1.The Role of Circulating Tumor Cell as a Promising Biomarker in the Evaluation of Pulmonary Nodules: A Prospective Study
Shijie WANG ; Changdan XU ; Xiaohong XU ; Weipeng SHAO ; Guohui WANG ; Xiongtao YANG ; Liwei GAO ; Feng TENG ; Hongliang SUN ; Yue ZHAO ; Hongxiang FENG ; Guangying ZHU
Cancer Research and Treatment 2026;58(1):128-140
Purpose:
Our previous study showed that circulating tumor cell (CTC) count combined with gene mutation detection might help differentiate benign and malignant pulmonary nodules (PNs). Herein, we aimed to expand the study cohort and conduct further sequencing analysis.
Materials and Methods:
Patients with PNs were included, and CTCs were identified before operation. Low-coverage whole-genome sequencing (LC-WGS) and lung cancer-related targeted gene sequencing were performed on CTCs. The diagnostic efficacy was evaluated by receiver operating characteristic (ROC) curve. The differences in CTC counts among subgroups classified by demographic–clinical characteristics were analyzed. LC-WGS–based copy number variation (CNV) analysis and targeted gene mutation analysis were conducted.
Results:
A total of 172 patients were included. CTC count of 2.5 was identified by the ROC curves as the optimal diagnostic cutoff. The sensitivity and specificity of CTC count for differentiating benign and malignant PNs were 54.2% and 78.6%, respectively. The diagnostic sensitivity and specificity of combined CTC count, radiological nodule type, and any malignant imaging features were 84.7% and 71.4%, respectively. The CTC counts were significantly greater in patients with aggressive tumors, later stage, and spread through air spaces. CTCs from malignant cases had more CNVs than those from benign cases.
Conclusion
CTC count can be used in identifying malignant PNs. The diagnostic efficacy can be improved if combined with computed tomography imaging characteristics. Further CNV analysis might help differential diagnosis. Greater CTC count might suggest more aggressive tumors. CTC detection can provide important information and guidance for subsequent management of PNs.
2.Huotan Jiedu Tongluo Decoction inhibits ferroptosis by regulating Nrf2/GPX4 pathway to ameliorate atherosclerotic lesions in ApoE~(-/-) mice.
Di GAO ; Teng-Hui TIAN ; Ke-Ying YU ; Xiao SHAO ; Wen XUE ; Zhi-Xuan ZHAO ; Yue DENG
China Journal of Chinese Materia Medica 2025;50(7):1908-1919
The purpose of this study was to clarify the effect of Huotan Jiedu Tongluo Decoction on atherosclerosis(AS) injury in ApoE~(-/-) mice by regulating the ferroptosis pathway. Seventy-five ApoE~(-/-) mice were randomly divided into model group, low-, medium-, and high-dose of Huotan Jiedu Tongluo Decoction groups, and evolocumab group(n=15), and 15 C57BL/6J mice were selected as the blank group. Mice in the blank group were fed with a normal diet, and those in the other groups were fed with a high-fat diet to induce AS. From the 9th week, mice in Huotan Jiedu Tongluo Decoction groups were administrated with Huotan Jiedu Tongluo Decoction at corresponding doses by gavage, and those in the blank group and the model group were given an equal volume of distilled water. Mice in the evolocumab group were treated with evolocumab 18.2 mg·kg~(-1 )by subcutaneous injection every 2 weeks. After 8 weeks of continuous intervention, oil red O staining and hematoxylin-eosin(HE) staining were employed to observe the lipid deposition and plaque formation in the aortic root. Masson staining was used to evaluate the collagen content in the aortic root. The serum levels of total cholesterol(TC), triglycerides(TG), high-density lipoprotein cholesterol(HDL-C), and low-density lipoprotein cholesterol(LDL-C) were determined