Multiple testing corrections, nonparametric methods, and random field theory.
paper
Cited
Public
Unavailable
- Authors
- Nichols, Thomas E
- Year
- 2012
- Journal
- NeuroImage
- PMID
- 22521256
- DOI
- 10.1016/j.neuroimage.2012.04.014
I provide a selective review of the literature on the multiple testing problem in fMRI. By drawing connections with the older modalities, PET in particular, and how software implementations have tracked (or lagged behind) theoretical developments, my narrative aims to give the methodological researcher a historical perspective on this important aspect of fMRI data analysis.
No figures extracted from this document.
No chunks β full text not yet ingested.
No entities extracted from this document yet.
No uploaded files.
Not in any collection.
No citations found.
In this knowledge base
| Title | Year | PMID |
|---|---|---|
| A large-scale genome-wide association study meta-analysis of cannabis use disorder. | 2020 | 33096046 |
External
| Title | Authors | Journal | Year | Link |
|---|---|---|---|---|
| A novel pipeline using statistical parametric mapping for assessing differences in three- and four-dimensional computed tomography-derived arthrokinematics. | Trentadue TP et al. | β | 2026 | β |
| Changes in political attitudes are associated with changes in neural responses to political content. | Boiman G et al. | β | 2026 | β |
| Depression vulnerability involves brain activity and connectivity changes consistent with cholinergic deviancy. | Stiers P et al. | β | 2026 | β |
| Somatosensory Evoked BOLD-Signals With Ultra-High Temporal Resolution. | Wesolek S et al. | β | 2026 | β |
| The roles of human hippocampus and orbitofrontal cortex in cognitive map-guided social transitive inference. | Yang Y et al. | β | 2026 | β |
| Vestibular nucleus-thalamus-cortex pathway abnormalities persist in patients with chronic unilateral vestibulopathy after the establishment of vestibular static compensation. | Li K et al. | β | 2026 | β |
| Choice of Processing Pipelines for T1-Weighted Brain MRI Impacts Association and Prediction Analyses. | Delzant E et al. | β | 2025 | β |
| Consistency of affective responses to naturalistic stimuli across individuals using intersubject correlation analysis based on neuroimaging data. | Jang J et al. | β | 2025 | β |
| Effect of Different Frequencies of Transcutaneous Electrical Acupoint Stimulation (TEAS) on EEG Source Localization in Healthy Volunteers: A Semi-Randomized, Placebo-Controlled, Crossover Study. | Lopes Alves R et al. | β | 2025 | β |
| Investigating the Spatio-Temporal Signatures of Language Control-Related Brain Synchronization Processes. | Dumitrescu AM et al. | β | 2025 | β |
| Mapping trait justice sensitivity in the Brain: Whole-brain resting-state functional connectivity as a predictor of other-oriented not self-oriented justice sensitivity. | Wang L et al. | β | 2025 | β |
| Neural correlates of semantic and phonemic variants of verbal fluency tasks: A combined MEG and fMRI study. | Dumitrescu AM et al. | β | 2025 | β |
| Regional Brain Structure Alterations in Diabetes but Not Prediabetes. | Wang L et al. | β | 2025 | β |
| Altered gray matter volume and functional connectivity in adolescent borderline personality disorder with non-suicidal self-injury behavior. | Yi X et al. | β | 2024 | β |
| A multivariate to multivariate approach for voxel-wise genome-wide association analysis. | Wu Q et al. | β | 2024 | β |
| Associations between Education Years and Resting-state Functional Connectivity Modulated by <i>APOE</i> Ξ΅4 Carrier Status in Cognitively Normal Older Adults. | Kim J et al. | β | 2024 | β |
| Identifying covariate-related subnetworks for whole-brain connectome analysis. | Chen S et al. | β | 2024 | β |
| Immunomodulatory treatment may change functional and structural brain imaging in severe mental disorders. | Thunberg P et al. | β | 2024 | β |
| Longitudinal motor system changes from acute to chronic spinal cord injury. | Emmenegger TM et al. | β | 2024 | β |
