1.Endoscopic lumbar canal decompression for upper lumbar spinal stenosis:a comparison of biomechanical stability of three surgical models
Jingbo MA ; Guangnan YANG ; Jiang LIU ; Qiang JIANG ; Hanshuo ZHANG ; Jiaheng HAN ; Yu DING
Chinese Journal of Tissue Engineering Research 2026;30(3):577-585
BACKGROUND:Upper lumbar spinal stenosis is a multifactorial degenerative disorder of the spine.For narrowing of the spinal canal in the upper lumbar region(L1-L4),surgical decision-making is particularly complex.Existing minimally invasive surgeries each have their own advantages and limitations.Currently,there are few reports on biomechanical comparison and finite element analysis of different surgical methods for the treatment of high lumbar spinal stenosis.OBJECTIVE:To analyze the biomechanical impact of endoscopic unilateral laminotomy for bilateral decompression,transforaminal endoscopic lumbar decompression,and cross-overtop decompression in the treatment of upper lumbar spinal stenosis using endoscopy,and to verify the reliability and effectiveness of these three surgical techniques in treating upper lumbar spinal stenosis,providing a biomechanical basis for clinical decision-making.METHODS:The CT images of the lumbar spine of a healthy volunteer were selected,and the finite element model M0 of the normal lumbar L1-L5 segments was established using Mimics,Geomagic,Solid works,and Ansys software.The L2-L3 segment,representing upper lumbar characteristics,was chosen.Based on this model,the surgical models for endoscopic unilateral laminotomy for bilateral decompression(M1),transforaminal endoscopic lumbar decompression(M2),and cross-overtop decompression(M3)were established.Using software,the changes in the range of motion of the entire lumbar segment and the maximum Von Mises stress of the intervertebral discs were simulated and evaluated for each group of models under six loading conditions:flexion,extension,left lateral bending,right lateral bending,left rotation,and right rotation.RESULTS AND CONCLUSION:(1)Compared with model MO,the range of motion in M1,M2,and M3 increased under all six conditions,with M1 showing a greater increase.(2)M1 and M2 demonstrated significant increases in range of motion under forward bending,extension,and right rotation,while the increase under other conditions remained below 7%.(3)Compared with model M3,model M1 exhibited slightly increased overall joint range of motion during extension and left bending,while no significant changes were observed in other aspects,and the L1-L5 lumbar segments did not reach an unstable state.(4)In model M1,the maximum Von Mises stress of the intervertebral discs increased most significantly under flexion and extension loading conditions.However,under left lateral bending,right lateral bending,left rotation,and right rotation loading conditions,the increase did not exceed 5%.(5)These findings suggest that due to the sagittal anatomical characteristics of the facet joints,the unilateral laminotomy for bilateral decompression technique,while decompressing,involves resection of more facet joints,which impacts overall segmental stability.The transforaminal endoscopic lumbar decompression technique is suitable for patients with foraminal stenosis but cannot achieve complete decompression for those with severe ventral central stenosis.The Cross-Overtop technique effectively enlarges the volume of the central canal and lateral recess,optimizing decompression,and shows unique advantages in treating upper lumbar spinal stenosis.