by biochemical kits. The levels of Fe~(2+), superoxide dismutase(SOD), malondialdehyde(MDA), and glutathione(GSH) in the aorta were measured by colorimetry. The protein and mRNA levels of nuclear factor erythroid 2-related factor 2(Nrf2), glutathione peroxidase 4(GPX4), solute carrier family 7 member 11(SLC7A11), and acyl-CoA synthetase long chain family member 4(ACSL4) in the aorta were detected by Western blot and RT-qPCR, respectively. The expression of Nrf2, GPX4, and SLC7A11 was localized by immunofluorescence. The results showed that low-, medium-, and high-dose Huotan Jiedu Tongluo Decoction reduced the plaque formation of aortic root and increased the collagen content in AS mice. At the same time, Huotan Jiedu Tongluo Decoction improved the lipid metabolism by lowering the levels of TC, LDL-C, and TG and elevating the level of HDL-C in the serum. Huotan Jiedu Tongluo Decoction enhanced the antioxidant capacity by elevating the levels of GSH and SOD and lowering the level of MDA in the aorta and inhibiting the accumulation of Fe~(2+) in the aorta. In addition, Huotan Jiedu Tongluo Decoction up-regulated the protein and mRNA levels of Nrf2, GPX4, and SLC7A11, while down-regulating the protein and mRNA levels of ACSL4. In summary, Huotan Jiedu Tongluo Decoction can effectively alleviate AS lesions in ApoE~(-/-) mice by activating the Nrf2/GPX4 pathway, reducing lipid peroxidation, and inhibiting ferroptosis.
Animals
;
Ferroptosis/drug effects*
;
Atherosclerosis/metabolism*
;
Drugs, Chinese Herbal/administration & dosage*
;
NF-E2-Related Factor 2/genetics*
;
Mice
;
Mice, Inbred C57BL
;
Apolipoproteins E/metabolism*
;
Male
;
Phospholipid Hydroperoxide Glutathione Peroxidase/genetics*
;
Signal Transduction/drug effects*
;
Humans
;
Mice, Knockout
3.Development and Initial Validation of the Multi-Dimensional Attention Rating Scale in Highly Educated Adults.
Xin-Yang ZHANG ; Karen SPRUYT ; Jia-Yue SI ; Lin-Lin ZHANG ; Ting-Ting WU ; Yan-Nan LIU ; Di-Ga GAN ; Yu-Xin HU ; Si-Yu LIU ; Teng GAO ; Yi ZHONG ; Yao GE ; Zhe LI ; Zi-Yan LIN ; Yan-Ping BAO ; Xue-Qin WANG ; Yu-Feng WANG ; Lin LU
Chinese Medical Sciences Journal 2025;40(2):100-110
OBJECTIVES:
To report the development, validation, and findings of the Multi-dimensional Attention Rating Scale (MARS), a self-report tool crafted to evaluate six-dimension attention levels.
METHODS:
The MARS was developed based on Classical Test Theory (CTT). Totally 202 highly educated healthy adult participants were recruited for reliability and validity tests. Reliability was measured using Cronbach's alpha and test-retest reliability. Structural validity was explored using principal component analysis. Criterion validity was analyzed by correlating MARS scores with the Toronto Hospital Alertness Test (THAT), the Attentional Control Scale (ACS), and the Attention Network Test (ANT).
RESULTS:
The MARS comprises 12 items spanning six distinct dimensions of attention: focused attention, sustained attention, shifting attention, selective attention, divided attention, and response inhibition.As assessed by six experts, the content validation index (CVI) was 0.95, the Cronbach's alpha for the MARS was 0.78, and the test-retest reliability was 0.81. Four factors were identified (cumulative variance contribution rate 68.79%). The total score of MARS was correlated positively with THAT (r = 0.60, P < 0.01) and ACS (r = 0.78, P < 0.01) and negatively with ANT's reaction time for alerting (r = -0.31, P = 0.049).
CONCLUSIONS
The MARS can reliably and validly assess six-dimension attention levels in real-world settings and is expected to be a new tool for assessing multi-dimensional attention impairments in different mental disorders.
