1.Long-chain acylcarnitine deficiency promotes hepatocarcinogenesis.
Kaifeng WANG ; Zhixian LAN ; Heqi ZHOU ; Rong FAN ; Huiyi CHEN ; Hongyan LIANG ; Qiuhong YOU ; Xieer LIANG ; Ge ZENG ; Rui DENG ; Yu LAN ; Sheng SHEN ; Peng CHEN ; Jinlin HOU ; Pengcheng BU ; Jian SUN
Acta Pharmaceutica Sinica B 2025;15(3):1383-1396
Despite therapy with potent antiviral agents, chronic hepatitis B (CHB) patients remain at high risk of hepatocellular carcinoma (HCC). While metabolites have been rediscovered as active drivers of biological processes including carcinogenesis, the specific metabolites modulating HCC risk in CHB patients are largely unknown. Here, we demonstrate that baseline plasma from CHB patients who later developed HCC during follow-up exhibits growth-promoting properties in a case-control design nested within a large-scale, prospective cohort. Metabolomics analysis reveals a reduction in long-chain acylcarnitines (LCACs) in the baseline plasma of patients with HCC development. LCACs preferentially inhibit the proliferation of HCC cells in vitro at a physiological concentration and prevent the occurrence of HCC in vivo without hepatorenal toxicity. Uptake and metabolism of circulating LCACs increase the intracellular level of acetyl coenzyme A, which upregulates histone H3 Lys14 acetylation at the promoter region of KLF6 gene and thereby activates KLF6/p21 pathway. Indeed, blocking LCAC metabolism attenuates the difference in KLF6/p21 expression induced by baseline plasma of HCC/non-HCC patients. The deficiency of circulating LCACs represents a driver of HCC in CHB patients with viral control. These insights provide a promising direction for developing therapeutic strategies to reduce HCC risk further in the antiviral era.
2.Upregulation of NR2A in Glutamatergic VTA Neurons Contributes to Chronic Visceral Pain in Male Mice.
Meng-Ge LI ; Shu-Ting QU ; Yang YU ; Zhenhua XU ; Fu-Chao ZHANG ; Yong-Chang LI ; Rong GAO ; Guang-Yin XU
Neuroscience Bulletin 2025;41(12):2113-2126
Chronic visceral pain is a persistent and debilitating condition arising from dysfunction or sensitization of the visceral organs and their associated nervous pathways. Increasing evidence suggests that imbalances in central nervous system function play an essential role in the progression of visceral pain, but the exact mechanisms underlying the neural circuitry and molecular targets remain largely unexplored. In the present study, the ventral tegmental area (VTA) was shown to mediate visceral pain in mice. Visceral pain stimulation increased c-Fos expression and Ca2+ activity of glutamatergic VTA neurons, and optogenetic modulation of glutamatergic VTA neurons altered visceral pain. In particular, the upregulation of NMDA receptor 2A (NR2A) subunits within the VTA resulted in visceral pain in mice. Administration of a selective NR2A inhibitor decreased the number of visceral pain-induced c-Fos positive neurons and attenuated visceral pain. Pharmacology combined with chemogenetics further demonstrated that glutamatergic VTA neurons regulated visceral pain behaviors based on NR2A. In summary, our findings demonstrated that the upregulation of NR2A in glutamatergic VTA neurons plays a critical role in visceral pain. These insights provide a foundation for further comprehension of the neural circuits and molecular targets involved in chronic visceral pain and may pave the way for targeted therapies in chronic visceral pain.
Animals
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Male
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Visceral Pain/metabolism*
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Up-Regulation/physiology*
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Ventral Tegmental Area/metabolism*
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Receptors, N-Methyl-D-Aspartate/antagonists & inhibitors*
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Neurons/drug effects*
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Mice, Inbred C57BL
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Mice
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Proto-Oncogene Proteins c-fos/metabolism*
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Chronic Pain/metabolism*
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Glutamic Acid/metabolism*
3.Effects of dietary supplements on patients with osteoarthritis: A systematic review and network meta-analysis.
