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.Screw versus Kirschner wire fixation for lateral humeral condyle fractures in children:a meta analysis
Xiang-Yang YU ; Gai-Ge WU ; Hang WANG ; Ling-An HUANG ; Peng-Cui LI ; Xiao-Chun WEI
China Journal of Orthopaedics and Traumatology 2024;37(4):399-405
Objective To compare screw versus Kirschner wire fixation in the treatment of lateral humeral condyle frac-tures in children.Methods A systematic search was conducted in PubMed,Embase,the Cochrane library,Web of Science,China National Knowledge Internet(CNKI),Wanfang Datebase from in ception to February 2022.Studies comparing screws and Kirschner wire fixation in the treatment of lateral humeral condyle fractures in children were included.Outcome measures included and excluded by a set of inclusion and exclusion criteria and evaluated for their quality,their excellent and good rate of fracture healing,malunion,delayed union or nonunion,infection,limitation of elbow flexion or extension(>10°)were ex-tracted and analyzed using software Rev Man 5.3.Results A total of 9 retrospective studies involving 647 patients were includ-ed,with 255 patients in the screw fixation group(including screw combined with Kirschner wire)and 392 patients in the Kirschner wire fixation group.Meta analysis showed the following:infection rate in the screw group was significantly lower than that in the Kirschner wire group[OR=0.22,95%CI(0.09,0.56),P=0.001].There were no significant differences between the 2 groups in excellent and good rate of fracture healing,malunion rate(P>0.05).Subgroup analysis showed that infection rate in the screw-only group was significantly lower than that in the Kirschner wire group[OR=0.18,95%CI(0.05,0.65),P=0.009].Conclusion For lateral humeral condyle fractures,Screw fixation alone had a lower infection rate than kirschner wire fixation and screw combined with Kirschner wire fixation.There were no significant differences in the excellent and good rate of fracture healing,malunion.In terms of postoperative efficacy and safety of internal fixation,orthopaedic surgeons are more like-ly to recommend screws for fixation of lateral humeral condyle fractures in children.
3.Clinical efficacy of double-bundle and double-tunnel enhanced reconstruction in the treatment of anterior cruciate ligament injury
Bao LI ; Xin-Wei LIU ; Yang SUN ; Ning SUN ; Yu WANG ; Ying-Chao DUAN ; Xiang-Hong CUI ; Yi-Peng SUN ; Hong YUAN
China Journal of Orthopaedics and Traumatology 2024;37(7):649-654
Objective To explore the clinical efficacy of double beam double tunnel enhanced reconstruction technique in the treatment of knee anterior cruciate ligament(ACL)training injuries.Methods Twenty-nine cases of ACL injury of knee joint from January 2021 to December 2021 were retrospectively analyzed.All the cases were underwent ligament reconstruc-tion surgery.Cases were grouped by surgical technique:there were 14 patients in conventional reconstruction group,including 13 males and 1 female,aged from 22 to 31 years old with an average of(27.07±7.28)years old,autogenous hamstring tendon was used for ligament reconstruction.There were 15 patients in the enhanced reconstruction group,including 13 males and 2 females,aged from 25 to 34 years old with an average of(29.06±4.23)years old,double tunnel ligament reconstruction,the autogenous hamstring muscle was used as the anteromedial bundle,and the posterolateral bundle was replaced by a high-strength line.The difference between knee tibial anterior distance,Lysholm score,International Knee Literature Committee(IKDC)subjective score,Tegner motor level score and visual analog scale(VAS)at 6th and 12th months after the surgery,limb symmetry index(LSI)were recorded at the last follow-up and surgery-related adverse effects during follow-up.Results All patients were followed up,ranged from 13 to 15 months with an average of(13.7±0.8)months.There were no serious adverse reactions related to surgery during the period.There was no statistical difference between the preoperative general data and the observation index of the two groups(P>0.05).The difference in tibial anterior distance at 6 and 12 months in the enhanced re-construction group(1.45±0.62)mm and(1.74±0.78)mm which were lower those that in the conventional reconstruction group(2.42±0.60)mm and(2.51±0.63)mm(P<0.05).There was no significant difference in postoperative Lysholm score,Tegner motor level score,IKDC score,VAS,and limb symmetry index at the last follow-up(P>0.05).Conclusion The enhanced recon-struction technique can more effectively maintain the stability of the knee joint and has no significant effect on the postoperative knee joint function compared with the traditional ligament reconstruction technique.The short-term curative effect is satisfac-tory,and it is suitable for the group with high sports demand.
