1.Application of laser microporous decellularized scaffolds in tissue regeneration
Jianmei GU ; Kunshan YUAN ; Qiang ZHOU ; Haijun ZHANG
Chinese Journal of Tissue Engineering Research 2026;30(2):499-506
BACKGROUND:In the field of tissue engineering,decellularized scaffolds are widely used owing to their biocompatibility.Nonetheless,these scaffolds frequently encounter the limitation of inadequate cell infiltration due to their densely structured composition.Using laser micro-patterning technology for structural modification can improve cell adhesion and proliferation.OBJECTIVE:To summarize the research progress of laser microporous decellularized scaffolds in tissue regeneration.METHODS:Related literature was searched in PubMed and CNKI databases.The Chinese and English search terms were"decellularized scaffold,laser micro-patterning technology,laser microporous decellularized scaffold,extracellular matrix,laser drilling,tissue regeneration."References were screened according to inclusion and exclusion criteria,and 65 articles were finally included for analysis and discussion.RESULTS AND CONCLUSION:(1)Laser micro-patterning technology can selectively remove tissues to achieve scaffold modification.Laser treatment can have controllable effects on the pore structure,mechanical properties and cell permeability of the scaffold.(2)To obtain the optimal cell integration and remodeling effect,factors such as scaffold pretreatment,laser and decellularization process sequence,laser parameter setting,decellularization process and pore structure should be considered.(3)At present,the application of laser microporous decellularized scaffolds has shown that it can promote tissue repair,and it is also necessary to solve the problem of tissue thermal damage.Depending on the absorption of different wavelengths of laser light by the tissue,a reasonable selection of laser type is a feasible solution.(4)Tissue damage repair by laser microporous decellularized scaffold is expected to achieve clinical transformation,and optimizing laser technology and carrying out larger scale biosafety testing are future research directions.
2.Application of laser microporous decellularized scaffolds in tissue regeneration
Jianmei GU ; Kunshan YUAN ; Qiang ZHOU ; Haijun ZHANG
Chinese Journal of Tissue Engineering Research 2026;30(2):499-506
BACKGROUND:In the field of tissue engineering,decellularized scaffolds are widely used owing to their biocompatibility.Nonetheless,these scaffolds frequently encounter the limitation of inadequate cell infiltration due to their densely structured composition.Using laser micro-patterning technology for structural modification can improve cell adhesion and proliferation.OBJECTIVE:To summarize the research progress of laser microporous decellularized scaffolds in tissue regeneration.METHODS:Related literature was searched in PubMed and CNKI databases.The Chinese and English search terms were"decellularized scaffold,laser micro-patterning technology,laser microporous decellularized scaffold,extracellular matrix,laser drilling,tissue regeneration."References were screened according to inclusion and exclusion criteria,and 65 articles were finally included for analysis and discussion.RESULTS AND CONCLUSION:(1)Laser micro-patterning technology can selectively remove tissues to achieve scaffold modification.Laser treatment can have controllable effects on the pore structure,mechanical properties and cell permeability of the scaffold.(2)To obtain the optimal cell integration and remodeling effect,factors such as scaffold pretreatment,laser and decellularization process sequence,laser parameter setting,decellularization process and pore structure should be considered.(3)At present,the application of laser microporous decellularized scaffolds has shown that it can promote tissue repair,and it is also necessary to solve the problem of tissue thermal damage.Depending on the absorption of different wavelengths of laser light by the tissue,a reasonable selection of laser type is a feasible solution.(4)Tissue damage repair by laser microporous decellularized scaffold is expected to achieve clinical transformation,and optimizing laser technology and carrying out larger scale biosafety testing are future research directions.
3.Meta-analysis of hydrocortisone in the treatment of severe community-acquired pneumonia.
Xue GU ; Penglei YANG ; Lina YU ; Jun YUAN ; Zhou YUAN ; Xiaoli ZHANG ; Lianxin CHEN ; Ying ZHANG ; Jikuan HU ; Yu HUANG ; Qihong CHEN
Chinese Critical Care Medicine 2025;37(6):542-548
OBJECTIVE:
To explore whether hydrocortisone can improve the prognosis of patients with severe community-acquired pneumonia (sCAP) by Meta-analysis.
