Voxel-Wise Linearity Analysis of Increments and Decrements in BOLD Responses in Human Visual Cortex Using a Contrast Adaptation Paradigm

The linearity of BOLD responses is a fundamental presumption in most analysis procedures for BOLD fMRI studies. Previous studies have examined the linearity of BOLD signal increments, but less is known about the linearity of BOLD signal decrements. The present study assessed the linearity of both BO...

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Main Authors: Yun Lin, Xi Zhou, Yuji Naya, Justin L. Gardner, Pei Sun
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-08-01
Series:Frontiers in Human Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fnhum.2021.541314/full
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author Yun Lin
Xi Zhou
Yuji Naya
Justin L. Gardner
Pei Sun
Pei Sun
Pei Sun
author_facet Yun Lin
Xi Zhou
Yuji Naya
Justin L. Gardner
Pei Sun
Pei Sun
Pei Sun
author_sort Yun Lin
collection DOAJ
description The linearity of BOLD responses is a fundamental presumption in most analysis procedures for BOLD fMRI studies. Previous studies have examined the linearity of BOLD signal increments, but less is known about the linearity of BOLD signal decrements. The present study assessed the linearity of both BOLD signal increments and decrements in the human primary visual cortex using a contrast adaptation paradigm. Results showed that both BOLD signal increments and decrements kept linearity to long stimuli (e.g., 3 s, 6 s), yet, deviated from linearity to transient stimuli (e.g., 1 s). Furthermore, a voxel-wise analysis showed that the deviation patterns were different for BOLD signal increments and decrements: while the BOLD signal increments demonstrated a consistent overestimation pattern, the patterns for BOLD signal decrements varied from overestimation to underestimation. Our results suggested that corrections to deviations from linearity of transient responses should consider the different effects of BOLD signal increments and decrements.
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spelling doaj.art-06f73f8449f54bd9816c0cf2c8f386fb2022-12-21T22:36:03ZengFrontiers Media S.A.Frontiers in Human Neuroscience1662-51612021-08-011510.3389/fnhum.2021.541314541314Voxel-Wise Linearity Analysis of Increments and Decrements in BOLD Responses in Human Visual Cortex Using a Contrast Adaptation ParadigmYun Lin0Xi Zhou1Yuji Naya2Justin L. Gardner3Pei Sun4Pei Sun5Pei Sun6Department of Psychology, School of Social Sciences, Tsinghua University, Beijing, ChinaDepartment of Psychology, School of Social Sciences, Tsinghua University, Beijing, ChinaSchool of Psychological and Cognitive Sciences, Peking University, Beijing, ChinaDepartment of Psychology, Stanford University, Stanford, CA, United StatesDepartment of Psychology, School of Social Sciences, Tsinghua University, Beijing, ChinaTsinghua Laboratory of Brain and Intelligence, Tsinghua University, Beijing, ChinaLaboratory for Cognitive Brain Mapping, RIKEN Center for Brain Sciences, Wako, JapanThe linearity of BOLD responses is a fundamental presumption in most analysis procedures for BOLD fMRI studies. Previous studies have examined the linearity of BOLD signal increments, but less is known about the linearity of BOLD signal decrements. The present study assessed the linearity of both BOLD signal increments and decrements in the human primary visual cortex using a contrast adaptation paradigm. Results showed that both BOLD signal increments and decrements kept linearity to long stimuli (e.g., 3 s, 6 s), yet, deviated from linearity to transient stimuli (e.g., 1 s). Furthermore, a voxel-wise analysis showed that the deviation patterns were different for BOLD signal increments and decrements: while the BOLD signal increments demonstrated a consistent overestimation pattern, the patterns for BOLD signal decrements varied from overestimation to underestimation. Our results suggested that corrections to deviations from linearity of transient responses should consider the different effects of BOLD signal increments and decrements.https://www.frontiersin.org/articles/10.3389/fnhum.2021.541314/fullfMRIlinearityBOLD signal decrementvisual cortexcontrast adaptation
spellingShingle Yun Lin
Xi Zhou
Yuji Naya
Justin L. Gardner
Pei Sun
Pei Sun
Pei Sun
Voxel-Wise Linearity Analysis of Increments and Decrements in BOLD Responses in Human Visual Cortex Using a Contrast Adaptation Paradigm
Frontiers in Human Neuroscience
fMRI
linearity
BOLD signal decrement
visual cortex
contrast adaptation
title Voxel-Wise Linearity Analysis of Increments and Decrements in BOLD Responses in Human Visual Cortex Using a Contrast Adaptation Paradigm
title_full Voxel-Wise Linearity Analysis of Increments and Decrements in BOLD Responses in Human Visual Cortex Using a Contrast Adaptation Paradigm
title_fullStr Voxel-Wise Linearity Analysis of Increments and Decrements in BOLD Responses in Human Visual Cortex Using a Contrast Adaptation Paradigm
title_full_unstemmed Voxel-Wise Linearity Analysis of Increments and Decrements in BOLD Responses in Human Visual Cortex Using a Contrast Adaptation Paradigm
title_short Voxel-Wise Linearity Analysis of Increments and Decrements in BOLD Responses in Human Visual Cortex Using a Contrast Adaptation Paradigm
title_sort voxel wise linearity analysis of increments and decrements in bold responses in human visual cortex using a contrast adaptation paradigm
topic fMRI
linearity
BOLD signal decrement
visual cortex
contrast adaptation
url https://www.frontiersin.org/articles/10.3389/fnhum.2021.541314/full
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