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.Cross-Sectional Analysis of the Relationship Between Bedtime Procrastination and Fear of Missing Out and the Effect of Exercise Intervention.
Jun-Ge PENG ; Meng-Ying ZHANG ; Jiang XIAO ; Kai-Xin LI ; Yue ZHAO ; Yan LI
Acta Academiae Medicinae Sinicae 2025;47(2):175-181
Objective To explore the relationship between bedtime procrastination and fear of missing out and the intervention effect of aerobic exercise on bedtime procrastination,so as to provide a theoretical basis and practical reference for remedying bedtime procrastination.Methods Totally 988 students were selected through random sampling and then surveyed with the bedtime procrastination scale and the fear of missing out scale.Correlation and regression analyses were performed to explore the relationship between bedtime procrastination and fear of missing out.A total of 36 students were recruited from the 988 students to participate in the exercise intervention and they were assigned into an exercise group and a control group by the random number table method,with 18 students in each group.The exercise group performed aerobic exercise for 12 weeks,while the control group maintained daily activities.The participants' scores on the bedtime procrastination scale and the fear of missing out scale were recorded before and after the intervention and compared.Results The fear of missing out was positively correlated with bedtime procrastination among college students(r=0.214,P<0.001),and it was an important predictive factor for bedtime procrastination(β=0.241,P<0.001).After the intervention,the scores of bedtime procrastination scale decreased in the exercise group(t=2.277,P=0.036),while there was no significant difference in the scores of the control group before and after intervention(t=-0.787,P=0.442).Conclusions A high level of fear of missing out indicates severe bedtime procrastination.And 12-week exercise intervention could remedy bedtime procrastination.
Humans
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Fear
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Exercise
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Male
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Female
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Procrastination
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Young Adult
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Cross-Sectional Studies
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Students/psychology*
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Adult
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Surveys and Questionnaires
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Adolescent
3.EEG phase prediction method based on long short-term memory network
Zi-yan PANG ; Xin-yu ZHAO ; Wen-shu MAI ; Yue-zhuo ZHAO ; Zhi-peng LIU ; Tao YIN ; Jing-na JIN
Chinese Medical Equipment Journal 2025;46(3):1-8
Objective To propose a brain electrical phase prediction method based on long short-term memory network(LSTM)to improve the accuracy and robustness of phase synchronization prediction in transcranial magnetic stimulation(TMS).Methods First,an LSTM consisting of an input layer,an LSTM layer,an ReLU activation layer,a fully connected layer and a regression layer was constructed to capture the EEG signal features through the synergistic action of input gates,forgetting gates and output gates.Second,eye-open resting-state EEG data from 30 healthy subjects were trained using the LSTM to obtain a predictive model for EEG signal and EEG phase prediction.Finally,the LSTM method and the traditional autoregressive(AR)method were compared in terms of the phase prediction errors at the overall and individual levels and the prediction performance for peaks and troughs.A regression model was used to explore the relationships between instantaneous EEG amplitude,signal-to-noise ratio and phase prediction error with the LSTM method.Results The LSTM method achieved a total phase prediction error of 0.04°±5.69°,which was lower than that of the traditional AR method(-3.36°±51.13°).For each subject,the LSTM method demonstrated superior phase prediction accuracy compared to the traditional AR method(P<0.001).The accuracy for predicting peaks(troughs)by the LSTM method(about 89%)was higher than that by the traditional AR method(about 10%).Unlike the traditional AR method,the LSTM method didnot result in linear relationships between instantaneous EEG amplitude,signal-to-noise ratio and phase prediction error,with Pvalues being 0.58 and 0.18,respectively.Conclusion The LSTM-based brain electrical phase prediction method shows high accuracy and robustness when used for EEG phase-synchronized TMS.[Chinese Medical Equipment Journal,2025,46(3):1-8]
4.A thermo-sensitive hydrogel targeting macrophage reprogramming for sustained osteoarthritis pain relief.
Yue LIU ; Kai ZHOU ; Xinlong HE ; Kun SHI ; Danrong HU ; Chenli YANG ; Jinrong PENG ; Yuqi HE ; Guoyan ZHAO ; Yi KANG ; Yujun ZHANG ; Yue'e DAI ; Min ZENG ; Feier XIAN ; Wensheng ZHANG ; Zhiyong QIAN
Acta Pharmaceutica Sinica B 2025;15(11):6034-6051
Osteoarthritis (OA) causes chronic pain that significantly impairs quality of life, with current treatments often proving insufficient and accompanied by adverse effects. Recent research has identified the dorsal root ganglion (DRG) and its resident macrophages as crucial mediators of chronic OA pain through neuroinflammation driven by macrophage polarization. We present a novel injectable thermo-sensitive hydrogel system, KAF@PLEL, designed to deliver an anti-inflammatory peptide (KAF) specifically to the DRG. This biodegradable hydrogel enables sustained KAF release, promoting the reprogramming of DRG macrophages from pro-inflammatory to anti-inflammatory phenotypes. Through comprehensive in vitro and in vivo studies, we evaluated the hydrogel's biocompatibility, effects on macrophage polarization, and therapeutic efficacy in chronic OA pain management. The system demonstrated significant capabilities in preserving macrophage mitochondrial function, suppressing neuroinflammation, alleviating chronic OA pain, reducing cartilage degradation, and improving motor function in OA rat models. The sustained-release properties of KAF@PLEL enabled prolonged therapeutic effects while minimizing systemic exposure and side effects. These findings suggest that KAF@PLEL represents a promising therapeutic approach for improving outcomes in OA patients through targeted, sustained treatment.