2.Endoscopic lumbar canal decompression for upper lumbar spinal stenosis:a comparison of biomechanical stability of three surgical models
Jingbo MA ; Guangnan YANG ; Jiang LIU ; Qiang JIANG ; Hanshuo ZHANG ; Jiaheng HAN ; Yu DING
Chinese Journal of Tissue Engineering Research 2026;30(3):577-585
BACKGROUND:Upper lumbar spinal stenosis is a multifactorial degenerative disorder of the spine.For narrowing of the spinal canal in the upper lumbar region(L1-L4),surgical decision-making is particularly complex.Existing minimally invasive surgeries each have their own advantages and limitations.Currently,there are few reports on biomechanical comparison and finite element analysis of different surgical methods for the treatment of high lumbar spinal stenosis.OBJECTIVE:To analyze the biomechanical impact of endoscopic unilateral laminotomy for bilateral decompression,transforaminal endoscopic lumbar decompression,and cross-overtop decompression in the treatment of upper lumbar spinal stenosis using endoscopy,and to verify the reliability and effectiveness of these three surgical techniques in treating upper lumbar spinal stenosis,providing a biomechanical basis for clinical decision-making.METHODS:The CT images of the lumbar spine of a healthy volunteer were selected,and the finite element model M0 of the normal lumbar L1-L5 segments was established using Mimics,Geomagic,Solid works,and Ansys software.The L2-L3 segment,representing upper lumbar characteristics,was chosen.Based on this model,the surgical models for endoscopic unilateral laminotomy for bilateral decompression(M1),transforaminal endoscopic lumbar decompression(M2),and cross-overtop decompression(M3)were established.Using software,the changes in the range of motion of the entire lumbar segment and the maximum Von Mises stress of the intervertebral discs were simulated and evaluated for each group of models under six loading conditions:flexion,extension,left lateral bending,right lateral bending,left rotation,and right rotation.RESULTS AND CONCLUSION:(1)Compared with model MO,the range of motion in M1,M2,and M3 increased under all six conditions,with M1 showing a greater increase.(2)M1 and M2 demonstrated significant increases in range of motion under forward bending,extension,and right rotation,while the increase under other conditions remained below 7%.(3)Compared with model M3,model M1 exhibited slightly increased overall joint range of motion during extension and left bending,while no significant changes were observed in other aspects,and the L1-L5 lumbar segments did not reach an unstable state.(4)In model M1,the maximum Von Mises stress of the intervertebral discs increased most significantly under flexion and extension loading conditions.However,under left lateral bending,right lateral bending,left rotation,and right rotation loading conditions,the increase did not exceed 5%.(5)These findings suggest that due to the sagittal anatomical characteristics of the facet joints,the unilateral laminotomy for bilateral decompression technique,while decompressing,involves resection of more facet joints,which impacts overall segmental stability.The transforaminal endoscopic lumbar decompression technique is suitable for patients with foraminal stenosis but cannot achieve complete decompression for those with severe ventral central stenosis.The Cross-Overtop technique effectively enlarges the volume of the central canal and lateral recess,optimizing decompression,and shows unique advantages in treating upper lumbar spinal stenosis.
3.Cost–utility analysis of lecanemab and donanemab for early Alzheimer’s disease in China
Wei SHAO ; Fei YU ; Ying LIU ; Lixin SHU ; Dan HAN
Journal of Pharmaceutical Practice and Service 2026;44(7):376-382
Objective To evaluate the cost–utility of lecanemab and donanemab in the treatment of early Alzheimer’s disease (AD) in China. Methods A Markov model was developed from a societal perspective to compare standard of care (SOC), lecanemab plus SOC, and donanemab plus SOC in terms of costs, quality-adjusted life years (QALY), and incremental cost–utility ratios (ICUR). Deterministic and probabilistic sensitivity analyses were conducted to assess parameter uncertainty. Results Both intervention strategies increased QALY compared with SOC but were associated with substantially higher costs, and neither was cost-effective under the current willingness-to-pay threshold. Conclusion Lecanemab and donanemab may be more appropriately considered within a multi-tiered healthcare reimbursement framework in China rather than relying solely on basic medical insurance.
4.Comprehensive clinical evaluation of phosphate-lowering drugs in the treatment of chronic kidney disease with hyperphosphatemia
Lu LIU ; Cangsang SONG ; Xingde LI ; Chunni HAN ; Run SUN ; Chunjie YU ; Yalin LI
China Pharmacy 2026;37(14):1918-1924
