1.Personalized mandibular reconstruction assisted by three-dimensional retrieval model based on fully connected neural network and a database of mandibles.
Shiyu QIU ; Yang LIAN ; Yifan KANG ; Lei ZHANG ; Yiwang CAI ; Xiaofeng SHAN ; Zhigang CAI
Journal of Peking University(Health Sciences) 2025;57(2):360-368
OBJECTIVE:
To propose a new protocol for personalized mandibular reconstruction assisted by three-dimensional (3D) retrieval model based on fully connected neural network (FCNN) and a database of mandibles, and to verify clinical feasibility of the protocol.
METHODS:
A database of mandibles of 300 normal northern Chinese Han people was established. On the basis of cephalometry, the mandible landmarks with good stability were further screened. Mandibular landmarks were selected and geometric features of the mandible were extracted. A 3D retrieval algorithm was developed, which could retrieve the mandible most similar to a given mandible from the database. A FCNN was built to train the algorithm to improve accuracy of the 3D retrieval model. Using Geomagic Control 2014 software, matching accuracy of the 3D retrieval model was based on aforementioned mandible database and algorithm. From December 2019 to March 2021, a total of 5 patients underwent personalized mandibular reconstruction assisted by a 3D retrieval model based on mandible database and FCNN in the Department of Oral and Maxillofacial Surgery, Peking University School and Hospital of Stomatology. The most similar mandible was retrieved from mandible database through 3D retrieval algorithm. It was used to restore the premorbid morphology of defect area and guide mandibular reconstruction. For the 5 patients, mandible was reconstructed with iliac flap. Virtual surgical plan was transformed using individual surgical guides.
RESULTS:
Through screening, mandibular landmarks with high reproducibility and stability were identified and composed of mandibular landmarker protocols. After training, the average deviation between most similar mandible retrieved from the 300-case mandible database through 3D retrieval model based on FCNN and given mandible was (1.77±0.44) mm. And the root-mean-square deviation between the most similar mandible retrieved from the database and given mandible was (2.58±0.86) mm. The mandibular reconstruction surgery was successful in all the 5 patients. Their facial symmetry and occlusion were restored. All the patients were satisfied with postoperative appearance. The mean deviation between postoperative mandible and preoperative design was (0.98±0.17) mm. The area with a deviation ≤1 mm accounted for 61.34%±14. 13%, ≤2 mm accounted for 83.82%±7.35%, and ≤3 mm accounted for 93.94%± 2.87%.
CONCLUSION
The personalized mandibular reconstruction assisted by 3D retrieval model based on the 300-case mandible database and FCNN is feasible clinically.
Humans
;
Neural Networks, Computer
;
Mandibular Reconstruction/methods*
;
Mandible/diagnostic imaging*
;
Imaging, Three-Dimensional/methods*
;
Adult
;
Databases, Factual
;
Female
;
Male
;
Algorithms
;
Middle Aged
;
Cephalometry
2.Association between 24-hour movement behaviors and psychological well-being in overweight and obese children.
Wenfei CAI ; Wei LIANG ; Lin ZHOU ; Ning SU ; Jing ZHOU ; Yide YANG ; Shiyu LIU
Journal of Central South University(Medical Sciences) 2025;50(4):694-705
OBJECTIVES:
The 24-hour movement behaviors, comprising physical activity, sedentary behavior, and sleep, are crucial factors affecting children's mental health. This study aims to explore the longitudinal association between 24-hour movement behaviors and psychological well-being in overweight and obese children, providing empirical evidence for mental health promotion in this population.
METHODS:
A total of 445 overweight and obese children were recruited via stratified cluster random sampling from a provincial capital city in China and followed up for one year. Measures included objectively assessed physical activity and sleep duration using triaxial accelerometers (ActiGraph GT3X+), parent-reported sedentary screen-based time (SST), and self-reported psychological well-being.