Chang-Shun CHEN ; Lei WEN ; Fei YANG ; Yong-Cheng DENG ; Jian-Hua JI ; Rong-Jin CHEN ; Zhong CHEN ; Ge CHEN ; Jin-Yi GU
Journal of Integrative Medicine 2025;23(4):357-369
BACKGROUND:
A growing body of research is exploring the role of antioxidant and anti-inflammatory dietary supplements in the treatment of osteoarthritis, highlighting an increasing emphasis on non-pharmacological interventions. Although more patients are turning to supplements to manage osteoarthritis, their actual effectiveness remains uncertain.
OBJECTIVE:
This study aims to provide a comprehensive evaluation of the available evidence concerning the efficacy of various dietary supplements in osteoarthritis treatment.
SEARCH STRATEGY:
We searched PubMed, Embase, Cochrane Library and Web of Science for studies on the use of various dietary supplements in the treatment of osteoarthritis from the creation of each database until Jan 20, 2025.
INCLUSION CRITERIA:
(1) Research object: osteoarthritis. (2) Intervention measures: patients in the treatment group received dietary supplements, while the control group received placebos. (3) Research type: randomized controlled trials (RCTs).
DATA EXTRACTION AND ANALYSIS:
Two researchers independently examined the literature and retrieved data based on predefined criteria. The information gathered included the first author, year of publication, sample size, participant demographics, length of the follow-up period, intervention and control measures, and inclusion indications. RCTs comparing dietary supplements to placebo with the pain and function subscales of the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) among patients with osteoarthritis were included. The optimal dietary supplement was identified based on the total ranking by summing the surface under the cumulative ranking curve (SUCRA) of these two scores. Furthermore, the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) was used to confirm the quality of the evidence.
RESULTS:
Overall, 23 studies covering 21 dietary supplements and involving 2455 participants met the inclusion criteria. In the WOMAC pain score, the SUCRA of passion fruit peel extract was 91% (mean difference [MD]: -9.2; 95% confidence interval [CI]: [-16.0, -2.3]), followed by methylsulfonylmethane (89%), undenatured type II collagen (87%), collagen (84%), and Lanconone (82%). The SUCRA (99%) of passion fruit peel extract (MD: -41.0; 95% CI: [-66.0, -16.0]) ranked first in terms of the WOMAC function score, followed by Lanconone (95%), collagen (86%), ParActin (84%), and Lactobacillus casei strain Shirota (83%). The top three total rankings are passion fruit peel extract (95.0%), Lanconone (88.5%), and collagen (85.0%). However, the GRADE revealed low evidence quality.
CONCLUSION
Passion fruit peel extract was the best supplement for improving WOMAC pain and function scores in patients with osteoarthritis, followed by Lanconone and collagen. However, further large-scale, well designed RCTs are required to substantiate these promising findings. Please cite this article as: Chen CS, Wen L, Yang F, Deng YC, Ji JH, Chen RJ, Chen Z, Chen G, Gu JY. Effects of dietary supplements on patients with osteoarthritis: A systematic review and network meta-analysis. J Integr Med. 2025; 23(4): 357-369.
Humans
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Dietary Supplements
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Osteoarthritis/drug therapy*
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Randomized Controlled Trials as Topic
4.Effects of combined use of active ingredients in Buyang Huanwu Decoction on oxygen-glucose deprivation/reglucose-reoxygenation-induced inflammation and oxidative stress of BV2 cells.
