13 results on '"Efrosini, Papadaki"'
Search Results
2. The Significance of Echo Time in fMRI BOLD Contrast: A Clinical Study during Motor and Visual Activation Tasks at 1.5 T
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Themistoklis Boursianis, Georgios Kalaitzakis, Katerina Nikiforaki, Emmanouela Kosteletou, Despina Antypa, George A. Gourzoulidis, Apostolos Karantanas, Efrosini Papadaki, Panagiotis Simos, Thomas G. Maris, and Kostas Marias
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MR imaging ,T2* measurement ,echo time ,BOLD ,fMRI/visual activation ,fMRI/motor activation ,Computer applications to medicine. Medical informatics ,R858-859.7 - Abstract
Blood Oxygen Level Dependent (BOLD) is a commonly-used MR imaging technique in studying brain function. The BOLD signal can be strongly affected by specific sequence parameters, especially in small field strengths. Previous small-scale studies have investigated the effect of TE on BOLD contrast. This study evaluates the dependence of fMRI results on echo time (TE) during concurrent activation of the visual and motor cortex at 1.5 T in a larger sample of 21 healthy volunteers. The experiment was repeated using two different TE values (50 and 70 ms) in counterbalanced order. Furthermore, T2* measurements of the gray matter were performed. Results indicated that both peak beta value and number of voxels were significantly higher using TE = 70 than TE = 50 ms in primary motor, primary somatosensory and supplementary motor cortices (p < 0.007). In addition, the amplitude of activation in visual cortices and the dorsal premotor area was also higher using TE = 70 ms (p < 0.001). Gray matter T2* of the corresponding areas did not vary significantly. In conclusion, the optimal TE value (among the two studied) for visual and motor activity is 70 ms affecting both the amplitude and extent of regional hemodynamic activation.
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- 2021
- Full Text
- View/download PDF
3. Improving the Sensitivity of Task-Related Functional Magnetic Resonance Imaging Data Using Generalized Canonical Correlation Analysis
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Emmanouela Kosteletou, Panagiotis G. Simos, Eleftherios Kavroulakis, Despina Antypa, Thomas G. Maris, Athanasios P. Liavas, Paris A. Karakasis, and Efrosini Papadaki
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task-related fMRI ,signal sensitivity ,fMRI ,gCCA method ,action observation ,signal intensity ,Neurosciences. Biological psychiatry. Neuropsychiatry ,RC321-571 - Abstract
General Linear Modeling (GLM) is the most commonly used method for signal detection in Functional Magnetic Resonance Imaging (fMRI) experiments, despite its main limitation of not taking into consideration common spatial dependencies between voxels. Multivariate analysis methods, such as Generalized Canonical Correlation Analysis (gCCA), have been increasingly employed in fMRI data analysis, due to their ability to overcome this limitation. This study, evaluates the improvement of sensitivity of the GLM, by applying gCCA to fMRI data after standard preprocessing steps. Data from a block-design fMRI experiment was used, where 25 healthy volunteers completed two action observation tasks at 1.5T. Whole brain analysis results indicated that the application of gCCA resulted in significantly higher intensity of activation in several regions in both tasks and helped reveal activation in the primary somatosensory and ventral premotor area, theoretically known to become engaged during action observation. In subject-level ROI analyses, gCCA improved the signal to noise ratio in the averaged timeseries in each preselected ROI, and resulted in increased extent of activation, although peak intensity was considerably higher in just two of them. In conclusion, gCCA is a promising method for improving the sensitivity of conventional statistical modeling in task related fMRI experiments.