| A Cross-Sectional Study: Structural and Related Functional Connectivity Changes in the Brain: Stigmata of Adverse Parenting in Patients with Major Depressive Disorder? | Nie Z et al. | β | 2023 | β |
| Amygdala-based functional connectivity mediates the relationship between thought control ability and trait anxiety. | Yan Y et al. | β | 2023 | β |
| Mediation Analysis for High-Dimensional Mediators and Outcomes with an Application to Multimodal Imaging Data. | Zhao Z et al. | β | 2023 | β |
| The neurocognitive role of working memory load when Pavlovian motivational control affects instrumental learning. | Park H et al. | β | 2023 | β |
| Associations Between Sub-Threshold Amyloid-Ξ² Deposition, Cortical Volume, and Cognitive Function Modulated by APOE Ι4 Carrier Status in Cognitively Normal Older Adults. | Kang DW et al. | β | 2022 | β |
| Cerebral processing of sharp mechanical pain measured with arterial spin labeling. | Cardinale V et al. | β | 2022 | β |
| Complementary task representations in hippocampus and prefrontal cortex for generalizing the structure of problems. | Samborska V et al. | β | 2022 | β |
| Dimension constraints improve hypothesis testing for large-scale, graph-associated, brain-image data. | Vo T et al. | β | 2022 | β |
| Gray matter volumetric correlates of dimensional impulsivity traits in children: Sex differences and heritability. | Chen Y et al. | β | 2022 | β |
| Is there evidence for a noisy computation deficit in developmental dyslexia? | Tan Y et al. | β | 2022 | β |
| Multimodal mechanisms of human socially reinforced learning across neurodegenerative diseases. | Legaz A et al. | β | 2022 | β |
| Resilience and young people's brain structure, function and connectivity: A systematic review. | Eaton S et al. | β | 2022 | β |
| Task modulates the orthographic and phonological representations in the bilateral ventral Occipitotemporal cortex. | Qu J et al. | β | 2022 | β |
| The human brain networks mediating the vestibular sensation of self-motion. | Hadi Z et al. | β | 2022 | β |
| Theta activity in semantic priming under visual crowding as revealed by magnetoencephalography. | Chien SE et al. | β | 2022 | β |
| A new technique to evaluate the impact of running on knee cartilage deformation by region. | Brenneman Wilson EC et al. | β | 2021 | β |
| An fMRI study of age-associated changes in basic visual discrimination. | Seider TR et al. | β | 2021 | β |
| A Statistical Method for Exploratory Data Analysis Based on 2D and 3D Area under Curve Diagrams: Parkinson's Disease Investigation. | Sushkova OS et al. | β | 2021 | β |
| Bayes estimate of primary threshold in clusterwise functional magnetic resonance imaging inferences. | Ge Y et al. | β | 2021 | β |
| Brain responses to drug cues predict craving changes in abstinent heroin users: A preliminary study. | Liu S et al. | β | 2021 | β |
| Effects of repeated menstrual pain on empathic neural responses in women with primary dysmenorrhea across the menstrual cycle. | Wang C et al. | β | 2021 | β |
| Effects of the <i>DRD4</i> -521 C/T SNP on Local Neural Activity and Functional Connectivity in Children With ADHD. | Zhang H et al. | β | 2021 | β |
| How does inattention affect written and spoken language processing? | Cohen L et al. | β | 2021 | β |
| Lack of Methodological Rigor for Task-Based Functional Magnetic Resonance Imaging: Injury-Related Fear or Failure to Correct? | Grooms DR et al. | β | 2021 | β |
| Neural Modulation in Approach-Avoidance Conflicts in Externalizing Psychopathology. | Lake AJ et al. | β | 2021 | β |
| Providing Evidence for the Null Hypothesis in Functional Magnetic Resonance Imaging Using Group-Level Bayesian Inference. | Masharipov R et al. | β | 2021 | β |
| Statistical power or more precise insights into neuro-temporal dynamics? Assessing the benefits of rapid temporal sampling in fMRI. | Dowdle LT et al. | β | 2021 | β |
| Temporally delayed linear modelling (TDLM) measures replay in both animals and humans. | Liu Y et al. | β | 2021 | β |
