1.Support vector machine model based on gray matter volume for identifying amyotrophic lateral sclerosis and analysis of relevant brain regions
Shan WU ; Haining LI ; Qiuli ZHANG ; Qianqian DUAN ; Xinyi YU ; Xing QIN ; Fangfang HU ; Jiaoting JIN ; Jingxia DANG ; Ming ZHANG
Chinese Journal of Medical Imaging Technology 2025;41(7):1051-1055
Objective To explore the value of support vector machine(SVM)model based on gray matter volume(GMV)for identifying amyotrophic lateral sclerosis(ALS),also to analyze the relevant brain regions.Methods MR 3D T1WI data of 60 ALS patients(ALS group)and 60 healthy volunteers(control group)were retrospectively analyzed.Taken GMV of each brain region obtained by voxel-based morphometry as the input features.F-score analysis was used to select feature with the highest classification accuracy to construct SVM model.Receiver operating characteristic curve was drawn to evaluate the efficacy of SVM model for identifying ALS,and top 10%was used as the weight threshold to obtain gray matter brain regions contributed the most to this model.Results SVM model constructed based on the top 40%GMV features had the highest classification accuracy(82.50%),with sensitivity,specificity and area under the curve(AUG)of 85.05%,80.40%and 0.890,respectively.The left precentral gyrus,left anterior cingulate gyrus and paracingulate gyrus,right middle temporal gyrus,opercular part of left inferior frontal gyrus,right dorsolateral superior frontal gyrus,left temporal pole:middle temporal gyrus,right superior occipital gyrus,orbital part of right middle frontal gyrus,right calcarine fissure and surrounding cortex,right fusiform gyrus were the top 1-10 gray matter brain regions contributed to this model.Conclusion ALS had specific GMV change pattern.SVM model based on GMV could be used to effectively identify ALS,while the left precentral gyrus was the most contributive brain region to this model.
2.Longitudinal changes in theurinary extracellular domain of neurotrophin receptor p75 predict the severity and survival time in amyotrophic lateral sclerosis
Rui JIA ; Ronghua ZHANG ; Li XUE ; Jiaoting JIN ; Fangfang HU ; Xiao LIU ; Yonghui DANG ; Jingxia DANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(2):298-303
Objective To evaluate the ability of longitudinal changes in urinary extracellular domain of neurotrophin receptor p75(p75ECD)to serve as a prognostic biomarker of severity,progression and survival time in patients with amyotrophic lateral sclerosis(ALS).Methods Forty patients with ALS attended follow-up appointments at 3-to 6-month interval,and 51 healthy control(HC)volunteers were recruited.The concentrations of urinary p75ECD were tested by a sandwich ELISA.The ALSFRS-r was used to quantify the severity of ALS.The change rate of urinary p75ECD(Δp75ECD)was calculated as the average monthly change during the period between the first and the last sampling.Results The concentration of urinary p75ECD was higher at the last follow-up than at baseline(P=0.002 3).Spearman analysis showed that there was a negative correlation between urinary p75ECD and ALSFRS-r score(r=-0.35,P=0.001 3);the course of ALS in the fast-changing Δp75ECD group was shorter than that in the slow-changing group(P=0.015 8);the Δp75ECD and course of ALS showed a negative correlation(r=-0.39,P=0.014),and the Δp75ECD in the fast-progression ALS group was significantly higher than in the slow-progression group(P=0.001 6).There was a positive correlation between Δp75ECD and progression in ALS patients(r=0.34,P=0.005).Kaplan-Meier survival analysis showed a longer median survival time in those with slow-changing Δp75ECD(P=0.03).Conclusion The change rate of urinary p75ECD has shown great potential as a biomarker for the prognosis of the severity,progression and survival time of ALS.
