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1.
Eur Cell Mater ; 43: 22-38, 2022 02 15.
Article in English | MEDLINE | ID: mdl-35165870

ABSTRACT

Injuries to the knee anterior cruciate ligament (ACL) are common, with a known but poorly understood association with intrinsic and extrinsic risk factors. Some of these factors are enzymatically or mechanically mediated, creating acute focal injuries that may cause significant ligament damage. Understanding the relationship between the basic molecular structure and external loading of the ACL requires a hierarchical connection between the two levels. In the present study, a multi-domain frame was developed connecting the molecular dynamics of the collagen networks to the continuum mechanics of the ACL. The model was used to elucidate the effect of the two possible collagen degradation mechanisms on the aggregate ACL behaviour. Results indicated that collagen content and ACL stiffness were reduced significantly, regardless of the degradation mechanism. Furthermore, the volumetric degradation at the molecular level had a devastating effect on the mechanical behaviour of the ACL when it was compared with the superficial degradation. ACL damage initiation and propagation were clearly influenced by collagen degradation. To summarise, the new insights provided by the predicted results revealed the significance of the collagen network structural integrity to the aggregate mechanical response of the ACL and, hence, underlined the biomechanical factors that may help develop an engineering-based approach towards improving the therapeutic intervention for ACL pathologies.


Subject(s)
Anterior Cruciate Ligament , Knee Joint , Biomechanical Phenomena , Biophysics
2.
AJNR Am J Neuroradiol ; 38(11): 2059-2066, 2017 Nov.
Article in English | MEDLINE | ID: mdl-28882862

ABSTRACT

BACKGROUND AND PURPOSE: Accurate follow-up of metastatic brain tumors has important implications for patient prognosis and management. The aim of this study was to develop and evaluate the accuracy of a semiautomated algorithm in detecting growing or shrinking metastatic brain tumors on longitudinal brain MRIs. MATERIALS AND METHODS: We used 50 pairs of successive MR imaging datasets, 30 on 1.5T and 20 on 3T, containing contrast-enhanced 3D T1-weighted sequences. These yielded 150 growing or shrinking metastatic brain tumors. To detect them, we completed 2 major steps: 1) spatial normalization and calculation of the Jacobian operator field to quantify changes between scans, and 2) metastatic brain tumor candidate segmentation and detection of volume-changing metastatic brain tumors with the Jacobian operator field. Receiver operating characteristic analysis was used to assess the detection accuracy of the algorithm, and it was verified with jackknife resampling. The reference standard was based on detections by a neuroradiologist. RESULTS: The areas under the receiver operating characteristic curves were 0.925 for 1.5T and 0.965 for 3T. Furthermore, at its optimal performance, the algorithm achieved a sensitivity of 85.1% and 92.1% and specificity of 86.7% and 91.3% for 1.5T and 3T, respectively. Vessels were responsible for most false-positives. Newly developed or resolved metastatic brain tumors were a major source of false-negatives. CONCLUSIONS: The proposed algorithm could detect volume-changing metastatic brain tumors on longitudinal brain MRIs with statistically high accuracy, demonstrating its potential as a computer-aided change-detection tool for complementing the performance of radiologists, decreasing inter- and intraobserver variability, and improving efficacy.


Subject(s)
Algorithms , Brain Neoplasms/diagnostic imaging , Brain Neoplasms/secondary , Image Processing, Computer-Assisted/methods , Magnetic Resonance Imaging/methods , Adult , Aged , Aged, 80 and over , False Negative Reactions , False Positive Reactions , Female , Humans , Male , Middle Aged , Observer Variation , ROC Curve , Retrospective Studies , Sensitivity and Specificity , Young Adult
3.
Clin Oncol (R Coll Radiol) ; 26(11): 704-12, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25023291

ABSTRACT

PURPOSE: To investigate whether early relative cerebral blood volume (rCBV), relative cerebral blood flow (rCBF) and permeability (Ktrans(2)) measurements may serve as magnetic resonance imaging (MRI) biomarkers of radiation response or progression for brain metastases. MATERIALS AND METHODS: Seventy brain metastases in 44 patients treated with either stereotactic radiosurgery or whole brain radiotherapy were imaged with dynamic susceptibility and dynamic contrast enhancement MRI at baseline, 1 week and 1 month after treatment. The final response status was determined according to volume criteria derived from a 1 year post-treatment MRI or last available follow-up MRI. Tumours were characterised as responders, non-responders, progressors and non-progressors and compared for Ktrans(2), rCBF and rCBV differences. Uni- and multivariate analysis evaluated factors associated with tumour response and progression at 1 week and 1 month. A generalised estimating equations (GEE) model accounted for multiple tumours per subject. Receiver operator characteristic (ROC) analysis identified optimal cut-off values, sensitivity and specificity for response or progression. RESULTS: Tumour responders showed lower Ktrans(2) and reduced rCBF at 1 week (P < 0.05 each). Progressive disease showed lower rCBF and reduced rCBV at 1 month (P < 0.05 each). GEE and multivariate analysis revealed lower Ktrans(2) at 1 week, an absence of prior radiation predicted response. At 1 month only lower rCBV predicted progressive disease on GEE and multivariate analysis. Optimal cut-off points for Ktrans(2) and rCBV were 1.37 and 2.03 with sensitivity and specificity of 61.5 and 81.1% and 73.9 and 81.8%, respectively. CONCLUSION: Lower Ktrans(2) at 1 week and rCBV at 1 month discriminated responders and progressive disease, respectively.