4.High tibial osteotomy on varus knee osteoarthritis with medial meniscus posterior root injury
Chun-Jiu WANG ; Xiang-Dong TIAN ; Ye-Tong TAN ; Zhi-Peng XUE ; Wei ZHANG ; Xiao-Min LI ; Ang LIU
China Journal of Orthopaedics and Traumatology 2024;37(9):886-892
Objective To explore clinical effect of distal tibial tubercle-high tibial osteotomy(DTT-HTO)in treating knee osteoarthritis(KO A)with medial meniscus posterior root tear(MMPRT).Methods A retrospective analysis was performed on 21 patients with varus KOA with MMPRT from May 2020 to December 2021,including 3 males and 18 females,aged from 49 to 75 years old with an average of(63.81±6.56)years old,the courses of disease ranged from 0.5 to 18.0 years with an average of(5.9±4.2)years,and 4 patients with grade Ⅱ,14 patients with grade Ⅲ,and 3 patients with grade Ⅳ according to Kellgren-Lawrence;14 patients with type 1 and 7 patients with type 2 according to MMPRT damage classification.The distance of medi-al meniscusextrusion(MME)and weight-bearing line ratio(WBLR)of lower extremity were compared before and 12 months after operation.Visual analogue scale(V AS),Western Ontarioand and McMaster Universities(WOMAC)osteoarthritis index,and Lysholm knee score were used to evaluate knee pain and functional improvement before operation,1,6 and 12 months after operation,respectively.Results Twenty-one patients were followed up for 12 to 18 months with an average of(13.52±1.72)months.MME distance was improved from(4.99±1.05)mm before operation to(1.87±0.76)mm at 12 months after operation(P<0.05).WBLR was increased from(15.49±7.04)%before operation to(62.71±2.27)%at 12 months after operation(P<0.05).VAS was decreased from(7.00±1.14)before operation to(2.04±0.80),(0.90±0.62)and(0.61±0.50)at 1,6 and 12 months after operation.WOMAC were decreased from preoperative(147.90±9.88)to postoperative(103.43±8.52),(74.00±9.54)and(47.62±9.53)at 1,6 and 12 months,and the difference were statistically significant(P<0.05).Lysholm scores were increased from(46.04±7.34)before oepration to(63.19±8.93),(81.10±6.41)and(89.29±3.04)at 1,6 and 12 months after operation(P<0.05).Conclusion For the treatment of varus KOA with MMPRT,DTT-HTO could reduce medial meniscus pro-trusion distance,improve the ratio of lower limb force line,and effectively reduce knee pain and improve knee joint function.
5.The Association Between Causality Orientation and Internet Gaming Disorder, and the Role of Sensation Seeking, Anxiety, and Depression
Yanjie PENG ; Yuxiang WANG ; Zhenle PENG ; Xiaoyuan LIAO ; Ke GONG ; Cheng QIN ; Mingyuan TIAN ; Xiaotong CHENG ; Xinyi ZHOU ; Juan DENG ; Yuwen CHEN ; Shuang FENG ; Maomao ZHANG ; Kezhi LIU ; Bo XIANG ; Wei LEI ; Jing CHEN
Psychiatry Investigation 2024;21(11):1268-1278
Objective:
Self-determination theory (SDT) deems that people have three causality orientations: autonomy orientation, control orientation, and impersonal orientation. Previous studies suggested that lower autonomy orientation or higher control and impersonal orientations may be associated with more addictive behaviors. Our study aimed to investigate if these associations exist in Internet gaming disorder (IGD), and if sensation seeking, anxiety, and depression could influence the associations between causality orientations and IGD symptoms.
Methods:
A total of 1,400 college students completed the Internet Gaming Disorder Scale, General Causality Orientation Scale, Brief Sensation Seeking Scale, Generalized Anxiety Disorder Scale, and Patient Health Questionnaire. Correlation, multiple linear regressions, structural equation model (SEM) analyses, and moderation analyses were conducted to explore the associations.