RESULTS:
After one year, the proportion of children meeting all 3 movement guidelines increased from 10.11% to 11.68%, while those meeting none increased from 11.24% to 15.06%. After adjusting for relevant covariates, children who met individual guidelines for moderate-to-vigorous physical activity (MVPA) (β=0.377, 95% CI 0.209 to 0.545), sleep (β=0.187, 95% CI 0.042 to 0.332), or guideline combinations of MVPA+SST (β=0.545, 95% CI 0.377 to 0.713) and MVPA+sleep (β=0.602, 95% CI 0.449 to 0.755) showed significant improvements in psychological well-being after one year. Additionally, an increase in the number of guidelines met was significantly associated with improved well-being (β=0.113, 95% CI 0.011 to 0.214).
CONCLUSIONS
Adherence to any single movement guideline, especially MVPA or sleep, and combinations such as MVPA+SST or MVPA+sleep is significantly associated with enhanced psychological well-being in overweight and obese children. Integrated behaviors may be an effective strategy to improve mental well-being in this population.
Humans
;
Child
;
Exercise/psychology*
;
Sleep
;
Sedentary Behavior
;
Female
;
Male
;
Pediatric Obesity/psychology*
;
Overweight/psychology*
;
Mental Health
;
China
;
Accelerometry
;
Psychological Well-Being
3.Very-long chain acyl-coA dehydrogenase deficiency: report of a Chinese pedigree and a literature review
Shiyan CAI ; Junyi YANG ; Shiyu WANG ; Hong CHEN ; Wenjing ZHAO ; Xiaoyan ZHOU ; Yinhong ZHANG
Chinese Journal of Medical Genetics 2024;41(1):59-66
Objective:To explore the correlation between clinical classification and genotype and prognosis among Chinese children with Very-long chain acyl-CoA dehydrogenase deficiency (VLCADD).Methods:A Chinese pedigree affected with VLCADD admitted at the First People′s Hospital of Yunnan Province in February 2019 was selected as the study subject. The characteristics of disease onset, diagnosis and treatment and prognosis were retrospectively analyzed. Relevant literature was also systematically searched and reviewed.Results:The proband, a 1-year-old boy, had the clinical manifestations of frequently vomiting, hypoglycemia, abnormal liver function and myocardial enzymes. Tandem mass spectrometry screening showed significantly elevated C14, C14: 1, C16: 1, C16: 2, C18 and C14/C8. Genetic testing revealed that he has harbored compound heterozygous variants of the ACADVL gene, namely c. 664G>A (p.G222R) and c. 1345G>A (p.E449K), which were respectively derived from his father and mother. The child was diagnosed with VLCADD cardiomyopathy type and deceased 2 weeks later. Literature review has identified 60 Chinese children with VLCADD. The clinical classifications were mainly cardiomyopathy type and liver disease type, which accounted for 73.3% (43/60). The combination of ACADVL gene variants were correlated with the clinical classifications of VLCAD. Children with one or two loss-of-function (LOF) mutations showed more severe clinical manifestation and a higher mortality. Cardiomyopathy type had the poorest prognosis, with a mortality rate of 76.9% (20/26). C14: 1 may be used as an indicator for the diagnosis of VLCADD, but cannot be used for clinical subtyping and prognosis evaluation. The c. 1349G>A (p.R450H) variant had the highest frequency among the Chinese patients, accounting for 10.8% (13/120). Conclusion:The clinical classifications of VLCADD are strongly correlated with the prognosis, and LOF mutations are more common in those with severe clinical manifestations. c. 1349G>A (p.R450H) may be the most common variant among the Chinese patients, and early screening and diagnosis can greatly improve the prognosis of patients.