METHODS:
Randomized controlled trial (RCT) on hydrocortisone in the treatment of sCAP were extracted from the database including PubMed, Cochrane library, Web of Science, and Embase, and the search time was up to April 29, 2023. The patients in the standard treatment group received standard treatment such as antibiotics and supportive care, while those in the hydrocortisone group received hydrocortisone treatment on the basis of standard treatment. Meta-analysis was used to compare the mortality, duration of mechanical ventilation, mechanical ventilation rate and incidence of adverse reactions (hyperglycemia, gastrointestinal bleeding, secondary infection) between the two groups. The risk of literature bias was assessed. The studies that might have publication bias were corrected by the subtraction and complementation method. At the same time, trial sequential analysis (TSA) was conducted.
RESULTS:
A total of 5 RCTs involving 1 031 patients were finally enrolled, including 494 patients in the standard treatment group and 537 patients in the hydrocortisone group. Among the 5 studies, the research site of 2 studies was in the mixed ward. Considering the inclusion characteristics of the study population, there was doubt whether its research object was sCAP patients, which might have a certain impact on the results and introduce potential bias. Meta-analysis showed that the mortality in the hydrocortisone group was significantly lower than that in the standard treatment group [6.0% vs. 14.0%; odds ratio (OR) = 0.38, 95% confidence interval (95%CI) was 0.25-0.59, P < 0.01; I2 = 9%]. The studies that were asymmetric were corrected by the reduction and supplementation method. Even after filling the missing studies, hydrocortisone could still reduce the death risk of the patient (OR = 0.49, 95%CI was 0.32-0.73, P < 0.01; I2 = 31%). TSA showed that the average mortality of the standard treatment group was about 14.0%, and that of the hydrocortisone group was about 6.0%, with a relative risk reduction (RRR) = 57%. The calculated sample size was 699 cases, and the actual sample size was 1 031 cases. The actual sample size exceeded the required sample size, and the Z-curve crossed the O'Brien-Fleming boundary and the curve corresponding to P = 0.05, it meant that hydrocortisone could effectively reduce the mortality of sCAP. Compared with the standard treatment group, no statistical difference in the duration of mechanical ventilation was found in the hydrocortisone group [mean difference (MD) = -3.26, 95%CI was -6.72-0.21, P = 0.07; I2 = 0%], but the 8-day mechanical ventilation rate was significantly lowered (19.5% vs. 55.4%; OR = 0.24, 95%CI was 0.12-0.45, P < 0.01; I2 = 0%), and also no significantly difference was found in the incidence of hyperglycemia (54.3% vs. 44.6%, OR = 1.26, 95%CI was 0.56-2.84, P = 0.58; I2 = 61%), gastrointestinal bleeding (2.5% vs. 3.6%; OR = 0.70, 95%CI was 0.34-1.46, P = 0.34; I2 = 0%) and secondary infection (9.2% vs. 11.5%; OR = 0.46, 95%CI was 0.06-3.35, P = 0.45; I2 = 53%).
CONCLUSION
Hydrocortisone can reduce the mortality rate of sCAP patients, decrease their need for mechanical ventilation, and does not increase the risk of hyperglycemia, gastrointestinal bleeding, or secondary infections.
Humans
;
Hydrocortisone/therapeutic use*
;
Community-Acquired Infections/drug therapy*
;
Pneumonia/drug therapy*
;
Randomized Controlled Trials as Topic
;
Respiration, Artificial
;
Community-Acquired Pneumonia
4.Buqi-Tongluo Decoction inhibits osteoclastogenesis and alleviates bone loss in ovariectomized rats by attenuating NFATc1, MAPK, NF-κB signaling.
