1.Effect and mechanism of transplantation of human umbilical cord mesenchymal stem cells with overexpression of the Numb gene in treatment of cholestatic liver fibrosis
Shihao ZHANG ; Changqing ZHAO ; Mingyan YANG ; Feifei XING ; Wei LIU ; Gaofeng CHEN ; Jiamei CHEN ; Ping LIU ; Yongping MU
Journal of Clinical Hepatology 2026;42(1):80-89
ObjectiveTo investigate the effect and mechanism of transplantation of human umbilical cord mesenchymal stem cell (hUC-MSC) with overexpression of the Numb gene in the treatment of cholestatic liver fibrosis (CLF). MethodsThe technique of lentiviral transfection was used to induce the overexpression of the Numb gene in hUC-MSC (hUC-MSCNumb-OE), and hUC-MSC transfected with empty vector (hUC-MSCOE-EV) was used as negative control. Bile duct ligation (BDL) was performed to establish a rat model of CLF, and then the rats were randomly divided into BDL group, hUC-MSC group, hUC-MSCOE-EV group, and hUC-MSCNumb-OE group, while a sham-operation group was also established. The rats in the intervention groups were given a single splenic injection of the corresponding cells after BDL, and samples were collected at the end of week 4. Related indicators were measured, including serum biochemistry, liver histopathology, the content of hydroxyproline (Hyp) in the liver, hepatic stellate cell activation, ductular reaction, liver regeneration, and the expression levels of key molecules in the Numb-p53 signaling axis. A one-way analysis of variance was used for comparison of continuous data between multiple groups, and the least significant difference t-test was used for further comparison between two groups. ResultsCompared with the BDL group, the hUC-MSC group and the hUC-MSCOE-EV group had significant reductions in the levels of serum biochemical parameters (aspartate aminotransferase, gamma-glutamyl transpeptidase, total bile acid, total bilirubin, and direct bilirubin), liver fibrosis markers (the content of Hyp and the expression levels of alpha-smooth muscle actin, tumor necrosis factor-α, and transforming growth factor-beta 1), and ductular reaction markers (the expression levels of CK7 and CK19) (all P <0.05), and compared with the hUC-MSCOE-EV group, the hUC-MSCNumb-OE group had significantly greater improvements in the above indicators (all P <0.05). In addition, compared with the hUC-MSCOE-EV group, the hUC-MSCNumb-OE group had significant improvements in the expression levels of liver regeneration-related markers (albumin and hepatocyte nuclear factor 4α) and the molecules associated with the Numb-p53 signaling axis (Numb, pNumb, Mdm2, and p53) (all P <0.05). ConclusionOverexpression of the Numb gene can enhance the therapeutic effect of hUC-MSC on CLF, possibly by activating the Numb-PTBL-p53-HNF4α axis, promoting the hepatic differentiation of hUC-MSCs and subsequently enhancing liver regeneration.
2.Bibliometric visualization analysis of research literature of Angelica sinensis at home and abroad from 2012 to 2022 based on CiteSpace
Feifei LIU ; Liping CHEN ; Yan ZHONG ; Rong WANG ; Wenbin LI
Journal of Pharmaceutical Practice and Service 2026;44(2):88-95
Objective Based on the visualization graph analysis of the research hotspots of Angelica sinensis, predict the future research trends, and provide references for the next step of Angelica sinensis research. Methods Chinese and English literatures on Angelica sinensis collected from CNKI, WanFang, VIP and Web of Science from 2012 to 2022 were retrieved. CiteSpace 6.1.R6 software was used to perform visualization econometrics analysis on the number of publications, authors, institutions, journals, keywords and other topics. Results
3.Effect and mechanism of Wnt5a knockdown on the efficacy of M1 bone marrow-derived macrophage in treatment of liver cirrhosis
Feifei XING ; Danyang WANG ; Xinrui ZHENG ; Yannan XU ; Shihao ZHANG ; Junyi ZHAN ; Wei LIU ; Gaofeng CHEN ; Jiamei CHEN ; Ping LIU ; Yongping MU
Journal of Clinical Hepatology 2026;42(3):618-628