3.Longitudinal changes in theurinary extracellular domain of neurotrophin receptor p75 predict the severity and survival time in amyotrophic lateral sclerosis
Rui JIA ; Ronghua ZHANG ; Li XUE ; Jiaoting JIN ; Fangfang HU ; Xiao LIU ; Yonghui DANG ; Jingxia DANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(2):298-303
Objective To evaluate the ability of longitudinal changes in urinary extracellular domain of neurotrophin receptor p75(p75ECD)to serve as a prognostic biomarker of severity,progression and survival time in patients with amyotrophic lateral sclerosis(ALS).Methods Forty patients with ALS attended follow-up appointments at 3-to 6-month interval,and 51 healthy control(HC)volunteers were recruited.The concentrations of urinary p75ECD were tested by a sandwich ELISA.The ALSFRS-r was used to quantify the severity of ALS.The change rate of urinary p75ECD(Δp75ECD)was calculated as the average monthly change during the period between the first and the last sampling.Results The concentration of urinary p75ECD was higher at the last follow-up than at baseline(P=0.002 3).Spearman analysis showed that there was a negative correlation between urinary p75ECD and ALSFRS-r score(r=-0.35,P=0.001 3);the course of ALS in the fast-changing Δp75ECD group was shorter than that in the slow-changing group(P=0.015 8);the Δp75ECD and course of ALS showed a negative correlation(r=-0.39,P=0.014),and the Δp75ECD in the fast-progression ALS group was significantly higher than in the slow-progression group(P=0.001 6).There was a positive correlation between Δp75ECD and progression in ALS patients(r=0.34,P=0.005).Kaplan-Meier survival analysis showed a longer median survival time in those with slow-changing Δp75ECD(P=0.03).Conclusion The change rate of urinary p75ECD has shown great potential as a biomarker for the prognosis of the severity,progression and survival time of ALS.
4.Support vector machine model based on gray matter volume for identifying amyotrophic lateral sclerosis and analysis of relevant brain regions
Shan WU ; Haining LI ; Qiuli ZHANG ; Qianqian DUAN ; Xinyi YU ; Xing QIN ; Fangfang HU ; Jiaoting JIN ; Jingxia DANG ; Ming ZHANG
Chinese Journal of Medical Imaging Technology 2025;41(7):1051-1055
Objective To explore the value of support vector machine(SVM)model based on gray matter volume(GMV)for identifying amyotrophic lateral sclerosis(ALS),also to analyze the relevant brain regions.Methods MR 3D T1WI data of 60 ALS patients(ALS group)and 60 healthy volunteers(control group)were retrospectively analyzed.Taken GMV of each brain region obtained by voxel-based morphometry as the input features.F-score analysis was used to select feature with the highest classification accuracy to construct SVM model.Receiver operating characteristic curve was drawn to evaluate the efficacy of SVM model for identifying ALS,and top 10%was used as the weight threshold to obtain gray matter brain regions contributed the most to this model.Results SVM model constructed based on the top 40%GMV features had the highest classification accuracy(82.50%),with sensitivity,specificity and area under the curve(AUG)of 85.05%,80.40%and 0.890,respectively.The left precentral gyrus,left anterior cingulate gyrus and paracingulate gyrus,right middle temporal gyrus,opercular part of left inferior frontal gyrus,right dorsolateral superior frontal gyrus,left temporal pole:middle temporal gyrus,right superior occipital gyrus,orbital part of right middle frontal gyrus,right calcarine fissure and surrounding cortex,right fusiform gyrus were the top 1-10 gray matter brain regions contributed to this model.Conclusion ALS had specific GMV change pattern.SVM model based on GMV could be used to effectively identify ALS,while the left precentral gyrus was the most contributive brain region to this model.