Yongxian LI ; Jinbo YUAN ; Wei DENG ; Haishan LI ; Yuewei LIN ; Jiamin YANG ; Kai CHEN ; Heng QIU ; Ziyi WANG ; Vincent KUEK ; Dongping WANG ; Zhen ZHANG ; Bin MAI ; Yang SHAO ; Pan KANG ; Qiuli QIN ; Jinglan LI ; Huizhi GUO ; Yanhuai MA ; Danqing GUO ; Guoye MO ; Yijing FANG ; Renxiang TAN ; Chenguang ZHAN ; Teng LIU ; Guoning GU ; Kai YUAN ; Yongchao TANG ; De LIANG ; Liangliang XU ; Jiake XU ; Shuncong ZHANG
Chinese Journal of Natural Medicines (English Ed.) 2025;23(1):90-101
Osteoporosis is a prevalent skeletal condition characterized by reduced bone mass and strength, leading to increased fragility. Buqi-Tongluo (BQTL) decoction, a traditional Chinese medicine (TCM) prescription, has yet to be fully evaluated for its potential in treating bone diseases such as osteoporosis. To investigate the mechanism by which BQTL decoction inhibits osteoclast differentiation in vitro and validate these findings through in vivo experiments. We employed MTS assays to assess the potential proliferative or toxic effects of BQTL on bone marrow macrophages (BMMs) at various concentrations. TRAcP experiments were conducted to examine BQTL's impact on osteoclast differentiation. RT-PCR and Western blot analyses were utilized to evaluate the relative expression levels of osteoclast-specific genes and proteins under BQTL stimulation. Finally, in vivo experiments were performed using an osteoporosis model to further validate the in vitro findings. This study revealed that BQTL suppressed receptor activator of NF-κB ligand (RANKL)-induced osteoclastogenesis and osteoclast resorption activity in vitro in a dose-dependent manner without observable cytotoxicity. The inhibitory effects of BQTL on osteoclast formation and function were attributed to the downregulation of NFATc1 and c-fos activity, primarily through attenuation of the MAPK, NF-κB, and Calcineurin signaling pathways. BQTL's inhibitory capacity was further examined in vivo using an ovariectomized (OVX) rat model, demonstrating a strong protective effect against bone loss. BQTL may serve as an effective therapeutic TCM for the treatment of postmenopausal osteoporosis and the alleviation of bone loss induced by estrogen deficiency and related conditions.
Animals
;
NFATC Transcription Factors/genetics*
;
Drugs, Chinese Herbal/pharmacology*
;
Ovariectomy
;
Osteoclasts/metabolism*
;
Female
;
Osteogenesis/drug effects*
;
Rats, Sprague-Dawley
;
Rats
;
NF-kappa B/genetics*
;
Osteoporosis/genetics*
;
Signal Transduction/drug effects*
;
Bone Resorption/genetics*
;
Cell Differentiation/drug effects*
;
Humans
;
RANK Ligand/metabolism*
;
Mitogen-Activated Protein Kinases/genetics*
;
Transcription Factors
5.Association between Fish Consumption and Stroke Incidence Across Different Predicted Risk Populations: A Prospective Cohort Study from China.
Hong Yue HU ; Fang Chao LIU ; Ke Yong HUANG ; Chong SHEN ; Jian LIAO ; Jian Xin LI ; Chen Xi YUAN ; Ying LI ; Xue Li YANG ; Ji Chun CHEN ; Jie CAO ; Shu Feng CHEN ; Dong Sheng HU ; Jian Feng HUANG ; Xiang Feng LU ; Dong Feng GU
Biomedical and Environmental Sciences 2025;38(1):15-26
OBJECTIVE:
The relationship between fish consumption and stroke is inconsistent, and it is uncertain whether this association varies across predicted stroke risks.
METHODS:
A cohort study comprising 95,800 participants from the Prediction for Atherosclerotic Cardiovascular Disease Risk in China project was conducted. A standardized questionnaire was used to collect data on fish consumption. Participants were stratified into low- and moderate-to-high-risk categories based on their 10-year stroke risk prediction scores. Hazard ratios ( HRs) and 95% confidence intervals ( CIs) were estimated using Cox proportional hazard models and additive interaction by relative excess risk due to interaction (RERI), attributable proportion (AP), and synergy index (SI).
RESULTS:
During 703,869 person-years of follow-up, 2,773 incident stroke events were identified. Higher fish consumption was associated with a lower risk of stroke, particularly among moderate-to-high-risk individuals ( HR = 0.53, 95% CI: 0.47-0.60) than among low-risk individuals ( HR = 0.64, 95% CI: 0.49-0.85). A significant additive interaction between fish consumption and predicted stroke risk was observed (RERI = 4.08, 95% CI: 2.80-5.36; SI = 1.64, 95% CI: 1.42-1.89; AP = 0.36, 95% CI: 0.28-0.43).
CONCLUSION
Higher fish consumption was associated with a lower risk of stroke, and this beneficial association was more pronounced in individuals with moderate-to-high stroke risk.
Humans
;
China/epidemiology*
;
Male
;
Female
;
Stroke/etiology*
;
Middle Aged
;
Prospective Studies
;
Incidence
;
Aged
;
Animals
;
Fishes
;
Risk Factors
;
Diet
;
Seafood
;
Adult
;
Cohort Studies
6.Clinical decision-making for immediate restoration of terminal dentition: determination and transfer of jaw relations.