ObjectiveTo observe the effect of M1 bone marrow-derived macrophages (M1-BMDM) with Wnt5a knockdown on liver fibrosis and regeneration in a rat model of liver cirrhosis, and to investigate its gain-of-function effect compared with unmodified M1-BMDM. MethodsPrimary bone marrow-derived macrophages were isolated from rats and were polarized to M1 phenotype to construct M1-BMDMWnt5a-KD cells. A rat model of liver cirrhosis induced by CCl4/2-AAF was established, and at the end of week 8, rats were randomly divided into model group, M1-BMDM group, M1-BMDM Wnt5a-knockdown empty vector group (M1-BMDMKD-EV group), and M1-BMDM Wnt5a-knockdown group (M1-BMDMWnt5a-KD group), with 6 rats in each group. On the first day of week 9, the rats in each group were given a single injection of the corresponding cells via the caudal vein, along with an intraperitoneal injection of a CCR2 inhibitor. Six rats without any treatment were used as normal control group. Samples were collected at the end of week 12 to assess liver histopathology, serum liver function parameters, hepatic stellate cell activation, and the expression levels of mature hepatocyte markers. A one-way analysis of variance was used for comparison of continuous data between multiple groups, and the least significant difference t-test was used for further comparison between two groups. ResultsCompared with the model group, all cell treatment groups had significant alleviation of liver inflammatory response and significant reductions in the activities of alanine aminotransferase and aspartate aminotransferase (AST) in serum (all P<0.01), and the M1-BMDMWnt5a-KD group had a significantly lower serum level of AST than the M1-BMDM group (P<0.05). The semi-quantitative analysis based on immunohistochemical staining showed that compared with the model group, all cell treatment groups had a significant reduction in the percentage of CD68-positive area (all P<0.05), and compared with the M1-BMDMKD-EV group, the M1-BMDMWnt5a-KD group had a significant reduction in the percentage of CD68-positive area and a significant increase in the percentage of CD163-positive area (both P<0.05). Compared with the model group, all cell treatment groups had significant reductions in the mRNA expression levels of CD68 and tumor necrosis factor-α (all P<0.05) and the protein expression level of CD68 (all P<0.01); compared with the M1-BMDMKD-EV group, the M1-BMDMWnt5a-KD group had significant increases in the protein and mRNA expression levels of CD163 (both P<0.05), significant reductions in the protein and mRNA expression levels of CD68 (both P<0.05), and a significant reduction in the protein expression level of tumor necrosis factor-α (P<0.01). Sirius Red collagen staining and alpha-smooth muscle actin (α-SMA) immunohistochemical staining showed that compared with the model group, all cell treatment groups had significant alleviation of liver collagen deposition and α-SMA-positive area, with the most significant changes in the M1-BMDMWnt5a-KD group, and compared with the M1-BMDMKD-EV group, the M1-BMDMWnt5a-KD group had significantly smaller Sirius Red-positive area and α-SMA-positive area and a significantly lower content of hydroxyproline in liver tissue (all P<0.05). Compared with the M1-BMDMKD-EV group, the M1-BMDMWnt5a-KD group had significant reductions in the protein and mRNA expression levels of α-SMA and the mRNA expression level of COL-I and TGF-β (all P<0.05). Compared with the model group, all cell treatment groups had a significant increase in the protein expression level of HNF-4α in liver tissue (all P<0.05), and the M1-BMDMWnt5a-KD group had significantly higher protein and mRNA expression levels of HNF-4α and hepatocyte specific antigen than the M1-BMDMKD-EV group (both P<0.05). The M1-BMDMWnt5a-KD group had a significantly higher serum level of albumin than the M1-BMDMKD-EV group (P<0.01). Immunofluorescence co-staining showed that compared with the model group, all cell treatment groups had a significant increase in the number of cells stained positive for HNF and HNF-4α and Ki67 (all P<0.01), and the M1-BMDMWnt5a-KD group had a significantly higher number of such cells than the M1-BMDMKD-EV group (P<0.05). ConclusionInhibition of Wnt5a expression enhances the therapeutic effect of M1-BMDM on rats with liver cirrhosis induced by CCl4/2-AAF, which provides new ideas for enhancing the anti-cirrhotic effect of M1-BMDM through genetic modification.
