1.Predictive modle for violence risk in hospitalized schizophrenia patients based on support vector machine
Huan LIU ; Peifang SHI ; Kun ZHANG ; Li KANG ; Yan ZHANG ; Long NA ; Binhong WANG ; Meiqing HE
Sichuan Mental Health 2026;39(1):27-35
BackgroundThe violent aggressive behaviors of patients with schizophrenia usually have the characteristics of suddenness, unpredictability, high severity, and great difficulty in prevention. Early identification and accurate assessment of their risk of violent aggression have significant clinical significance. ObjectiveTo construct a predictive model for the violence risk in hospitalized patients with schizophrenia, to identify the key factors influencing the occurrence of violent behavior in these patients, so as to provide references for clinical precise quantitative assessment and early intervention. MethodsA total of 200 patients with schizophrenia who were hospitalized at Taiyuan Psychiatric Hospital from March 2022 to September 2024 and met the diagnostic criteria of the International Classification of Diseases, eleventh edition (ICD-11) were collected to form the modeling cohort. They were randomly divided into a training set (n=140) and a test set (n=60) at a ratio of 7∶3. Based on the least absolute shrinkage and selection operator (LASSO) regression algorithm, the feature variables were screened and dimension-reduced. The support vector machine (SVM) from machine learning was selected for model training and prediction. The discrimination efficacy of the model was evaluated by the area under the receiver operating characteristic (ROC) curve (AUC), accuracy, precision, sensitivity, specificity, F1 value, and Brier value. ResultsLASSO regression screening identified 16 feature variables. Pearson correlation analysis revealed a positive correlation between prior violent behavior frequency and clinical psychiatric symptom scores (r=0.580, P<0.01), a positive correlation between hospitalization compliance and current disease status (r=0.550, P=0.003), and a positive correlation between educational level and family per capita monthly income (r=0.367, P<0.01). The SVM model achieved an AUC of 0.853, accuracy of 0.800, precision of 0.810, sensitivity of 0.895, specificity of 0.636, F1 value of 0.850, and Brier value of 0.168. ConclusionThe SVM model has a relatively high level of applicability and overall predictive performance in the assessment of violent risk in schizophrenia patients, which is helpful for the early identification of violent risks in such patients. [Funded by Specialized Research Project for Enhancing the Competence of Health Professionals in Taiyuan City (number, Y2023006)]
2.Genetic diversity analysis of Aedes albopictus populations in Shandong Province using mitochondrial mtDNA-COⅠ gene sequences
Fan-jin MENG ; Yong LIU ; Huan HUANG ; Wei-bo MA ; Yi-fan WU ; Wei-long TAN
Acta Parasitologica et Medica Entomologica Sinica 2026;33(1):31-39
Objective This study aimed to investigate the genetic diversity, differentiation, and population structure of Aedes albopictus across different geographical regions in Shandong Province, and to explore the relationship between genetic diversity and geographical distribution. Methods Between July and August 2024, ten Ae. albopictus populations were sampled from seven cities in Shandong Province. Genomic DNA was extracted from individual mosquitoes, and the mitochondrial cytochrome c oxidase subunit I(COⅠ)gene was amplified using PCR and sequenced. The obtained sequences were verified using BLAST and analyzed with MAFFT, MEGA 11, DnaSP v6.12, Arlequin 3.5, PopART 1.7, STRUCTURE 2.3.4 and the R packages adegenet and vegan to assess genetic diversity and population structure. Results A total of 229 COⅠ sequences(662 bp) was obtained, revealing ten variable sites with no insertions or deletions. The overall base composition showed an AT bias of 67.7%. Haplotype analysis identified 11 haplotypes, with Hap2 being the dominant and most widely distributed haplotype across all populations. Neutrality tests showed significant population expansion only in the Rizhao population. Mantel testing result revealed that geographical distance does not significantly impede gene flow. Overall, genetic differentiation among populations was low, indicating frequent gene flow. When combined with additional samples from Shanghai, Fujian, Guangdong, Yunnan, Hainan and Guangxi, STRUCTURE, UPGMA and DAPC analyses revealed two primary genetic clusters of Ae. albopictus. Conclusions Ae. albopictus populations in Shandong Province exhibit frequent gene flow, low genetic differentiation, and relatively low overall genetic diversity. However, the Rizhao population showed signs of recent expansion, highlighting the need for enhanced surveillance and targeted control measures in this area.