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- 2021
- Full Text
- View/download PDF
4. Anxiety and depression severity in neuropsychiatric SLE are associated with perfusion and functional connectivity changes of the frontolimbic neural circuit: a resting-state f(unctional) MRI study
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Efrosini Papadaki, Antonis Fanouriakis, Eleftherios Kavroulakis, Prodromos Sidiropoulos, George Bertsias, Dimitrios Boumpas, Despina Antypa, and Nicholas J Simos
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Immunologic diseases. Allergy ,RC581-607 - Abstract
Objective To examine the hypothesis that perfusion and functional connectivity disturbances in brain areas implicated in emotional processing are linked to emotion-related symptoms in neuropsychiatric SLE (NPSLE).Methods Resting-state fMRI (rs-fMRI) was performed and anxiety and/or depression symptoms were assessed in 32 patients with NPSLE and 18 healthy controls (HC). Whole-brain time-shift analysis (TSA) maps, voxel-wise global connectivity (assessed through intrinsic connectivity contrast (ICC)) and within-network connectivity were estimated and submitted to one-sample t-tests. Subgroup differences (high vs low anxiety and high vs low depression symptoms) were assessed using independent-samples t-tests. In the total group, associations between anxiety (controlling for depression) or depression symptoms (controlling for anxiety) and regional TSA or ICC metrics were also assessed.Results Elevated anxiety symptoms in patients with NPSLE were distinctly associated with relatively faster haemodynamic response (haemodynamic lead) in the right amygdala, relatively lower intrinsic connectivity of orbital dlPFC, and relatively lower bidirectional connectivity between dlPFC and vmPFC combined with relatively higher bidirectional connectivity between ACC and amygdala. Elevated depression symptoms in patients with NPSLE were distinctly associated with haemodynamic lead in vmPFC regions in both hemispheres (lateral and medial orbitofrontal cortex) combined with relatively lower intrinsic connectivity in the right medial orbitofrontal cortex. These measures failed to account for self-rated, milder depression symptoms in the HC group.Conclusion By using rs-fMRI, altered perfusion dynamics and functional connectivity was found in limbic and prefrontal brain regions in patients with NPSLE with severe anxiety and depression symptoms. Although these changes could not be directly attributed to NPSLE pathology, results offer new insights on the pathophysiological substrate of psychoemotional symptomatology in patients with lupus, which may assist its clinical diagnosis and treatment.
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- 2021
- Full Text
- View/download PDF
5. Evidence of Age-Related Hemodynamic and Functional Connectivity Impairment: A Resting State fMRI Study
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Eleftherios Kavroulakis, Nicholas J. Simos, Thomas G. Maris, Ioannis Zaganas, Simeon Panagiotakis, and Efrosini Papadaki
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aging ,resting state functional MRI ,intrinsic connectivity contrast ,time shift analysis ,cerebral blood flow ,Neurology. Diseases of the nervous system ,RC346-429 - Abstract
Purpose: To assess age-related changes in intrinsic functional brain connectivity and hemodynamics during adulthood in the context of the retrogenesis hypothesis, which states that the rate of age-related changes is higher in late-myelinating (prefrontal, lateral-posterior temporal) cerebrocortical areas as compared to early myelinating (parietal, occipital) regions. In addition, to examine the dependence of age-related changes upon concurrent subclinical depression symptoms which are common even in healthy aging.Methods: Sixty-four healthy adults (28 men) aged 23–79 years (mean 45.0, SD = 18.8 years) were examined. Resting-state functional MRI (rs-fMRI) time series were used to compute voxel-wise intrinsic connectivity contrast (ICC) maps reflecting the strength of functional connectivity between each voxel and the rest of the brain. We further used Time Shift Analysis (TSA) to estimate voxel-wise hemodynamic lead or lag for each of 22 ROIs from the automated anatomical atlas (AAL).Results: Adjusted for depression symptoms, gender and education level, reduced ICC with age was found primarily in frontal, temporal regions, and putamen, whereas the opposite trend was noted in inferior occipital cortices (p < 0.002). With the same covariates, increased hemodynamic lead with advancing age was found in superior frontal cortex and thalamus, with the opposite trend in inferior occipital cortex (p < 0.002). There was also evidence of reduced coupling between voxel-wise intrinsic connectivity and hemodynamics in the inferior parietal cortex.Conclusion: Age-related intrinsic connectivity reductions and hemodynamic changes were demonstrated in several regions—most of them part of DMN and salience networks—while impaired neurovascular coupling was, also, found in parietal regions. Age-related reductions in intrinsic connectivity were greater in anterior as compared to posterior cortices, in line with implications derived from the retrogenesis hypothesis. These effects were affected by self-reported depression symptoms, which also increased with age.