Results:
The control and impersonal orientations were positively associated with IGD symptoms, while the autonomy orientation was negatively associated with them. Moreover, SEM analyses showed that the autonomy-IGD relationship was totally mediated by anxiety and depression, the impersonal-IGD relationship was partially mediated by anxiety, and the control-IGD relationship was partially mediated by depression. Finally, the effects of causality orientations on IGD were moderated by sensation seeking.
Conclusion
Overall, autonomy orientation is linked to fewer gaming problems, whereas control and impersonal orientations are associated with more gaming problems. Moreover, the relationships between causality orientations and IGD symptoms are mediated by anxiety and depression and moderated by sensation seeking. Our findings inform theory on the motivations of gaming behaviors and may shed light on the prevention and intervention of IGD from the perspective of SDT.
6.Application of kidney sparing surgery based on Thulium laser ablation and systemic therapy in localized high-risk UTUC
Bo TANG ; Zeyu CHEN ; Xiang TU ; Xinyang LIAO ; Tianhai LIN ; Peng ZHANG ; Jiyan LIU ; Yali SHEN ; Hao ZENG ; Xiang LI ; Qiang WEI ; Yige BAO
Chinese Journal of Urology 2024;45(7):502-507
Objective:To investigate the efficacy and safety of kidney sparing treatment based on Thulium laser ablation and systematic therapy in localized high-risk upper urinary tract urothelial carcinoma (UTUC).Methods:The data of 10 patients with UTUC who received combined treatment based on Thulium laser and systematic treatment from January 2020 to December 2021 in West China Hospital were retrospectively analysed. There were 5 males and 5 females with a median age of 76 (range 52 to 87)years old. Three cases were renal pelvis tumor and 7 cases were ureter tumor including 5 cases in lower ureter and 2 cases in upper and middle ureter. Five cases were with positive urine cytology and 6 cases were with hydronephrosis. One case was muscular invasion UTUC confirmed by biopsy(cT 2+), 7 cases were high-grade invasive urothelial carcinoma (cT 1+), and 2 cases were high-grade papillary urothelial carcinoma (cT a). Among 10 cases, 5 patients refused radical nephroureterectomy(RUN), among whom 3 patients were too old or in poor general condition to tolerate RNU. One case had a solitary kidney and 1 case had bilateral tumours. Patients were treated with Thulium laser tumor ablation under ureteroscopy combined with systemic therapy. The perioperative systemic treatment included platinum-based chemotherapy±immunotherapy, RC48+ immunotherapy, and immunotherapy alone. The postoperative treatment was immunotherapy maintenance±local radiotherapy. Strict follow-up was conducted after the completion of treatment. Results:Nine patients received systemic therapy before ablation. Four cycles of platinum-based chemotherapy (cisplatin in 2 cases, carboplatin in 1 case) were used in 3 cases, and platinum-based chemotherapy + immunotherapy (6 cycles of cisplatin + toripalimab in 1 case, 4 cycles of cisplatin + toripalimab in 1 case, 4 cycles of carboplatin+ trelizumab in 1 case) was used in 3 cases, four cycle of RC48 + immunotherapy (toripalimab or trelizumab) were used in 2 cases, and four cycles of immunotherapy (toripalimab) were used in 1 case. The operations of 10 cases were successfully completed without serious complications during the perioperative period and the laser working time (42.4 ± 15.2) min. Of the 10 cases, 4 achieved complete ablation at the first ablation, and 6 patients had incomplete ablation. Among them, 2 patients achieved clinical complete remission after 1-2 cycles of systemic therapy, and 4 patients achieved complete ablation after Thulium laser ablation again.All the 10 patients were treated with immunotherapy for 1 year, and 2 of them received additional adjuvant radiotherapy. The patients were followed-up for median 40 months(range 26 to 53 months). Recurrence occurred in 5 cases, of which 3 cases underwent salvage nephroureterectomy and 2 cases underwent Thulium laser ablation under ureteroscopy again. Five patients had no tumor recurrence. None of the 10 patients had distant metastasis. At the last follow-up, 1 patient died of complications and 6 patients kept the affected kidney alive. Perioperative complications including macroscopic hematuria (8 cases), fever (3 cases), the long-term complications of ureter stenosis (4 cases).Conclusions:For localized high-risk UTUC, local Thulium laser ablation combined with systemic therapy can achieve good tumor control while preserving the affected kidney in selected patients, and its potential application value should be further evaluated.