4.Association of low-level ionizing radiation with peripheral blood cells in medical radiation workers
Zhong LIU ; Yan ZHANG ; Feifei YAN ; Zhongfen YUAN
Chinese Journal of Radiological Health 2026;35(3):379-386
Objective To investigate the association between low-level ionizing radiation exposure and peripheral blood parameters in medical radiation workers, and to provide evidence for radiation protection strategies and occupational health surveillance. Methods A total of 1261 medical radiation workers from medical institutions in Heze City, Shandong Province, China, were enrolled. Individual monitoring of occupational external exposure was performed. Demographic characteristics and physical examination data were collected. According to the median annual effective dose, the subjects were stratified into a low-dose group (0.10-0.43 mSv) and a high-dose group (>0.43-5.24 mSv). Logistic regression was used to assess the association between ionizing radiation and peripheral blood parameters. Subgroup analyses were conducted by gender, age, and exposure duration. Results A total of 1261 subjects were enrolled, of whom 893 (70.82%) were male and 368 (29.18%) were female. The median age was 39.00 (32.00, 47.00) years and the median exposure duration was 11.00 (5.00, 22.00) years. No statistically significant differences in baseline characteristics were observed between the two groups. The radiation dose ranged from 0.104 to 5.239 mSv, all below the occupational exposure limit (20 mSv). Basophil count, hematocrit, and mean corpuscular volume in the high-dose group were significantly higher than those in the low-dose group, while mean corpuscular hemoglobin concentration was lower (P<0.05). Logistic regression analysis showed that ionizing radiation primarily affected erythrocyte parameters, with abnormal hematocrit (OR=1.449, 95%CI: 1.148-1.831), abnormal mean corpuscular volume (OR=1.407, 95%CI: 1.119-1.771), and abnormal mean corpuscular hemoglobin concentration (OR=1.608, 95%CI: 1.278-2.025) positively associated with ionizing radiation exposure. Subgroup analyses further revealed differences that were not observed in the total population These findings suggest that gender, age, and exposure duration may modify the effect of ionizing radiation on peripheral blood parameters. Conclusion Long-term low-level ionizing radiation exposure can affect peripheral blood parameters in medical radiation workers, particularly erythrocyte parameters. Enhanced occupational health monitoring and protection measures are warranted.
5.A Randomized Controlled Trial on Regulation of LncRNA EBLN3P/miR-369-3p/NFIX-JAK/STAT Signaling Pathway by Huangqin Qingre Chubi Capsules to Restore Clinical and Laboratory Indicators in Patients with Rheumatoid Arthritis
Mengyu SUN ; Yuan WANG ; Feifei LIU ; Aihong WU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(17):192-202
ObjectiveTo evaluate the clinical efficacy of Huangqin Qingre Chubi capsules (HQC) in patients with rheumatoid arthritis (RA) and the syndrome of dampness-heat obstruction and investigate the mechanism by which HQC restore clinical and laboratory parameters in RA patients through regulation of the long non-coding RNA (LncRNA) endogenous Bornavirus-like nucleoprotein 3 pseudogene (EBLN3P)/miR-369-3p/nuclear factor I X(NFIX)-Janus kinase(JAK)/signal transducer and activator of transcription (STAT) signaling pathway,thereby providing new experimental evidence and potential therapeutic targets for the traditional Chinese medicine (TCM) treatment of RA. MethodsA randomized controlled trial design was adopted,with 100 RA patients meeting the criteria assigned into an observation group (n=50) and a control group (n=50). In addition,50 healthy controls were enrolled. The control group received leflunomide plus meloxicam,while the observation group additionally received HQC. Efficacy was assessed after 4 weeks of treatment. Observation indicators including Western medicine indicators (DAS28,CPRI-RA,SF-36,VAS,PGA,PhGA,and SAS/SDS),TCM syndrome scores (TCMSS-RADHP,TCMSS-RASDP),and laboratory indicators (ESR,CRP,RF,anti-CCP antibody,VEGF,bFGF,MMP-2/9,p-JAK2/STAT3,and LncRNA EBLN3P/miR-369-3p/NFIX expression) were measured to comprehensively explore the therapeutic mechanism of HQC. ResultsThe study included 45 healthy controls (34 males and 11 females) and 87 RA patients (22 males and 65 females). The median age,median disease duration,and median BMI of patients were 56 years old,10 years,and 21.51 kg·m-2,respectively. Compared with healthy controls,the RA group exhibited a typical state of immune-inflammatory activation as manifested by elevated levels of ESR,anti-CCP antibodies,CRP,and RF (P<0.01),raised clinical symptom scores (DAS28,VAS,PGA,PhGA,CPRI-RA,and TCM symptoms) (P<0.05,P<0.01),and reduced SF-36 domain scores (P<0.01). Molecular detection revealed abnormal expression