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- 2021
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6. Multinodular and vacuolating neuronal tumor incidentally discovered in a young man: Conventional and advanced MRI features
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Dimitrios Makrakis, Stefanos Veneris, and Efrosini Papadaki, MD, PhD
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Medical physics. Medical radiology. Nuclear medicine ,R895-920 - Abstract
Multinodular and Vacuolating Neuronal Tumor (MVNT) has been included in the most recent (2016) World Health Organization Classification of Tumors of the Central Nervous System as unique cytoarchitectural pattern of gangliocytoma. We present a case of a MVNT incidentally discovered in a 22-year old male, who presented with seizures after a head injury. Conventional MRI revealed a left parietal lesion with characteristic tiny, coalescent, well-defined, non-enhancing nodules, located in the juxtacortical white matter with partial involvement of an otherwise normal adjacent cortex and characterized by slight relative increase of the cerebral blood volume (CBV), compared to the contralateral white matter (lesional CBV/contralateral CBV = 1.112) and mild increase of choline and reduction of NAA (lesional choline/creatine ratio =1.36 and choline/NAA ratio=0.77, compared to 0.87 and 0.51, respectively). The patient fully responded to treatment with phenytoin and a follow-up MRI, six months later, showed the lesion without any substantial difference. Keywords: Multinodular and vacuolating neuronal tumor, Magnetic resonance imaging, Diffusion-weighted imaging, Perfusion imaging, Magnetic resonance spectroscopy
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- 2018
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7. Quantitative Identification of Functional Connectivity Disturbances in Neuropsychiatric Lupus Based on Resting-State fMRI: A Robust Machine Learning Approach
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Nicholas John Simos, Stavros I. Dimitriadis, Eleftherios Kavroulakis, Georgios C. Manikis, George Bertsias, Panagiotis Simos, Thomas G. Maris, and Efrosini Papadaki
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neuropsychiatric systemic lupus erythematosus ,rs-fMRI ,graph theory ,functional connectivity ,surrogate data ,machine learning ,Neurosciences. Biological psychiatry. Neuropsychiatry ,RC321-571 - Abstract
Neuropsychiatric systemic lupus erythematosus (NPSLE) is an autoimmune entity comprised of heterogenous syndromes affecting both the peripheral and central nervous system. Research on the pathophysiological substrate of NPSLE manifestations, including functional neuroimaging studies, is extremely limited. The present study examined person-specific patterns of whole-brain functional connectivity in NPSLE patients (n = 44) and age-matched healthy control participants (n = 39). Static functional connectivity graphs were calculated comprised of connection strengths between 90 brain regions. These connections were subsequently filtered through rigorous surrogate analysis, a technique borrowed from physics, novel to neuroimaging. Next, global as well as nodal network metrics were estimated for each individual functional brain network and were input to a robust machine learning algorithm consisting of a random forest feature selection and nested cross-validation strategy. The proposed pipeline is data-driven in its entirety, and several tests were performed in order to ensure model robustness. The best-fitting model utilizing nodal graph metrics for 11 brain regions was associated with 73.5% accuracy (74.5% sensitivity and 73% specificity) in discriminating NPSLE from healthy individuals with adequate statistical power. Closer inspection of graph metric values suggested an increased role within the functional brain network in NSPLE (indicated by higher nodal degree, local efficiency, betweenness centrality, or eigenvalue efficiency) as compared to healthy controls for seven brain regions and a reduced role for four areas. These findings corroborate earlier work regarding hemodynamic disturbances in these brain regions in NPSLE. The validity of the results is further supported by significant associations of certain selected graph metrics with accumulated organ damage incurred by lupus, with visuomotor performance and mental flexibility scores obtained independently from NPSLE patients.
