Segmentation of Paraspinal Muscles at Varied Lumbar Spinal Levels by Explicit Saliency-Aware Learning

Author(s):  
Jiawei Huang ◽  
Haotian Shen ◽  
Bo Chen ◽  
Yue Wang ◽  
Shuo Li
Spine ◽  
2021 ◽  
Vol Publish Ahead of Print ◽  
Author(s):  
Shun Yamamoto ◽  
Masoud Malakoutian ◽  
Marine Theret ◽  
John Street ◽  
Fabio Rossi ◽  
...  

PM&R ◽  
2014 ◽  
Vol 6 (9) ◽  
pp. S366-S367
Author(s):  
Emel E. Ozcan Eksi ◽  
Ilker Yagci ◽  
Brian Feeley ◽  
Alan Dang ◽  
Sibel Deviren

2022 ◽  
Vol 2022 ◽  
pp. 1-7
Author(s):  
Yue Li ◽  
Yuxiang Chen ◽  
Yuzeng Liu ◽  
Yong Hai ◽  
Xinuo Zhang ◽  
...  

In this prospective cohort study, we aimed to determine the surgical and adjacent segment changes in paraspinal muscles and facet joints in patients with lumbar spinal stenosis after minimally invasive posterior lumbar interbody fusion (PLIF) using the cortical bone trajectory (CBT) technique. We enrolled 30 consecutive patients who underwent the single-level CBT technique between October 2017 and October 2018. We evaluated preoperative and 1-month, 3-month, 6-month, and 1-year postoperative clinical data including Visual Analogue Scale (VAS) scores and Oswestry Disability Index (ODI). Magnetic resonance imaging (MRI) was performed a year after surgery. The erector spinae (ES) muscle area, volume, and fat infiltration (FI) on the surgical and adjacent segments were evaluated using the thresholding method, and the degree of adjacent facet joint degeneration was calculated using the Weishaupt scale. FI rate was graded using the Kjaer method. All patients underwent a 12-month follow-up. The VAS and ODI scores significantly improved after surgery in all patients. No patient showed degeneration of the adjacent facet joints ( P > 0.05 ) during the 1-year follow-up postoperation. There was no significant difference in ES muscle volume, area, and FI on the surgical and adjacent segments ( P > 0.05 ). The FI rate of the upper ES muscles increased postoperatively ( P < 0.05 ); however, there were no significant changes in FI rate of the lower ES muscles. Patients with lumbar spinal stenosis could obtain satisfactory short-term clinical outcomes via minimally invasive PLIF using the CBT technique. Moreover, this technique may reduce the impact on the paravertebral muscles, especially the ES muscle, and the adjacent facet joints.


2021 ◽  
Vol 12 ◽  
Author(s):  
Filippo Mandelli ◽  
Corina Nüesch ◽  
Yuancheng Zhang ◽  
Florian Halbeisen ◽  
Stefan Schären ◽  
...  

Objective: Fatty infiltration of paraspinal muscle is associated with spinal disorders. It can be assessed qualitatively (i.e., Goutallier classification) and quantitatively using image processing software. The aims of this study were to compare paraspinal muscle fatty infiltration as assessed using the Goutallier classification vs. quantitative magnetic resonance images (MRI) measurements and to investigate the association between anthropometric parameters and paraspinal muscle morphology and fatty infiltration in patients with symptomatic lumbar spinal stenosis (LSS).Methods: Patients affected by symptomatic LSS scheduled for surgery with available MRI of the lumbar spine were included in this retrospective cross-sectional study. Fatty infiltration at each lumbar level was rated qualitatively according to the Goutallier classification and quantified based on the cross-sectional area (CSA) of the paraspinal muscle, of its lean fraction (LeanCSA), and the ratio between LeanCSA and CSA and the CSA relative to the CSA of vertebral body (RCSA). Considering the muscle as a single unit, overall fatty infiltration according to Goutallier, overall CSA, LeanCSA, LeanCSA/CSA, and RCSA were computed as averages (aGoutallier, aCSA, aLeanCSA, aLeanCSA/aCSA, and aRCSA). Associations among parameters were assessed using Spearman's respective Pearson's correlation coefficients.Results: Eighteen patients, with a mean age of 71.3 years, were included. aGoutallier correlated strongly with aLeanCSA and aLeanCSA/aCSA (R = −0.673 and R = −0.754, both P &lt; 0.001). There was a very strong correlation between values of the left and right sides for CSA (R = 0.956, P &lt; 0.001), LeanCSA (R = 0.900, P &lt; 0.001), and LeanCSA/CSA (R = 0.827, P &lt; 0.001) at all levels. Among all anthropometric measurements, paraspinal muscle CSA correlated the most with height (left: R = 0.737, P &lt; 0.001; right: R = 0.700, P &lt; 0.001), while there was a moderate correlation between vertebral body CSA and paraspinal muscle CSA (left: R = 0.448, P &lt; 0.001; right: R = 0.454, P &lt; 0.001). Paraspinal muscle CSA correlated moderately with body mass index (BMI; left: R = 0.423, P &lt; 0.001; right: R = 0.436, P &lt; 0.001), and there was no significant correlation between aLeanCSA or aLeanCSA/CSA and BMI.Conclusions: The Goutallier classification is a reliable yet efficient tool for assessing fatty infiltration of paraspinal muscles in patients with symptomatic LSS. We suggest taking body height as a reference for normalization in future studies assessing paraspinal muscle atrophy and fatty infiltration.


2016 ◽  
Vol 17 (1) ◽  
Author(s):  
Janan Abbas ◽  
Viviane Slon ◽  
Hila May ◽  
Nathan Peled ◽  
Israel Hershkovitz ◽  
...  

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