of LncRNA EBLN3P and miR-369-3p,upregulated expression of key proteins in the JAK/STAT pathway (JAK2/p-JAK2 and STAT3/p-STAT3) and angiogenesis markers (VEGF,bFGF,and MMP-2/9),and downregulated expression of NFIX (P<0.05,P<0.01) in the RA group. Spearman correlation analysis further demonstrated associations of key molecules in the LncRNA EBLN3P/miR-369-3p/NFIX-JAK/STAT pathway with immune-inflammatory markers and clinical symptom scores (P<0.05,P<0.01). Regarding treatment response,both groups showed reductions in ESR,anti-CCP,CRP,and RF levels compared with baseline (P<0.01) and restored scores of DAS28,CPRI-RA,VAS,PGA,PhGA,TCM symptoms,SAS,SDS,and all SF-36 domains (P<0.01). The observation group outperformed the control group in restoring the scores of SAS,SDS,PGA,TCMSS-SDP,and SF-36 domains (PF,BP,GH,VT,and SF) (P<0.05). Real-time PCR analysis revealed that post-treatment expression levels of LncRNA EBLN3P,miR-369-3p,NFIX,JAK2,p-JAK2,STAT3,p-STAT3,VEGF,bFGF,MMP-2,and MMP-9 were recovered compared with pre-treatment levels (P<0.01). Notably,the observation group demonstrated superior regulatory effects on p-JAK2,STAT3,p-STAT3,and MMP-9 compared with the control group (P<0.05). Apriori association rule analysis revealed that HQC treatment was significantly correlated with reduced TCMSS-RADHP,ESR,SF,DAS28,SAS,and SDS scores,as well as increased VT,GH,and RP scores (confidence >80%,support >50%). Regarding safety,two patients in the observation group experienced mild gastrointestinal discomfort,and one patient in the control group developed a rash. All the symptoms resolved after symptomatic treatment. ConclusionHQC target and regulate the LncRNA EBLN3P/miR-369-3p/NFIX-JAK/STAT axis to inhibit angiogenesis and inflammatory responses,reduce immune inflammatory markers,alleviate clinical symptoms,and improve the quality of life in RA patients,exerting synergistic effects on symptoms and quality of life.
6.Randomized Double-blind Placebo-controlled Study on Clinical Efficacy and Mechanism of Shexiang Baoxinwan in Treating Stable Angina Pectoris Complicated with Anxiety and Depression in Coronary Artery Disease
Jie WANG ; Linzi LONG ; Zhiru ZHAO ; Feifei LIAO ; Jieming LU ; Tianjiao LIU ; Yuxuan PENG ; Hua QU ; Changgeng FU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(13):159-169
ObjectiveTo evaluate the efficacy of Shexiang Baoxinwan in treating stable angina pectoris with Qi stagnation and blood stasis syndrome in patients with coronary artery disease (CAD) complicated with anxiety and depression and explore its underlying mechanisms. MethodsThis study employed a randomized, double-blind, and placebo-controlled clinical trial design. Patients admitted to the hospital were randomly assigned to the observation group and the control group, with 52 patients in each group. Patients in the observation and control groups received Shexiang Baoxinwan and placebo, respectively, both in combination with conventional Western medication. The dose was 45.0 mg, three times daily, for a total duration of eight weeks. The primary outcome was the Seattle Angina Questionnaire (SAQ) scores before and after treatment. Secondary outcomes included changes in traditional Chinese medicine (TCM) syndrome score, the patient health questionnaire-9 (PHQ-9), generalized anxiety disorder-7 (GAD-7), inflammatory markers [interleukin-18 (IL-18), interleukin-10 (IL-10), tumor necrosis factor-alpha (TNF-α), CD40, etc.], monoamine neurotransmitters [e.g., dopamine (DA)], vascular endothelial function markers [e.g., endothelin-1(ET-1)], adipokines, and ischemia-modified albumin (IMA). Adverse reactions were also recorded. ResultsA total of 92 patients completed the study, with 44 in the observation group and 48 in the control group. Compared with baseline, both groups showed significant decreases in PHQ-9, GAD-7, and TCM syndrome scores following treatment (P<0.05), along with a significant increase in SAQ scores (P<0.05). In the observation group, DA levels were significantly increased (P<0.05), while levels of IL-18, TNF-α, CD40, ET-1, and IMA were decreased (P<0.05). In contrast, the control group exhibited significantly increased CD40 levels (P<0.05). Compared with the control group after treatment, the observation group showed significant improvements in the SAQ dimensions of physical limitation, angina stability, treatment satisfaction, and disease perception, as well as in TCM syndrome score, PHQ-9 score, IL-18, CD40, ET-1, and IMA (P<0.05). No adverse reactions were observed in either group during treatment. ConclusionShexiang Baoxinwan can improve anxiety and depression, alleviate angina symptoms, and reduce TCM symptoms of Qi stagnation and blood stasis in CAD patients. The mechanism may involve anti-inflammation, improvement of vascular endothelial function, reduction of IMA, and increase of monoamine neurotransmitter levels.