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- 2020
- Full Text
- View/download PDF
8. Orbital volume measurements from magnetic resonance images using the techniques of manual planimetry and stereology
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Styliani V. Blazaki, Michael Mazonakis, Georgios Bontzos, Efrosini Papadaki, Thomas G. Maris, Efstathios T. Detorakis, and Eleni E. Drakonaki
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skull ,Interobserver reliability ,medicine.diagnostic_test ,business.industry ,Imaging study ,Stereology ,Magnetic resonance imaging ,Eye ,Mean difference ,Clinical Practice ,Volume measurements ,Volume measurement ,medicine ,stereology ,Surgery ,Original Article ,Oral Surgery ,planimetry ,Nuclear medicine ,business ,orbit - Abstract
Introduction: Current volume measurement techniques, for the orbit, are time-consuming and involve complex assessments, which prevents their routine clinical use. In this study, we evaluate the applicability and efficacy of stereology and planimetry in orbital volume measurements using magnetic resonance imaging (MRI). Materials and Methods: Prospective imaging study using MRI. Sheep craniums and human subjects were evaluated. Water-filling measurements were performed in animal skulls, as the standard validation technique. Planimetry and stereology techniques were used in each dataset. Intraobserver and interobserver reliability testing were applied. Results: In stereology customization, 1/6 systematic sampling scheme was determined as optimal with acceptable coefficient of error (3.09%) and low measurement time (1.2 min). In sheep craniums, the mean volume measured by water displacement, planimetry, and stereology was 17.81 ± 0.59 cm3, 18.53 ± 0.24 cm3, and 19.19 ± 0.17 cm3, respectively. Planimetric and stereological methods were highly correlated (r = 0.94; P ≈ 0.001). The mean difference of the orbital volume using planimetry and stereology was 0.316 ± 0.168 cm3. In human subjects, using stereology, the mean orbital volume was found to be 19.62 ± 0.2 cm3 with a CE of 3.91 ± 0.15%. Conclusions: The optimized stereological method was found superior to manual planimetry in terms of user effort and time spent. Stereology sampling of 1/6 was successfully applied in human subjects and showed strong correlation with manual planimetry. However, optimized stereological method tended to overestimate the orbital volume by about 1 cc, a considerable limitation to be taken in clinical practice.
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- 2020
9. Quantification of effective orbital volume and its association with axial length of the eye. A 3D-MRI study
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Styliani V. Blazaki, G Thomas Maris, T Efstathios Detorakis, Eleni E. Drakonaki, Zoi Kapsala, Georgios Bontzos, Michael Mazonakis, and Efrosini Papadaki
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Adult ,Male ,Reconstructive surgery ,medicine.medical_specialty ,genetic structures ,axial length ,Young Adult ,Imaging, Three-Dimensional ,Region of interest ,magnetic resonance tomography ,Humans ,Medicine ,Orbital Fracture ,orbit ,Aged ,Aged, 80 and over ,medicine.diagnostic_test ,business.industry ,Iatrogenic injury ,orbital volume ,Magnetic resonance imaging ,Organ Size ,General Medicine ,Axial length ,Middle Aged ,Magnetic Resonance Imaging ,eye diseases ,Axial Length, Eye ,Cross-Sectional Studies ,medicine.anatomical_structure ,Female ,business ,Nuclear medicine ,General Articles ,Follow-Up Studies ,Orbit (anatomy) ,Volume (compression) - Abstract
