1.Clinical trial of brexpiprazole in the treatment of adults with acute schizophrenia
Shu-Zhe ZHOU ; Liang LI ; Dong YANG ; Jin-Guo ZHAI ; Tao JIANG ; Yu-Zhong SHI ; Bin WU ; Xiang-Ping WU ; Ke-Qing LI ; Tie-Bang LIU ; Jie LI ; Shi-You TANG ; Li-Li WANG ; Xue-Yi WANG ; Yun-Long TAN ; Qi LIU ; Uki MOTOMICHI ; Ming-Ji XIAN ; Hong-Yan ZHANG
The Chinese Journal of Clinical Pharmacology 2024;40(5):654-658
Objective To evaluate the efficacy and safety of brexpiprazole in treating acute schizophrenia.Methods Patients with schizophrenia were randomly divided into treatment group and control group.The treatment group was given brexpiprozole 2-4 mg·d-1 orally and the control group was given aripiprazole 10-20 mg·d-1orally,both were treated for 6 weeks.Clinical efficacy of the two groups,the response rate at endpoint,the changes from baseline to endpoint of Positive and Negative Syndrome Scale(PANSS),Clinical Global Impression-Improvement(CGI-S),Personal and Social Performance scale(PSP),PANSS Positive syndrome subscale,PANSS negative syndrome subscale were compared.The incidence of treatment-related adverse events in two groups were compared.Results There were 184 patients in treatment group and 186 patients in control group.After treatment,the response rates of treatment group and control group were 79.50%(140 cases/184 cases)and 82.40%(150 cases/186 cases),the scores of CGI-I of treatment group and control group were(2.00±1.20)and(1.90±1.01),with no significant difference(all P>0.05).From baseline to Week 6,the mean change of PANSS total score wese(-30.70±16.96)points in treatment group and(-32.20±17.00)points in control group,with no significant difference(P>0.05).The changes of CGI-S scores in treatment group and control group were(-2.00±1.27)and(-1.90±1.22)points,PSP scores were(18.80±14.77)and(19.20±14.55)points,PANSS positive syndrome scores were(-10.30±5.93)and(-10.80±5.81)points,PANSS negative syndrome scores were(-6.80±5.98)and(-7.30±5.15)points,with no significant difference(P>0.05).There was no significant difference in the incidence of treatment-related adverse events between the two group(69.00%vs.64.50%,P>0.05).Conclusion The non-inferiority of Brexpiprazole to aripiprazole was established,with comparable efficacy and acceptability.
2.Study on the potential allergen and mechanism of pseudo-allergic reactions induced by combined using of Reduning injection and penicillin G injection based on metabolomics and bioinformatics
Yu-long CHEN ; You ZHAI ; Xiao-yan WANG ; Wei-xia LI ; Hui ZHANG ; Ya-li WU ; Liu-qing YANG ; Xiao-fei CHEN ; Shu-qi ZHANG ; Lu NIU ; Ke-ran FENG ; Kun LI ; Jin-fa TANG ; Ming-liang ZHANG
Acta Pharmaceutica Sinica 2024;59(2):382-394
Based on the strategy of metabolomics combined with bioinformatics, this study analyzed the potential allergens and mechanism of pseudo-allergic reactions (PARs) induced by the combined use of Reduning injection and penicillin G injection. All animal experiments and welfare are in accordance with the requirements of the First Affiliated Experimental Animal Ethics and Animal Welfare Committee of Henan University of Chinese Medicine (approval number: YFYDW2020002). Based on UPLC-Q-TOF/MS technology combined with UNIFI software, a total of 21 compounds were identified in Reduning and penicillin G mixed injection. Based on molecular docking technology, 10 potential allergens with strong binding activity to MrgprX2 agonist sites were further screened. Metabolomics analysis using UPLC-Q-TOF/MS technology revealed that 34 differential metabolites such as arachidonic acid, phosphatidylcholine, phosphatidylserine, prostaglandins, and leukotrienes were endogenous differential metabolites of PARs caused by combined use of Reduning injection and penicillin G injection. Through the analysis of the "potential allergen-target-endogenous differential metabolite" interaction network, the chlorogenic acids (such as chlorogenic acid, neochlorogenic acid, cryptochlorogenic acid, and isochlorogenic acid A) and
3.Toxicokinetics of MDMA and Its Metabolite MDA in Rats
Wei-Guang YU ; Qiang HE ; Zheng-Di WANG ; Cheng-Jun TIAN ; Jin-Kai WANG ; Qian ZHENG ; Fei REN ; Chao ZHANG ; You-Mei WANG ; Peng XU ; Zhi-Wen WEI ; Ke-Ming YUN
Journal of Forensic Medicine 2024;40(1):37-42