5.A case report of amyotrophic lateral sclerosis carrying SOD1-p.A5S mutation and related literature analysis
Qingqing ZHOU ; Rui JIA ; Jiaoting JIN ; Jingxia DANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2024;45(1):139-144
Objective Amyotrophic lateral sclerosis(ALS)is a progressive and fatal neurodegenerative disease.Mutations in the Cu/Zn superoxide dismutase 1 gene(SOD1)have been identified as the cause of familial ALS.Sequencing the SOD1 gene may be helpful for patients with a suspected family history of ALS.This article reports for the first time a case of amyotrophic lateral sclerosis with SOD1-p.A5S mutation in Han Chinese and summarizes its clinical characteristics.Method and Results This is the first report on Chinese Han of ALS with SOD1-p.A5S mutation and review of relevant case literature to summarize its clinical characteristics.The study case is a 34-year-old male who was admitted to the Neurology Department of The First Affiliated Hospital of Xi'an Jiaotong University with a complaint of"weakness in both lower limbs for 2 years,worsening with both hands for 6 months".The main clinical manifestations were progressive limb weakness,no swallowing difficulties or cognitive impairment.Further improvement of routine examinations and electromyography after admission were made to rule out other diagnoses,and genetic testing was conducted.Based on the patient's typical clinical manifestations and evidence of involvement of lower motor neurons in the cervical,thoracic,and lumbar spinal cord areas indicated by electromyography,other diagnoses and characteristic gene testing results were reasonably excluded,and ALS was diagnosed.The genetic testing results indicated that the patient had a heterozygous mutation in SOD1 exon 1,c.13G>T(p.A5S),and his mother had a suspicious medical history but died without genetic verification.After discharge,the follow-up period lasted until August 21,2022,with a total of 38 months and a course of 62 months.Further review of the clinical characteristics of other patients with the same site mutation reported in the literature reveals that the progress of this patient with the mutation was slower than that of other patients with the same site mutation reported in the literature.Conclusion This study shows that gene sequencing is a powerful tool for diagnosing familial ALS.The mutation of c.13G>T(p.A5S)in exon 1 of SOD1 is a rare pathogenic variation.The progress of patients with this subtype is slow,which further indicates that gene detection has important value in the diagnosis and prognosis of ALS.
6.Factors affecting Babinski sign in amyotrophic lateral sclerosis
Li KANG ; Xing QIN ; Jiaoting JIN ; Fangfang HU ; Xiao LIU ; Rui JIA ; Ronghua ZHANG ; Qingqing ZHOU ; Jingxia DANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2023;44(2):257-262
【Objective】 To explore the factors affecting Babinski sign in amyotrophic lateral sclerosis (ALS). 【Methods】 We enrolled 262 patients diagnosed with ALS with adequate data in Department of Neurology, The First Affiliated Hospital of Xi’an Jiaotong University from 2015 to 2020. The relationship between the clinical characteristics of patients with positive and negative Babinski sign was analyzed for both sides, respectively. Furthermore, for patients with left or right lower limb weakness complaint, the relationship between Babinski sign and the lower limb involvement characteristics was analyzed. 【Results】 Positive Babinski sign was positively correlated with higher diagnostic category (left correlation coefficient 0.297, P<0.001; right correlation coefficient 0.292, P<0.001). Amyotrophic Lateral Sclerosis Functional Rating Scale-Revised (ALSFRS-R) score was lower in patients with positive Babinski sign (left P=0.001, right P=0.001); the proportion of complaints of ipsilateral lower limb weakness was higher (left P=0.008, right P=0.038); the positive rate of ipsilateral upper limb Hoffmann sign was higher (left P=0.004, right P=0.002). In patients with complaints of lower limb weakness, positive Babinski sign was positively correlated with better foot dorsiflexor muscle strength (left correlation coefficient 0.207, P=0.021; right correlation coefficient 0.264, P=0.003), and the proportion of ipsilateral tibialis anterior atrophy was lower in positive Babinski sign group (left P<0.001, right P=0.008); the ratio of ipsilateral common peroneal nerve compound muscle action potential (CMAP)/tibial nerve CMAP was different in positive Babinski sign and negative groups (left P=0.008, right P=0.015), which were positively correlated (left correlation coefficient 0.246, P=0.007; right correlation coefficient 0.223, P=0.015). 【Conclusion】 Patients with positive Babinski sign usually have a higher diagnostic category and more extensive clinical involvement. In ALS patients with complaints of lower limb weakness, Babinski sign is more likely to be elicited when the degree of weakness and atrophy of the anterior calf muscles is relatively low.