| Affective Modulation after High-Intensity Exercise Is Associated with Prolonged Amygdalar-Insular Functional Connectivity Increase. | Schmitt A et al. | β | 2020 | β |
| A large-scale genome-wide association study meta-analysis of cannabis use disorder. | Johnson EC et al. | β | 2020 | β |
| A multimodal imaging study of brain structural correlates of schizotypy dimensions using the MSS. | Pfarr JK et al. | β | 2020 | β |
| Association of Ξ³-aminobutyric acid and glutamate/glutamine in the lateral prefrontal cortex with patterns of intrinsic functional connectivity in adults. | Wang K et al. | β | 2020 | β |
| Genetic correlations and genome-wide associations of cortical structure in general population samples of 22,824 adults. | Hofer E et al. | β | 2020 | β |
| Multiple testing correction over contrasts for brain imaging. | Alberton BAV et al. | β | 2020 | β |
| The Rapid Emergence of Musical Pitch Structure in Human Cortex. | Sankaran N et al. | β | 2020 | β |
| Analysis of family-wise error rates in statistical parametric mapping using random field theory. | Flandin G et al. | β | 2019 | β |
| A Temporal Neural Trace of Wavelet Coefficients in Human Object Vision: An MEG Study. | Hatamimajoumerd E et al. | β | 2019 | β |
| Cognitive conflict and restructuring: The neural basis of two core components of insight. | Danek AH et al. | β | 2019 | β |
| Diagnosing osteoarthritis from T<sub>2</sub> maps using deep learning: an analysis of the entire Osteoarthritis Initiative baseline cohort. | Pedoia V et al. | β | 2019 | β |
| Evaluating Alternative Correction Methods for Multiple Comparison in Functional Neuroimaging Research. | Han H et al. | β | 2019 | β |
| Identifying Cortical Substrates Underlying the Phenomenology of Stereopsis and Realness: A Pilot fMRI Study. | Uji M et al. | β | 2019 | β |
| Low and medium frequency auditory steady-state responses decrease during NREM sleep. | GΓ³rska U et al. | β | 2019 | β |
| Measuring shared responses across subjects using intersubject correlation. | Nastase SA et al. | β | 2019 | β |
| Neural networks for sentence comprehension and production: An ALE-based meta-analysis of neuroimaging studies. | Walenski M et al. | β | 2019 | β |
| Neurophysiological Activations of Predictive and Non-predictive Exogenous Cues: A Cue-Elicited EEG Study on the Generation of Inhibition of Return. | Vivas AB et al. | β | 2019 | β |
| Power, positive predictive value, and sample size calculations for random field theory-based fMRI inference | Ostwald D et al. | β | 2019 | β |
| Probabilistic TFCE: A generalized combination of cluster size and voxel intensity to increase statistical power. | SpisΓ‘k T et al. | β | 2019 | β |
| Reward Processing in Drug-Naive Youth with Various Levels of Risk for Substance Use Disorders: A Pilot Study. | Ivanov I et al. | β | 2019 | β |
| Robust nonparametric tests of general linear model coefficients: AΒ comparison of permutation methods and test statistics. | Helwig NE | β | 2019 | β |
| The superior longitudinal fasciculus and its functional triple-network mechanisms in brooding. | Pisner DA et al. | β | 2019 | β |
| Analysis strategies for high-resolution UHF-fMRI data. | Polimeni JR et al. | β | 2018 | β |
| Astrocytic water channel aquaporin-4 modulates brain plasticity in both mice and humans: a potential gliogenetic mechanism underlying language-associated learning. | Woo J et al. | β | 2018 | β |
| Decoding the dynamic representation of musical pitch from human brain activity. | Sankaran N et al. | β | 2018 | β |
| Evaluating methods of correcting for multiple comparisons implemented in SPM12 in social neuroscience fMRI studies: an example from moral psychology. | Han H et al. | β | 2018 | β |
| LISA improves statistical analysis for fMRI. | Lohmann G et al. | β | 2018 | β |
| Longitudinal fMRI study of language recovery after a left hemispheric ischemic stroke. | Nenert R et al. | β | 2018 | β |
| Neurodynamics and connectivity during facial fear perception: The role of threat exposure and signal congruity. | Cushing CA et al. | β | 2018 | β |