Objective: To measure the effective orbital volume (EOV) from magnetic resonance images, and investigate its relationship with axial length (AL) in those parameters. Methods: Cross-sectional, 3D-MRI study. 54 eyes of 54 patients (25 males) were included in this work. Patient weight, height and head circumference were also measured. Orbital and eyeball volumes were calculated after image segmentation. The difference between those values volume was assessed, estimating the EOV for each eye. Results: Mean eyeball volume was 7.83 ± 2.27 mm3, mean orbital volume 26.81 ± 0.59 mm3 and EOV 21.64 ± 0.19 mm3. The orbital volume was significantly higher in the male group (Wilcoxon signed-rank tests Z=-1.51, p
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- 2019
10. Estimation of Morphological Characteristics in Asymmetrical Myopic Posterior Staphyloma using Optical Coherence Tomography
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Michael Mazonakis, Thomas G. Maris, Miltiadis K. Tsilimbaris, Georgios Bontzos, Efstathios T. Detorakis, and Efrosini Papadaki
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0301 basic medicine ,Male ,medicine.medical_specialty ,genetic structures ,Posterior pole ,Pilot Projects ,Retina ,03 medical and health sciences ,Axial length ,0302 clinical medicine ,Optical coherence tomography ,Retinal Diseases ,Distortion ,Ophthalmology ,medicine ,magnetic resonance imaging ,Humans ,myopia ,staphyloma ,optical coherence tomography ,medicine.diagnostic_test ,business.industry ,Staphyloma ,Reproducibility of Results ,Magnetic resonance imaging ,General Medicine ,medicine.disease ,eye diseases ,Sclera ,030104 developmental biology ,medicine.anatomical_structure ,Myopia, Degenerative ,030221 ophthalmology & optometry ,Posterior staphyloma ,Disease Progression ,Maculopathy ,Original Article ,Female ,sense organs ,sclera ,business ,Tomography, Optical Coherence - Abstract
PURPOSE: Posterior staphyloma is an ocular complication associated with high myopia and reflects degenerative changes on the sclera. Its morphology is associated with chorioretinal atrophy and myopic maculopathy. The purpose of this study was to validate the efficacy of optical coherence tomography (OCT) in providing a simple estimation of the staphyloma pattern. MATERIALS AND METHODS: Observational case-series study of high myopic patients with posterior staphylomas. Patients were examined using the star scan pattern OCT in different radial planes. Three-dimensional (3D) magnetic resonance tomography was also performed to visualize the anatomical characteristics of the posterior pole. 3D-segmentation and curvature analysis were also performed. RESULTS: Eight patients were totally enrolled in this pilot study. Our study pool consisted of 2 wide macular staphylomas, 2 narrow macular staphylomas, and 4 barrel-shaped staphylomas. Our preliminary results revealed that patients displayed mirror-image distortion in the steeper staphyloma axis. In the barrel-shaped subtype, no image distortion was displayed in any plane. CONCLUSION: We estimated the axis of the smaller base curvature by noting the distortion pattern in the different radial axis. The recognition of pathologic axial myopia is important since there is a risk of permanent vision loss from vision to threatening sequelae.