Humans
;
Adult
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Male
;
Attention/physiology*
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Female
;
Middle Aged
;
Reproducibility of Results
;
Young Adult
;
Psychometrics
4.Retrospective Analysis of Venetoclax Combined with Azacitidine Compared with "3+7" or Similar Regimens for Newly Diagnosed Patients with Acute Myeloid Leukemia.
Lu-Lu WANG ; Juan ZHANG ; Yue ZHANG ; Yong ZHANG ; Xiao-Min DONG ; Dan-Yang ZHANG ; Ting-Ting CHEN ; Yun-Hui ZHOU ; Teng WANG ; Hui-Ling LAN ; He-Bing ZHOU
Journal of Experimental Hematology 2025;33(3):672-681
OBJECTIVE:
To retrospectively analyze the clinical data of newly diagnosed acute myeloid leukemia (AML) patients treated with venetoclax combined with azacitidine (Ven/Aza) or standard "3+7" regimen and similar regimens, collect real-world study data, compare the treatment response and adverse events between the two regimens, as well as perform survival analysis.
METHODS:
To retrospectively analyze the efficacy, survival, and adverse reactions of newly diagnosed AML patients treated with Ven/Aza (24 cases) and "3+7" regimens (117 cases ) in our hospital from September 2009 to March 2023, as well as factors influencing outcomes. A propensity score matching (PSM) was performed on age and Eastern Cooperative Oncology Group performance status (ECOG PS) to obtain a 1:1 matched cohort of 20 pairs, and the efficacy and survival before and after the matching were compared.
RESULTS:
The median age of patients in the Ven/Aza group was 69 years, while that in the "3+7" group was 56 years (P <0.001). Objective remission rate (ORR) was 62.5% in Ven/Aza group and 74.8% in "3+7" group (P >0.05). The median overall survival (OS) in the Ven/Aza group was 522 days, while that in the "3+7" group was 1 002 days (P >0.05). After controlling the two variables of age and ECOG PS, a PSM cohort of 20 pairs was obtained, in which the ORR was 65% in Ven/Aza group and 60% in "3+7" group (P >0.05). The median OS was 522 days and 629 days, and median progression-free survival (PFS) was 531 days and 198 days between the two groups, respectively. There were no statistically significant differences in OS and PFS between the two groups (both P >0.05). Additionally, the incidence of adverse events in the Ven/Aza group was significantly reduced.
CONCLUSION
The overall cohort shows that the "3+7" regimen has advantages in efficacy and survival, but Ven/Aza regimen is relatively safer. After performing PSM on age and ECOG PS, the Ven/Aza group showed improved efficacy, and a longer median PFS compared to "3+7" group.
Humans
;
Leukemia, Myeloid, Acute/drug therapy*
;
Retrospective Studies
;
Sulfonamides/administration & dosage*
;
Azacitidine/administration & dosage*
;
Bridged Bicyclo Compounds, Heterocyclic/administration & dosage*
;
Aged
;
Middle Aged
;
Male
;
Female
;
Antineoplastic Combined Chemotherapy Protocols/therapeutic use*
;
Treatment Outcome
5.Cation Channel TMEM63A Autonomously Facilitates Oligodendrocyte Differentiation at an Early Stage.