Objective To investigate the toxicokinetic differences of 3,4-methylenedioxy-N-methylamphetamine(MDMA)and its metabolite 4,5-methylene dioxy amphetamine(MDA)in rats af-ter single and continuous administration of MDMA,providing reference data for the forensic identifica-tion of MDMA.Methods A total of 24 rats in the single administration group were randomly divided into 5,10 and 20 mg/kg experimental groups and the control group,with 6 rats in each group.The ex-perimental group was given intraperitoneal injection of MDMA,and the control group was given intraperi-toneal injection of the same volume of normal saline as the experimental group.The amount of 0.5 mL blood was collected from the medial canthus 5 min,30 min,1 h,1.5 h,2 h,4 h,6 h,8 h,10 h,12 h after administration.In the continuous administration group,24 rats were randomly divided into the experi-mental group(18 rats)and the control group(6 rats).The experimental group was given MDMA 7 d by continuous intraperitoneal injection in increments of 5,7,9,11,13,15,17 mg/kg per day,respectively,while the control group was given the same volume of normal saline as the experimental group by in-traperitoneal injection.On the eighth day,the experimental rats were randomly divided into 5,10 and 20 mg/kg dose groups,with 6 rats in each group.MDMA was injected intraperitoneally,and the con-trol group was injected intraperitoneally with the same volume of normal saline as the experimental group.On the eighth day,0.5 mL of blood was taken from the medial canthus 5 min,30 min,1 h,1.5 h,2 h,4 h,6 h,8 h,10 h,12 h after administration.Liquid chromatography-triple quadrupole tandem mass spectrometry was used to detect MDMA and MDA levels,and statistical software was employed for data analysis.Results In the single-administration group,peak concentrations of MDMA and MDA were reached at 5 min and 1 h after administration,respectively,with the largest detection time limit of 12 h.In the continuous administration group,peak concentrations were reached at 30 min and 1.5 h af-ter administration,respectively,with the largest detection time limit of 10 h.Nonlinear fitting equations for the concentration ratio of MDMA and MDA in plasma and administration time in the single-administration group and continuous administration group were as follows:T=10.362C-1.183,R2=0.974 6;T=7.397 3C-0.694,R2=0.961 5(T:injection time;C:concentration ratio of MDMA to MDA in plasma).Conclusions The toxicokinetic data of MDMA and its metabolite MDA in rats,obtained through single and continuous administration,including peak concentration,peak time,detection time limit,and the relationship between concentration ratio and administration time,provide a theoretical and data foundation for relevant forensic identification.
4.Analysis of Traditional Chinese Medicine Constitution Types of Nonspecific Low Back Pain and the Influencing Factors for the Thickness of Ligamentum Flavum
Zhou-Hang ZHENG ; Yu ZHANG ; Long CHEN ; Dong-Chun YOU ; Wei-Feng GUO ; Xing-Ming LIU ; Huan CHEN ; Rong-Hai WU
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(5):1103-1108
Objective To investigate the distribution of the traditional Chinese medicine(TCM)constitution types in the patients with nonspecific low back pain(NLBP)and to explore the correlation of the thickness of ligamentum flavum with the age,body mass index(BMI),gender,the presence of diabetes mellitus,and the grading of hypertension.Methods Sixty patients with NLBP admitted to Guangdong Second Traditional Chinese Medicine Hospital from January 2023 to June 2023 were selected as the study subjects.The TCM constitution types of the patients were identified,the thickness of the ligamentum flavum at lumbar vertebrae 4/5 segment(L4/5)disc level was measured by computerized tomography(CT)scanning,and the patients'age,genders,TCM constitution types,BMI,the presence or absence of diabetes mellitus,and hypertension grading were recorded.Correlation analysis and linear regression analysis were used for the exploration of the relevant influencing factors for the thickness of the ligamentum flavum of patients with NLBP.Results(1)The average thickness of ligamentum flavum in the 60 patients with NLBP was(2.60±0.72)mm.(2)The TCM constitutions of NLBP patients were classified into four types,of which blood stasis constitution was the most common,accounting for 21 cases(35.0%),followed by 19 cases(31.7%)of damp-heat constitution,12 cases(20.0%)of phlegm-damp constitution,and 8 cases(13.3%)of qi deficiency constitution.(3)The results of correlation analysis showed that BMI,gender,TCM constitution type and the presence or absence of diabetes mellitus had no influence on the thickness of ligamentum flavum in NLBP patients(P>0.05),while the age and hypertension grading had an influence on the thickness of ligamentum flavum(P<0.01).(4)The results of linear regression analysis showed that the age had an influence on the thickness of the ligamentum flavum(b = 0.034,t = 6.282,P<0.01),while the influence of the hypertension grading had no influence on the thickness of the ligamentum flavum(P>0.05).Conclusion The TCM constitution type of NLBP patients is predominated by blood stasis constitution,the thickness of ligamentum flavum is significantly affected by the age,and hypertension may be a potential factor affecting the thickness of ligamentum flavum.