5.Correction to: Scorpion Venom Heat-Resistant Peptide is Neuroprotective Against Cerebral Ischemia-Reperfusion Injury in Association with the NMDA-MAPK Pathway.
Xu-Gang WANG ; Dan-Dan ZHU ; Na LI ; Yue-Lin HUANG ; Ying-Zi WANG ; Ting ZHANG ; Chen-Mei WANG ; Bin WANG ; Yan PENG ; Bi-Ying GE ; Shao LI ; Jie ZHAO
Neuroscience Bulletin 2025;41(3):549-550
6.Unlocking the dual role of autophagy: A new strategy for treating lung cancer.
Fei TANG ; Jing-Nan ZHANG ; Xiao-Lan ZHAO ; Li-Yue XU ; Hui AO ; Cheng PENG
Journal of Pharmaceutical Analysis 2025;15(3):101098-101098
Lung cancer exhibits the highest incidence and mortality rates among cancers globally, with a five-year overall survival rate alarmingly below 20%. Targeting autophagy, though a controversial therapeutic strategy, is extensively employed in clinical practice. Current research is actively pursuing various therapeutic strategies using small molecules to exploit the dual function of autophagy. Nevertheless, the pivotal question of enhancing or inhibiting autophagy in cancer therapy merits further attention. This review aims to provide a comprehensive overview of the mechanisms of autophagy in lung cancer. It also explores recent advances in targeting cytotoxic autophagy and inhibiting protective autophagy with small molecules to induce cell death in lung cancer cells. Notably, most autophagy-targeting drugs, primarily natural small molecules, have demonstrated that activating cytotoxic autophagy effectively induces cell death in lung cancer, as opposed to inhibiting protective autophagy. These insights contribute to identifying druggable targets and drug candidates for potential autophagy-related lung cancer therapies, offering promising approaches to combat this disease.
7.Efficacy of liposomal bupivacaine TAPB combined with general anesthesia in elderly patients undergoing laparoscopic radical colorectal cancer resection
Qian ZHAO ; Peng MA ; Yue DING ; Liqin DENG
Chinese Journal of Anesthesiology 2025;45(11):1456-1460
Objective:To evaluate the efficacy of liposomal bupivacaine transversus abdominis plane block (TAPB) in combination with general anesthesia for elderly patients undergoing laparoscopic radical resection of colorectal cancer.Methods:In this randomized controlled trial, 70 American Society of Anesthesiologists Physical Status classification Ⅱ or Ⅲ patients, aged 60-80 yr, with body mass index of 18-28 kg/m 2, scheduled for elective laparoscopic radical resection of colorectal cancer at the General Hospital of Ningxia Medical University from September 2023 to June 2024, were divided into 2 groups ( n=35 each) using a table of random numbers: liposomal bupivacaine group (LB group) and hydrochloride bupi-vacaine group (HB group). After anesthesia induction, bilateral TAPB was performed under ultrasound guidance. In LB group, 0.44% liposomal bupivacaine 30 ml was injected on each side. In HB group, 0.25% hydrochloride bupivacaine 30 ml was injected on each side. Total intravenous anesthesia was adopted for both groups. Patient-controlled intravenous analgesia (PCIA) with sufentanil was carried out after surgery. When the visual analogue scale (VAS) score at rest was ≥ 4 within 72 h after surgery, hydromorphone 0.5 mg was intravenously injected for rescue analgesia. The area under the curve of VAS scores at rest and during activity was calculated within 12-72 h after surgery. The first pressing time of patient-controlled analgesia (PCA) and the effective pressing numbers of PCA, requirement for rescue analgesia, and score for satisfaction with analgesia were recorded. The sleep quality on 1 day before surgery and 1, 2 and 3 days after surgery was evaluated using the Richards-Campbell Sleep Questionnaire. The occurrence of adverse reactions, duration of post-anesthesia care unit stay, time to first ambulation, time to first flatus, and time to first oral intake, and postoperative length of hospital stay were recorded within 72 h after surgery. Results:Compared with HB group, the area under the curve of VAS scores at rest and during activity was significantly reduced at 12-72 h after operation, the first pressing time of PCA was prolonged, and the effective pressing numbers of PCA was reduced, the rate of rescue analgesia was decreased, the score for satisfaction with analgesia was increased, the Richards-Campbell Sleep Questionnaire scores were increased on the 2nd and 3rd days after surgery, the duration of post-anesthesia care unit stay and postoperative length of hospital stay were shortened, and the incidence of postoperative nausea was decreased in LB group ( P<0.05). Conclusions:The efficacy of liposomal bupivacaine TAPB combined with general anesthesia is superior to that of hydrochloride bupivacaine TAPB combined with general anesthesia in elderly patients undergoing laparoscopic colorectal cancer radical resection.