7.Features of white matter degeneration in ALS patients with different onset and spreading pattern by using DTI
Xinyi YU ; Haining LI ; Qianqian DUAN ; Shan WU ; Jiaoting JIN ; Fangfang HU ; Jingxia DANG ; Ming ZHANG ; Qiuli ZHANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2023;44(5):674-680
【Objective】 To explore the characteristics of white matter degeneration in amyotrophic lateral sclerosis (ALS) patients with different onset and spreading patterns by using diffusion tensor imaging (DTI). 【Methods】 We enrolled 86 ALS patients and 44 healthy controls. The patients were divided into bulbar- and spinal-onset subgroups according to their onset site, as well as horizon, vertical, interpose/skip, and caudal-rostral subgroups based on the spreading direction of the involved regions. The white matter fiber tracts corresponding to the motor network were set as the region of interest. We used tract-based spatial statistics to evaluate differences between the above groups and the normal controls, with family-wise error (FWE) correction and P<0.05 as statistical significance. 【Results】 The white matter degeneration of ALS patients with bulbar onset was mainly limited to the corona radiation part of the corticospinal tract, while those with spinal onset showed extensive degeneration of corticospinal tract and corpus callosum Ⅲ area (FWE correction, P<0.05). In patients with horizontal and vertical dissemination, decreased integrity of the entire corticospinal tract was found, with patients in the latter group showed extra degeneration in the Ⅲ part of the corpus callosum. Restricted degeneration of the corticospinal tract within bilateral corona radiata was detected in patients with caudal-rostral and interposed/skip spreading pattens (FWE correction, P<0.05). 【Conclusion】 Different onset and disease spread patterns of ALS patients correspond to divergent brain degeneration patterns. The diagnosis, treatment, and management of ALS should fully consider the heterogeneity of the disease.
8.MRI cortical thickness of bulbar region and impacts on survival in amyotrophic lateral sclerosis patients
Fangfang HU ; Jiaoting JIN ; Qiuli ZHANG ; Ming ZHANG ; Qiaoyi CHEN ; Haining LI ; Qianqian DUAN ; Xing QIN ; Li KANG ; Rui JIA ; Xiao LIU ; Jingxia DANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2023;44(5):681-687
【Objective】 To investigate cortical thickness changes in the face-head region of the primary motor cortex (PMC) and its effect on survival in amyotrophy lateral sclerosis (ALS) patients. 【Methods】 A retrospective analysis was performed on 105 ALS patients who underwent head MRI scan at the same time. The A4hf (face-head) region of PMC was used as the region of interest (ROI). According to clinical symptoms, patients were divided into two groups: bulbar involvement and non-bulbar involvement. The differences of clinical features and cortical thickness in ROI were analyzed. According to the symptoms of bulbar palsy, physical examination of nervous system and EMG of tongue muscle, the patients with bulbar palsy were divided into lower motor neuron (LMN), upper motor neuron (UMN) and LMN+UMN groups. The differences of bulbar subgroup score and ROI of cortical thickness were analyzed. Age at onset, body mass index, delayed time of diagnosis, bulbar subgroup score, and ROI cortical thickness were included in survival analysis. 【Results】 ① The ROI cortical thickness was significantly lower in bulbar involvement group than non-bulbar involvement group (-0.198±0.87 vs. 0.235±0.95, P=0.017). ② There were no significant differences in the bulbar subgroup scores or cortical thickness of ROI between LMN, UMN and LMN+UMN groups (P>0.05). ③ Survival analysis showed age of onset (HR=3.296, 95% CI:1.63-6.664, P=0.001), delayed time of diagnosis (HR=0.361, 95% CI:0.184-0.705, P=0.003), bulbar subgroup score (HR 0.389, 95% CI:0.174-0.868, P=0.021), and ZRE_ROI cortical thickness (HR=2.309, 95% CI:1.046-5.096, P=0.038) were independent influencing factors of ALS survival. 【Conclusion】 Cortical thickness in A4hf (face-head) region can more objectively reflect UMN signs of region bulbar. In addition to age of onset and delayed time of diagnosis, bulbar subgroup score and cortical thickness of face-head region are also independent influencing factors, and cortical thinning in face-head region is a protective factor for survival of ALS patients.