5.Clinical Efficacy of"Triple-posture Positive Bone-setting"Chiropractic Manipulation Combined with Tongluo Huoxue Formula for the Treatment of Lumbar Spinal Stenosis of Qi Deficiency and Blood Stasis Type
Long CHEN ; Zhou-Hang ZHENG ; Yu ZHANG ; Meng-Shu WANG ; Zhao-Yuan ZHANG ; Wei-Feng GUO ; Huan CHEN ; Xing-Ming LIU ; Dong-Chun YOU ; Rong-Hai WU
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(6):1450-1456
Objective To observe the clinical efficacy of"triple-posture positive bone-setting"chiropractic manipulation combined with Tongluo Huoxue Formula for the treatment of lumbar spinal stenosis(LSS)with qi deficiency and blood stasis syndrome.Methods Sixty patients with LSS of qi deficiency and blood stasis type were randomly divided into trial group and control group,with 30 cases in each group.The trial group was treated with"triple-posture positive bone-setting"chiropractic manipulation(a chiropractic manipulation performed under the positive cooperation of the patients at three postures)combined with Tongluo Huoxue Formula,while the control group was treated with"triple-posture positive bone-setting"chiropractic manipulation combined with conventional western medicine.The course of treatment for the two groups covered 4 weeks.Before and after treatment,the patients of the two groups were observed in the changes of pain visual analogue scale(VAS)score,Japanese Orthopedic Association(JOA)score of lumbar function,Oswestry Disability Index(ODI)score,straight-leg raising test results and serum interleukin 6(IL-6)and C-reactive protein(CRP)levels.After treatment,the clinical efficacy and safety of the two groups were evaluated.Results(1)After 4 weeks of treatment,the total effective rate of the trial group was 96.67%(29/30)and that of the control group was 63.33%(19/30).The intergroup comparison(tested by Fisher's exact test)showed that the clinical efficacy of the trial group was significantly superior to that of the control group(P<0.05).(2)After treatment,the lumbar function indicators of pain VAS scores and ODI scores in the trial group were significantly lower(P<0.05),and the JOA scores were significantly higher than those before treatment(P<0.05),while in the control group,only the ODI scores were significantly lower than those before treatment(P<0.05).The intergroup comparison showed that the decrease of VAS and ODI scores and the increase of JOA scores in the trial group were significantly superior to those in the control group(P<0.05 or P<0.01).(3)After treatment,the Laseque s sign of the trial group was significantly improved compared with that before treatment(P<0.05),while no significant improvement was presented in the control group(P>0.05).The intergroup comparison showed that the improvement of Laseque's sign in the trial group was significantly superior to that in the control group(P<0.01).(4)After treatment,the levels of serum inflammatory factors of IL-6 and CRP in the two groups were lower than those before treatment(P<0.05),and the decrease of serum IL-6 level in the trial group was significantly superior to that in the control group(P<0.05),but CRP level in the two groups after treatment did not differ from that before treatment,no statistically significant difference was shown between the two groups after treatment,either(P>0.05).(5)The incidence of adverse reactions in the trial group was 6.67%(2/30)and that in the control group was 13.33%(4/30),and the intergroup comparison(by Fisher's exact test)showed that there was no significant difference between the two groups(P>0.05).Conclusion The therapeutic effect of"triple-posture positive bone-setting"chiropractic manipulation combined with Tongluo Huoxue Formula exert certain effect for the treatment of LSS patients with qi deficiency and blood stasis syndrome,and it has more obvious advantages in improving the lumbar function,promoting the rehabilitation of the patients,and lowering the level of serum inflammatory factors than"triple-posture positive bone-setting"chiropractic manipulation combined with conventional western medication.