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- 2018
11. Regional MRI Perfusion Measures Predict Motor/Executive Function in Patients with Clinically Isolated Syndrome
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Theodora Panou, Vasileios Mastorodemos, Apostolos H. Karantanas, Thomas G. Maris, Panagiotis G. Simos, Andreas Plaitakis, and Efrosini Papadaki
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Adult ,Male ,medicine.medical_specialty ,Pathology ,Adolescent ,Article Subject ,Hemodynamics ,Neurosciences. Biological psychiatry. Neuropsychiatry ,Neuropsychological Tests ,White matter ,Executive Function ,Young Adult ,Internal medicine ,medicine ,Reaction Time ,Humans ,Clinically isolated syndrome ,medicine.diagnostic_test ,Cognitive flexibility ,Brain ,Magnetic resonance imaging ,General Medicine ,Middle Aged ,Executive functions ,Magnetic Resonance Imaging ,Neuropsychology and Physiological Psychology ,medicine.anatomical_structure ,Neurology ,Cerebral blood flow ,Motor Skills ,Cerebrovascular Circulation ,Cardiology ,Female ,Neurology (clinical) ,Psychology ,Perfusion ,RC321-571 ,Demyelinating Diseases ,Research Article - Abstract
Background. Patients with clinically isolated syndrome (CIS) demonstrate brain hemodynamic changes and also suffer from difficulties in processing speed, memory, and executive functions.Objective. To explore whether brain hemodynamic disturbances in CIS patients correlate with executive functions.Methods. Thirty CIS patients and forty-three healthy subjects, matched for age, gender, education level, and FSIQ, were administered tests of visuomotor learning and set shifting ability. Cerebral blood volume (CBV), cerebral blood flow (CBF), and mean transit time (MTT) values were estimated in normal-appearing white matter (NAWM) and normal-appearing deep gray Matter (NADGM) structures, using a perfusion MRI technique.Results. CIS patients showed significantly elevated reaction time (RT) on both tasks, while their CBV and MTT values were globally increased, probably due to inflammatory vasodilation. Significantly, positive correlation coefficients were found between error rates on the inhibition condition of the visuomotor learning task and CBV values in occipital, periventricular NAWM and both thalami. On the set shifting condition of the respective task significant, positive associations were found between error rates and CBV values in the semioval center and periventricular NAWM bilaterally.Conclusion. Impaired executive function in CIS patients correlated positively with elevated regional CBV values thought to reflect inflammatory processes.
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- 2014
- Full Text
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12. Anxiety and depression severity in neuropsychiatric SLE are associated with perfusion and functional connectivity changes of the frontolimbic neural circuit: a resting-state f(unctional) MRI study
- Author
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George Bertsias, Eleftherios Kavroulakis, Despina Antypa, Dimitrios T. Boumpas, Antonis Fanouriakis, Nicholas J Simos, Prodromos Sidiropoulos, and Efrosini Papadaki
- Subjects
Male ,medicine.medical_specialty ,Haemodynamic response ,Autoimmune diseases ,Immunology ,Anxiety ,Amygdala ,03 medical and health sciences ,0302 clinical medicine ,Magnetic resonance imaging ,Internal medicine ,medicine ,Humans ,Lupus Erythematosus, Systemic ,autoimmune diseases ,Depression (differential diagnoses) ,030203 arthritis & rheumatology ,Lupus erythematosus ,medicine.diagnostic_test ,Resting state fMRI ,Depression ,business.industry ,Systemic ,Biomarker Studies ,General Medicine ,Middle Aged ,systemic ,RC581-607 ,medicine.disease ,Anxiety Disorders ,Magnetic Resonance Imaging ,Perfusion ,medicine.anatomical_structure ,Cardiology ,Female ,Orbitofrontal cortex ,Immunologic diseases. Allergy ,medicine.symptom ,business ,lupus erythematosus ,030217 neurology & neurosurgery - Abstract
ObjectiveTo examine the hypothesis that perfusion and functional connectivity disturbances in brain areas implicated in emotional processing are linked to emotion-related symptoms in neuropsychiatric SLE (NPSLE).MethodsResting-state fMRI (rs-fMRI) was performed and anxiety and/or depression symptoms were assessed in 32 patients with NPSLE and 18 healthy controls (HC). Whole-brain time-shift analysis (TSA) maps, voxel-wise global connectivity (assessed through intrinsic connectivity contrast (ICC)) and within-network connectivity were estimated and submitted to one-sample t-tests. Subgroup differences (high vs low anxiety and high vs low depression symptoms) were assessed using independent-samples t-tests. In the total group, associations between anxiety (controlling for depression) or depression symptoms (controlling for anxiety) and regional TSA or ICC metrics were also assessed.ResultsElevated anxiety symptoms in patients with NPSLE were distinctly associated with relatively faster haemodynamic response (haemodynamic lead) in the right amygdala, relatively lower intrinsic connectivity of orbital dlPFC, and relatively lower bidirectional connectivity between dlPFC and vmPFC combined with relatively higher bidirectional connectivity between ACC and amygdala. Elevated depression symptoms in patients with NPSLE were distinctly associated with haemodynamic lead in vmPFC regions in both hemispheres (lateral and medial orbitofrontal cortex) combined with relatively lower intrinsic connectivity in the right medial orbitofrontal cortex. These measures failed to account for self-rated, milder depression symptoms in the HC group.ConclusionBy using rs-fMRI, altered perfusion dynamics and functional connectivity was found in limbic and prefrontal brain regions in patients with NPSLE with severe anxiety and depression symptoms. Although these changes could not be directly attributed to NPSLE pathology, results offer new insights on the pathophysiological substrate of psychoemotional symptomatology in patients with lupus, which may assist its clinical diagnosis and treatment.