Yue-Ying WANG ; Dan WU ; Yongkun ZHAN ; Fei LI ; Yan-Yu ZANG ; Xiao-Yu TENG ; Linlin ZHANG ; Gui-Fang DUAN ; He WANG ; Rong XU ; Guiquan CHEN ; Yun XU ; Jian-Jun YANG ; Yongguo YU ; Yun Stone SHI
Neuroscience Bulletin 2025;41(4):615-632
Accurate timing of myelination is crucial for the proper functioning of the central nervous system. Here, we identified a de novo heterozygous mutation in TMEM63A (c.1894G>A; p. Ala632Thr) in a 7-year-old boy exhibiting hypomyelination. A Ca2+ influx assay suggested that this is a loss-of-function mutation. To explore how TMEM63A deficiency causes hypomyelination, we generated Tmem63a knockout mice. Genetic deletion of TMEM63A resulted in hypomyelination at postnatal day 14 (P14) arising from impaired differentiation of oligodendrocyte precursor cells (OPCs). Notably, the myelin dysplasia was transient, returning to normal levels by P28. Primary cultures of Tmem63a-/- OPCs presented delayed differentiation. Lentivirus-based expression of TMEM63A but not TMEM63A_A632T rescued the differentiation of Tmem63a-/- OPCs in vitro and myelination in Tmem63a-/- mice. These data thus support the conclusion that the mutation in TMEM63A is the pathogenesis of the hypomyelination in the patient. Our study further demonstrated that TMEM63A-mediated Ca2+ influx plays critical roles in the early development of myelin and oligodendrocyte differentiation.
Animals
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Cell Differentiation/physiology*
;
Oligodendroglia/metabolism*
;
Mice, Knockout
;
Mice
;
Male
;
Myelin Sheath/metabolism*
;
Humans
;
Child
;
Cells, Cultured
;
Oligodendrocyte Precursor Cells/metabolism*
6.Effects of electroacupuncture at Hegu(LI4)on refractive parameters and the expression of TNF-α and IL-1β in retinal tissue of mice with form-deprivation myopia
Yue TENG ; Lu CHEN ; Chenyang NIU ; Hongsheng BI ; Wenjun JIANG
Recent Advances in Ophthalmology 2025;45(11):864-869
Objective To observe the effects of electroacupuncture at the Hegu(LI4)acupoint on refractive parame-ters and the expression of tumor necrosis factor-α(TNF-α)and interleukin-1 β(IL-1β)in the retinal tissue of mice with form-deprivation myopia(FDM).Methods Forty-eight SPF-grade,3-week-old healthy male C57BL/6J mice were ran-domly divided into four groups:normal control group,FDM group,sham acupuncture group,and Hegu group.Experimen-tal myopia was induced in the right eyes of mice in the latter three groups by wearing translucent diffuser goggles.Mice in the Hegu group received electroacupuncture stimulation at the Hegu(LI4)acupoint,while those in the sham acupuncture group received intervention with a non-penetrating blunt needle at the same location.Body weight,refractive error,and axial length were recorded for all mice before modeling and at 2 and 4 weeks after modeling.At 4 weeks post-modeling,mice were euthanized.Real-time quantitative PCR(RT-qPCR)and Western blot were used to detect the mRNA and protein expression levels of TNF-α and IL-1β,respectively,in the right retinal tissues.Retinal cell apoptosis was assessed by TUNEL staining.Results At 2 weeks post-modeling,compared with the normal control group,the refractive error of the right eyes was significantly decreased and the axial length was significantly increased in the FDM,sham acupuncture,and Hegu groups(all P<0.01).At 4 weeks post-modeling,compared with the normal control group,the refractive error was significantly decreased and the axial length was significantly increased in the FDM and sham acupuncture groups(all P<0.001).Compared with both the FDM and sham acupuncture groups,the Hegu group showed a significant increase in re-fractive error and a significant decrease in axial length(all P<0.001).At 4 weeks post-modeling,RT-qPCR and Western blot results showed that the mRNA and protein expression levels of TNF-α and IL-1 β in the retina were significantly higher in the FDM and sham acupuncture groups compared to the normal control group(all P<0.05).In contrast,the protein ex-pression level of TNF-α and the relative mRNA and protein expression levels of IL-1β in the Hegu group were significantly lower than those in the FDM group(all P<0.05).TUNEL staining results showed that the retinal cell apoptosis rate was significantly higher in the FDM and sham acupuncture groups compared to the normal control group(all P<0.001).Com-pared with the FDM and sham acupuncture groups,the retinal cell apoptosis rate was significantly lower in the Hegu group(all P<0.001).Conclusion Electroacupuncture at the Hegu(LI4)acupoint can significantly inhibit the progression of myopia in mice.The mechanism may be related to the downregulation of TNF-α and IL-1β expression in the retinal tissue,thereby inhibiting retinal cell apoptosis.