6.CT-guided hook-wire localization of ≤10 mm pulmonary ground-glass nodules via different path ways before video-assisted thoracoscopic surgery:a comparative study
Xingxiong ZOU ; Junjie XIA ; Hongwei LI ; Junqiang YANG ; Yu QIU ; Ming YANG ; Wenjun LI ; Wenying XIE ; Huihong XUE ; Jingxiu YOU ; Mi GA ; Juan WANG
Journal of Interventional Radiology 2024;33(8):884-890
Objective To compare the clinical safety and efficacy of CT-guided hook-wire localization of≤10mm pulmonary ground-glass nodule(GGN)via different path ways before video-assisted thoracoscopic surgery(VATS).Methods The clinical data of a total of 128 patients with 10 mm pulmonary GGN,who received CT-guided hook wire localization before VATS at The Third Hospital of Mianyang of China between July 2018 and March 2023,were retrospectively analyzed.According to the puncturing localization path way mode,the patients were divided into vertical puncturing group(n=88)and non-vertical puncturing group(n=40).The number of puncturing times,the time spent for puncturing localization,the success rate of puncture,the operation time of VATS,and puncture-related complications of the two groups were recorded.Results No statistically significant differences in the gender,age,smoking history,GGN location,puncture position,nodule size,density characteristics of GGN,emphysema,and nodules-pleura distance existed between the two groups(all P>0.05).Compared with non-vertical puncturing group,in vertical puncturing group the number of puncturing times was smaller,the time spent for localization was shorter,the incidence of pneumothorax was lower,and the operation time of VATS was shorter,the differences in all the above indexes between the two groups were statistically significant(all P<0.05);and the subgroup analysis of patients whose GGN was overlapped with rib shadow obtained the same results.Binary logistic regression analysis revealed that non-vertical puncturing and the number of puncturing times were the independent risk factors for the occurrence of pneumothorax.Conclusion CT-guided hook-wire localization of≤10mm pulmonary GGN before VATS is clinically safe and effective.Under the condition when the lesion can be localized within the range of 2.0cm and the shadow overlapping of GGN with the rib and blood vessel can be effectively avoided,vertical puncturing path way mode should be preferred,which can effectively reduce the incidence of pneumothorax and shorten the operation time of VATS.
7.A retrospective study on two different surgical robots to assist total knee arthroplasty
Hong-Ping WANG ; Ming-You WANG ; Zhuo-Dong TANG ; Qi-Feng TAO ; Yu-Ping LAN
China Journal of Orthopaedics and Traumatology 2024;37(9):870-877
Objective To compare early clinical and imaging results of domestic HURWA and imported Brainlab Knee3 surgical robot-assisted knee replacement.Methods A retrospective analysis was performed on 93 patients with knee os-teoarthritis(KOA)who underwent robot-assisted descending total knee arthroplasty(TKA)from January 2021 to July 2023,and they were divided into BRATKA group and HRATKA group according to use of robotic system.There were 40 patients in BRATKA group,including 16 males and 24 females,aged from 55 to 90 years old with an average of(64.3±7.0)years old;27 patients with grade Ⅲ and 13 patients with grade Ⅳ according to Kellgren-Lawrence(K-L);18 patients on the right side and 22 patients on the left side;the courses of disease ranged from 1 to 30 years with an average of(15.3±7.6)years;imported Brainlab Knee3 surgical robot assisted system was adopted.There were 53 patients in HRATKA group,including 18 males and 35 females,aged from 52 to 81 years old with an average of(64.4±8.5)years old;30 patients with grade Ⅲ and 23 patients with grade Ⅳ;21 patients on the right side and 32 patients on the left side;the courses of disease ranged from 1 to 32 years with an average of(16.4±7.9)years;HURWA surgical robot assisted system was adopted.Operation time,perioperative total blood loss,incision length and postoperative complications were compared between two groups.Deviation angle of hip-knee-an-kle angle(HKAA)before operation and on the first day after operation was compared between two groups.Later tibal compo-nent(LTC),frontal femoral component(FFC),later femoral component(LFC)and frontal tibal component(FTC)at 1 day af-ter on the first day after operation was compared between two groups.Knee Society score(KSS),visual analogue scale(VAS)and range of motion(ROM)of knee joint were compared between two groups before operation and on the 3rd and 90th day af-ter operation.Results Both groups were followed up for 11 to 18 months with an average of(14.4±2.1)months,and the wounds of all patients healed well.Operation time and incision length of BRATKA group were(132.1±34.6)min and(12.9±1.9)cm,while(94.1±10.8)min and(14.8±2.1)cm in HRATKA group,respectively,and the differences between two groups were statistically significant(P<0.05).There were no significant difference in perioperative total blood loss and preoperative deviation angle of HKAA between two groups(P>0.05).Deviation angle of HKAA,FFC angle and LFC angle in BRATKA group were(1.90±0.91)°,(87.90±1.51)°and(9.00±3.2)°,respectively;while(0.93±1.04)°,(89.03±0.96)° and(7.63±0.59)° in HRATKA group,respectively,and the differences between two groups were statistically significant(P<0.05).There were no significant dif-ferences in FTC and LTC between two groups(P>0.05).There were no significant differences in VAS of knee rest and exercise,KSS score and ROM of knee joint between two groups before operation and 3 days and 90 days after operation(P>0.05).There was no significant difference in complications between two groups(P>0.05).Conclusion Postoperative imaging of two robot systems showed good lower limb force line.The domestic HRATKA group had better LFC,FFC angle and HKA deviation angle than the imported BRATKA group,but there were no significant difference in postoperative knee function and pain relief.