13. Quantitative identification of functional connectivity disturbances in neuropsychiatric lupus based on resting-state fMRI: a robust machine learning approach
- Author
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George Bertsias, Thomas G. Maris, Eleftherios Kavroulakis, Nicholas J Simos, Stavros I. Dimitriadis, Panagiotis G. Simos, Georgios C. Manikis, and Efrosini Papadaki
- Subjects
graph theory ,Feature selection ,neuropsychiatric systemic lupus erythematosus ,Machine learning ,computer.software_genre ,mental flexibility ,Article ,lcsh:RC321-571 ,Surrogate data ,03 medical and health sciences ,Functional connectivity ,0302 clinical medicine ,Betweenness centrality ,Neuroimaging ,Functional neuroimaging ,Visuomotor ability ,lcsh:Neurosciences. Biological psychiatry. Neuropsychiatry ,030203 arthritis & rheumatology ,Mental flexibility ,surrogate data ,Resting state fMRI ,business.industry ,General Neuroscience ,functional connectivity ,Cognitive flexibility ,Graph theory ,machine learning ,Neuropsychiatric systemic lupus erythematosus ,visuomotor ability ,Resting-state functional MRI (rs-fMRI) ,Artificial intelligence ,business ,computer ,030217 neurology & neurosurgery ,rs-fMRI - Abstract
Neuropsychiatric systemic lupus erythematosus (NPSLE) is an autoimmune entity comprised of heterogenous syndromes affecting both the peripheral and central nervous system. Research on the pathophysiological substrate of NPSLE manifestations, including functional neuroimaging studies, is extremely limited. The present study examined person-specific patterns of whole-brain functional connectivity in NPSLE patients (n = 44) and age-matched healthy control participants (n = 39). Static functional connectivity graphs were calculated comprised of connection strengths between 90 brain regions. These connections were subsequently filtered through rigorous surrogate analysis, a technique borrowed from physics, novel to neuroimaging. Next, global as well as nodal network metrics were estimated for each individual functional brain network and were input to a robust machine learning algorithm consisting of a random forest feature selection and nested cross-validation strategy. The proposed pipeline is data-driven in its entirety, and several tests were performed in order to ensure model robustness. The best-fitting model utilizing nodal graph metrics for 11 brain regions was associated with 73.5% accuracy (74.5% sensitivity and 73% specificity) in discriminating NPSLE from healthy individuals with adequate statistical power. Closer inspection of graph metric values suggested an increased role within the functional brain network in NSPLE (indicated by higher nodal degree, local efficiency, betweenness centrality, or eigenvalue efficiency) as compared to healthy controls for seven brain regions and a reduced role for four areas. These findings corroborate earlier work regarding hemodynamic disturbances in these brain regions in NPSLE. The validity of the results is further supported by significant associations of certain selected graph metrics with accumulated organ damage incurred by lupus, with visuomotor performance and mental flexibility scores obtained independently from NPSLE patients. View Full-Text\udKeywords: neuropsychiatric systemic lupus erythematosus; rs-fMRI; graph theory; functional connectivity; surrogate data; machine learning; visuomotor ability; mental flexibility
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