7.Effects of electroacupuncture at Hegu(LI4)on refractive parameters and the expression of TNF-α and IL-1β in retinal tissue of mice with form-deprivation myopia
Yue TENG ; Lu CHEN ; Chenyang NIU ; Hongsheng BI ; Wenjun JIANG
Recent Advances in Ophthalmology 2025;45(11):864-869
Objective To observe the effects of electroacupuncture at the Hegu(LI4)acupoint on refractive parame-ters and the expression of tumor necrosis factor-α(TNF-α)and interleukin-1 β(IL-1β)in the retinal tissue of mice with form-deprivation myopia(FDM).Methods Forty-eight SPF-grade,3-week-old healthy male C57BL/6J mice were ran-domly divided into four groups:normal control group,FDM group,sham acupuncture group,and Hegu group.Experimen-tal myopia was induced in the right eyes of mice in the latter three groups by wearing translucent diffuser goggles.Mice in the Hegu group received electroacupuncture stimulation at the Hegu(LI4)acupoint,while those in the sham acupuncture group received intervention with a non-penetrating blunt needle at the same location.Body weight,refractive error,and axial length were recorded for all mice before modeling and at 2 and 4 weeks after modeling.At 4 weeks post-modeling,mice were euthanized.Real-time quantitative PCR(RT-qPCR)and Western blot were used to detect the mRNA and protein expression levels of TNF-α and IL-1β,respectively,in the right retinal tissues.Retinal cell apoptosis was assessed by TUNEL staining.Results At 2 weeks post-modeling,compared with the normal control group,the refractive error of the right eyes was significantly decreased and the axial length was significantly increased in the FDM,sham acupuncture,and Hegu groups(all P<0.01).At 4 weeks post-modeling,compared with the normal control group,the refractive error was significantly decreased and the axial length was significantly increased in the FDM and sham acupuncture groups(all P<0.001).Compared with both the FDM and sham acupuncture groups,the Hegu group showed a significant increase in re-fractive error and a significant decrease in axial length(all P<0.001).At 4 weeks post-modeling,RT-qPCR and Western blot results showed that the mRNA and protein expression levels of TNF-α and IL-1 β in the retina were significantly higher in the FDM and sham acupuncture groups compared to the normal control group(all P<0.05).In contrast,the protein ex-pression level of TNF-α and the relative mRNA and protein expression levels of IL-1β in the Hegu group were significantly lower than those in the FDM group(all P<0.05).TUNEL staining results showed that the retinal cell apoptosis rate was significantly higher in the FDM and sham acupuncture groups compared to the normal control group(all P<0.001).Com-pared with the FDM and sham acupuncture groups,the retinal cell apoptosis rate was significantly lower in the Hegu group(all P<0.001).Conclusion Electroacupuncture at the Hegu(LI4)acupoint can significantly inhibit the progression of myopia in mice.The mechanism may be related to the downregulation of TNF-α and IL-1β expression in the retinal tissue,thereby inhibiting retinal cell apoptosis.
