Literature DB >> 31575336

Different preprocessing strategies lead to different conclusions: A [11C]DASB-PET reproducibility study.

Martin Nørgaard1,2, Melanie Ganz1,3, Claus Svarer1, Vibe G Frokjaer1, Douglas N Greve4, Stephen C Strother5, Gitte M Knudsen1,2.   

Abstract

Positron emission tomography (PET) neuroimaging provides unique possibilities to study biological processes in vivo under basal and interventional conditions. For quantification of PET data, researchers commonly apply different arrays of sequential data analytic methods ("preprocessing pipeline"), but it is often unknown how the choice of preprocessing affects the final outcome. Here, we use an available data set from a double-blind, randomized, placebo-controlled [11C]DASB-PET study as a case to evaluate how the choice of preprocessing affects the outcome of the study. We tested the impact of 384 commonly used preprocessing strategies on a previously reported positive association between the change from baseline in neocortical serotonin transporter binding determined with [11C]DASB-PET, and change in depressive symptoms, following a pharmacological sex hormone manipulation intervention in 30 women. The two preprocessing steps that were most critical for the outcome were motion correction and kinetic modeling of the dynamic PET data. We found that 36% of the applied preprocessing strategies replicated the originally reported finding (p < 0.05). For preprocessing strategies with motion correction, the replication percentage was 72%, whereas it was 0% for strategies without motion correction. In conclusion, the choice of preprocessing strategy can have a major impact on a study outcome.

Entities:  

Keywords:  Positron emission tomography; head motion; kinetic modeling; partial volume correction; preprocessing

Year:  2019        PMID: 31575336      PMCID: PMC7446563          DOI: 10.1177/0271678X19880450

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


  44 in total

1.  Neuroticism modulates mood responses to pharmacological sex hormone manipulation in healthy women.

Authors:  D S Stenbæk; E Budtz-Jørgensen; A Pinborg; P S Jensen; V G Frokjaer
Journal:  Psychoneuroendocrinology       Date:  2018-10-26       Impact factor: 4.905

2.  Reliability in multi-site structural MRI studies: effects of gradient non-linearity correction on phantom and human data.

Authors:  Jorge Jovicich; Silvester Czanner; Douglas Greve; Elizabeth Haley; Andre van der Kouwe; Randy Gollub; David Kennedy; Franz Schmitt; Gregory Brown; James Macfall; Bruce Fischl; Anders Dale
Journal:  Neuroimage       Date:  2005-11-21       Impact factor: 6.556

3.  Simplified reference tissue model for PET receptor studies.

Authors:  A A Lammertsma; S P Hume
Journal:  Neuroimage       Date:  1996-12       Impact factor: 6.556

4.  Attenuation correction for the HRRT PET-scanner using transmission scatter correction and total variation regularization.

Authors:  Sune H Keller; Claus Svarer; Merence Sibomana
Journal:  IEEE Trans Med Imaging       Date:  2013-05-02       Impact factor: 10.048

5.  Improved frame-based estimation of head motion in PET brain imaging.

Authors:  J M Mukherjee; C Lindsay; A Mukherjee; P Olivier; L Shao; M A King; R Licho
Journal:  Med Phys       Date:  2016-05       Impact factor: 4.071

Review 6.  Choosing Prediction Over Explanation in Psychology: Lessons From Machine Learning.

Authors:  Tal Yarkoni; Jacob Westfall
Journal:  Perspect Psychol Sci       Date:  2017-08-25

7.  Brain serotonin 4 receptor binding is associated with the cortisol awakening response.

Authors:  Gustav R Jakobsen; Patrick M Fisher; Agnete Dyssegaard; Brenda McMahon; Klaus K Holst; Szabolcs Lehel; Claus Svarer; Peter S Jensen; Gitte M Knudsen; Vibe G Frokjaer
Journal:  Psychoneuroendocrinology       Date:  2016-02-11       Impact factor: 4.905

8.  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

9.  Effortful control as a dimension of temperament is negatively associated with prefrontal serotonin transporter availability in obese and non-obese individuals.

Authors:  Franziska Zientek; Karsten Winter; Astrid Müller; Michael Rullmann; Julia Luthardt; Georg-Alexander Becker; Anke Bresch; Marianne Patt; Osama Sabri; Anja Hilbert; Swen Hesse
Journal:  Eur J Neurosci       Date:  2016-08-29       Impact factor: 3.386

10.  Neuroticism Associates with Cerebral in Vivo Serotonin Transporter Binding Differently in Males and Females.

Authors:  Lauri Tuominen; Jouko Miettunen; Dara M Cannon; Wayne C Drevets; Vibe G Frokjaer; Jussi Hirvonen; Masanori Ichise; Peter S Jensen; Liisa Keltikangas-Järvinen; Jacqueline M Klaver; Gitte M Knudsen; Akihiro Takano; Tetsuya Suhara; Jarmo Hietala
Journal:  Int J Neuropsychopharmacol       Date:  2017-12-01       Impact factor: 5.176

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  2 in total

Review 1.  Imaging Histamine H3 Receptors with Positron Emission Tomography.

Authors:  Pablo Martín Rusjan; Bernard Le Foll
Journal:  Curr Top Behav Neurosci       Date:  2022

2.  Brain partial volume correction with point spreading function reconstruction in high-resolution digital PET: comparison with an MR-based method in FDG imaging.

Authors:  Masanobu Ibaraki; Keisuke Matsubara; Yuki Shinohara; Miho Shidahara; Kaoru Sato; Hiroyuki Yamamoto; Toshibumi Kinoshita
Journal:  Ann Nucl Med       Date:  2022-05-26       Impact factor: 2.258

  2 in total

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