1.Prediction of Pulmonary Nodule Progression Based on Multi-modal Data Fusion of CCNet-DGNN Model
Lehua YU ; Yehui PENG ; Wei YANG ; Xinghua XIANG ; Rui LIU ; Xiongjun ZHAO ; Maolan AYIDANA ; Yue LI ; Wenyuan XU ; Min JIN ; Shaoliang PENG ; Baojin HUA
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(24):135-143
ObjectiveThis study aims to develop and validate a novel multimodal predictive model, termed criss-cross network(CCNet)-directed graph neural network(DGNN)(CGN), for accurate assessment of pulmonary nodule progression in high-risk individuals for lung cancer, by integrating longitudinal chest computed tomography(CT) imaging with both traditional Chinese and western clinical evaluation data. MethodsA cohort of 4 432 patients with pulmonary nodules was retrospectively analyzed. A twin CCNet was employed to extract spatiotemporal representations from paired sequential CT scans. Structured clinical assessment and imaging-derived features were encoded via a multilayer perceptron, and a similarity-based alignment strategy was adopted to harmonize multimodal imaging features across temporal dimensions. Subsequently, a DGNN was constructed to integrate heterogeneous features, where nodes represented modality-specific embeddings and edges denoted inter-modal information flow. Finally, model optimization was performed using a joint loss function combining cross-entropy and cosine similarity loss, facilitating robust classification of nodule progression status. ResultsThe proposed CGN model demonstrated superior predictive performance on the held-out test set, achieving an area under the receiver operating characteristic curve(AUC) of 0.830, accuracy of 0.843, sensitivity of 0.657, specificity of 0.712, Cohen's Kappa of 0.417, and F1 score of 0.544. Compared with unimodal baselines, the CGN model yielded a 36%-48% relative improvement in AUC. Ablation studies revealed a 2%-22% increase in AUC when compared to simplified architectures lacking key components, substantiating the efficacy of the proposed multimodal fusion strategy and modular design. Incorporation of traditional Chinese medicine (TCM)-specific symptomatology led to an additional 5% improvement in AUC, underscoring the complementary value of integrating TCM and western clinical data. Through gradient-weighted activation mapping visualization analysis, it was found that the model's attention predominantly focused on nodule regions and effectively captured dynamic associations between clinical data and imaging-derived features. ConclusionThe CGN model, by synergistically combining cross-attention encoding with directed graph-based feature integration, enables effective alignment and fusion of heterogeneous multimodal data. The incorporation of both TCM and western clinical information facilitates complementary feature enrichment, thereby enhancing predictive accuracy for pulmonary nodule progression. This approach holds significant potential for supporting intelligent risk stratification and personalized surveillance strategies in lung cancer prevention.
2.Effect of transmembrane protein 45A on extracellular matrix synthesis by keloid-derived fibroblasts
Chenyang LIU ; Xinghua YUAN ; Jiahui ZHI ; Rai Kumari HEM ; Bo LU ; Weilu XU ; Zhehu JIN
Chinese Journal of Dermatology 2023;56(7):666-669
Objective:To determine the expression of transmembrane protein 45A (TMEM45A) in keloid tissues and fibroblasts, and to evaluate its effect on extracellular matrix (ECM) synthesis by keloid-derived fibroblasts (KFs) .Methods:Samples of surgically excised keloid and normal foreskin tissues were collected from the Department of Dermatology and Department of Urology of Yanbian University Hospital from January 2019 to December 2020, and TMEM45A protein expression was determined in keloid tissues and KFs by Western blot analysis. KFs were divided into TMEM45A-specific small interfering RNA (siRNA) group and control siRNA group to be transfected with the TMEM45A-specific siRNA and control siRNA respectively. Then, Western blot analysis was performed to evaluate the effects of down-regulation of the TMEM45A gene on the expression of myofibroblast marker protein (α-smooth muscle actin) and ECM-related proteins.Results:Compared with normal skin tissues (1.00 ± 0.11) and fibroblasts (1.00 ± 0.20), TMEM45A expression levels significantly decreased in keloid tissues (0.26 ± 0.05) and KFs (0.41 ± 0.09), respectively ( t = 10.76, 4.75, P < 0.001, = 0.009, respectively). The expression levels of α-smooth muscle actin, ECM-related type Ⅰ collagen, type Ⅲ collagen, and fibronectin were significantly higher in the TMEM45A-specific siRNA group than in the control siRNA group ( t = -5.98, -4.57, -4.90, -7.19, P = 0.004, 0.010, 0.008, 0.002, respectively) . Conclusion:Lowly expressed TMEM45A in keloids may play an important role in the pathogenesis of keloids by promoting ECM synthesis.