4.The value of minimal residual disease and IKZF1 deletion for predicting prognosis in adult patients with B-cell acute lymphoblastic leukemia
Shiyu DENG ; Jiawang OU ; Zicong HUANG ; Junjie CHEN ; Zihong CAI ; Qifa LIU ; Hongsheng ZHOU
Chinese Journal of Hematology 2024;45(3):257-263
Objective:To reassess the prognostic value of minimal residual disease (MRD) and IKZF1 gene deletions in adults with B-cell acute lymphoblastic leukemia (B-ALL) who received pediatric-specific chemotherapy regimens during the Nanfang Hospital PDT-ALL-2016 trial.Methods:We retrospectively analyzed the prognosis of 149 adult patients with B-ALL who were admitted to Nanfang Hospital from January 2016 to September 2020. Prognostic factors were identified using Cox regression models.Results:The complete remission rate was 93.2% in 149 patients, with a 5-year overall survival (OS) rate of (54.3±5.0) % and a cumulative incidence of relapse (CIR) of (47.5±5.2) %. The Cox regression analysis revealed that MRD positivity at day 45 (MRD 3) after induction therapy was independently associated with relapse risk ( HR=2.535, 95% CI 1.122-5.728, P=0.025). Deletion of IKZF1 gene was independently associated with mortality risk ( HR=1.869, 95% CI 1.034-3.379, P=0.039). Based on MRD 3 and IKZF1 gene status, we categorized adult patients with B-ALL into the low-risk (MRD 3-negative and IKZF1 gene deletion-negative) and high-risk (MRD 3-positive and/or IKZF1 gene wild type) groups. The 5-year OS and CIR rates were (45.5±6.0) % vs (69.4±8.6) % ( P<0.001) and (61.6±8.3) % vs (25.5±6.5) % ( P<0.001), respectively, in the high-risk and low-risk groups, respectively. The multivariate analysis showed that the high-risk group was an independent risk factor for OS ( HR=3.937, 95% CI 1.975-7.850, P<0.001) and CIR ( HR=4.037, 95% CI 2.095-7.778, P<0.001) . Conclusion:The combined use of MRD and IKZF1 gene in prognostic stratification can improve clinical outcome prediction in adult patients with B-ALL, helping to guide their treatment.
5.Progress in translational research on immunotherapy for osteosarcoma
Fei HU ; Xiaohan CAI ; Rui CHENG ; Shiyu JI ; Jiaxin MIAO ; Yan ZHU ; Guangjian FAN
Journal of Shanghai Jiaotong University(Medical Science) 2024;44(7):814-821
Osteosarcoma is a common primary malignant bone tumor in adolescents and children,characterized by a high recurrence rate and metastasis,making its treatment extremely challenging.Traditional treatment modalities,including surgery,radiation therapy,and chemotherapy,can alleviate symptoms to some extent,but improving long-term survival rates remains a pressing issue.With the continuous development of immunotherapy,breakthroughs have been made in the research of tumor immune microenvironment and the application of immunotherapy in recent years,providing new perspectives and strategies for osteosarcoma treatment.Currently,immunotherapy strategies include tumor vaccines,targeted cytokines,immune checkpoint inhibition,adoptive cell therapy,combination therapy,etc.,significantly enhancing patient immune responses from the aspects of boosting immunity,overcoming immune tolerance,and preventing immune evasion,thereby effectively improving the patients'survival rates and prognosis.This review aims to systematically introduce the immune microenvironment of osteosarcoma and discuss the latest advances in immunotherapy in clinical translational research of osteosarcoma.By deeply understanding the immune characteristics of osteosarcoma and corresponding treatment methods,it is hopeful to provide more effective strategies for personalized treatment,contributing to the improvement of the patients' survival rates and prognosis.
6.Different Radiological Indices of Patellar Height Predict Patients’ Diverse Outcomes Following Total Knee Arthroplasty
Zhiguo BI ; Yimeng CAI ; Chao SUN ; Xiaotong SHI ; Shiyu LIAO ; Jianguo LIU
Clinics in Orthopedic Surgery 2024;16(5):741-750
Background:
Total knee arthroplasty (TKA) is a common surgical procedure for patients with knee osteoarthritis. The patellar component plays a crucial role in knee biomechanics and can influence postoperative outcomes. This study aimed to investigate the relationship between radiological indices of patellar height and patient outcomes following TKA.
Methods:
A retrospective analysis was conducted on patients who underwent TKA for osteoarthritis. Radiographic measurements of patellar height, including the Insall-Salvati (IS) ratio, modified Blackburne-Peel (mBP) ratio, Caton-Deschamps ratio, and plateaupatellar angle (PPA), were obtained. Clinical outcomes were assessed using the Knee Society Score (KSS) and the Forgotten Joint Score-12 (FJS-12). Patient satisfaction and postoperative complications were also evaluated. Statistical analyses, including correlation analysis and multiple regression models, were performed to determine the association between radiological indices and patient outcomes.
