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Rongtao Jiang
Chinese Academy of Sciences
PsychologyNeuroscienceCognitionConnectomeNeuroimaging
22Publications
8H-index
233Citations
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Publications 21
Newest
#1Dongmei Zhi (CAS: Chinese Academy of Sciences)H-Index: 3
#2Wenyue Wu (CSU: Central South University)H-Index: 1
Last. Hongyu Long (CSU: Central South University)H-Index: 7
view all 13 authors...
DNA hypermethylation is widely observed in temporal lobe epilepsy (TLE), in which NR4A1 knockdown has been reported to be able to alleviate seizure severity in mouse model, while the underlying methylation-imaging pathway modulated by aberrant methylation levels of NR4A1 remains to be clarified in patients with TLE. Using multi-site canonical correlation analysis with reference, methylation levels of NR4A1 in blood were used as priori to guide fusion of three MRI features: functional connectivit...
Source
#1Shile Qi (Georgia Institute of Technology)H-Index: 8
#2Juan R. Bustillo (UNM: University of New Mexico)H-Index: 46
Last. Xiao Yang (Sichuan University)H-Index: 6
view all 15 authors...
Schizophrenia (SZ) is frequently concurrent with substance use, depressive symptoms, social communication and attention deficits. However, the relationship between common brain networks (e.g., SZ vs. substance use, SZ vs. depression, SZ vs. developmental disorders) with SZ on specific symptoms and cognition is unclear. Symptom scores were used as a reference to guide fMRI-sMRI fusion for SZ (n = 94), substance use with drinking (n = 313), smoking (n = 104), major depressive disorder (MDD, n = 26...
Source
#1Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 8
#2Vince D. Calhoun (Georgia Institute of Technology)H-Index: 97
Last. Jing SuiH-Index: 34
view all 13 authors...
: Scores on intelligence tests are strongly predictive of various important life outcomes. However, the gender discrepancy on intelligence quotient (IQ) prediction using brain imaging variables has not been studied. To this aim, we predicted individual IQ scores for males and females separately using whole-brain functional connectivity (FC). Robust predictions of intellectual capabilities were achieved across three independent data sets (680 subjects) and two intelligence measurements (IQ and fl...
8 CitationsSource
#1Jing SuiH-Index: 34
#2Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 8
Last. Vince D. Calhoun (Georgia Institute of Technology)H-Index: 5
view all 4 authors...
Abstract 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 continu...
5 CitationsSource
#1Jing Sui (CAS: Chinese Academy of Sciences)H-Index: 34
#2Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 8
Last. Vince D. Calhoun (Georgia Institute of Technology)H-Index: 5
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...
Source
#1Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 8
#2Nianming Zuo (CAS: Chinese Academy of Sciences)H-Index: 8
Last. Jing SuiH-Index: 34
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...
9 CitationsSource
#1Shile Qi (Georgia Institute of Technology)H-Index: 8
#2Christopher C. Abbott (UNM: University of New Mexico)H-Index: 15
Last. Vince D. Calhoun (Georgia Institute of Technology)H-Index: 97
view all 13 authors...
Electroconvulsive therapy is regarded as the most effective antidepressant treatment for severe and treatment-resistant depressive episodes. Despite the efficacy of electroconvulsive therapy, the neurobiological underpinnings and mechanisms underlying electroconvulsive therapy induced antidepressant effects remain unclear. The objective of this investigation was to identify electroconvulsive therapy treatment responsive multimodal biomarkers with the 17-item Hamilton Depression Rating Scale guid...
2 CitationsSource
#1Hailun Sun (CAS: Chinese Academy of Sciences)H-Index: 2
#2Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 8
Last. Jing SuiH-Index: 34
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...
4 CitationsSource
#1Jiaqi Li (PKU: Peking University)H-Index: 1
#2Xile Zhang (PKU: Peking University)H-Index: 1
Last. Ruijie Yang (PKU: Peking University)H-Index: 2
view all 7 authors...
: This study aimed to investigate the impact of delivery characteristics on the dose delivery accuracy of volumetric modulated arc therapy (VMAT) for different treatment sites. The pretreatment quality assurance (QA) results of 344 VMAT patients diagnosed with gynecological (GYN), head and neck (H&N), rectal or prostate cancer were randomly chosen in this study. Ten metrics reflecting VMAT delivery characteristics were extracted from the QA plans. Compared with GYN and rectal plans, H&N and pros...
Source
#1Rongtao Jiang (CAS: Chinese Academy of Sciences)H-Index: 8
#2Vince D. Calhoun (Georgia Institute of Technology)H-Index: 97
Last. Jing Sui (CAS: Chinese Academy of Sciences)H-Index: 34
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...
5 CitationsSource
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