3.Risk Assessment of Radiation Prevention and Treatment Drugs
Ran ZHANG ; Chang LU ; Huan LONG ; Keer XUAN ; Wanlong ZHANG ; Yuxian ZHANG ; Hongzhu LIU ; Dong CHAI ; Jian GONG
Herald of Medicine 2025;44(10):1648-1654
Radiation prevention and treatment drugs are a rapidly developing field.Radiation prevention and treatment drugs can be roughly divided into four categories:chemical synthetic drugs,biological products,natural plant extracts and traditional Chinese medicine compounds,which are widely used in medical,scientific research and other fields.This paper reviews the classification of radiation prevention and treatment drugs,which can be roughly divided into four categories:chemical synthetic drugs,biological products,natural plant extracts and traditional Chinese medicine compounds.At the same time,its mechanism of action and clinical application are elaborated in detail,and the risk assessment is carried out from the aspects of effectiveness,safety and drug interaction.Finally,the risk reduction strategies are summarized from the aspects of clinical medication specification and monitoring,continuous drug safety research,improvement of emergency reserve and support capacity and construction of full-cycle regulatory system,so as to provide reference for the rational application and further research of radiation prevention and treatment drugs.
4.Risk Assessment of Radiation Prevention and Treatment Drugs
Ran ZHANG ; Chang LU ; Huan LONG ; Keer XUAN ; Wanlong ZHANG ; Yuxian ZHANG ; Hongzhu LIU ; Dong CHAI ; Jian GONG
Herald of Medicine 2025;44(10):1648-1654
Radiation prevention and treatment drugs are a rapidly developing field.Radiation prevention and treatment drugs can be roughly divided into four categories:chemical synthetic drugs,biological products,natural plant extracts and traditional Chinese medicine compounds,which are widely used in medical,scientific research and other fields.This paper reviews the classification of radiation prevention and treatment drugs,which can be roughly divided into four categories:chemical synthetic drugs,biological products,natural plant extracts and traditional Chinese medicine compounds.At the same time,its mechanism of action and clinical application are elaborated in detail,and the risk assessment is carried out from the aspects of effectiveness,safety and drug interaction.Finally,the risk reduction strategies are summarized from the aspects of clinical medication specification and monitoring,continuous drug safety research,improvement of emergency reserve and support capacity and construction of full-cycle regulatory system,so as to provide reference for the rational application and further research of radiation prevention and treatment drugs.
5.Effect of multi-mode pre-rehabilitation on patients undergoing Jinling procedure
Li-Yun LI ; Yang YANG ; Xiang-Hong YE ; Ting SUN ; Fei-Long GUO ; Jia-Huan LIU ; Cui-Li WU
Parenteral & Enteral Nutrition 2025;32(3):165-170
Objective:To evaluate the efficacy of multimodal prehabilitation in patients with refractory functional constipation undergoing Jinling procedure(modified Duhamel surgery).Methods:In this prospective randomized controlled trial,80 patients with refractory functional constipation scheduled for Jinling procedure at the Department of General Surgery,the General Hospital of Eastern Theater Command between January 2020 and December 2021 were enrolled.Participants were randomly assigned to either the observation group(n=40,multimodal prehabilitation)or control group(n=40,routine nursing care).Outcome measures included:time to first flatus,time to first ambulation,defecation volume on postoperative day 5,length of hospitalization,nutritional markers(hemoglobin,albumin,total protein at postoperative day 7),anxiety/depression scores(Hospital Anxiety and Depression Scale,HADS),and total complication rates.Results:Compared to controls,the first ventilation time(48.02±6.15)h,first ambulation time(49.92±5.58)h,defecation volume on the fifth day(234.50±51.03)mL,hospital stay(13.15±2.64)d,anxiety score(43.68±3.45)points,depression score(43.81±1.58)points,and the total incidence of postoperative complications(15%)were significantly lower in the observation group(all p values<0.05).By contrast,the serum levels of hemoglobin(115.60±11.60)g/l,albumin(41.19±5.79)g/L and total protein(61.64±4.94)g/L on day 7 post-operatively were significantly higher in the observation group than those in the control group(P<0.05).Conclusions:Multimodal prehabilitation enhances postoperative intestinal recovery,reduces complications,improves nutritional status,and shortens hospital stays in refractory functional constipation patients undergoing Jinling procedure,supporting its clinical adoption.
6.A real-world study on the application of modified midline catheter and central venous catheter in medical intensive care unit.
Guo LONG ; Zixi WANG ; Huan PENG ; Xiaoyuan CAO ; Yuxin LIU ; Li TAN
Chinese Critical Care Medicine 2025;37(10):956-961
OBJECTIVE:
To investigate the differences in indwelling duration, clinical scenarios, and complications between the modified midline catheter (MMC) and the central venous catheter (CVC) in the treatment of patients in the medical intensive care unit (ICU) and the risk factors for complications based on real-world data.