Subject(s)
Biomarkers/analysis , Blood Volume/radiation effects , Brain Neoplasms/radiotherapy , Cerebrovascular Circulation/radiation effects , Magnetic Resonance Imaging/methods , Radiosurgery/adverse effects , Radiotherapy/adverse effects , Aged , Brain Neoplasms/blood supply , Brain Neoplasms/secondary , Brain Neoplasms/surgery , Disease Progression , Female , Follow-Up Studies , Humans , Male , Middle Aged , Neoplasm Staging , Perfusion , Prognosis , Prospective Studies , Radiation Injuries/diagnosis , Radiation Injuries/etiology
4.
AJNR Am J Neuroradiol ; 35(3): 472-7, 2014 Mar.
Article in English | MEDLINE | ID: mdl-24113471

ABSTRACT

BACKGROUND AND PURPOSE: Multiple patient-specific clinical and radiologic parameters impact traditional perfusion thresholds used to classify/determine tissue outcome. We sought to determine whether modified baseline perfusion thresholds calculated by integrating baseline perfusion and clinical factors better predict tissue fate and clinical outcome. MATERIALS AND METHODS: CTP within 4.5 hours of acute anterior circulation stroke onset and 5- to 7-day MR imaging were performed for 203 patients with stroke, divided into derivation (n = 114) and validation (n = 89) data bases. Affected regions were operationally classified as infarct and noninfarct according to baseline CTP and follow-up FLAIR imaging. Perfusion thresholds were derived for each of the infarct and noninfarct regions, without and with transformation by baseline clinical and radiologic variables by using a general linear mixed model. Performance of transformed and nontransformed perfusion thresholds for tissue fate and 90-day clinical outcome prediction was then tested in the derivation data base. Reproducibility of models was verified by using bootstrapping and validated in an independent cohort. RESULTS: Perfusion threshold transformation by clinical and radiologic baseline parameters significantly improved tissue fate prediction for both gray matter and white matter (P < .001). Transformed thresholds improved the 90-day outcome prediction for CBF and time-to-maximum (P < .001). Transformed relative CBF and absolute time-to-maximum values demonstrated maximal GM and WM accuracies in the derivation and validation cohorts (relative CBF GM: 91%, 86%; WM: 86%, 83%; absolute time-to-maximum 88%, 79%, and 80%, 76% respectively). CONCLUSIONS: Transformation of baseline perfusion parameters by patient-specific clinical and radiologic parameters significantly improves the accuracy of tissue fate and clinical outcome prediction.


Subject(s)
Cerebrovascular Circulation , Neuroimaging , Stroke/classification , Stroke/physiopathology , Humans , Patient-Specific Modeling , Prognosis
5.
AJNR Am J Neuroradiol ; 34(11): 2119-24, 2013.
Article in English | MEDLINE | ID: mdl-23721894

ABSTRACT

BACKGROUND AND PURPOSE: Secondary-progressive MS is characterized by reduced acute inflammation and contrast enhancement but with increased axonal degeneration and cognitive/clinical disability that worsens with advanced disease. Relative recirculation, extracted from DSC is a surrogate measure of BBB integrity. We hypothesized that normal-appearing white matter relative recirculation is reduced in cognitively impaired compared with nonimpaired secondary-progressive MS, reflecting more advanced disease. MATERIALS AND METHODS: Cognitive performance was classified as impaired or nonimpaired by use of Minimal Assessment of Cognitive Function In MS test components. Demographic data, brain parenchymal fraction, WM lesion fraction, and weighted mean normal-appearing white matter relative recirculation were compared in cognitively dichotomized groups. Univariate and multivariate logistic regressions were used to study the association between cognitive test results and normal-appearing white matter relative recirculation. RESULTS: The mean (SD) age of 36 patients with secondary-progressive MS studied was 55.9 ± 9.3 years; 13 of 36 (36%) patients were male. A highly significant difference between normal-appearing white matter relative recirculation and WM lesion relative recirculation was present for all patients (P < .001). Normal-appearing white matter relative recirculation in impaired patients was significantly lower than in nonimpaired subjects for the Symbol Digit Modalities Test (P = .007), Controlled Word Association Test (P = .008), and Paced Auditory Serial Addition Test (P = .024). The Expanded Disability Status Scale demonstrated an inverse correlation with normal-appearing white matter relative recirculation (r = -0.319, P = .075). After adjustment for confounders, significant normal-appearing white matter relative recirculation reduction persisted for the Symbol Digit Modalities Test (P = .023) and the Paced Auditory Serial Addition Test (P = .047) but not for the Controlled Word Association Test (P = .13) in impaired patients. CONCLUSIONS: Significant normal-appearing white matter relative recirculation reduction exists in cognitively impaired patients with secondary-progressive MS, localizing to the domains of processing speed and working memory.