Tian-Qing XIA ; Ying CHEN ; Jian-Lin HUA ; Qin SU ; Cun-Yan DAN ; Meng-Wei RONG ; Shi-Ning GE ; Hong GUO ; Bao-Guo XIAO ; Jie-Zhong YU ; Cun-Gen MA ; Li-Juan SONG
China Journal of Chinese Materia Medica 2025;50(14):3835-3846
This study aims to explore the effects and action mechanisms of the active ingredients in Buyang Huanwu Decoction(BYHWD), namely tetramethylpyrazine(TMP) and hydroxy-safflor yellow A(HSYA), on oxygen-glucose deprivation/reglucose-reoxygenation(OGD/R)-induced inflammation and oxidative stress of microglia(MG). Network pharmacology was used to screen the effective monomer ingredients of BYHWD and determine the safe concentration range for each component. Inflammation and oxidative stress models were established to further screen the best ingredient combination and optimal concentration ratio with the most effective anti-inflammatory and antioxidant effects. OGD/R BV2 cell models were constructed, and BV2 cells in the logarithmic growth phase were divided into a normal group, a model group, an HSYA group, a TMP group, and an HSYA + TMP group. Enzyme-linked immunosorbent assay(ELISA) was used to detect the levels of inflammatory cytokines such as interleukin-1β(IL-1β), tumor necrosis factor-α(TNF-α), and interleukin-6(IL-6). Oxidative stress markers, including superoxide dismutase(SOD), nitric oxide(NO), and malondialdehyde(MDA), were also measured. Western blot was used to analyze the protein expression of both inflammation-related pathway [Toll-like receptor 4(TLR4)/nuclear factor-kappa B(NF-κB)] and oxidative stress-related pathway [nuclear factor erythroid 2-related factor 2(Nrf2)/heme oxygenase-1(HO-1)]. Immunofluorescence was used to assess the expression of proteins such as inducible nitric oxide synthase(iNOS) and arginase-1(Arg-1). The most effective ingredients for anti-inflammatory and antioxidant effects in BYHWD were TMP and HSYA. Compared to the normal group, the model group showed significantly increased levels of IL-1β, TNF-α, IL-6, NO, and MDA, along with significantly higher protein expression of NF-κB, TLR4, Nrf2, and HO-1 and significantly lower SOD levels. The differences between the two groups were statistically significant. Compared to the model group, both the HSYA group and the TMP group showed significantly reduced levels of IL-1β, TNF-α, IL-6, NO, and MDA, lower expression of NF-κB and TLR4 proteins, higher levels of SOD, and significantly increased protein expression of Nrf2 and HO-1. Additionally, the expression of the M1-type MG marker iNOS was significantly reduced, while the expression of the M2-type MG marker Arg-1 was significantly increased. The results of the HSYA group and the TMP group had statistically significant differences from those of the model group. Compared to the HSYA group and the TMP group, the HSYA + TMP group showed further significant reductions in IL-1β, TNF-α, IL-6, NO, and MDA levels, along with significant reductions in NF-κB and TLR4 protein expression, an increase in SOD levels, and elevated Nrf2 and HO-1 protein expression. Additionally, the expression of the M1-type MG marker iNOS was reduced, while the M2-type MG marker Arg-1 expression increased significantly in the HSYA + TMP group compared to the TMP or HSYA group. The differences in the results were statistically significant between the HSYA + TMP group and the TMP or HSYA group. The findings indicated that the combined use of HSYA and TMP, the active ingredients of BYHWD, can effectively inhibit OGD/R-induced inflammation and oxidative stress of MG, showing superior effects compared to the individual use of either component.
Oxidative Stress/drug effects*
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Drugs, Chinese Herbal/pharmacology*
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Animals
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Mice
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Glucose/metabolism*
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Cell Line
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Inflammation/genetics*
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Oxygen/metabolism*
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Pyrazines/pharmacology*
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Microglia/metabolism*
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NF-E2-Related Factor 2/immunology*
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NF-kappa B/immunology*
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Toll-Like Receptor 4/immunology*
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Anti-Inflammatory Agents/pharmacology*
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Humans
5.Seroepidemiological of hepatitis B among outpatients in medical institutions in Jiaxing City
LIU Minqi ; GE Rui ; HOU Zhigang ; MAO Rong ; GAO Hui ; WU Daming ; DAI Linye
Journal of Preventive Medicine 2025;37(12):1272-1276
Objective:
To investigate the seroepidemiological characteristics of hepatitis B among outpatients in medical institutions in Jiaxing City, Zhejiang Province, so as to provide a reference for formulating region-specific hepatitis B prevention and control strategies.
Methods:
From April to June 2024, outpatients were selected as study subjects from sentinel medical institutions in Jiaxing City. Information such as gender and age was collected. Venous blood samples were obtained and serological markers including hepatitis B surface antigen (HBsAg), hepatitis B surface antibody (HBsAb), hepatitis B e antigen (HBeAg), hepatitis B e antibody (HBeAb), and hepatitis B core antibody (HBcAb) were tested. Positive rates of hepatitis B virus (HBV) serological markers were analyzed by genders and ages.