Yiping GU ; Shengtao YANG ; Quan YUAN
West China Journal of Stomatology 2025;43(6):763-770
Immediate implant-supported fixed restoration in edentulous jaws demonstrates a success rate comparable to that of conventional implant restoration. However, this approach still presents a certain degree of technique sensitivity. In the field of immediate implant-supported fixed restoration in dentistry, a repeatable and stable jaw relation is the prerequisite for the design and fabrication of prostheses. It also reduces chairside denture placement and occlusal adjustment time and lowers the risk of occlusion-related complications. For patients with terminal dentition, the precise transfer of jaw relation following full-arch implantation serves as the fundamental basis for implant-supported occlusal reconstruction and functional restoration. This process is also a key research focus and challenge in the area of implant-supported occlusal rehabilitation. This review summarizes the procedures and methods for determining and transferring jaw relation in immediate implant-supported fixed restoration. It aims to serve as a basis for clinical decision making in implant-supported fixed restorations for terminal dentition patients.
Humans
;
Dental Prosthesis, Implant-Supported
;
Clinical Decision-Making
;
Immediate Dental Implant Loading
;
Jaw, Edentulous/surgery*
7.Rubioncolin C targets cathepsin D to induce autophagosome accumulation and suppress gastric cancer.
Liang ZHANG ; Jun-Jie CHEN ; Man-Xiang GU ; Yi-Fan ZHONG ; Yuan SI ; Ying LIU
China Journal of Chinese Materia Medica 2025;50(5):1267-1275
This study aimed to explore the molecular mechanism of rubioncolin C(RuC) in inhibiting gastric cancer(GC). AGS and MGC803 cell lines were selected as cellular models. After treating the cells with RuC at different concentrations, the effects of RuC on the proliferation ability of GC cells were assessed using the CCK-8 method, real-time cellular analysis(RTCA), and colony formation assays. Transmission electron microscopy was used to observe subcellular structural changes. Immunofluorescence was applied to detect LC3 fluorescent foci. Acridine orange staining was used to evaluate the state of intracellular lysosomes. Western blot was employed to detect the expression of autophagy-related proteins LC3Ⅱ, P62, and lysosomal cathepsin D(CTSD). The SuperPred online tool was used to predict the target proteins that bound to RuC, and molecular docking analysis was conducted to identify the interaction sites between RuC and CTSD. The drug affinity responsive target stability(DARTS) assay was performed to detect the direct binding interaction between RuC and CTSD. The results showed that RuC significantly inhibited the proliferation and colony formation of GC cells at low concentrations, with 24-hour half-maximal inhibitory concentrations(IC_(50)) of 3.422 and 2.697 μmol·L~(-1) for AGS and MGC803 cells, respectively. After 24 hours of treatment with RuC at concentrations of 1, 2, and 3 μmol·L~(-1), the colony formation rates for AGS cells were 61.0%±1.5%, 28.0%±0.5%, and 18.2%±0.5%, respectively, while the rates for MGC803 cells were 56.0%±0.5%, 23.3%±1.0%, and 11.8%±1.0%, all of which were significantly reduced. Transmission electron microscopy revealed that RuC promoted an increase in autophagosome formation in GC cells. Immunofluorescence detection showed that LC3 fluorescent foci of GC cells increased with the increase in RuC dose. RuC up-regulated the expression of autophagy-related proteins LC3Ⅱ and P62 in GC cells. Acridine orange staining indicated that RuC altered the acidic environment of lysosomes. SuperPred online prediction identified CTSD as a potential target protein of RuC. Western blot analysis revealed that RuC induced the up-regulation of the inactive precursor of CTSD in GC cells. CTSD activity assays indicated that RuC reduced the activity of CTSD. Molecular docking simulations found that RuC bound to the substrate-binding region of CTSD, forming hydrogen bonds with the Tyr205 and Asp231 residues. Microscale thermophoresis and DARTS assays further confirmed that RuC directly bound to CTSD. In summary, RuC inhibits lysosomal activity by targeting and down-regulating the expression of CTSD, thereby inducing autophagosome accumulation in GC cells.
Humans
;
Stomach Neoplasms/enzymology*
;
Cathepsin D/chemistry*
;
Cell Line, Tumor
;
Molecular Docking Simulation
;
Cell Proliferation/drug effects*
;
Autophagosomes/metabolism*
;
Autophagy/drug effects*
8.Association relation of C0-C2 Cobb angle and cervical disc herniation.