Results:
The study included 330 cases that met the inclusion criteria. The analysis revealed significant correlations between different radiological indices of patellar height and patient outcomes. Lower postoperative PPA was correlated with worse KSS and range of motion scores. A decreased mBP ratio was associated with poorer FJS-12 responses and higher risks of dissatisfaction and patellar clunk or crepitus. Increased IS ratio was linked to a lower likelihood of incidental giving way of the knee. Advanced age was associated with reduced dissatisfaction and incidental giving way probabilities.
Conclusions
The findings of this study demonstrate that radiological indices of patellar height can predict patient outcomes following TKA. Assessing patellar height using various radiographic measurements provides valuable information for surgical planning and prognostic evaluation. Understanding the impact of patellar height on clinical outcomes can aid in optimizing TKA procedures and improving patient satisfaction. These findings emphasize the importance of considering patellar height as a predictive factor in TKA and highlight its potential role in guiding postoperative management and rehabilitation strategies.
7.Nanoparticles (NPs)-mediated Siglec15 silencing and macrophage repolarization for enhanced cancer immunotherapy.
Xiaodi LIU ; Qi ZHANG ; Yixia LIANG ; Shiyu XIONG ; Yan CAI ; Jincheng CAO ; Yanni XU ; Xiaolin XU ; Ye WU ; Qiang LU ; Xiaoding XU ; Baoming LUO
Acta Pharmaceutica Sinica B 2023;13(12):5048-5059
T cell infiltration and proliferation in tumor tissues are the main factors that significantly affect the therapeutic outcomes of cancer immunotherapy. Emerging evidence has shown that interferon-gamma (IFNγ) could enhance CXCL9 secretion from macrophages to recruit T cells, but Siglec15 expressed on TAMs can attenuate T cell proliferation. Therefore, targeted regulation of macrophage function could be a promising strategy to enhance cancer immunotherapy via concurrently promoting the infiltration and proliferation of T cells in tumor tissues. We herein developed reduction-responsive nanoparticles (NPs) made with poly (disulfide amide) (PDSA) and lipid-poly (ethylene glycol) (lipid-PEG) for systemic delivery of Siglec15 siRNA (siSiglec15) and IFNγ for enhanced cancer immunotherapy. After intravenous administration, these cargo-loaded could highly accumulate in the tumor tissues and be efficiently internalized by tumor-associated macrophages (TAMs). With the highly concentrated glutathione (GSH) in the cytoplasm to destroy the nanostructure, the loaded IFNγ and siSiglec15 could be rapidly released, which could respectively repolarize macrophage phenotype to enhance CXCL9 secretion for T cell infiltration and silence Siglec15 expression to promote T cell proliferation, leading to significant inhibition of hepatocellular carcinoma (HCC) growth when combining with the immune checkpoint inhibitor. The strategy developed herein could be used as an effective tool to enhance cancer immunotherapy.
8.Potential Mechanism of Action of Qiangxin Decoction (强心汤) for Chronic Heart Failure Based on Network Pharmacology and Molecular Docking
Meiling MAO ; Jianqi LU ; Liyu XIE ; Yan PANG ; Ding ZHANG ; Weiqi SHI ; Shuihua LIU ; Zongyu CAI ; Shiyu ZHANG ; Min HUANG
Journal of Traditional Chinese Medicine 2023;64(20):2132-2137
ObjectiveTo reveal the targets and molecular mechanisms of the action of Qiangxin Decoction (强心汤) for the treatment of chronic heart failure based on the combination of network pharmacology and molecular docking. MethodsThe active ingredients of Qiangxin Decoction were retrieved from TCMSP database, and the targets of chronic heart failure were screened by searching GeneCards, OMIM, TTD, PharmGkb, and DrugBank databases, and the intersections were taken to obtain the intersecting targets of Qiangxin Decoction for the treatment of chronic heart failure. STRING platform was used to construct the protein-protein interaction network (PPI), Cytoscape 3.8.0 software was used to calculate the network topology to screen the core targets, and R 4.2.3 was used to construct the “active ingredient-target” network by analyzing the GO enrichment analysis and KEGG pathway enrichment analysis. AutoDock 1.5.7 was used for molecular docking to predict the binding performance of active ingredients and core targets. ResultsSeventy-five intersecting targets were identified for the treatment of chronic heart failure with