METHODS:
A retrospective cohort study was conducted. The adult patients admitted to the medical ICU of the Third Xiangya Hospital of Central South University and had undergone placement of either a MMC or a CVC between January 1, 2023, and July 31, 2024, were consecutively enrolled by querying the hospital's electronic medical record system. Based on the type of catheter inserted, the patients were divided into the MMC group and the CVC group. The two groups were compared regarding the selection of catheters in the context of different underlying diseases, the actual clinical application after catheterization, catheter-related complications, the international normalized ratio (INR) and platelet count (PLT) during puncture and catheterization, the length of ICU stay, total length of hospital stay, catheter indwelling duration, and mortality during hospitalization. Multivariate Logistic regression analysis was employed to identify independent risk factors for catheter removal.
RESULTS:
Among the 274 patients, 52 received a MMC and 222 received a CVC. The utilization rate of MMC was significantly higher than that of CVC in patients with acute respiratory distress syndrome (ARDS), cardiovascular disease, and cancer [ARDS: 92.3% (48/52) vs. 70.3% (156/222), cardiovascular disease: 84.6% (44/52) vs. 54.5% (121/222), cancer: 30.8% (16/52) vs. 17.1% (38/222), all P < 0.05]. However, the use of MMC was significantly lower than CVC when vasoactive drug infusion was required [57.7% (30/52) vs. 79.7% (177/222), P < 0.05]. A significantly higher proportion of patients in the MMC group had a catheter indwelling time ≥ 12 days as compared with the CVC group [32.7% (17/52) vs. 13.5% (30/222), P < 0.05]. There were no statistically significant differences in other underlying diseases, venous access usage, INR and PLT during puncture and catheterization, length of ICU stay, total length of hospital stay, and in-hospital mortality of patients between the two groups. Regarding catheter-related complications, although the incidence of partial or complete catheter removal in the MMC group was significantly higher than that in the CVC group [36.5% (19/52) vs. 5.4% (12/222), P < 0.05], the incidence of puncture site fluid leakage, puncture site skin allergy, and deep vein thrombosis were significantly lower than those in the CVC group [puncture site fluid leakage: 1.9% (1/52) vs. 22.1% (49/222), puncture site skin allergy: 0% (0/52) vs. 20.7% (46/222), deep vein thrombosis: 3.8% (2/52) vs. 16.7% (37/222), all P < 0.05]. Furthermore, the proportion of patients experiencing three or more types of complications in the MMC group was significantly lower than that in the CVC group [5.8% (3/52) vs. 17.6% (39/222), P < 0.05]. Multivariate Logistic regression analysis of risk factors for catheter removal identified the use of a MMC [odds ratio (OR) = 8.518, 95% confidence interval (95%CI) was 3.710-19.560, P < 0.001] and a catheter indwelling time ≥ 12 days (OR = 3.133, 95%CI was 1.297-7.567, P = 0.011) as independent risk factors.
CONCLUSIONS
MMC was more frequently used in patients with ARDS, cardiovascular disease, and cancer, whereas CVC was primarily employed for vasoactive drug infusion. The use of MMC and a longer indwelling time were identified as independent risk factors for catheter removal. Despite a higher removal rate, the overall incidence of complications was significantly lower with MMC than with CVC. These findings suggest that MMC could serve as a routine alternative to CVC in most of clinical scenarios, provided that measures are implemented to prevent removal.
Humans
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Retrospective Studies
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Intensive Care Units
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Catheterization, Central Venous/methods*
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Central Venous Catheters
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Risk Factors
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Length of Stay
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Male
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Female
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Middle Aged
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Adult
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Catheters, Indwelling
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Aged
7.Efficacy and mechanism of Guizhi Tongluo Tablets in alleviating atherosclerosis by inhibiting CD72hi macrophages.