| Using SPM 12's Second-Level Bayesian Inference Procedure for fMRI Analysis: Practical Guidelines for End Users. | Han H et al. | β | 2018 | β |
| Voxel-Based Statistical Analysis of 3D Immunostained Tissue Imaging. | Vandenberghe ME et al. | β | 2018 | β |
| A Bayesian spatial model for neuroimaging data based on biologically informed basis functions. | Huertas I et al. | β | 2017 | β |
| Classical Statistics and Statistical Learning in Imaging Neuroscience. | Bzdok D | β | 2017 | β |
| Correlates of Social Exclusion in Social Anxiety Disorder: An fMRI study. | Heeren A et al. | β | 2017 | β |
| Decoding Dynamic Brain Patterns from Evoked Responses: A Tutorial on Multivariate Pattern Analysis Applied to Time Series Neuroimaging Data. | Grootswagers T et al. | β | 2017 | β |
| Degree-based statistic and center persistency for brain connectivity analysis. | Yoo K et al. | β | 2017 | β |
| Distributed patterns of occipito-parietal functional connectivity predict the precision of visual working memory. | Galeano Weber EM et al. | β | 2017 | β |
| Feature Selection Methods for Zero-Shot Learning of Neural Activity. | Caceres CA et al. | β | 2017 | β |
| Functional localization and effective connectivity of cortical theta and alpha oscillatory activity during an attention task. | Kitaura Y et al. | β | 2017 | β |
| Introducing Alternative-Based Thresholding for Defining Functional Regions of Interest in fMRI. | Degryse J et al. | β | 2017 | β |
| Neural correlates of emotion reappraisal in individuals with externalizing psychopathology. | Lake AJ et al. | β | 2017 | β |
| Neuroimaging Research: From Null-Hypothesis Falsification to Out-of-Sample Generalization. | Bzdok D et al. | β | 2017 | β |
| Relationship between brainstem neurodegeneration and clinical impairment in traumatic spinal cord injury. | Grabher P et al. | β | 2017 | β |
| Statistical Permutation-based Artery Mapping (SPAM): a novel approach to evaluate imaging signals in the vessel wall. | Seifert R et al. | β | 2017 | β |
| Structural brain connectivity and cognitive ability differences: A multivariate distance matrix regression analysis. | Ponsoda V et al. | β | 2017 | β |
| Combat exposure is associated with cortical thickness in Veterans with a history of chronic pain. | Corbo V et al. | β | 2016 | β |
| Empirical validation of statistical parametric mapping for group imaging of fast neural activity using electrical impedance tomography. | Packham B et al. | β | 2016 | β |
| Evaluation of Second-Level Inference in fMRI Analysis. | Roels SP et al. | β | 2016 | β |
| Functional neural correlates of social approval in schizophrenia. | Makowski CS et al. | β | 2016 | β |
| Influences of Head Motion Regression on High-Frequency Oscillation Amplitudes of Resting-State fMRI Signals. | Yuan BK et al. | β | 2016 | β |
| Interpreting Intervention Induced Neuroplasticity with fMRI: The Case for Multimodal Imaging Strategies. | Reid LB et al. | β | 2016 | β |
| Non-parametric combination and related permutation tests for neuroimaging. | Winkler AM et al. | β | 2016 | β |
| Presurgical Assessment of the Sensorimotor Cortex Using Resting-State fMRI. | Schneider FC et al. | β | 2016 | β |
| Sexually dimorphic brain volume interaction in college-aged binge drinkers. | Kvamme TL et al. | β | 2016 | β |
| Thinking About a Task Is Associated with Increased Connectivity in Regions Activated by Task Performance. | Gregory MD et al. | β | 2016 | β |
| Automated and nonbiased regional quantification of functional neuroimaging data. | Parker JG et al. | β | 2015 | β |
| Body language in the brain: constructing meaning from expressive movement. | Tipper CM et al. | β | 2015 | β |
| Characterising the grey matter correlates of leukoaraiosis in cerebral small vessel disease. | Lambert C et al. | β | 2015 | β |
| Data-analytical stability of cluster-wise and peak-wise inference in fMRI data analysis. | Roels SP et al. | β | 2015 | β |
| Functional Magnetic Resonance Imaging Methods. | Chen JE et al. | β | 2015 | β |