9.Focal thalamus alterations and their associations with cognitive impairment in patients with amyotrophic lateral sclerosis
Qianqian DUAN ; Qiuli ZHANG ; Haining LI ; Xinyi YU ; Shan WU ; Fangfang HU ; Jiaoting JIN ; Jingxia DANG ; Ming ZHANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2023;44(5):688-693
【Objective】 To investigate changes in thalamus structure and function and their associations with cognitive impairment in patients with amyotrophic lateral sclerosis (ALS). 【Methods】 3D high-resolution structural imaging and resting-state fMRI were applied in 78 ALS patients and 49 healthy volunteers. The shape of the thalamus was assessed using a vortex analysis and functional connectivity between the thalamus subregion and cortex was evaluated by a seed-based correlation analysis. Partial correlation analysis was used to evaluate the correlation between focal thalamus alterations and clinical assessments. 【Results】 Compared with the control group, vertex analysis showed significant atrophy in the prefrontal and temporal subregions of bilateral thalamus in the ALS group. Patients exhibited increased functional connectivity of motor-sensory ROI with the right motor cortex, of temporal ROI with the bilateral lateral occipital cortex, precuneus and right temporal subregion. In contrast, decreased function connectivity was found mainly between temporal ROI and paracingulate gyrus, left dorsomedial prefrontal lobe and left caudate. Partial correlation analysis showed that the functional connectivity of the precuneus, paracingulate cortex, left caudate nucleus and left prefrontal lobe was correlated with multiple cognitive performances. 【Conclusion】 Selective damage of thalamic structure and function in ALS plays an important role in cognitive and behavioral disorders.
10.Assessment of the upper motor neuron degeneration by detailed motor homunculus cortex thickness in amyotrophic lateral sclerosis
Jiaoting JIN ; Fangfang HU ; Qiuli ZHANG ; Ming ZHANG ; Qiaoyi CHEN ; Haining LI ; Xing QIN ; Li KANG ; Rui JIA ; Xiao LIU ; Jingxia DANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2023;44(5):694-700
【Objective】 The involvement of upper motor neuron (UMN) degeneration is crucial to the diagnosis of amyotrophic lateral sclerosis (ALS). This study aimed to determine objective and sensitive UMN degeneration markers for an accurate and early diagnosis. 【Methods】 A total of 108 ALS patients and 90 age- and gender-matched control subjects were recruited from ALS Clinic of The First Affiliated Hospital of Xi’an Jiaotong University. The motor homunculus cortex thickness data in MRI were collected from all the participants. The clinical characteristics and UMN clinical examination of bulbar, cervical, thoracic and lumbosacral regions were collected from the ALS patients. 【Results】 Cortical thickness was significantly thinner in the ALS group than in the control group in bilateral head-face-bulbar and upper-limb areas (P<0.05). The cortical thickness of the global UMN positive group was significantly thinner than that of control groups in bilateral head-face-bulbar and upper-limb areas (P<0.05). The cortical thickness of the UMN positive group in the corresponding region was significantly thinner than that of control groups in bilateral head-face-bulbar and upper-limb areas (P<0.05). 【Conclusion】 The thinning of the motor homunculus cortex can be used as an objective marker of UMN involvement in ALS patients in clinical practice.

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