Results:
A total of 1 468 outpatients were included, among whom 721 were males (49.11%) and 747 were females (50.89%). The mean age was (46.41±19.66) years. The positive rates of HBsAg, HBsAb, HBeAg, HBeAb, and HBcAb were 7.29%, 44.75%, 1.84%, 23.50%, and 42.03%, respectively. The HBcAb positive rate in males was significantly higher than in females (46.05% vs. 38.15%, P<0.05), while no statistically significant gender differences were observed in the positive rates of other four HBV serological markers (all P>0.05). Except for HBsAb, the positive rates of the other four HBV serological markers showed statistically significant differences across different age groups (all P<0.05). Pairwise comparisons results showed that the HBsAg positive rates in age groups of 20-<40 years and 40-<60 years were 9.48% and 9.57%, respectively, which were higher than those in age groups of <20 years (1.43%) and ≥60 years (2.75%) (all P<0.05). A total of 17 HBV serological marker patterns were observed, among which the proportion of all markers negative was the highest, at 39.65%. The proportions of "small three positive" (HBsAg+, HBeAb+, HBcAb+) and "large three positive" (HBsAg+, HBeAg+, HBcAb+) patterns were 4.77% and 1.50%, respectively. Among HBsAg-positive individuals, the proportions of the "small three positive" pattern across age groups were 0, 45.45%, 90.00%, and 81.82%, while those of the "large three positive" were 0, 36.36%, 5.00%, and 0, with statistically significant differences across age groups (both P<0.05).
Conclusions
The positive rate of HBsAg among outpatients in medical institutions in Jiaxing City is relatively high, with a notable proportion of individuals showing either no immunity or non-response to vaccination. It is recommended to strengthen hepatitis B immunization efforts among the population aged 20-<60 years, and to enhance monitoring and interventional treatment for "small three positive" and "large three positive" patterns.
6.Reconstruction of Gustilo ⅢC foot and ankle injury in emergency surgery with Flow-through anterolateral thigh myocutaneous flap combined with grafting of contralateral great saphenous vein
Liang YANG ; Rong ZHOU ; Jihui JU ; Zefeng NIU ; Zhongzheng LIU ; Liping GUO ; Zhijing LIU ; Qianheng JIN ; Chengwei GE
Chinese Journal of Microsurgery 2025;48(2):149-155
Objective:To investigate the clinical efficacy of combination of a Flow-through anterolateral thigh myocutaneous flap with a contralateral great saphenous vein grafting in reconstruction of Gustilo ⅢC foot and ankle injury in emergency surgery.Methods:This retrospective study analysed the clinical data of 9 patients who were admitted in the Department of Wound Repair Surgery, Suzhou Ruihua Orthopaedic Hospital between September 2021 and October 2023. All patients were diagnosed with Gustilo ⅢC foot and ankle injury and met the predefined inclusion criteria. The average age of the patients was 45 (26-64) years. The mean of Mangled Extremity Severity Score (MESS) was 8.2 points, with a range from 5 to 10 points. The wound area after debridement ranged from 15.5 cm×6.0 cm to 24.5 cm×12.5 cm, with the vascular occlusion or defect at 4.0-20.0 (mean, 6.3) cm in length. The size of the flap was 16.5 cm×7.0 cm-25.5 cm×13.5 cm. During surgery, segments of the great saphenous vein were excised in the length of 5.0-21.0 cm, at an approximately 6.5 cm in length. The Flow-through anterolateral thigh myocutaneous flap was employed to reconstruct the soft tissue defect and to establish vascular connections between the anterior or posterior tibial arteries and veins, with the vessels carried by the flap. Additionally, the contralateral great saphenous vein was taken to bridge the posterior or anterior tibial arteries and veins. Follow-ups were carried out by outpatient visits, telephone calls and WeChat interviews. The flap viability, limb blood circulation, wound healing at both donor and recipient sites, as well as functional recovery of the affected limbs was observed. Sensation recovery of the flap was assessed according to the rating standard established by the British Medical Research Council (BMRC) , while the function recovery of foot and ankle was evaluated using the American Orthopaedic Foot and Ankle Society (AOFAS) scale.Results:All flaps successfully survived without vascular complication. Eight affected limbs were effectively cured, while a calf that had an infection and necrosis of a long segment of tibia and fibula was amputated below-the-knee in the stage-II surgery. One of the donor sites of flap was covered with a medium-thickness skin graft from lower abdomen due to the large size of the flap, while the other donor sites were directly sutured and healed at first intention. One patient developed postoperative bone infection, which was successfully treated through re-debridement and antibiotic bone cement filling. Another patient experienced partial necrosis at the distal hallux due to a prolonged limb ischemia, and a stump repair surgery was performed. All patients were entered into the postoperative follow-up for 15.3 (6-24) months. At the final follow-up visit, satisfactory colour and texture were observed on all flaps, although minor oedema was present. Donor sites healed well and the donor limb function was not affected. Sensory evaluation rated S 2 in 5 flaps and S 3 in 3 flaps according to BMRC. Functional assessment of foot and ankle of the affected limb yielded excellent in 2 patients, good in 5 patients and fair in 1 patient according to AOFAS. Conclusion:Flow-through anterolateral thigh myocutaneous flap combined with a contralateral great saphenous vein grafting enables one-stage reconstruction for soft tissue defect and blood circulation of the affected limb. It is a good method in the treatment of Gustilo ⅢC foot and ankle injury in emergency surgery.