8.Effect of electroacupuncture at the Taiyang acupoint on refractive parameters and the expression of β-catenin and integrin β1 in ciliary body in mice with form-deprivation myopia
Lu CHEN ; Yue TENG ; Wenjun JIANG ; Hongsheng BI
International Eye Science 2025;25(11):1735-1739
AIM:To investigate the effects of electroacupuncture at the Taiyang on refractive parameters and the expression of β-catenin and integrin β1 in the ciliary body of mice with form-deprivation myopia(FDM).METHODS:A total of 48 3-week-old healthy C57BL/6J mice were randomly divided into 4 groups: normal control(NC), FDM group, sham acupuncture(sham), and electroacupuncture at Taiyang acupoint(Taiyang), with 12 mice in each group. Mice in the FDM, sham, and Taiyang groups, wore translucent custom-made eye masks on the right eye to induce myopia. The Taiyang group received electroacupuncture stimulation at the Taiyang acupoint, while the sham group underwent non-penetrating stimulation with a blunt wooden stick. No intervention was performed on the NC group. Refraction and axial length were measured by infrared autorefractor and optical coherence tomography(OCT)before modeling and at 4 wk after modeling. The expression levels of β-catenin and integrin β1 in the ciliary body of mice at 4 wk after modeling were detected using quantitative real-time PCR(qPCR)and Western blotting(WB).RESULTS:After modeling for 4 wk, compared with the NC group, the FDM and sham groups showed significantly decreased refractive power(both P<0.05), elongated axial length(both P<0.05), and increased β-catenin and integrin β1 expression. Compared with the FDM and sham groups, the Taiyang group showed significantly increased refractive power(both P<0.05), shortened axial length(both P<0.05), and decreased β-catenin and integrin β1 expression.CONCLUSION:Electroacupuncture stimulation at the Taiyang acupoint effectively delayed the progression of myopia in FDM mice, and this effect may be partially mediated through modulating the expression of β-catenin and integrin β1 in the ciliary body.
9.Advances in the relationship between insulin-like growth factor-1 and eye diseases
Yue TENG ; Hongsheng BI ; Wenjun JIANG
International Eye Science 2025;25(11):1826-1832
Insulin-like growth factor-1(IGF-1)is a multifunctional growth factor which plays an important role in various physiological and pathological processes of the body by regulating biological behaviors such as cell proliferation, differentiation, and migration. Studies have found that abnormal expression of IGF-1 in the retina, sclera and other eye tissues can participate in the occurrence, development and prognosis of various ophthalmic diseases by regulating retinal autophagy flux and angiogenesis, adipogenic differentiation of orbital soft tissues and degradation of scleral extracellular matrix. This paper systematically integrates the expression level changes and mechanism of action of IGF-1 in ophthalmic diseases such as diabetic retinopathy(DR), age-related macular degeneration(ARMD), retinopathy of prematurity(ROP), Graves' ophthalmopathy, myopia, corneal injury and uveal melanoma(UM), and combines the latest clinical and animal experimental evidence to evaluate the bright prospects and potential risks of IGF-1 targeted therapy, in order to provide new ideas and theoretical basis for the prevention and treatment of ophthalmic diseases.
10.Predictive value of a combined model for lymph node metastasis in NSCLC based on primary lesion radiomics from 18F-FDG PET/CT
Ruihe LAI ; Yue TENG ; Jian RONG ; Dandan SHENG ; Yuzhi GENG ; Jianxin CHEN ; Chong JIANG ; Chongyang DING ; Zhengyang ZHOU
Journal of International Oncology 2025;52(3):144-151