7.Flavonoids from the leaves of Cinnamomum camphora and their antioxidant activities
Peng-Fei YANG ; Jin-Hong WEI ; Yü-Mei QIAN ; Zheng-Guang SUN ; Wei WU ; Shen HUANG ; Jia-Xiang FEI ; Duo-Bin MAO
Chinese Traditional Patent Medicine 2024;46(6):1889-1894
AIM To study the flavonoids from the leaves of Cinnamomum camphora(L.)Presl.and their antioxidant activities.METHODS The 95%ethanol extraction from the leaves of C.camphora was isolated and purified by liquid-liquid extraction,macroporous adsorption resin chromatography,HW-40C gel column chromatography,molecular exclusion chromatography and preparative HPLC,then the structures of obtained compounds were identified by physicochemical properties and spectral data.The antioxidant activity was determined by DPPH method.RESULT Ten flavonoids were isolated and identified as(2R,3S)-7-methoxy-5-O-β-D-glucopyranosyl-afzelechin(1),quercetin-3-O-sambubioside(2),quercetin-3-O-β-D-apiosyl-(1→2)-β-D-glucoside(3),quercetin-3-O-robibioside(4),kaempferol-3-O-β-D-rutinoside-7-O-β-D-glucoside(5),kaempferol-3-O-α-L-rhamnoside-7-O-β-D-glucoside(6),5,3'-di-O-methyl-epicatechin(7)、cinchonain Ⅱb(8)、quercetin-3,4'-di-O-β-D-glucoside(9)、(-)-epicatechin(10).The IC50 value of compound 8 scavenging DPPH free radical was 4.8 μg/mL.CONCLUSION Compound 1 is a new compound,and compound 2-6 are obtained from Cinnamomum genus for the first time,compound 7-9 are first isolated from this plant.Compound 8 shows good antioxidant activities..
8.Free chimeric mini-flap pedicled with superficial palmar branch of radial artery with flexor carpi radialis tendon in reconstruction of composite tissue defect of dorsal fingers
Zhuoxuan CHENG ; Xiangming ZHANG ; Songxia HE ; Peng WEI ; Yang XIANG ; Enxing YU
Chinese Journal of Microsurgery 2024;47(3):287-293
Objective:To explore the surgical procedure and clinical efficacy of free chimeric tendon mini-flap pedicled with superficial palmar branch with flexor carpi radialis of radial artery in reconstruction of the dorsal finger composite tissue defects.Methods:From January 2020 to December 2022, 6 fingers (6 patients) with combined dorsal soft tissue and extensor tendon defects were treated in the Department of Plastic and Reconstructive Surgery, the First Affiliated Hospital of Ningbo University. The ipsilateral free chimeric flexor carpi radialis tendon mini-flap pedicled with superficial palmar branch of radial artery was used to reconstruct the soft tissue defects that sized 1.5 cm×1.8 cm - 2.5 cm×3.0 cm and the extensor tendon defects ranged 1.5 - 2.5 cm in length. The flap donor sites were directly sutured. Blood supply and survival of the flaps were observed after surgery. Postoperative follow-ups were scheduled at the 1, 3, 6, 12, 18 and 24 months after surgery and mainly conducted at the outpatient clinic and by home visits. Patients who were inconvenient to visit the hospital were reviewed through WeChat or telephone interviews. The follow-up included the colour, texture, appearance, sensation of the flap and functional status of the affected fingers.Results:After surgery, all 6 flaps survived without any incidence. All flap donor sites achieved stage I healing. The postoperative follow-up lasted 6-22 (mean 11.3) months. The colour and texture of the flaps were similar to those of the skin of dorsal finger, without bulky appearance. For the 3 flaps that had nerve anastomoses, the sensation recovery of the flap achieved to S 3+, with TPD at 7.6 mm, 7.9 mm and 8.3 mm, respectively, and 7.93 mm in average. For the 3 flaps without nerve anastomosis, the sensation recovery of the flap achieved S 3. No complication occurred at the donor sites. According to the Evaluation Trial Standards of Upper Limb Partial Functional of Hand Surgery of Chinese Medical Association, 4 patients were in excellent and 2 in good. Conclusion:Transfer of free chimeric flexor carpi radialis tendon mini-flap pedicled with superficial palmar branch of radial artery in reconstruction of the soft tissue defect in dorsal finger offers the advantages of reliable blood supply, sufficient blood reflux, bridging blood vessels, nerves and tendons, a minimal damage to the donor site and satisfactory postoperative outcome. It is an ideal surgical procedure for reconstruction of the composite tissue defects in dorsal finger.