3.Development of the Scientific, Transparent and Applicable Rankings (STAR) tool for clinical practice guidelines.
Nan YANG ; Hui LIU ; Wei ZHAO ; Yang PAN ; Xiangzheng LYU ; Xiuyuan HAO ; Xiaoqing LIU ; Wen'an QI ; Tong CHEN ; Xiaoqin WANG ; Boheng ZHANG ; Weishe ZHANG ; Qiu LI ; Dong XU ; Xinghua GAO ; Yinghui JIN ; Feng SUN ; Wenbo MENG ; Guobao LI ; Qijun WU ; Ze CHEN ; Xu WANG ; Janne ESTILL ; Susan L NORRIS ; Liang DU ; Yaolong CHEN ; Junmin WEI
Chinese Medical Journal 2023;136(12):1430-1438
BACKGROUND:
This study aimed to develop a comprehensive instrument for evaluating and ranking clinical practice guidelines, named Scientific, Transparent and Applicable Rankings tool (STAR), and test its reliability, validity, and usability.
METHODS:
This study set up a multidisciplinary working group including guideline methodologists, statisticians, journal editors, clinicians, and other experts. Scoping review, Delphi methods, and hierarchical analysis were used to develop the STAR tool. We evaluated the instrument's intrinsic and interrater reliability, content and criterion validity, and usability.
RESULTS:
STAR contained 39 items grouped into 11 domains. The mean intrinsic reliability of the domains, indicated by Cronbach's α coefficient, was 0.588 (95% confidence interval [CI]: 0.414, 0.762). Interrater reliability as assessed with Cohen's kappa coefficient was 0.774 (95% CI: 0.740, 0.807) for methodological evaluators and 0.618 (95% CI: 0.587, 0.648) for clinical evaluators. The overall content validity index was 0.905. Pearson's r correlation for criterion validity was 0.885 (95% CI: 0.804, 0.932). The mean usability score of the items was 4.6 and the median time spent to evaluate each guideline was 20 min.
CONCLUSION
The instrument performed well in terms of reliability, validity, and efficiency, and can be used for comprehensively evaluating and ranking guidelines.
Reproducibility of Results
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Surveys and Questionnaires
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Practice Guidelines as Topic
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Humans
4.Preliminary study of superb microvascular imaging monitoring angiogenesis in tibial transverse transport
Bin WANG ; Juan LI ; Yonghong ZHANG ; Dong WANG ; Jin ZHANG ; Xingdong ZHANG ; Huyun QIAO ; Hong LIU ; Baona WANG ; Xinghua WANG
Chinese Journal of Orthopaedics 2021;41(11):677-686
Objective:To investigate the application value of superb microvascular imagingin monitoring angiogenesis in the treatment of chronic ischemic diseases of lower limbs by tibial transverse transport.Methods:From May 2019 to December 2020, 12 patients with ischemic diseases of lower limbs who received tibial transverse transport therapy were retrospectively analyzed, including 7 male patients and 5 female patients, aged 30-86 years, with an average age of 64.0±16.6 years. Among them, there were 10 patients with diabetic foot, with a disease course of 5-30 years (mean 14.4±8.3 years), and 2 patients with arteriosclerosis obliterans. The results of lower extremity superb microvascular imaging before and after treatment were recorded and compared.Results:After treatment, 12 patients were found to have obvious new vessels around the artery of lower extremity, the number of vessels 1-8, the average number of 3.25±2.73. We found that a total of 12 patients 20 inherent lower limb artery collateral established, collateral circulation was found around 12 dorsal metatarsal artery (DMA) in 11 patients, around 3 dorsal pedis artery (DPA) in 2 patients, around 3 anterior tibial artery (ATA) in 2 patients, and around 1 posterior tibial artery (PTA) in 2 patients. The lateral branches were established in ipsilateral lower limbs in 6 patients, contralateral lower limbs in 2 patients, and bilateral lower limbs in 4 patients.Conclusion:The phenomenon of angiogenesis is obvious in the clinical application of tibial transverse transport. Superb microvascular imaging can effectively reflect the degree of promoting the establishment of collateral circulation by tibial transverse transport.
5.Mental health status of students with self reported learning disabilities in Beijing
Chinese Journal of School Health 2020;41(10):1547-1551
Objective:
Understanding mental health status of students with learning disabilities in Beijing to provide a basis for mental health promotion of students with learning disabilities.
Methods:
By means of random cluster sampling, 5 787 enrolled students in grade one and grade two of 11 public junior middle schools in Beijing were selected as the survey subjects. A self designed questionnaire was used to investigate the students’ learning disabilities and mental health status through anonymous self filling.