OBJECTIVE To conduct a comprehensive clinical evaluation of phosphate-lowering drugs in the treatment of chronic kidney disease (CKD) with hyperphosphatemia, and to provide evidence-based support for clinical drug decision-making. METHODS Relevant studies meeting the inclusion and exclusion criteria were retrieved, a comprehensive evaluation of efficacy, safety and economics was conducted based on existing study results. Innovation was analyzed from three aspects including filling the clinical gap, and suitability was assessed from two aspects including technical suitability. Accessibility was evaluated based on the survey data from 37 medical institutions in Kunming, combined with information from the National Reimbursement Drug List and national centralized drug procurement. RESULTS A total of 10 meta-analyses and 2 pharmacoeconomic studies were included. In terms of efficacy, all three categories of phosphate-lowering drugs (calcium-based phosphate binders, non-calcium-based phosphate binders, sodium-hydrogen exchanger 3 inhibitors) effectively reduced serum phosphorus levels. Calcium-based phosphate binders elevated serum calcium levels more significantly; sevelamer was superior to calcium-based phosphate binders in reducing intact parathyroid hormone levels; iron-based phosphate binders improved iron metabolism and anemia-related indicators. In terms of safety, iron-based phosphate binders had the highest incidence of gastrointestinal adverse reactions, followed by lanthanum carbonate. In terms of economics, sevelamer demonstrated economic advantages over calcium-based phosphate binders and lanthanum carbonate. In terms of innovation, non-ca lcium-based phosphate binders addressed the clinical limitation of hypercalcemia associated with calcium-based phosphate binders; iron-based phosphate binders met the treatment needs of patients with comorbid iron deficiency anemia; tenapanor exhibited an innovative phosphorus-lowering mechanism. In terms of suitability, all three categories showed good suitability in various aspects. In terms of accessibility, sevelamer had the highest availability rate, while tenapanor was not yet available in medical institutions. All three categories have been included in the National Reimbursement Drug List ; the prices of lanthanum carbonate and sevelamer decreased substantially following centralized procurement with improved affordability. CONCLUSIONS For CKD patients with hyperphosphatemia, non-calcium-based phosphate binders are preferred, among which sevelamer is recommended as the first-line choice. Lanthanum carbonate may be considered for patients with gastrointestinal intolerance; iron-based phosphate binders are preferred for patients with comorbid iron deficiency anemia; tenapanor may be considered for patients with poor response to or intolerance of conventional regimens; calcium-based phosphate binders are not recommended as long-term first-line therapy.
5.Mechanism of Shenling baizhu san in ameliorating ulcerative colitis via regulating flora metabolism-related proteins and TLR4/NF-κB/NLRP3 inflammatory axis
Jiajia XU ; Yu YOU ; Jiaoman WANG ; Yuhui LIU ; Shiyao CHANG ; Zhixian HE ; Ping LI ; Ziyan WANG ; Wei XIONG ; Fei HAN
China Pharmacy 2026;37(15):1992-1997
OBJECTIVE To investigate the mechanism of Shenling baizhu san (SLBZS) in ameliorating ulcerative colitis (UC). METHODS Mice were randomly divided into normal group, model group, and low-, medium-, high-dose SLBZS groups (3, 6, 12 g/kg), with 10 mice in each group. Except for the normal group, mice in other groups were given free access to 3% dextran sulfate sodium solution for 7 days to establish UC models. Simultaneously, mice in each group were intragastrically administered corresponding medicinal liquid or double-distilled water once a day for consecutive 7 days. After the last administration, the histopathological morphology of colon tissues was observed; the serum levels of inflammatory factors including tumor necrosis factor-α (TNF-α), interleukin-1β (IL-1β) and IL-18 were detected; the total bile acid contents in liver, gallbladder and colon tissues were determined; the expression level of NOD-like receptor family pyrin domain-containing protein 3 (NLRP3) in colon tissues was tested. The expression levels of flora metabolism-related proteins [G protein-coupled receptor 41(GPR41),GPR43,farnesoid X receptor (FXR), G protein-coupled bile acid receptor 1 (TGR5), flavin-containing monooxygenase 3 (FMO3), cytochrome P450 family 27 subfamily A member 1 (CYP27A1), CYP7A1] in liver or colon tissues, as well as the proteins related to Toll-like receptor 4 (TLR4)/nuclear factor-κB (NF-κB)/NLRP3 inflammatory axis [TLR4, NF-κB, phosphorylated NF-κB (p-NF-κB), myeloid differentiation factor 88 (MyD88), NLRP3, apoptosis-associated speck-like protein containing a CARD (ASC), caspase-1] in colon tissues were measured. RESULTS Compared with the model group, the colon tissue injury and inflammatory cell infiltration were alleviated in medium- and high-dose SLBZS groups. The serum levels of TNF-α, IL-1β and IL-18, total bile acid contents in liver and colon tissues, as well as the protein expression levels of FMO3 and CYP7A1 in liver tissues, TLR4, p-NF-κB, NF-κB, MyD88, NLRP3, ASC and caspase-1 in colon tissues were significantly decreased (P<0.05). Meanwhile, the total bile acid content in gallbladder, the protein expression levels of GPR41 and GPR43 in colon tissues, along with CYP27A1, FXR and TGR5 in liver tissues were significantly increased (P<0.05). CONCLUSIONS SLBZS may relieve colonic inflammatory injury and ameliorate UC by regulating the expression of flora metabolism-related proteins and inhibiting the abnormal activation of TLR4/NF-κB/NLRP3 inflammatory axis.