Objective:To evaluate the value of a combined model based on primary lesion 18F-fluorodeoxyglucose ( 18F-FDG) PET/CT radiomics for predicting lymph node metastasis in non-small cell lung cancer (NSCLC) . Methods:A retrospective analysis was conducted on the clinical data of 203 NSCLC patients who underwent pre-treatment PET/CT imaging at Nanjing Drum Tower Hospital from June 2013 to July 2023. Patients were randomly assigned to the training set ( n=142) and the validation set ( n=61) at a ratio of 7∶3. A predictive model was developed in the training set, and its predictive performance and clinical application value were assessed in both the training and validation sets. Traditional PET/CT parameters and PET/CT radiomics features of the primary lesion were obtained by 3D-slicer software. Least absolute shrinkage and selection operator (LASSO), random forest, and extreme gradient boosting were performed to extract features. Support vector machine was used to construct a radiomics score (Radscore). Univariate and multivariate logistic regression analysis was used to predict the influencing factors of lymph node metastasis in NSCLC patients and to establish models. Predictive performance of the models was evaluated by receiver operator characteristic (ROC) curves and clinical application value was assessed by calibration curves and decision curve analysis (DCA) . Results:Among 203 NSCLC patients, 116 had lymph node metastasis, with 64 cases in the training set and 52 cases in the validation set. Three complementary classical machine learning methods were used for feature screening, and finally 10 radiomics features were obtained. The optimal threshold for Radscore-PET was 0.43 and the optimal threshold for Radscore-CT was 0.39. Univariate analysis showed that, sex ( OR=0.48, 95% CI: 0.24-0.95, P=0.036), tumor marker levels ( OR=3.81, 95% CI: 1.84-7.91, P<0.001), long diameter of tumor ( OR=2.56, 95% CI: 1.27-5.16, P=0.009), short diameter of tumor ( OR=3.73, 95% CI: 1.75-7.92, P=0.001), vacuolar sign ( OR=0.32, 95% CI: 0.12-0.86, P=0.024), ring-like metabolism ( OR=3.67, 95% CI: 1.33-10.13, P=0.012), maximum standardized uptake value (SUV max) ( OR=6.57, 95% CI: 3.03-14.25, P<0.001), metabolic tumor volume (MTV) ( OR=2.91, 95% CI: 1.43-5.92, P=0.003), total lesion glycolysis (TLG) ( OR=4.23, 95% CI: 2.08-8.59, P<0.001), Radscore-PET ( OR=21.93, 95% CI: 9.04-53.20, P<0.001) and Radscore-CT ( OR=13.72, 95% CI: 6.12-30.76, P<0.001) were all influencing factors for predicting lymph node metastasis in NSCLC patients. Multivariate analysis showed that, tumor marker levels ( OR=2.55, 95% CI: 1.11-5.90, P=0.028), vacuolar sign ( OR=0.26, 95% CI: 0.08-0.83, P=0.023), SUV max ( OR=5.94, 95% CI: 1.99-17.75, P=0.001), Radscore-PET ( OR=25.51, 95% CI: 5.92-110.22, P<0.001), and Radscore-CT ( OR=8.68, 95% CI: 2.73-27.61, P<0.001) were independent influencing factors for predicting lymph node metastasis in patients with NSCLC. Based on the above independent influencing factors, models were constructed: the traditional model (tumor marker levels, vacuolar sign, SUV max), the PET model (SUV max, Radscore-PET), the CT model (vacuolar sign, Radscore-CT), and the combined model (tumor marker levels, vacuolar sign, SUV max, Radscore-PET, Radscore-CT). ROC curve analysis showed that, the area under curve (AUC) of the traditional, PET, CT, and combined models in the training set were 0.75 (95% CI: 0.67-0.82), 0.90 (95% CI: 0.84-0.95), 0.85 (95% CI: 0.78-0.90), and 0.94 (95% CI: 0.88-0.97), respectively. The predictive value of the combined model was higher than that of the traditional model ( Z=5.01, P<0.001), the PET model ( Z=1.99, P=0.047), and the CT model ( Z=3.25, P=0.001). In the validation set, the AUCs for the traditional model, PET model, CT model, and combined model were 0.65 (95% CI: 0.52-0.77), 0.86 (95% CI: 0.74-0.93), 0.85 (95% CI: 0.73-0.93), and 0.90 (95% CI: 0.80-0.96), respectively. The predictive value of the combined model was superior to that of the traditional model ( Z=3.23, P=0.001). The sensitivity and specificity of the combined model in the training set were 84.37% and 91.03%, while in the validation set, the sensitivity and specificity were 82.61% and 94.74%, respectively. Calibration curves showed a good agreement between the predicted and actual probabilities in both the training and validation sets. DCA showed that the combined models had good discriminative ability in both the training and validation sets. Conclusions:Tumor marker levels, vacuolar sign, SUV max, Radscore-PET, and Radscore-CT are all independent influencing factors for predicting lymph node metastasis in patients with NSCLC. The combined model based on these factors demonstrates excellent predictive performance and clinical application value for predicting lymph node metastasis in NSCLC.

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