Results:
About 11.6% students self reported learning disabilities. The proportions of students with learning difficulty in mathematical reasoning and calculation were higher, 44.1% and 40.7% respectively. The reported rate of mental health problems was 38.3%. The top four of the 10 symptoms were obsessive compulsive symptoms, learning pressure, emotional instability and anxiety(2.19±0.77)(2.17±0.99)(2.09±0.90)(2.07±1.08). Compared with students without learning disabilities, students with self reported learning disabilities had poorer mental health status(OR=1.47), and learning disabilities were related to most factors of mental health. Different types of learning disabilities were associated with different mental health factors.
Conclusion
Mental health problems of students with learning disabilities are higher than that of students without learning disabilities. It is necessary to strengthen the mental health support for students with learning disabilities and improve their mental health.
6.A randomized controlled trial on additional efficacy of local anesthetic injection on multimodal analgesia in total knee arthroplasty
Huiming PENG ; Qiheng TANG ; Wenwei QIAN ; Xisheng WENG ; Yixin ZHOU ; Jin LIN ; Jin JIN ; Wei WANG ; Bin FENG ; Xinghua YIN ; Longchao WANG ; Xue TIAN
Chinese Journal of Orthopaedics 2016;36(7):406-412
Objective To evaluate the additional efficacy of local anesthetic injection (LAI) as a part of multimodal anal?gesia in patients undergoing total knee arthroplasty (TKA) with respect to pain, narcotic use, knee function and complications. Methods A multicenter randomized, controlled, double blind study was performed. A total of 101 patients undergoing unilateral TKA in two centers were randomly divided into injection group and control group. Injection group (50 cases) received local anes?thetic injection of ropivacaine (200 mg), fentanyl (1μg) and epinephrine (1∶1 000, 0.25 mg) in operation and control group (51 cas?es) did not. All patients received standardized general anesthesia and postoperative intravenous patient controlled analgesia (PCA). Preoperative baseline data, surgery?related conditions, postoperative pain (on a 0 to 10 scale), knee function, time of open?ing PCA, narcotic dosage in PCA and complications were compared respectively. Results The time of opening PCA in injection group (4-10 h, M=8 h) was longer than that in control group (2-5 h, M=4 h) (P<0.05). The 12 h, 24 h and total narcotic use of PCA in injection group (8.62±3.601 ml, 21.22±9.220 ml, 38.52±7.764 ml) was less than that in control group (18.43±9.671 ml, 35.30± 11.414 ml, 55.52±12.405 ml) (P<0.05). At post anesthesia care unit the mean VAS in injection group (2.40±1.927) was lower than that in control group (3.06 ± 2.073) (P<0.05). There was no difference in mean VAS at other time points, knee function, length of stay between two groups (P>0.05). Conclusion LIA in TKA can relieve pain early after TKA, prolong the time of opening PCA and reduce narcotic use compared with patients without it. It is simple and safe to use.
7.Mesenchymal stem cells transplantation alleviates pulmonary emphysema and oxidative stress in rat
Zhixian JIN ; Hong BI ; Kaihua ZHOU ; Junyi DU ; Min CHEN ; Qing WANG ; Xinghua PAN
Tianjin Medical Journal 2015;(2):121-124
Objective To test the effect of bone marrow mesenehymal stem cells (MSCs) transplantation on oxidative stress and the development of pulmonary emphysema in rats. Methods SD rats (n=26) were randomly divided into three groups:normal control group (group A, n=8),emphysema group (group B, n=8) and emphysema+MSCs transplantation group (group C, n=10).Rat models of emphysema was established by exposing rats to cigarette smoking for 14 weeks. Then rats of group C received MSCs transplantation. At the 14th and 28th days after 4 course of MSCs transplantations, one rat in group C was sacrificed at each time point and their lungs were preserved in frozen sections. Survival of MSCs in the lung tissues were observed by fluorescence microscopy. Eight weeks after transplantations, lung sections were stained by hematoxylin and eo?sin (HE) to observe the morphological alterations.Mean linear intercept (MLI) and mean alveolar numbers (MAN) were also measured. Serum and lung malondialdehyde (MDA) levels and superoxide dismutase (SOD) activity were also examined. Re?sults At the 14th day and 28th day after transplantations of MSCs, MSCs successfully localized to lung and survived in rat models of emphysema. Emphysematous changes of lung tissues were observed in both group B and group C. MLI was higher while MAN was lower in group B and C than those in group A (P<0.05). MLI and MDA levels in serum and lung were high?er while MAN level and SOD activity were lower in group B than those in group C (P<0.05).MDA levels in serum and lung was higher while SOD activity was lower in group B and C than those in group A (P<0.05). Conclusion MSCs transplanta?tions can effectively alleviates pulmonary emphysema in rat models which might through reducing oxidative stress .