8.Analysis on the Medication Law of Bai Changchuan in the Treatment of Chronic Gastritis Based on Data Mining
Lili ZHANG ; Rui YU ; Minghua NAN ; Tingting JIANG ; Ming KANG ; You YU ; Changchuan BAI
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(6):39-46
Objective To summarize the medication law and prescription thinking of Professor Bai Changchuan in the treatment of chronic gastritis.Methods Effective medical records of chronic gastritis treated by Professor Bai Changchuan from January 2017 to December 2022 were selected.Frequency statistics,hidden structure model,association rules were used for data mining.Interview of Professor Bai Changchuan for the treatment of chronic gastritis was analyzed from the aspects of basic principles,core prescriptions and prescription thinking.Results Totally 328 medical cases were included,involving 1 128 prescriptions,among which 904 prescription were HP positive,209 prescription were bile reflux,268 prescriptions were located in the cardia,9 prescriptions in the gastric body,and 896 prescriptions in the gastric antrum.The pathological changes were erosion in 524 prescriptions,atrophy in 354 prescriptions,and intestinal metaplasia in 208 prescriptions.108 kinds of Chinese materia medica were involved.The properties were mainly warm,cold,and mild,the tastes were mainly bitter,sweet and pungent,and the main meridians were spleen meridian,lung meridian,and stomach meridian,involving 20 kinds of efficacy.20 hidden variables were obtained from the hidden structure model of high-frequency Chinese materia medica.There were 210 association rules high-frequence between Chinese materia medica.The core combination was ginger Pinelliae Rhizoma-Codonopsis Radix-Citri Reticulatae Pericarpium-Poria-Glycyrrhizae Radix et Rhizoma Praeparata cum Melle-fried Atractylodis Macrocephalae Rhizoma.Different etiology,disease location and pathological changes were associated with Liujunzi Decoction.The association of HP-Pogostemonis Herba,Amomi Fructus,fried Coicis Semen;bile reflux-Magnoliae Officinalis Corte,Aurantii Fructus Immaturu,Aucklandiae Radix,Galli Gigerii Endothelium Corneumm,Bupleuri Radix,fried Crataegi Fructus;gastric antrum-Pogostemonis Herba,Cyperi Rhizoma,Linderae Radix,Typhae Pollen;cardia-Fritillariae Thunbergii Bulbus,Nelumbinis Folium,Curcumae Radix,Aurantii Fructus Immaturu,Magnoliae Officinalis Corte;erosion-Fritillariae Thunbergii Bulbus,Sepiae Endoconcha,Magnoliae Officinalis Corte,Aurantii Fructus Immaturu,Aucklandiae Radix,fried Paeoniae Radix Alba,Catechu;atrophy-Aucklandiae Radix,Magnoliae Officinalis Corte,Fritillariae Thunbergii Bulbus,Cinnamomi Ramulus,Ophiopogonis Radix;intestinal transformation-Aucklandiae Radix,Magnoliae Officinalis Corte,Aurantii Fructus Immaturu,Galli Gigerii Endothelium Corneumm,Fritillariae Thunbergii Bulbus,Linderae Radix,Faeces Trogopterori,Typhae Pollen also had clinical significance.Conclusion Professor Bai Changchuan treats chronic gastritis with a combination of cold and warm,treating both symptoms and root causes,and applying both attack and tonics.The basic principle is to"promote spleen and stomach circulation,eliminate accumulation and stagnation",and the core prescription is Liujunzi Decoction.Combined with microscopic syndrome differentiation,he selects appropriate drugs for treatment.