7.Formulation process optimization and quality control of Qingyan Zhitong Granules
Jing LIU ; Zhi-rong GU ; Rui ZHANG ; Bin GE
Chinese Traditional Patent Medicine 2025;47(10):3200-3212
AIM To optimize the formulation process for Qingyan Zhitong Granules,and to conduct quality control.METHODS With drug-excipient ratio,ethanol concentration,ethanol consumption and drying temperature as influencing factors,comprehensive score for molding rate,dissolution rate,moisture absorption rate and repose angle as an evaluation index,the formulation process was optimized by Box-Behnken response surface method combined with entropy weighting method on the basis of Plackett-Burman design.The physical fingerprints and HPLC fingerprints were established,after which TLC was adopted in the qualitative identification of Lonicerae japonicae Flos,Forsythiae Fructus,Arctii Fructus and Prunellae Spica,HPLC was used for the content determination of chlorogenic acid,glycyrrhizin,luteoloside A,rosmarinic acid,arctiin,forsythoside and baicalin.RESULTS The optimal conditions were determined to be 1∶1 for drug-excipient ratio,95%for ethanol concentration,3.75 mL for ethanol consumption,67.5 ℃ for drying temperature,and 10 min for drying time,the comprehensive score was 97.717 8.The clear TLC spots demonstrated good reproducible without negative interference.The contents of chlorogenic acid,arctiin and baicalin were not less than 6,5 and 3 mg in 1 g preparation.The physical fingerprints for 5 batches of samples displayed the similarities of more than 0.99.There were 23 common peaks in the fingerprints for 15 batches of samples with the similarities of more than 0.98,7 of which were identified.CONCLUSION This stable and feasible method can provide basis for the industrial production and quality evaluation of Qingyan Zhitong Granules.
8.Influencing Factors of Postoperative Live Birth in Patients With Tubal Ectopic Pregnancy Who Had Received in vitro Fertilization/Intracytoplasmic Sperm Injection Embryo Transfer
Yimeng GE ; Shuo YANG ; Rong LI
Chinese Journal of Minimally Invasive Surgery 2025;25(5):257-263
Objective To analyze the influencing factors of postoperative live birth in patients with tubal ectopic pregnancy who had received fresh double cleavage-stage embryo transfer through in vitro fertilization/intracytoplasmic sperm injection(IVF/ICSI).Methods A retrospective cohort study was performed by analyzing clinical data of patients receiving laparoscopic salpingectomy for clinical diagnosed tubal ectopic pregnancy who had undergone double fresh cleavage-stage embryo transfer in our department from January 2016 to June 2018.A follow-up study was performed in terms of pregnancy outcomes in patients who were willing to conceive or attempt pregnancy for 6 years after the operation.The patients were categorized into two groups according to postoperative pregnancy outcomes.A logistic regression analysis was performed to analyze the influencing factors of postoperative live births.Results A total of 188 patients were included,110 of which had live birth within 6 years after surgery,with a live birth rate of 58.5%(110/188).A multivariate logistic regression analysis was conducted on variables with P<0.2 in the univariate analysis(age,duration of infertility,ovarian reserve dysfunction,number of egg retrieval after laparoscopic resection,endometrial thickness,pelvic adhesions,and fimbrial morphology of the fallopian tube)and the baseline antral follicle count in the last transplantation cycle of the live birth cycle(P=0.205),which would affect the outcome of subsequent pregnancy.The analysis showed that pelvic single site and multiple site dense adhesions were independent prognostic factors affecting the live birth again(OR=0.185,95% CI:0.046-0.736,P=0.017;OR=0.124,95% CI:0.024-0.640,P=0.013).Conclusions Intraoperative pelvic adhesion negatively affects the pregnancy outcomes of patients diagnosed with tubal ectopic pregnancy who have received fresh double cleavage-stage embryo transfer,and is an independent prognosis factor for postoperative live birth within 6 years.Improving pelvic adhesion and preventing pelvic inflammatory disease are beneficial for refining fertility outcome after surgery.