7.Randomized Double-blind Placebo-controlled Study on Clinical Efficacy and Mechanism of Shexiang Baoxinwan in Treating Stable Angina Pectoris Complicated with Anxiety and Depression in Coronary Artery Disease
Jie WANG ; Linzi LONG ; Zhiru ZHAO ; Feifei LIAO ; Jieming LU ; Tianjiao LIU ; Yuxuan PENG ; Hua QU ; Changgeng FU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(13):159-169
ObjectiveTo evaluate the efficacy of Shexiang Baoxinwan in treating stable angina pectoris with Qi stagnation and blood stasis syndrome in patients with coronary artery disease (CAD) complicated with anxiety and depression and explore its underlying mechanisms. MethodsThis study employed a randomized, double-blind, and placebo-controlled clinical trial design. Patients admitted to the hospital were randomly assigned to the observation group and the control group, with 52 patients in each group. Patients in the observation and control groups received Shexiang Baoxinwan and placebo, respectively, both in combination with conventional Western medication. The dose was 45.0 mg, three times daily, for a total duration of eight weeks. The primary outcome was the Seattle Angina Questionnaire (SAQ) scores before and after treatment. Secondary outcomes included changes in traditional Chinese medicine (TCM) syndrome score, the patient health questionnaire-9 (PHQ-9), generalized anxiety disorder-7 (GAD-7), inflammatory markers [interleukin-18 (IL-18), interleukin-10 (IL-10), tumor necrosis factor-alpha (TNF-α), CD40, etc.], monoamine neurotransmitters [e.g., dopamine (DA)], vascular endothelial function markers [e.g., endothelin-1(ET-1)], adipokines, and ischemia-modified albumin (IMA). Adverse reactions were also recorded. ResultsA total of 92 patients completed the study, with 44 in the observation group and 48 in the control group. Compared with baseline, both groups showed significant decreases in PHQ-9, GAD-7, and TCM syndrome scores following treatment (P<0.05), along with a significant increase in SAQ scores (P<0.05). In the observation group, DA levels were significantly increased (P<0.05), while levels of IL-18, TNF-α, CD40, ET-1, and IMA were decreased (P<0.05). In contrast, the control group exhibited significantly increased CD40 levels (P<0.05). Compared with the control group after treatment, the observation group showed significant improvements in the SAQ dimensions of physical limitation, angina stability, treatment satisfaction, and disease perception, as well as in TCM syndrome score, PHQ-9 score, IL-18, CD40, ET-1, and IMA (P<0.05). No adverse reactions were observed in either group during treatment. ConclusionShexiang Baoxinwan can improve anxiety and depression, alleviate angina symptoms, and reduce TCM symptoms of Qi stagnation and blood stasis in CAD patients. The mechanism may involve anti-inflammation, improvement of vascular endothelial function, reduction of IMA, and increase of monoamine neurotransmitter levels.
8.LINC00837/miR-671-5p/SERPINE2 functional axis promotes pathological processes of fibroblast-like synovial cells in rheumatoid arthritis.
Zhoufang CAO ; Yuan WANG ; Mengna WANG ; Yue SUN ; Feifei LIU
Journal of Southern Medical University 2025;45(2):371-378
OBJECTIVES:
To investigate the regulatory effect of LINC00837/miR-671-5p/SERPINE2 functional axis on pathological processes of fibroblast-like synovial cells (FLS) in rheumatoid arthritis (RA).