Xing-Ling HE ; Si-Jing LI ; Zi-Ru LI ; Dong-Hua LIU ; Xiao-Jiao ZHANG ; Huan HE ; Xiao-Ming DONG ; Wen-Jie LONG ; Wei-Wei ZHANG ; Hui-Li LIAO ; Lu LU ; Zhong-Qi YANG ; Shi-Hao NI
China Journal of Chinese Materia Medica 2025;50(5):1298-1309
This study investigates the effect and underlying mechanism of Guizhi Tongluo Tablets(GZTL) in treating atherosclerosis(AS) in a mouse model. Apolipoprotein E-knockout(ApoE~(-/-)) mice were randomly assigned to the following groups: model, high-, medium-, and low-dose GZTL, and atorvastatin(ATV), and age-matched C57BL/6J mice were selected as the control group. ApoE~(-/-) mice in other groups except the control group were fed with a high-fat diet for the modeling of AS and administrated with corresponding drugs via gavage for 8 weeks. General conditions, signs of blood stasis, and body mass of mice were monitored. Aortic plaques and their stability were assessed by hematoxylin-eosin, Masson, and oil red O staining. Serum levels of total cholesterol(TC), triglycerides(TG), and low-density lipoprotein cholesterol(LDL-C) were measured by biochemical assays, and those of interleukin-1β(IL-1β), tumor necrosis factor-α(TNF-α), and interleukin-6(IL-6) were determined via enzyme-linked immunosorbent assay. Apoptosis was assessed by terminal deoxynucleotidyl transferase dUTP nick end labeling(TUNEL). Single-cell RNA sequencing(scRNA-seq) was employed to analyze the differential expression of CD72hi macrophages(CD72hi-Mφ) in the aortas of AS patients and mice. The immunofluorescence assay was employed to visualize CD72hi-Mφ expression in mouse aortic plaques, and real-time fluorescence quantitative PCR was utilized to determine the mRNA levels of IL-1β, TNF-α, and IL-6 in the aorta. The results demonstrated that compared with the control group, the model group exhibited significant increases in body mass, aortic plaque area proportion, necrotic core area proportion, and lipid deposition, a notable decrease in collagen fiber content, and an increase in apoptosis. Additionally, the model group showcased elevated serum levels of TC, TG, LDL-C, IL-1β, TNF-α, and IL-6, alongside marked upregulations in the mRNA levels of IL-1β, TNF-α, and IL-6 in the aorta. In comparison with the model group, the GZTL groups and the ATV group showed a reduction in body mass, and the medium-and high-dose GZTL groups and the ATV group demonstrated reductions in aortic plaque area proportion, necrotic core area proportion, and lipid deposition, an increase in collagen fiber content, and a decrease in apoptosis. Furthermore, the treatment goups showcased lowered serum levels of TC, TG, LDL-C, IL-1β, TNF-α, and IL-6. The data of scRNA-seq revealed significantly elevated CD72hi-Mφ signaling in carotid plaques of AS patients compared with that in the normal arterial tissue. Animal experiments confirmed that CD72hi-Mφ expression, along with several pro-inflammatory cytokines, was significantly upregulated in the aortas of AS mice, which were downregulated by GZTL treatment. In conclusion, GZTL may alleviate AS by inhibiting CD72hi-Mφ activity.
Animals
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Drugs, Chinese Herbal/administration & dosage*
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Atherosclerosis/immunology*
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Mice
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Mice, Inbred C57BL
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Macrophages/immunology*
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Male
;
Humans
;
Apolipoproteins E/genetics*
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Tablets
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Tumor Necrosis Factor-alpha/genetics*
;
Apoptosis/drug effects*
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Interleukin-1beta/genetics*
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Interleukin-6/genetics*
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Disease Models, Animal
;
Mice, Knockout
8.Changes in Neutrophil Percentage-to-Albumin Ratio and Its Relationship with Short-Term Prognosis in Patients with Multiple Myeloma Treated with VRD
Xiao-Long LI ; Bi-Wei WANG ; Hui SUN ; Hong-Tao LIU ; Xi CHEN ; Huan WANG
Journal of Experimental Hematology 2024;32(6):1759-1763
Objective:To analyze the dynamic changes of neutrophil percentage-to-albumin ratio (NPAR) during treatment with bortezomib-lenalidomide-dexamethasone (VRD) in patients with multiple myeloma (MM),and explore the relationship between NPAR value and short-term prognosis of MM patients. Method:The data of 80 MM patients who underwent VRD chemotherapy at Tangshan Workers Hospital from January 2019 to April 2021 were retrospectively analyzed. NPAR levels were measured before VRD chemotherapy (T0),and on the first day of the third (T1),sixth (T2),and eighth (T3) chemotherapy cycles. All patients were followed up for 1 year,with the recurrence,progression,or death occurring within 1 year after the completion of VRD treatment as the endpoint event. The patients were divided into a