| Methods, caveats and the future of large-scale microelectrode recordings in the non-human primate. | Dotson NM et al. | β | 2015 | β |
| Neuroanatomical correlates of genetic risk for bipolar disorder: A voxel-based morphometry study in bipolar type I patients and healthy first degree relatives. | SarΔ±Γ§iΓ§ek A et al. | β | 2015 | β |
| Neuroplastic effects of combined computerized physical and cognitive training in elderly individuals at risk for dementia: an eLORETA controlled study on resting states. | Styliadis C et al. | β | 2015 | β |
| Psilocybin-induced spiritual experiences and insightfulness are associated with synchronization of neuronal oscillations. | Kometer M et al. | β | 2015 | β |
| Sequential activation of premotor, primary somatosensory and primary motor areas in humans during cued finger movements. | Sun H et al. | β | 2015 | β |
| Statistical inferences under the Null hypothesis: common mistakes and pitfalls in neuroimaging studies. | HupΓ© JM | β | 2015 | β |
| WAVELET-DOMAIN REGRESSION AND PREDICTIVE INFERENCE IN PSYCHIATRIC NEUROIMAGING. | Reiss PT et al. | β | 2015 | β |
| Assessing direct paths of intracortical causal information flow of oscillatory activity with the isolated effective coherence (iCoh). | Pascual-Marqui RD et al. | β | 2014 | β |
| Cluster-extent based thresholding in fMRI analyses: pitfalls and recommendations. | Woo CW et al. | β | 2014 | β |
| Intention understanding over T: a neuroimaging study on shared representations and tennis return predictions. | Cacioppo S et al. | β | 2014 | β |
| Methylphenidate and brain activity in a reward/conflict paradigm: role of the insula in task performance. | Ivanov I et al. | β | 2014 | β |
| Multidimensional morphometric 3D MRI analyses for detecting brain abnormalities in children: impact of control population. | Wilke M et al. | β | 2014 | β |
| Multiple testing in fMRI: an empirical case study on the balance between sensitivity, specificity, and stability. | Durnez J et al. | β | 2014 | β |
| Multivariate classification of blood oxygen level-dependent FMRI data with diagnostic intention: a clinical perspective. | Sundermann B et al. | β | 2014 | β |
| Neural hyperactivity related to working memory in drug-naive boys with attention deficit hyperactivity disorder. | Li Y et al. | β | 2014 | β |
| PET neuroimaging: the white elephant packs his trunk? | Cumming P | β | 2014 | β |
| Reduced cortical thickness in veterans exposed to early life trauma. | Corbo V et al. | β | 2014 | β |
| Resting state connectivity immediately following learning correlates with subsequent sleep-dependent enhancement of motor task performance. | Gregory MD et al. | β | 2014 | β |
| Spatial registration for functional near-infrared spectroscopy: from channel position on the scalp to cortical location in individual and group analyses. | Tsuzuki D et al. | β | 2014 | β |
| Tones and numbers: a combined EEG-MEG study on the effects of musical expertise in magnitude comparisons of audiovisual stimuli. | Paraskevopoulos E et al. | β | 2014 | β |
| You are in sync with me: neural correlates of interpersonal synchrony with a partner. | Cacioppo S et al. | β | 2014 | β |
| Altered cerebral perfusion in executive, affective, and motor networks during adolescent depression. | Ho TC et al. | β | 2013 | β |
| Effect of aging on the cerebral processing of thermal pain in the human brain. | Tseng MT et al. | β | 2013 | β |
| Inversion effects in face-selective cortex with combinations of face parts. | James TW et al. | β | 2013 | β |
| Neural correlates of dysfunctional emotion regulation in major depressive disorder. A systematic review of neuroimaging studies. | Rive MM et al. | β | 2013 | β |
| Olive oil aroma extract modulates cerebral blood flow in gustatory brain areas in humans. | Frank S et al. | β | 2013 | β |
| The support feature machine: classification with the least number of features and application to neuroimaging data. | Klement S et al. | β | 2013 | β |