8.Effects of radiofrequency ablation combined with percutaneous vertebroplasty by the injection of artificial bone for metastatic spinal tumor
Wei WEI ; Yang LIU ; Xinghua YANG ; Zhenghua GUAN ; Hongwei JIN ; Zhijian XUE ; Feng YE
Journal of Regional Anatomy and Operative Surgery 2015;(1):55-57
Objective To explore the effects of radiofrequency ablation ( RFA) combined with percutaneous vertebroplasty ( PVP) by the injection of artificial bone for metastatic spinal tumor. Methods Fifty-eight patients with metastatic spinal tumors were divided into bone cement group 1 (n=12),bone cement group 2 (n=16), artificial bone group 1 (n=16), artificial bone group 2 (n=14). The patients in bone cement group were arranged RFA combined with PVP by injection of bone cement,and the artificial bone group were treated with RFA combined with PVP by injection of artificial bone. The vertebral body modality,fractures, and visual analogue scale ( VAS) ,spinal ODI score were compared before operation,1 week,1,3,6,9,12 months of after operation. Results There were 12 patients (42. 9%) with vertebral body deformation in bone cement group,which was more than those in artificial group (6. 7%) (χ2 =8. 4768,P=0. 0036). The VAS or DOI score decreased after operation than those pre-operation in the 4 groups (P<0. 01),but increased in bone cement group after operation of 6, 9 and 12 months than those in artificial group (P<0. 05). Conclusion The combination of RFA and PVP by injection of bone cement or artificial bone is effective to metastatic spinal tumors. The effects of PVP injection with artificial bone maintains longer duration compared to bone cement.
9.Synthesis, potential anticonvulsant and antidepressant effects of 2-(5-methyl-2,3-dioxoindolin-1-yl)acetamide derivatives.
Xinghua ZHEN ; Zhou PENG ; Shuilian ZHAO ; Yan HAN ; Qinghao JIN ; Liping GUAN
Acta Pharmaceutica Sinica B 2015;5(4):343-349
A new series of 2-(5-methyl-2,3-dioxoindolin-1-yl)acetamide derivatives were synthesized and evaluated for their anticonvulsive activity in a pentylenetetrazole (PTZ)-evoked convulsion model and antidepressant activity in the forced swimming test (FST) model. Eleven synthesized compounds were found to be protective against PTZ-induced seizure and showed the anticonvulsant activity. In addition, four of the synthesized compounds (4l, 4m, 4p and 4q) showed potent antidepressant-like activity. Among these compounds, compound 4l was found to have the most potent antidepressant-like activity, and significantly reduced the duration of immobility time at 100 mg/kg dose level when compared to the vehicle control, which is similar to the reference drug fluoxetine.
10.Expression of Axin, β-catenin and p53 and their significance in pleural fluid of lung adeno-carinoma patients
Xinghua HOU ; Hongtao XU ; Chunyang LI ; Sufen JIN
Chinese Journal of Clinical and Experimental Pathology 2014;(4):401-403,404
Purpose To investigate the expression of Axin, β-catenin and p53 in the pleural fluid and to discuss their relationships and significances. Methods The expression of Axin, β-catenin and p53 was detected using immunocytochemistry in adenocarinoma cells of the pleural fluid from 40 patients with primary lung adenocarcinomas or reactive mesothelial cells of the pleural fluid from 40 pa-tients with benign lung diseases. Results Axin positive expression rate was 30% (12/40) in cases with primary lung adenocarcino-mas. The positive expression rate of β-catenin was 15% (6/40) on cell membrane and 60%(24/40) in cytoplasm. The expression rate of p53 was 57. 5% (23/40) in cases of primary lung adenocarcinomas. The expression of Axin was positively correlated with the membranous expression of β-catenin, and negatively correlated with p53 in cancer cells of the pleural fluids. The positive expression rate of Axin was 77. 5% (31/40), but the expression rate of p53 was 1. 25% (5/40). There was no expression ofβ-catenin in reac-tive mesothelial cells from benign lung diseases. Conclusions The expression of Axin is significantly reduced in adenocarcinoma cells. The expression rate ofβ-catenin in cytoplasm is higher than that in membrane of cancer cells. It has a certain value to detect the expression of Axin,β-catenin and p53 for diagnosis and differential diagnosis of lung adenocaicinomas from benign lung diseases.


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