good prognosis group and a poor prognosis group based on the follow-up results. The changes in NPAR at T0,T1,T2,and T3 in the two groups were statistically analyzed. The restricted cubic spline method was used to analyzed the relationship between NPAR and adverse short-term prognosis in MM patients undergoing VRD chemotherapy. Results:Among the 80 MM patients,25 cases (31.25%) had poor short-term prognosis,including 19 cases (23.75%) of progression or recurrence,and 6 cases (7.50%) of all-cause mortality. The levels of neutrophils and NPAR in the poor prognosis group at T0,T1,T2 and T3 were higher than those in the good prognosis group at the same period,while the albumin levels in the poor prognosis group at T0,T1,and T2 were lower than those in the good prognosis group at the same period (P<0.05);There was no significant difference in albumin levels between the poor prognosis group and the good prognosis group at T3 (P>0.05). Within the poor prognosis group and the good prognosis group,the levels of neutrophils and NPAR decreased sequentially at T0,T1,T2,and T3,while the levels of albumin increased sequentially,and the differences between each stage were statistically significant (P<0.05). The restricted cubic spline model showed an approximate J-shaped curve between the risk of poor short-term prognosis and the pre-treatment NPAR level in MM patients (P<0.05). If the pre-treatment NPAR>0.52,the risk of poor short-term prognosis in MM patients increased with the increase of NPAR value. Conclusion:After VRD treatment,the NPAR value of MM patients gradually decreases,and there is a correlation between the NPAR value before VRD treatment and the risk of poor prognosis after treatment. If NPAR>0.52 before treatment,the higher the NPAR value,the higher the risk of poor short-term prognosis in MM patients.
9.Platelet/white blood cell ratio in the prediction of postoperative acute kidney injury of patients
Jie LONG ; Rui LIU ; Huan CHEN ; Pan LEI ; Changliang ZHU
Chinese Critical Care Medicine 2024;36(10):1063-1068
Objective:To investigate the risk factors and predictive value on acute kidney injury (AKI) following surgery, and to elucidate the relationship between platelet/white blood cell ratio (PWR) and AKI.Methods:A retrospective case-control study was conducted. The patients who underwent surgery admitted to Honghui Hospital of Xi'an Jiaotong University from January 2019 to January 2023 were enrolled. The patients who developed AKI during the postoperative hospital stay were categorized as the AKI group, while those with normal renal function or not meeting AKI criteria were categorized as the non-AKI group. Demographic information, clinical characteristics, perioperative medication usage, surgical related information, and preoperative and postoperative laboratory indicators were collected. Binary multivariate Logistic regression analysis was used to identify risk factors for postoperative AKI. Receiver operator characteristic curve (ROC curve) was plotted to assess the predictive efficacy of postoperative PWR for postoperative AKI.Results:A total of 420 patients were enrolled finally, with 72 developing AKI during hospitalization and 348 not developing AKI. Compared with the non-AKI group, the patients in the AKI group had a higher proportion of hypertension and coronary heart disease, a more usage of angiotensin converting enzyme inhibitor (ACEI), mannitol and vancomycin but a less usage of hydroxyethyl starch, a longer duration from injury to surgery and postoperative hospital stay, a greater intraoperative blood transfusion volume, a lower preoperative albumin (Alb), blood sodium, blood chlorine but a higher serum creatinine (SCr), blood urea nitrogen (BUN)/Alb ratio and N-terminal pro-brain natriuretic peptide (NT-proBNP), and a higher postoperative white blood cell count (WBC), BUN, SCr, BUN/Alb ratio, blood potassium, and blood phosphorus but a lower platelet count (PLT), PWR, and Alb. Binary multivariate Logistic regression analysis revealed that perioperative usage of hydroxyethyl starch [odds ratio ( OR) = 8.595, 95% confidence interval (95% CI) was 4.112-17.964, P < 0.001], prolonged duration from injury to surgery ( OR = 1.084, 95% CI was 1.034-1.137, P = 0.001), increased intraoperative blood transfusion volume ( OR = 1.001, 95% CI was 1.000-1.002, P = 0.017) were risk factors for AKI following surgery, and increased postoperative PWR was protective factor ( OR = 0.930, 95% CI was 0.894-0.967, P < 0.001). ROC curve analysis indicated that the area under the ROC curve (AUC) of postoperative PWR for predicting postoperative AKI was 0.684 (95% CI was 0.615-0.754); at the optimal cut-off value of 19.34, the sensitivity was 63.8%, and the specificity was 69.8%. Conclusions:Postoperative PWR is an independent risk factor for AKI in patients undergoing surgery. Postoperative PWR reduction in surgical patients can assist in predicting the occurrence of postoperative AKI.
10.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.


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