6.Clinical study on the application of Laennec membrane space in repeated liver transplantation
Yang YU ; Dazhi TIAN ; Han LIN ; Jiaming LIU ; Ye JIN ; Zhaoyang LU
Organ Transplantation 2026;17(5):765-771
Objective To explore the application value of Laennec's membrane space in dealing with complex anatomical variations and dense adhesions during repeated liver transplantation (Re-LT). Methods The clinical data of 8 cases of Re-LT recipients treated in the Department of Hepatobiliary Surgery of the First Hospital Affiliated to Harbin Medical University were retrospectively analyzed. During the operation, based on the Laennec's membrane anatomical concept, the remaining Laennec space and the free technique within the hepatic portal plate were flexibly applied for dissection. Specifically, the first hepatic portal main ducts (biliary and portal veins) were dissected by lowering the hepatic portal plate inside the Laennec's membrane space, and the second hepatic portal was exposed to perform the modified piggyback liver transplantation to avoid the injury to the right adrenal gland and right kidney caused by the free inferior vena cava below the liver. Moreover, the dense adhesions between the liver and hollow organs were separated by a combination of blunt and sharp dissection within the subcapsular space of the liver capsule (Glisson capsule). Results All 8 cases of recipients successfully completed the surgery. Among them, 7 cases underwent end-to-end biliary anastomosis with a T-tube left in place, and 1 underwent choledochoenteric anastomosis, 2 cases underwent modified piggyback reconstruction, 2 cases used the subcapsular dissection technique to handle organ adhesions. One recipient died of generalized drug-resistant Klebsiella pneumoniae infection combined with septic shock after the operation, while the remaining 7 cases were discharged after the main complications (such as delayed graft function recovery, pulmonary infection, bile leakage, etc.) were cured or significantly improved. Two cases of recipients who used the subcapsular dissection technique effectively avoided the secondary injury of hollow organs, and no digestive tract leakage complications occurred after the operation. Conclusions By flexibly applying Laennec's membrane space and the intrahepatic portal plate free technique in Re-LT, it may effectively cope with the loss of anatomical layers and vascular dense adhesions, reducing the surgical difficulty and the risk of secondary injury, providing important technical support for improving the prognosis of recipients.
7.α7 Nicotinic Acetylcholine Receptor: From Structural Mechanisms to Therapeutic Translation
Yu-Han LIU ; Jiao-Feng CHEN ; Hong-Juan WANG ; Huan CHEN ; Hong-Wei HOU
Progress in Biochemistry and Biophysics 2026;53(9):2378-2391
The α7 nicotinic acetylcholine receptor (α7 nAChR) is a ligand-gated ion channel characterized by high Ca2+ permeability, rapid activation, and rapid desensitization. It is widely expressed in the nervous system and various non-neuronal cell types. α7 nAChR is involved in regulating neuronal excitability, synaptic transmission and plasticity, cognitive function, and inflammatory responses. These properties have made α7 nAChR a potential therapeutic target for neuropsychiatric and inflammatory diseases. In recent years, advances in cryo-electron microscopy have provided structural insights into α7 nAChR gating, ligand recognition, allosteric modulation, and allosteric activation. The receptor mainly undergoes transitions among resting, open, and desensitized states. Recent structural studies have further revealed asymmetric conformational changes and multiple intermediate states during receptor activation and recovery from desensitization. Conformational rearrangements in the extracellular domain-transmembrane domain coupling region and the pore-forming M2 helices are closely associated with channel opening and desensitization. However, structural characterization of the α7 nAChR gating cycle still largely depends on pharmacological stabilization. Open-state structures have been resolved in the presence of PNU-120596 or GAT107, whereas a high-resolution structure of the open state induced by acetylcholine alone remains to be determined. These physiological roles underpin the involvement of α7 nAChR in multiple disease processes. In the hippocampus, α7 nAChR regulates local neuronal circuits, theta oscillations, synaptic transmission, and synaptic plasticity, thereby contributing to learning, memory, attention, and other cognitive processes. In macrophages, microglia, and other immune-related cells, α7 nAChR activation regulates inflammatory responses and oxidative stress. These effects involve several signaling pathways, including Janus kinase 2 (JAK2)/STAT3, phosphoinositide 3-kinase (PI3K)/AKT, and NF-κB signaling, as well as regulation of the NLRP3 inflammasome and IL-1β production. Such anti-inflammatory