Zhuo-Heng MAI ; Yuan-Li GU ; Hai-Ling WANG ; Li-Ying ZHANG ; Sheng-Qiang ZHANG
China Journal of Orthopaedics and Traumatology 2025;38(5):494-499
OBJECTIVE:
Objective To investigate the relationship between cervical disc herniation and C0-C2 Cobb angle.
METHODS:
The clinical data of 301 patients with cervical disc herniation from 2020 to 2024 were retrospectively analyzed. The median value of C0-C2 Cobb angle measurements from 301 patients was used as the boundary, cervical disc herniation patients were divided into two groups, C0-C2 Cobb angle <28.50 group and 151 patients with C0-C2 Cobb angle≥28.50 group. Among them, 150 patients in C0-C2 Cobb angle <28.50 group included 53 males and 97 females, aged 23 to 76 (57.32±12.55) years, with a disease duration of 7 to 19 (13.81±5.32) months;the othor 151 patients with C0-C2 Cobb angle≥28.50 group including 61 males and 90 females, aged 25 to 74 (56.86±12.51) years, with a disease duration of 8 to 18 (14.13±5.56) months. The cervical lordosis angle (C0-C2 Cobb angle and C2-C7 Cobb angle), T1 inclination slope (T1S) and cervical sagittal axial distance (C2-C7 SVA) were measured on the lateral cervical radiographs. The correlation between C0-C2 Cobb angle and cervical disc herniation range, protrusion position, average protrusion size and other parameters was analyzed.
RESULTS:
When the C0-C2 Cobb angle<28.50°, the average protrusion size was (2.21±0.56) mm, the C2-C7 Cobb angle was (19.92±12.06)° and the C2-C7 SVA was (1.10±1.20) mm. When the C0-C2 Cobb angle≥28.50°, the average protrusion size was (2.38±0.60) mm, the C2-C7 Cobb angle was (12.01±13.09 )°, the C2-C7 SVA was (1.53±1.36) mm, and the difference was statistically significant (P<0.05). Between the two groups of patients with C0-C2 Cobb angle < 28.50° and C0-C2 Cobb angle≥28.50°, there were significant differences in the size of C3,4, C4,5, C5,6, C6,7, C7, T1 disc herniation in single segment (P<0.05 ). C0-C2 Cobb angle was correlated with age(r=-0.135, P<0.05 ), C2-C7 Cobb angle (r=-0.382, P<0.01 ), C2-C7 SVA (r=0.293, P<0.01), average protrusion size (r=0.139, P<0.05), and the size of C3,4 (r=0.215, P<0.01 ), C4,5 (r=0.176, P<0.01 ), C5,6 (r=0.144, P<0.05 ), C6,7 (r=0.158, P<0.05 ), C7T1 (r=0.535, P<0.05) disc herniation.
CONCLUSION
There is a positive correlation between C0-C2 Cobb angle and the size of cervical disc herniation. C0-C2 Cobb angle can reflect the degree of cervical disc herniation. Previous studies have shown that the biomechanical changes between C0-C2 Cobb angle, C2-C7 Cobb angle, C2-C7 SVA and cervical extensor muscle group may be risk factors for accelerating cervical disc herniation and this may be one of the mechanisms that C0-C2 Cobb angle is positively correlated with the size of cervical disc herniation.
Humans
;
Male
;
Female
;
Middle Aged
;
Intervertebral Disc Displacement/physiopathology*
;
Adult
;
Cervical Vertebrae/diagnostic imaging*
;
Aged
;
Retrospective Studies
;
Young Adult
9.Analysis of Hormone Levels in Patients with Hematological Diseases Before and After Hematopoietic Stem Cell Tansplantation.
Fen LI ; Yu-Jin LI ; Jie ZHAO ; Zhi-Xiang LU ; Xiao-Li GAO ; Hai-Tao HE ; Xue-Zhong GU ; Feng-Yu CHEN ; Hui-Yuan LI ; Qi SA ; Lin ZHANG ; Peng HU
Journal of Experimental Hematology 2025;33(5):1443-1452
OBJECTIVE:
By analyzing the hormone secretion of the adenohypophysis, thyroid glands, gonads, and adrenal cortex in patients with hematological diseases before and after hematopoietic stem cell transplantation (HSCT), this study aims to preliminarily explore the effect of HSCT on patients' hormone secretion and glandular damage.