9.Design of portable collection device for exhaled breath condensate
An XIANG ; Lei ZHOU ; Qi-Feng JI ; Yuan-Zhe LI ; Qin WANG ; Shi-Man ZHU ; Jie PENG ; Xiao-Ying LEI ; Wei-Na LI ; Li WANG ; Yan-Hai GUO ; Zi-Fan LU
Chinese Medical Equipment Journal 2024;45(8):32-37
Objective To develop a portable collection device of human exhaled breath condensate(EBC)based on natural breathing to meet the needs for rapid screening of human respiratory tract(especially lower respiratory tract)infections.Methods The device consisted of a refrigeration unit,a heat dissipation unit and a condensation unit.The refrigeration unit adopted a TES1-7102 thermoelectric Peltier cooler semiconductor as the refrigeration element;the heat dissipation unit was composed of a high thermal conductivity aluminum heat sink and a high-speed brushless cooling fan;the condensation unit was made up of a cold guide plate and a condenser,in which the cold guide plate was made of thin sheet of aluminum alloy,and the condenser was prepared by 3D printing technology and made of hydrophobic polylactic acid,with primary and secondary 2-stage guide grooves and an ultra-thin condensing surface.The performance of the device was verified in terms of cooling,thermal conductivity,condensation and human EBC collection and content analysis.Results Performance analysis showed that after refrigeration began the temperature difference between the condenser surface and the exhaled gas met the requirements of the condenser,and no obvious thermal resistance was found on the condensing surface so that large droplets could be formed rapidly and then be collected after the gas-liquid phase change of the exhaled gas on the condensing surface.Human EBC collection and content analysis indicated the device realized home self-collection of EBCs from people of all ages,and the concentrations of interleukins,C-reactive protein and other inflammation-related indexes and the pH value of the collected EBC samples were all correlated with respiratory infections in the subjects.Conclusion The device developed with easy operation avoids the discomfort of blowing collection and the risk of saliva contamination,and is worthy promoting for rapid diagnosis and dynamic monitoring of respiratory tract infection and other related diseases.[Chinese Medical Equipment Journal,2024,45(8):32-37]
10.Design of intelligent horizontal rotating cell culture device
Li-Fei YANG ; Ye-Rong QIAN ; Jun-Xi XIANG ; Ai-Hua SHI ; Xin LIU ; Sha-Sha WEI ; Yi LYU ; Peng LIU
Chinese Medical Equipment Journal 2024;45(9):41-45
Objective To develop an intelligent horizontal rotating cell culture device with high modularity,easy operation,easy disinfection,low cost and high stability.Methods The cell culture device consisted of a rotating culture module,a dirve module,a control module and control software,with the shells of all the modules being manufactured by 3D printing.The rotating culture module was composed of a tubular electrospun scaffold,a cell culture chamber,a magnetic coupling rotor and polypropylene pipeline;the drive module was made up of a N20 reduction motor and a magnetic coupling rotor;the control module included an ESP-8266 chip and a printed circuit board;the control software was developed with Blinker IoT platform and C++language.The device was used to culture human intrahepatic bile duct epithelial cells to verify its effects.Results Light microscopy and scanning electron microscopy images showed that a uniform and continuous cell layer was formed on the surface of the tubular electrospun scaffold.Conclusion The intelligent horizontal rotating cell culture device achieves uniform growth of cells on the inner surface of tubular electrospun scaffolds,and can be used as an effective platform for cell culture on tubular scaffolds.[Chinese Medical Equipment Journal,2024,45(9):41-45]

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