scholarly journals Model selection and prediction of outcomes in recent onset schizophrenia patients who undergo cognitive training

2018 ◽  
Vol 11 ◽  
pp. 1-5 ◽  
Author(s):  
Ian S. Ramsay ◽  
Sisi Ma ◽  
Melissa Fisher ◽  
Rachel L. Loewy ◽  
J. Daniel Ragland ◽  
...  
2020 ◽  
Vol 218 ◽  
pp. 131-137 ◽  
Author(s):  
Ian S. Ramsay ◽  
Brian J. Roach ◽  
Susanna Fryer ◽  
Melissa Fisher ◽  
Rachel Loewy ◽  
...  

2020 ◽  
Vol 11 ◽  
Author(s):  
Bruno Biagianti ◽  
Melissa Fisher ◽  
Rachel Loewy ◽  
Benjamin Brandrett ◽  
Catalina Ordorica ◽  
...  

2012 ◽  
Vol 136 ◽  
pp. S30 ◽  
Author(s):  
Sophia Vinogradov ◽  
Rachel Loewy ◽  
Melissa Fisher ◽  
Ashley Lee ◽  
Tara Niendam ◽  
...  

Author(s):  
Shalaila S. Haas ◽  
Linda A. Antonucci ◽  
Julian Wenzel ◽  
Anne Ruef ◽  
Bruno Biagianti ◽  
...  

Abstract Two decades of studies suggest that computerized cognitive training (CCT) has an effect on cognitive improvement and the restoration of brain activity. Nevertheless, individual response to CCT remains heterogenous, and the predictive potential of neuroimaging in gauging response to CCT remains unknown. We employed multivariate pattern analysis (MVPA) on whole-brain resting-state functional connectivity (rsFC) to (neuro)monitor clinical outcome defined as psychosis-likeness change after 10-hours of CCT in recent onset psychosis (ROP) patients. Additionally, we investigated if sensory processing (SP) change during CCT is associated with individual psychosis-likeness change and cognitive gains after CCT. 26 ROP patients were divided into maintainers and improvers based on their SP change during CCT. A support vector machine (SVM) classifier separating 56 healthy controls (HC) from 35 ROP patients using rsFC (balanced accuracy of 65.5%, P < 0.01) was built in an independent sample to create a naturalistic model representing the HC-ROP hyperplane. This model was out-of-sample cross-validated in the ROP patients from the CCT trial to assess associations between rsFC pattern change, cognitive gains and SP during CCT. Patients with intact SP threshold at baseline showed improved attention despite psychosis status on the SVM hyperplane at follow-up (p < 0.05). Contrarily, the attentional gains occurred in the ROP patients who showed impaired SP at baseline only if rsfMRI diagnosis status shifted to the healthy-like side of the SVM continuum. Our results reveal the utility of MVPA for elucidating treatment response neuromarkers based on rsFC-SP change and pave the road to more personalized interventions.


2018 ◽  
Vol 44 (suppl_1) ◽  
pp. S246-S247
Author(s):  
Shalaila Haas ◽  
Nikolaos Koutsouleris ◽  
Anne Ruef ◽  
Bruno Biagianti ◽  
Joseph Kambeitz ◽  
...  

2008 ◽  
Vol 6 (1) ◽  
pp. 1-15
Author(s):  
ELIZABETH MECHCATIE
Keyword(s):  

2007 ◽  
Vol 6 (1) ◽  
pp. 154-154
Author(s):  
A KALOGEROPOULOS ◽  
A RIGOPOULOS ◽  
S PAPATHANASIOU ◽  
S TSIODRAS ◽  
S DRAGOMANOVITS ◽  
...  

2018 ◽  
Vol 32 (3) ◽  
pp. 106-130 ◽  
Author(s):  
Zsófia Anna Gaál ◽  
István Czigler

Abstract. We used task-switching (TS) paradigms to study how cognitive training can compensate age-related cognitive decline. Thirty-nine young (age span: 18–25 years) and 40 older (age span: 60–75 years) women were assigned to training and control groups. The training group received 8 one-hour long cognitive training sessions in which the difficulty level of TS was individually adjusted. The other half of the sample did not receive any intervention. The reference task was an informatively cued TS paradigm with nogo stimuli. Performance was measured on reference, near-transfer, and far-transfer tasks by behavioral indicators and event-related potentials (ERPs) before training, 1 month after pretraining, and in case of older adults, 1 year later. The results showed that young adults had better pretraining performance. The reference task was too difficult for older adults to form appropriate representations as indicated by the behavioral data and the lack of P3b components. But after training older adults reached the level of performance of young participants, and accordingly, P3b emerged after both the cue and the target. Training gain was observed also in near-transfer tasks, and partly in far-transfer tasks; working memory and executive functions did not improve, but we found improvement in alerting and orienting networks, and in the execution of variants of TS paradigms. Behavioral and ERP changes remained preserved even after 1 year. These findings suggest that with an appropriate training procedure older adults can reach the level of performance seen in young adults and these changes persist for a long period. The training also affects the unpracticed tasks, but the transfer depends on the extent of task similarities.


2020 ◽  
Vol 8 (4) ◽  
pp. 390-401 ◽  
Author(s):  
Taryn M. Allen ◽  
Lindsay M. Anderson ◽  
Samuel M. Brotkin ◽  
Jennifer A. Rothman ◽  
Melanie J. Bonner

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