effects may also contribute to α7 nAChR-mediated neuroprotection. Although several compounds targeting α7 nAChR have entered clinical studies, no α7 nAChR-selective drug has been approved for clinical use. Limited clinical translation may be related to rapid receptor desensitization, inconsistent efficacy across clinical studies, insufficient or variable target engagement, patient heterogeneity, and clinical endpoint selection. TC-5619 showed promising effects on cognitive impairment and negative symptoms in an early exploratory study of schizophrenia, but these effects were not confirmed in a subsequent, larger phase II trial. Encenicline (EVP-6124) also showed cognitive improvement in early studies, whereas two global phase III trials in schizophrenia failed to meet their co-primary cognitive and functional endpoints. Pharmacological strategies targeting α7 nAChR have expanded from orthosteric agonists to positive allosteric modulators (PAMs) and allosteric agonist-positive allosteric modulators (ago-PAMs). Orthosteric agonists directly activate the receptor by binding to the orthosteric site, but their effects are limited by rapid receptor desensitization. Type I PAMs mainly enhance agonist-evoked responses with relatively small effects on desensitization, whereas type II PAMs markedly potentiate receptor responses and reduce or delay desensitization. Ago-PAMs such as GAT107 can directly activate α7 nAChR through an allosteric mechanism while also potentiating responses to orthosteric agonists. Together, these findings have broadened the pharmacological approaches to α7 nAChR regulation. In summary, future drug development should focus on precise regulation of α7 nAChR according to receptor structure and disease mechanisms, rather than simply enhancing receptor activation. Further studies are needed to clarify how candidate ligands affect receptor gating, conformational transitions, recovery from desensitization, and downstream signaling. Pharmacological differences between neuronal and non-neuronal α7 nAChRs, between homomeric α7 and heteromeric α7β2 receptors, and between α7 nAChR and other nAChR subtypes also require further investigation. Integrating structure prediction, artificial intelligence-assisted virtual screening, molecular docking, molecular dynamics simulations, and electrophysiological validation may facilitate the discovery and optimization of new α7 nAChR modulators.
8.Chronic Morphine Induces Downregulation of GIRK1 and GIRK2 Membrane Expression in HEK293 Cells
Bingke LIU ; Yu CUI ; Xue HAN ; Li XIAO
Journal of Sun Yat-sen University(Medical Sciences) 2026;47(2):251-258
ObjectiveTo investigate the expression and distribution changes of G protein-gated inwardly rectifying potassium (GIRK) channel subunits GIRK1 and GIRK2 following morphine tolerance using human embryonic kidney 293 (HEK293) cells. MethodsHEK293 cells were transfected with the lentiviral vector pLV-CMV-GIRK1-T2A-GIRK2-P2A-MOR to establish a stable cell line overexpressing GIRK1, GIRK2, and the μ-opioid receptor (MOR).Morphine (1 μmol/L, 24 h) was applied to these stable cells to construct a morphine-tolerant HEK293 cell model.Cellular immunofluorescence was used to examine the distribution and co-localization of MOR with GIRK1 and GIRK2.ELISA was performed to measure cAMP levels to confirm the establishment of the morphine-tolerant model.Cellular immunofluorescence and Western blot were employed to analyze the distribution and protein expression changes of GIRK1 and GIRK2 after morphine tolerance.A multimode microplate reader was used to measure fluorescence intensity for detecting changes in cellular membrane potential following morphine tolerance. ResultsIn the stable HEK293 cells, immunohistochemistry showed that GIRK1 and GIRK2 were primarily expressed on the plasma membrane, with minimal presence in the cytoplasm.Both GIRK1 and GIRK2 co-localized with MOR and with each other.Compared with the control group, cAMP levels significantly decreased after 1 h of morphine treatment (1.42±0.07 vs.0.72±0.12, P=0.001 0), while they significantly increased after 24 h of treatment (0.72±0.12 vs.1.98±0.17, P=0.000 5).Fluorescence double staining revealed that after 24 h of morphine treatment, the morphine-tolerant group showed a significant increase in cytoplasmic GIRK1 (13.76±7.67 vs.63.72±16.02, P<0.000 1) and GIRK2 (7.16±2.61 vs.32.92±7.67, P=0.002 9).Western blot analysis indicated that the expression of membrane proteins GIRK1 (1.11±0.14 vs.0.85±0.01, P=0.004 5) and GIRK2 (1.32±0.02 vs.0.86±0.08, P=0.000 1) was significantly downregulated after morphine tolerance.Membrane potential measurements showed that the hyperpolarization response in morphine-tolerant cells was significantly attenuated (-15.53±0.12) % vs.(-8.17±0.11) %, P<0.000 1. ConclusionChronic morphine treatment can induce downregulation of GIRK1 and GIRK2 expression on the plasma membrane in stable HEK293 cells.