METHODS:
The baseline data of 209 hematological disease patients who underwent HSCT in our hospital from January 2019 to December 2023, as well as the data on the levels of hormones secreted by the adenohypophysis, thyroid glands, gonads and adrenal cortex before and after HSCT were collected, and the changes in hormone levels before and after transplantation were analyzed.
RESULTS:
After allogeneic HSCT, the levels of thyroid-stimulating hormone (TSH), triiodothyronine (T3), free triiodothyronine (FT3) and estradiol (E2) decreased, while the levels of luteinizing hormone (LH) and follicle- stimulating hormone (FSH) increased. The T3 level of patients with decreased TSH after transplantation was lower than that of those with increased TSH after transplantation. In female patients, the levels of prolactin (PRL), progesterone (Prog), and testosterone (Testo) decreased after HSCT. Testo and PRL decreased when there was a donor-recipient sex mismatch, and the levels of adrenocorticotropic hormone (ACTH) and cortisol (COR) decreased when the HLA matching was haploidentical. The levels of T3, FT3, and PRL decreased after autologous HSCT. In allogeneic HSCT patients, the levels of TSH, T4, T3, FT3, and ACTH in the group with graft-versus-host disease (GVHD) were significantly lower than those in the group without GVHD. Logistic regression analysis showed the changes in hormone levels after transplantation were not correlated with factors such as the patient's sex, age, or whether the blood types of the donor and the recipient are the same.
CONCLUSION
HSCT can affect the endocrine function of patients with hematological diseases, mainly affecting target glandular organs such as the thyroid, gonads, and adrenal glands, while the secretory function of the adenohypophysis is less affected.
Humans
;
Hematopoietic Stem Cell Transplantation
;
Female
;
Male
;
Hematologic Diseases/blood*
;
Follicle Stimulating Hormone/blood*
;
Triiodothyronine/blood*
;
Luteinizing Hormone/blood*
;
Thyroid Gland/metabolism*
;
Estradiol/blood*
;
Thyrotropin/blood*
;
Gonads/metabolism*
;
Adult
;
Middle Aged
;
Adrenocorticotropic Hormone/blood*
;
Hormones/metabolism*
;
Adrenal Cortex/metabolism*
;
Prolactin
10.Prediction of lymph node metastasis in invasive lung adenocarcinoma based on radiomics of the primary lesion, peritumoral region, and tumor habitat: A single-center retrospective study
Hongchang WANG ; Yan GU ; Wenhao ZHANG ; Guang MU ; Wentao XUE ; Mengen WANG ; Chenghao FU ; Liang CHEN ; Mei YUAN ; Jun WANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(08):1079-1085
Objective To predict the lymph node metastasis status of patients with invasive pulmonary adenocarcinoma by constructing machine learning models based on primary tumor radiomics, peritumoral radiomics, and habitat radiomics, and to evaluate the predictive performance and generalization ability of different imaging features. Methods A retrospective analysis was performed on the clinical data of 1 263 patients with invasive pulmonary adenocarcinoma who underwent surgery at the Department of Thoracic Surgery, Jiangsu Province Hospital, from 2016 to 2019. Habitat regions were delineated by applying K-means clustering (average cluster number of 2) to the grayscale values of CT images. The peritumoral region was defined as a uniformly expanded area of 3 mm around the primary tumor. The primary tumor region was automatically segmented using V-net combined with manual correction and annotation. Subsequently, radiomics features were extracted based on these regions, and stacked machine learning models were constructed. Model performance was evaluated on the training, testing, and internal validation sets using the area under the receiver operating characteristic curve (AUC), F1 score, recall, and precision. Results After excluding patients who did not meet the screening criteria, a total of 651 patients were included. The training set consisted of 468 patients (181 males, 287 females) with an average age of (58.39±11.23) years, ranging from 29 to 78 years, the testing set included 140 patients (56 males, 84 females) with an average age of (58.81±10.70) years, ranging from 34 to 82 years, and the internal validation set comprised 43 patients (14 males, 29 females) with an average age of (60.16±10.68) years, ranging from 29 to 78 years. Although the habitat radiomics model did not show the optimal performance in the training set, it exhibited superior performance in the internal validation set, with an AUC of 0.952 [95%CI (0.87, 1.00)], an F1 score of 84.62%, and a precision-recall AUC of 0.892, outperforming the models based on the primary tumor and peritumoral regions. Conclusion The model constructed based on habitat radiomics demonstrated superior performance in the internal validation set, suggesting its potential for better generalization ability and clinical application in predicting lymph node metastasis status in pulmonary adenocarcinoma.

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