8.Clinical study of ultrasound guidance combined with X-ray fluoroscopy for percutaneous transhepatic biliary drainage
Tianhua YUE ; Peng YUAN ; Fajing CHEN ; Xianqi YU ; Hui ZHAO
Journal of Practical Radiology 2025;41(2):297-301
Objective To investigate the application value of ultrasound guidance combined with X-ray fluoroscopy for percutaneous transhepatic biliary drainage(PTBD).Methods A total of 157 patients with obstructive jaundice who underwent PTBD were selected and then divided into a control group(75 cases)and an observation group(82 cases)according to different guidance methods.The control group underwent puncture and catheterization of the biliary system under the guidance of traditional X-ray fluoroscopy.Meanwhile,the observation group underwent the puncture to the biliary system under ultrasound guidance and the catheterization under X-ray fluoroscopy.The success rates of puncture,operation and initial needle puncture,puncture times,operation time,X-ray fluoroscopy time,radiation dose and complication rate were compared between the two groups.Results Puncture and catheterization were successful in both groups,and the success rates of puncture and operation were all 100%.In the observation group,the success rate of initial needle puncture was 90.24%(74/82),which was higher than 74.67%(56/75)in the control group;the mean puncture times was 1.14,which was less than 1.77 in the control group;the mean operation time was 30.02 min,which was less than 40.09 min in the control group;the mean X-ray fluoroscopy time was 4.03 min,which was less than 6.61 min in the control group;the mean radiation dose was 49.08 mGy,which was less than 82.29 mGy in the control group,and all the differences above between the two groups were statistically significant(P<0.05).In the observation group,there were 2 cases with biliary hemorrhage,3 cases with biliary infection,and 5 cases with biliary fistula(including 2 cases of secondary biliary peritonitis);while the control group had 10 cases with biliary hemorrhage,15 cases with biliary infection,13 cases with biliary fistula and 9 cases with biliary peritonitis,and the differences between the two groups were statistically significant(P<0.05).Conclusion Ultrasound guidance combined with X-ray fluoroscopy for PTBD is safe and effective,with significantly short operation time,low radiation dose and fewer complications,which has a certain popularity value in different level hospitals.
9.Three new chalcone C-glycosides from Carthami Flos.
Jia-Xu BAO ; Yong-Xiang WANG ; Xian ZHANG ; Ya-Zhu YANG ; Yue LIN ; Jiao-Jiao YIN ; Yun-Fang ZHAO ; Hui-Xia HUO ; Peng-Fei TU ; Jun LI
China Journal of Chinese Materia Medica 2025;50(13):3715-3745
The chemical components of Carthami Flos were investigated by using macroporous resin, silica gel column chromatography, reversed-phase octadecylsilane(ODS) column chromatography, Sephadex LH-20, and semi-preparative high-performance liquid chromatography(HPLC). The planar structures of the compounds were established based on their physicochemical properties and ultraviolet-visible(UV-Vis), infrared(IR), high-resolution electrospray ionization mass spectrometry(HR-ESI-MS), and nuclear magnetic resonance(NMR) spectroscopic technology. The absolute configurations were determined by comparing the calculated and experimental electronic circular dichroism(ECD). Six flavonoid C-glycosides were isolated from the 30% ethanol elution fraction of macroporous resin obtained from the 95% ethanol extract of Carthami Flos, and identified as saffloquinoside F(1), 5-hydroxysaffloneoside(2), iso-5-hydroxysaffloneoside(3), isosafflomin C(4), safflomin C(5), and vicenin 2(6). Among these, the compounds 1 to 3 were new chalcone C-glycosides. The compounds 1, 2, 4, and 5 could significantly increase the viability of H9c2 cardiomyocytes damaged by oxygen-glucose deprivation/reoxygenation(OGD/R) at a concentration of 50 μmol·L~(-1), showing their good cardioprotective activity.
Glycosides/pharmacology*
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Flowers/chemistry*
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Drugs, Chinese Herbal/pharmacology*
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Carthamus tinctorius/chemistry*
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Chalcones/pharmacology*
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Animals
10.Differences in Domestic and International Supervision of Blood Products Virus Safety and Related Recommendations
Peng WU ; Denis KLOCHKOV ; Jens REHBEIN ; Christoph ZUERCHER ; Connie BROUMIS ; Eleonora WIDMER ; Wei ZHANG ; Zhihua YUE ; Zhigang ZHAO
Herald of Medicine 2025;44(8):1265-1271
Blood products are biological products derived from human plasma for use in clinical treatment.As such,they inherently carry the risk of blood-bome viral contamination,which has garnered significant attention from regulatory agencies worldwide regarding the viral safety of these products.This article compares and discusses the differences in domestic and international regulations on viral safety for blood products,focusing on aspects such as raw material selection and viral testing.Additionally,the article explores further impactful measures for viral safety control,namely,viral reduction during the manufacturing process and strategies to prevent cross-contamination.Moreover,we propose corresponding recommendations for China's regulatory framework to further enhance the viral safety of blood products in the country.

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