9.Clinical application of hemostatic drugs in special populations:an expert consensus
Lizhu HAN ; Yuan BIAN ; Qinan YIN ; Siying CHEN ; Feifei YU ; Jing CHEN ; Xingxing CUI ; Yiding TANG ; Xin YAO ; Hongxi LIU ; Shuhong LIANG ; Nan LIU
China Pharmacy 2026;37(20):2628-2639
OBJECTIVE To develop evidence-based clinical practice recommendations for the use of hemostatic drugs in special populations, so as to improve the efficacy and safety of medication.METHODS Led by the Sichuan Academy of Medical Sciences & Sichuan Provincial People’s Hospital, a working group of 79 experts covering clinical pharmacy, obstetrics and gynecology, pediatrics and other fields was established. Clinical questions regarding the efficacy and safety of hemostatic drugs in special populations were screened through literature review and two rounds of Delphi questionnaire surveys. Intervention questions were structured using the population, intervention, comparison, and outcome framework, while management questions were additionally described using the population, clinical setting, management measure, and outcome framework. Databases including Medline, Embase, Cochrane Library, CNKI, Wanfang Data, and VIP were systematically searched to collect and screen relevant evidence. Recommendations were formulated through recommendation questionnaire surveys and expert consensus meetings, and the quality of evidence and strength of recommendations were graded according to the Grading of Recommendations Assessment, Development and Evaluation system. RESULTS &CONCLUSIONS A total of 8 clinical questions were finally determined, the consensus rates of all clinical questions and recommendations were more than 90%, and 8 recommendations on the use of hemostatic drugs in special populations were formulated. These recommendations cover special populations including children, women during pregnancy/puerperium/lactation, the elderly, patients with hepatic impairment, patients in the perioperative period of liver transplantation, patients with renal impairment/on dialysis/in the perioperative period of kidney transplantation, immunocompromised patients, and patients with hematological diseases. The recommendations specify the applicable scenarios, dose adjustment principles, monitoring indicators, and safety management strategies of hemostatic drugs in different special populations, which can provide a reference for the clinical application of hemostatic drugs in special populations and help clinicians and pharmacists develop individualized medication plans.
10.External validation of the model for predicting high-grade patterns of stage ⅠA invasive lung adenocarcinoma based on clinical and imaging features
Yu RONG ; Nianqiao HAN ; Yanbing HAO ; Jianli HU ; Yajin NIU ; Lan ZHANG ; Yuehua DONG ; Nan ZHANG ; Junfeng LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(08):1096-1104
Objective To externally validate a prediction model based on clinical and CT imaging features for the preoperative identification of high-grade patterns (HGP), such as micropapillary and solid subtypes, in early-stage lung adenocarcinoma, in order to guide clinical treatment decisions. Methods This study conducted an external validation of a previously developed prediction model using a cohort of patients with clinical stage ⅠA lung adenocarcinoma from the Fourth Hospital of Hebei Medical University. The model, which incorporated factors including tumor size, density, and lobulation, was assessed for its discrimination, calibration performance, and clinical impact. Results A total of 650 patients (293 males, 357 females; age range: 30-82 years) were included. The validation showed that the model demonstrated good performance in discriminating HGP (area under the curve>0.7). After recalibration, the model's calibration performance was improved. Decision curve analysis (DCA) indicated that at a threshold probability>0.6, the number of HGP patients predicted by the model closely approximated the actual number of cases. Conclusion This study confirms the effectiveness of a clinical and imaging feature-based prediction model for identifying HGP in stage ⅠA lung adenocarcinoma in a clinical setting. Successful application of this model may be significant for determining surgical strategies and improving patients' prognosis. Despite certain limitations, these findings provide new directions for future research.

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