9.Research progress on the dual role of tumor-associated neutrophil heterogeneity in tumor microenvironment
Li RONG ; Li YIQING ; Yan YAPING ; Zhao DEHUA ; Bu ZONGYAO ; Ge XIAOJUN
Chinese Journal of Clinical Oncology 2025;52(18):963-967
Tumor-associated neutrophils(TAN)are key components of the tumor microenvironment(TME)that exert dual regulatory roles in tumor progression through highly heterogeneous functional phenotypes.This review systematically addresses the dynamic balance of TAN in pro-tumor and anti-tumor mechanisms:TAN can directly kill tumor cells or collaborate with immune cells to activate anti-tumor re-sponses;however,in contrast,they can accelerate tumor progression by promoting angiogenesis,remodeling the extracellular matrix,and mediating immune evasion.Studies have shown that the functional heterogeneity of TAN is precisely regulated by multiple signaling net-works within the TME,and that the plasticity transformation of different subsets directly influences tumor progression.In-depth analyses of TAN subset characteristics,transformation mechanisms,and their clinical relevance will provide a theoretical basis for the development of inhibitors targeting pro-tumor neutrophils as well as advance the establishment of precise patient selection strategies for TAN subtype-based immunotherapy.
10.Three-class machine learning model based on 18F-FDG PET/CT for predicting EGFR mutation subtypes in lung adenocarcinoma
Xinyu GE ; Jianxiong GAO ; Rong NIU ; Yunmei SHI ; Zhenxing JIANG ; Yan SUN ; Jinbao FENG ; Yuetao WANG ; Xiaonan SHAO
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(9):530-536
Objective:To develop and assess a three-class machine learning model for predicting wild-type, 19 del, and 21 L858R mutations of the epidermal growth factor receptor (EGFR) in lung adenocarcinoma using 18F-FDG PET/CT radiomic features and clinical features. Methods:The retrospective data was collected from 703 patients (346 males, 357 females; age (64.3±9.0) years) with lung adenocarcinoma at the First People′s Hospital of Changzhou from January 2018 to June 2023. Patients were divided into the training set (563 cases) and test set (140 cases) at the ratio of 8∶2. Clinical features were selected using recursive feature elimination (RFE). Radiomic features were extracted from PET and CT images, and the optimal feature sets were selected using minimum redundancy maximum relevance (mRMR) and least absolute shrinkage and selection operator (LASSO) methods. Base models were constructed by using random forest (RF), logistic regression (LR), support vector machine (SVM), K-nearest neighbors (KNN), and multi-layer perceptron (MLP), and the stacking method was applied to establish the CT and PET ensemble models. Delong test was used to compare the AUC differences between the PET/CT combined model and the clinical + PET/CT integrated model.Results:Among 703 patients, 273 were with EGFR wild-type, 202 were with 19 del mutation, and 228 were with 21 L858R mutation. In the single-modal analysis, the AUCs of CT ensemble model in the training and test sets were 0.893 and 0.667, respectively, while the AUCs of PET ensemble model were 0.692 and 0.660. The AUC of PET/CT combined model were 0.897 in training set and 0.672 in test set. The AUC of clinical + PET/CT integrated model showed further improvement, with AUCs of 0.902 and 0.721 in training and test sets, respectively. Notably, the clinical + PET/CT integrated model outperformed PET/CT combined model in predicting wild-type EGFR (test set AUC: 0.784 vs 0.707; Z=3.28, P=0.001). Conclusion:The three-class model (clinical + PET/CT integrated model) based on 18F-FDG PET/CT radiomics and clinical features effectively predicts EGFR mutation subtypes in lung adenocarcinoma.


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