Subject(s)
Cognition Disorders/pathology , Cognition Disorders/physiopathology , Cognition , Memory, Short-Term , Multiple Sclerosis, Chronic Progressive/pathology , Multiple Sclerosis, Chronic Progressive/physiopathology , Nerve Fibers, Myelinated/pathology , Cognition Disorders/etiology , Diagnosis, Differential , Diffusion Tensor Imaging/methods , Female , Humans , Male , Middle Aged , Multiple Sclerosis, Chronic Progressive/complications , Reference Values , Reproducibility of Results , Sensitivity and Specificity
6.
AJNR Am J Neuroradiol ; 34(1): 62-7, 2013 Jan.
Article in English | MEDLINE | ID: mdl-22700746

ABSTRACT

BACKGROUND AND PURPOSE: Cognitive impairment is a common, disabling symptom of MS. We investigated the impact of cerebral perfusion and brain and lesion volumetry on cognitive performance in 45 patients with SPMS by using MR imaging. MATERIALS AND METHODS: Cognition was assessed by using a standard battery, the Minimal Assessment of Cognitive Function in Multiple Sclerosis. qCBF and qCBV maps were analyzed by using SPM and PLS. SPM was also used to conduct the GM, WM, and WML volumetric analyses. RESULTS: Both SPM and PLS demonstrated significantly reduced qCBV in the superior medial frontal cortex of impaired patients. PLS also revealed significantly lower qCBV in the bilateral thalami and caudate nuclei of impaired patients and identified a pattern of significantly attenuated qCBF similar to that of qCBV. Performance on the Symbol Digit Modalities Test, which assesses information-processing speed, correlated most strongly overall with cerebral perfusion. Focal (ie, voxelwise) analyses of GM, WM, and WML volume revealed no significant differences between patients with and without cognitive impairment, though global GM volume was significantly decreased and global WML volume was significantly increased in impaired patients. CONCLUSIONS: These results suggest that cognitively impaired patients with SPMS exhibit robust perfusion deficits in cortical and subcortical GM and impaired processing speed.


Subject(s)
Cerebrovascular Disorders/diagnosis , Cognition Disorders/diagnosis , Magnetic Resonance Angiography/methods , Multiple Sclerosis, Chronic Progressive/diagnosis , Neurons/pathology , Cerebrovascular Disorders/complications , Cognition Disorders/complications , Female , Humans , Male , Middle Aged , Multiple Sclerosis, Chronic Progressive/complications , Reproducibility of Results , Sensitivity and Specificity
7.
AJNR Am J Neuroradiol ; 33(9): 1779-85, 2012 Oct.
Article in English | MEDLINE | ID: mdl-22538071

ABSTRACT

BACKGROUND AND PURPOSE: There is increasing evidence implicating microvascular impairment in MS pathogenesis. Perfusion imaging offers a unique opportunity to investigate the functional impact of GM pathology. We sought to quantify differences in MR imaging-based bookend-derived cerebral perfusion between cognitively impaired and nonimpaired patients with SPMS. MATERIALS AND METHODS: Patients were prospectively recruited and assessed using MR imaging and the standard cognitive battery called the Minimal Assessment of Cognitive Function in MS. Patients exhibiting impairment on ≥ 2 individual tests were classified as cognitively impaired. Healthy controls were prospectively recruited and assessed using MR imaging to validate bookend assumptions. Structural and perfusion scans were coregistered and partitioned into anatomic brain regions and tissue compartments. Clinical and radiologic characteristics were compared between patients with and without impairment to identify potential confounders. A Bonferroni adjusted P value threshold (P < .005) was used for lobar and sublobar level analyses to correct for multiple comparisons. RESULTS: Thirty-seven patients with SPMS (age 56 ± 9 years; 23 women, 14 men) and 10 age- and sex-matched healthy controls were recruited. Bookend assumptions were found to be valid in MS. GM and WM qCBV were all globally reduced in impaired patients. After adjusting for potential confounders while examining sublobar level perfusion, only GM qCBV was significantly different between cognitive groups, and this hypoperfusion localized to the bilateral medial superior frontal regions and left inferior, middle, and superior frontal regions (P < .005) of impaired patients compared with nonimpaired patients. GM qCBV accounted for 22.5% of the model variance compared with a model including only confounders (P = .0007). CONCLUSIONS: Bookend-derived GM qCBV was significantly reduced in cognitively impaired patients with SPMS in functionally relevant brain regions.


Subject(s)
Cerebrovascular Disorders/pathology , Cognition Disorders/pathology , Frontal Lobe/pathology , Magnetic Resonance Angiography/methods , Microvessels/pathology , Multiple Sclerosis, Chronic Progressive/pathology , Neurons/pathology , Cerebrovascular Disorders/etiology , Cognition Disorders/etiology , Female , Frontal Lobe/blood supply , Humans , Male , Middle Aged , Multiple Sclerosis, Chronic Progressive/complications , Reproducibility of Results , Sensitivity and Specificity
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