Diagnosis of disc herniation based on classifiers and features generated from spine MR images

Author(s):  
Jaehan Koh ◽  
Vipin Chaudhary ◽  
Gurmeet Dhillon
Keyword(s):  
2019 ◽  
Vol 9 (12) ◽  
pp. 2521 ◽  
Author(s):  
Cheng-Bin Jin ◽  
Hakil Kim ◽  
Mingjie Liu ◽  
In Ho Han ◽  
Jae Il Lee ◽  
...  

Magnetic resonance imaging (MRI) plays a significant role in the diagnosis of lumbar disc disease. However, the use of MRI is limited because of its high cost and significant operating and processing time. More importantly, MRI is contraindicated for some patients with claustrophobia or cardiac pacemakers due to the possibility of injury. In contrast, computed tomography (CT) scans are much less expensive, are faster, and do not face the same limitations. In this paper, we propose a method for estimating lumbar spine MR images based on CT images using a novel objective function and a dual cycle-consistent adversarial network (DC 2 Anet) with semi-supervised learning. The objective function includes six independent loss terms to balance quantitative and qualitative losses, enabling the generation of a realistic and accurate synthetic MR image. DC 2 Anet is also capable of semi-supervised learning, and the network is general enough for supervised or unsupervised setups. Experimental results prove that the method is accurate, being able to construct MR images that closely approximate reference MR images, while also outperforming four other state-of-the-art methods.


2007 ◽  
Vol 6 (6) ◽  
pp. 574-578 ◽  
Author(s):  
Tsubasa Sakai ◽  
Takashi Tsuji ◽  
Takashi Asazuma ◽  
Yoshiyuki Yato ◽  
Osamu Matsubara ◽  
...  

✓The authors report a case of spontaneous resorption of intradural disc material in a patient with recurrent intradural lumbar disc herniation and review magnetic resonance (MR) imaging and histopathological findings. Intradural lumbar disc herniation is rare, and most patients with this condition require surgical intervention due to severe leg pain and vesicorectal disturbance. In the present case, however, the recurrent intradural herniated mass had completely disappeared by 9 months after onset. Histological examination of intradural herniated disc tissue demonstrated infiltrated macrophages and angiogenesis within the herniated tissue, and Gd-enhanced MR images showed rim enhancement not only at the initial presentation, but also at recurrence. The authors conclude that when rim enhancement is present on Gd-enhanced MR images, there is a possibility of spontaneous resorption even though the herniated mass may be located within the intradural space. Moreover, when radiculopathy is controllable and cauda equina syndrome is absent, conservative therapy can be selected.


2019 ◽  
Vol 10 ◽  
pp. 196 ◽  
Author(s):  
Raysa Moreira Aprígio ◽  
Ricardo Lourenço Caramanti ◽  
Felipe Oliveira Rodrigues Santos ◽  
Isabela Pinho Tigre Maia ◽  
Fernando Manuel Rana Filipe ◽  
...  

Background: Why are intradural disc herniations (IDHs) (0.3% of all discs) so infrequent? One explanation has been the marked adherence of the posterior longitudinal ligament (PLL) to the ventral wall of the dura. Variability in symptoms and difficulty in interpreting magnetic resonance (MR) images with/without contrast make the diagnosis of an IDH difficult. Here, we reported a patient with an L1–L2 IDH and appropriately reviewed the relevant literature. Case Description: A 57-year-old male presented with chronic low back and 1 month’s duration of the left thigh pain. The lumbar MR with/without contrast demonstrated an IDH at the L1–L2 level, resulting in spinal cord compression. At surgery, the disc herniation was appropriately resected, the dura was closed, and an interbody fusion with pedicle screw fixation was performed. Postoperatively, the patient clinically improved. Conclusion: IDHs are rare, being seen in only 0.3% of all cases. MR findings, performed with/without contrast, may help signal the presence of an IDH. MR findings include a hypointense structure inside the dura; the “hawk beak” sign (e.g., beak-like mass with ring enhancement at the intervertebral disc space); the Y sign (e.g., ventral dura split into ventral dura and arachnoid by disc material); an abrupt loss of continuity of the PLL; a diffuse annular bulge with a large posterocentral extrusion; and an typical crumbled appearance of disc (e.g., “crumble disc sign”). At surgery, both the extradural and intradural components of the disc must be excised.


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