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Rongtao Jiang
Chinese Academy of Sciences
PsychologyCognitionEffects of sleep deprivation on cognitive performanceFunctional magnetic resonance imagingNeuroimaging
13Publications
6H-index
111Citations
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Publications 17
Newest
#1Jing Sui (CAS: Chinese Academy of Sciences)H-Index: 31
#2Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 6
Last. Vince D. Calhoun (Georgia Institute of Technology)H-Index: 93
view all 4 authors...
The neuroimaging community has witnessed a paradigm shift in biomarker discovery from using traditional univariate brain mapping approaches to multivariate predictive models, allowing the field to move towards a translational neuroscience era. Regression-based multivariate models (hereafter "predictive modeling") provide a powerful and widely-used approach to predict human behavior with neuroimaging features. These studies maintain a focus on decoding individual differences in a continuously beh...
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#1Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 6
#2Nianming Zuo (CAS: Chinese Academy of Sciences)H-Index: 7
Last. Jing SuiH-Index: 31
view all 12 authors...
Abstract Although both resting and task-induced functional connectivity (FC) have been used to characterize the human brain and cognitive abilities, the potential of task-induced FCs in individualized prediction for out-of-scanner cognitive traits remains largely unexplored. A recent study Greene et al. (2018) predicted the fluid intelligence scores using FCs derived from rest and multiple task conditions, suggesting that task-induced brain state manipulation improved prediction of individual tr...
2 CitationsSource
#1Shile Qi (Georgia Institute of Technology)H-Index: 5
#2Christopher C. Abbott (UNM: University of New Mexico)H-Index: 13
Last. Vince D. Calhoun (Georgia Institute of Technology)H-Index: 93
view all 13 authors...
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#1Hailun Sun (CAS: Chinese Academy of Sciences)H-Index: 1
#2Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 6
Last. Jing SuiH-Index: 31
view all 11 authors...
Abstract Electroconvulsive therapy (ECT) works rapidly and has been widely used to treat depressive disorders (DEP). However, identifying biomarkers predictive of response to ECT remains a priority to individually tailor treatment and understand treatment mechanisms. This study used a connectome-based predictive modeling (CPM) approach in 122 patients with DEP to determine if pre-ECT whole-brain functional connectivity (FC) predicts depressive rating changes and remission status after ECT (47 of...
1 CitationsSource
#1Jiaqi Li (PKU: Peking University)
#2Xile Zhang (PKU: Peking University)H-Index: 1
Last. Ruijie Yang (PKU: Peking University)H-Index: 1
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#1Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 6
#2Vince D. Calhoun (Georgia Institute of Technology)H-Index: 93
Last. Jing SuiH-Index: 31
view all 13 authors...
4 CitationsSource
#1Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 6
#2Vince D. Calhoun (Georgia Institute of Technology)H-Index: 93
Last. Jing Sui (CAS: Chinese Academy of Sciences)H-Index: 31
view all 11 authors...
Intelligence is a socially and scientifically interesting topic because of its prominence in human behavior, yet there is little clarity on how the neuroimaging and neurobiological correlates of intelligence differ between males and females, with most investigations limited to using either mass-univariate techniques or a single neuroimaging modality. Here we employed connectome-based predictive modeling (CPM) to predict the intelligence quotient (IQ) scores for 166 males and 160 females separate...
2 CitationsSource
#1Shile Qi (Georgia Institute of Technology)H-Index: 5
#2Jing Sui (CAS: Chinese Academy of Sciences)H-Index: 31
Last. Vince D. CalhounH-Index: 93
view all 24 authors...
Author(s): Qi, Shile; Sui, Jing; Chen, Jiayu; Liu, Jingyu; Jiang, Rongtao; Silva, Rogers; Iraji, Armin; Damaraju, Eswar; Salman, Mustafa; Lin, Dongdong; Fu, Zening; Zhi, Dongmei; Turner, Jessica A; Bustillo, Juan; Ford, Judith M; Mathalon, Daniel H; Voyvodic, James; McEwen, Sarah; Preda, Adrian; Belger, Aysenil; Potkin, Steven G; Mueller, Bryon A; Adali, Tulay; Calhoun, Vince D | Abstract: There is growing evidence that rather than using a single brain imaging modality to study its association w...
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#1Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 6
#2Vince D. Calhoun (UNM: University of New Mexico)H-Index: 93
Last. Jing Sui (CAS: Chinese Academy of Sciences)H-Index: 31
view all 12 authors...
Abstract Temperament consists of multi-dimensional traits that affect various domains of human life. Evidence has shown functional connectome-based predictive models are powerful predictors of cognitive abilities. Putatively, individuals' innate temperament traits may be predictable by unique patterns of brain functional connectivity (FC) as well. However, quantitative prediction for multiple temperament traits at the individual level has not yet been studied. Therefore, we were motivated to rea...
10 CitationsSource
#1Jing SuiH-Index: 31
#2Shile Qi (CAS: Chinese Academy of Sciences)H-Index: 5
Last. Vince D. Calhoun (UNM: University of New Mexico)H-Index: 93
view all 25 authors...
Cognitive impairment is a feature of many psychiatric diseases, including schizophrenia. Here we aim to identify multimodal biomarkers for quantifying and predicting cognitive performance in individuals with schizophrenia and healthy controls. A supervised learning strategy is used to guide three-way multimodal magnetic resonance imaging (MRI) fusion in two independent cohorts including both healthy individuals and individuals with schizophrenia using multiple cognitive domain scores. Results hi...
21 CitationsSource
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