 6.556

8.  Why most published research findings are false.

Authors:  John P A Ioannidis
Journal:  PLoS Med       Date:  2005-08-30       Impact factor: 11.613

9.  Permutation inference for the general linear model.

Authors:  Anderson M Winkler; Gerard R Ridgway; Matthew A Webster; Stephen M Smith; Thomas E Nichols
Journal:  Neuroimage       Date:  2014-02-11       Impact factor: 6.556

10.  High brain serotonin levels in migraine between attacks: A 5-HT4 receptor binding PET study.

Authors:  Marie Deen; Hanne D Hansen; Anders Hougaard; Martin Nørgaard; Hans Eiberg; Szabolcs Lehel; Messoud Ashina; Gitte M Knudsen
Journal:  Neuroimage Clin       Date:  2018-01-28       Impact factor: 4.881

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.