METHODS:
RA-FLS were transfected with a LINC00837 overexpression plasmid (pcDNA3.1-LINC00837), a LINC00837 interference plasmid (siRNA-LINC00837), or their respective negative control plasmids (pcDNA3.1-NC and siRNA-NC). Dual luciferase was used to verify the targeting relationship between LINC00837 and miR-671-5p and between miR-671-5p and SERPINE2. RT-qPCR was used to detect the expression levels of LINC00837, miR-671-5p and SERPINE2 in normal FLS or the transfected cells, whose proliferation and migration abilities were assessed using Edu assay and scratch healing assay and by detecting the expression levels of Ki-67, PCNA, E-cadherin and N-cadherin with Western blotting. The changes in cellular secretion of the inflammatory cytokines (TNF‑α, IL-17, IL-4 and IL-10) were examined using ELISA.
RESULTS:
Dual luciferase reporter gene assay showed that LINC00837 was capable of binding to the 3'-UTR of miR-671-5p, and the latter bound to the 3-UTR of SERPINE2 at specific binding sites between them. Compared with normal FLS, RA-FLS showed significantly increased expressions of LINC00837 and SERPINE2, lowered miR-671-5p expression and enhanced proliferation and migration abilities with increased expressions of pro-inflammatory cytokines and reduced expressions of anti-inflammatory cytokines. Transfection of RA-FLS with pcDNA-LINC00837 further enhanced cell proliferation and migration and the changes in the inflammatory cytokines, while transfection with si-LINC00837 produced the opposite changes.
CONCLUSIONS
RA-FLS have a LINC00837/miR-671-5p/SERPINE2 functional axis, which regulates cell proliferation, migration and secretion of inflammatory factors, and interventions targeting LINC00837 may provide a potential strategy to regulate the pathological processes in RA-FLS.
Arthritis, Rheumatoid/metabolism*
;
MicroRNAs/metabolism*
;
Humans
;
Cell Proliferation
;
Cell Movement
;
Synovial Membrane/pathology*
;
RNA, Long Noncoding/genetics*
;
Fibroblasts/metabolism*
;
Synoviocytes/metabolism*
;
Cells, Cultured
;
Transfection
9.Predicting Postoperative Progression of Ossification of the Posterior Longitudinal Ligament in the Cervical Spine Using Interpretable Radiomics Models
Siyuan QIN ; Ruomu QU ; Ke LIU ; Ruixin YAN ; Weili ZHAO ; Jun XU ; Enlong ZHANG ; Feifei ZHOU ; Ning LANG
Neurospine 2025;22(1):144-156
Objective:
This study investigates the potential of radiomics to predict postoperative progression of ossification of the posterior longitudinal ligament (OPLL) after posterior cervical spine surgery.
Methods:
This retrospective study included 473 patients diagnosed with OPLL at Peking University Third Hospital between October 2006 and September 2022. Patients underwent posterior spinal surgery and had at least 2 computed tomography (CT) examinations spaced at least 1 year apart. OPLL progression was defined as an annual growth rate exceeding 7.5%. Radiomic features were extracted from preoperative CT images of the OPLL lesions, followed by feature selection using correlation coefficient analysis and least absolute shrinkage and selection operator, and dimensionality reduction using principal component analysis. Univariable analysis identified significant clinical variables for constructing the clinical model. Logistic regression models, including the Rad-score model, clinical model, and combined model, were developed to predict OPLL progression.
Results:
Of the 473 patients, 191 (40.4%) experienced OPLL progression. On the testing set, the combined model, which incorporated the Rad-score and clinical variables (area under the receiver operating characteristic curve [AUC] = 0.751), outperformed both the radiomics-only model (AUC = 0.693) and the clinical model (AUC = 0.620). Calibration curves demonstrated good agreement between predicted probabilities and observed outcomes, and decision curve analysis confirmed the clinical utility of the combined model. SHAP (SHapley Additive exPlanations) analysis indicated that the Rad-score and age were key contributors to the model’s predictions, enhancing clinical interpretability.
Conclusion
Radiomics, combined with clinical variables, provides a valuable predictive tool for assessing the risk of postoperative progression in cervical OPLL, supporting more personalized treatment strategies. Prospective, multicenter validation is needed to confirm the utility of the model in broader clinical settings.

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