9.The Quantitative Evaluation of Automatic Segmentation in Lumbar Magnetic Resonance Images
Yao-Wen LIANG ; Yu-Ting FANG ; Ting-Chun LIN ; Cheng-Ru YANG ; Chih-Chang CHANG ; Hsuan-Kan CHANG ; Chin-Chu KO ; Tsung-Hsi TU ; Li-Yu FAY ; Jau-Ching WU ; Wen-Cheng HUANG ; Hsiang-Wei HU ; You-Yin CHEN ; Chao-Hung KUO
Neurospine 2024;21(2):665-675
Objective:
This study aims to overcome challenges in lumbar spine imaging, particularly lumbar spinal stenosis, by developing an automated segmentation model using advanced techniques. Traditional manual measurement and lesion detection methods are limited by subjectivity and inefficiency. The objective is to create an accurate and automated segmentation model that identifies anatomical structures in lumbar spine magnetic resonance imaging scans.
Methods:
Leveraging a dataset of 539 lumbar spinal stenosis patients, the study utilizes the residual U-Net for semantic segmentation in sagittal and axial lumbar spine magnetic resonance images. The model, trained to recognize specific tissue categories, employs a geometry algorithm for anatomical structure quantification. Validation metrics, like Intersection over Union (IOU) and Dice coefficients, validate the residual U-Net’s segmentation accuracy. A novel rotation matrix approach is introduced for detecting bulging discs, assessing dural sac compression, and measuring yellow ligament thickness.
Results:
The residual U-Net achieves high precision in segmenting lumbar spine structures, with mean IOU values ranging from 0.82 to 0.93 across various tissue categories and views. The automated quantification system provides measurements for intervertebral disc dimensions, dural sac diameter, yellow ligament thickness, and disc hydration. Consistency between training and testing datasets assures the robustness of automated measurements.
Conclusion
Automated lumbar spine segmentation with residual U-Net and deep learning exhibits high precision in identifying anatomical structures, facilitating efficient quantification in lumbar spinal stenosis cases. The introduction of a rotation matrix enhances lesion detection, promising improved diagnostic accuracy, and supporting treatment decisions for lumbar spinal stenosis patients.
10.The Quantitative Evaluation of Automatic Segmentation in Lumbar Magnetic Resonance Images
Yao-Wen LIANG ; Yu-Ting FANG ; Ting-Chun LIN ; Cheng-Ru YANG ; Chih-Chang CHANG ; Hsuan-Kan CHANG ; Chin-Chu KO ; Tsung-Hsi TU ; Li-Yu FAY ; Jau-Ching WU ; Wen-Cheng HUANG ; Hsiang-Wei HU ; You-Yin CHEN ; Chao-Hung KUO
Neurospine 2024;21(2):665-675
Objective:
This study aims to overcome challenges in lumbar spine imaging, particularly lumbar spinal stenosis, by developing an automated segmentation model using advanced techniques. Traditional manual measurement and lesion detection methods are limited by subjectivity and inefficiency. The objective is to create an accurate and automated segmentation model that identifies anatomical structures in lumbar spine magnetic resonance imaging scans.
Methods:
Leveraging a dataset of 539 lumbar spinal stenosis patients, the study utilizes the residual U-Net for semantic segmentation in sagittal and axial lumbar spine magnetic resonance images. The model, trained to recognize specific tissue categories, employs a geometry algorithm for anatomical structure quantification. Validation metrics, like Intersection over Union (IOU) and Dice coefficients, validate the residual U-Net’s segmentation accuracy. A novel rotation matrix approach is introduced for detecting bulging discs, assessing dural sac compression, and measuring yellow ligament thickness.
Results:
The residual U-Net achieves high precision in segmenting lumbar spine structures, with mean IOU values ranging from 0.82 to 0.93 across various tissue categories and views. The automated quantification system provides measurements for intervertebral disc dimensions, dural sac diameter, yellow ligament thickness, and disc hydration. Consistency between training and testing datasets assures the robustness of automated measurements.
Conclusion
Automated lumbar spine segmentation with residual U-Net and deep learning exhibits high precision in identifying anatomical structures, facilitating efficient quantification in lumbar spinal stenosis cases. The introduction of a rotation matrix enhances lesion detection, promising improved diagnostic accuracy, and supporting treatment decisions for lumbar spinal stenosis patients.

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