Qiangxin Decoction, among which the core targets were estrogen receptor 1 (ESR1, degree value=7), nuclear receptor coactivator 1 (NCOA1, degree value=8), glucocorticoid receptor (NR3C1, degree value=7), and nuclear receptor coactivator 2 (NCOA2, degree value=7). GO enrichment analysis showed that the top 3 items with the smallest P value in molecular function were G protein-coupled amine receptor activity, postsynaptic neurotransmitter receptor activity, and neurotransmitter receptor activity (P<0.01); the top 3 items with the smallest P value in biological process were adenylyl cyclase-activated adrenergic receptor signaling pathway, adrenergic receptor signaling pathway, and adenylyl cyclase-regulated G protein-coupled receptor signaling pathway (P<0.01); the top 3 items with the smallest P values in cellular composition were components of the postsynaptic membrane, synaptic membrane, and presynaptic membrane (P<0.01). KEGG enrichment analysis showed that the top 5 key signaling pathways were neuroactive ligand-receptor interactions, calcium signaling pathway, dopaminergic synapses, cocaine addiction, and cyclic guanosine monophosphate-protein kinase G (cGMP-PKG) signaling pathway. The molecular docking results showed that lignans and isoflavones had lower binding energies and more structural stability with the four core targets (ESR1, NCOA1, NR3C1, NCOA2). ConclusionThe treatment of chronic heart failure by Qiangxin Decoction was associated with neuroactive ligand-receptor interactions, calcium signaling pathway, dopaminergic synapses, chemoattractant-receptor activation, cGMP-PKG signaling pathway, lipids and atherosclerosis, and cAMP signaling pathway, and lignans and isoflavones may be the core active compounds in its treatment of chronic heart failure.
9.Clinical implications of 3D printing technology in preoperative evaluation of partial nephrectomy.
Yinzhao WANG ; Minfeng CHEN ; Yangle LI ; Cheng ZHAO ; Shiyu TONG ; Yi CAI ; Ruizhe WANG ; Tailai ZHOU
Journal of Central South University(Medical Sciences) 2022;47(3):328-333
OBJECTIVES:
Renal cancer is a common malignancy of the urinary system, and the partial nephrectomy is a common surgical modality for early renal cancer. 3D printing technology can create a visual three-dimensional model by using 3D digital models of the patient's imaging data. With this model, surgeons can perform preoperative assessment to clarify the location, depth, and blood supply of the tumor, which helps to develop preoperative plans and achieve better surgical outcomes. In this study, the R.E.N.A.L scoring system was used to stratify patients with renal tumors and to explore the clinical application value of 3D printing technology in laparoscopic partial nephrectomy.
METHODS:
A total of 114 renal cancer patients who received laparoscopic partial nephrectomy in Xiangya Hospital from June 2019 to December 2020 were enrolled. The patients were assigned into an experimental group (n=52) and a control group (n=62) according to whether 3D printing technology was performed, and the differences in perioperative parameters between the 2 groups were compared. Thirty-nine patients were assigned into a low-complexity group (4-6 points), 32 into a moderate-complexity group (7-9 points), and 43 into a high-complexity group (10-12 points) according to R.E.N.A.L score, and the differences in perioperative parameters between the experimental group and the control group in each score group were compared.
RESULTS:
The experimental group had shorter operative time, renal ischemia time, and postoperative hospital stay (all P<0.05), less intraoperative blood loss (P=0.047), and smaller postoperative blood creatinine change (P=0.032) compared with the control group. In the low-complexity group, there were no statistically significant differences between the experimental group and the control group in operation time, renal ischemia time, intraoperative blood loss, postoperative blood creatinine changes, and postoperative hospital stay (all P>0.05). In the moderate- and high- complexity groups, the experimental group had shorter operative time, renal ischemia time, and postoperative hospital stay (P<0.05 or P<0.001), less intraoperative blood loss (P=0.022 and P<0.001, respectively), and smaller postoperative blood creatinine changes (P<0.05 and P<0.001, respectively) compared with the control group.
CONCLUSIONS
Compared with renal tumor patients with R.E.N.A.L score<7, renal cancer patients with R.E.N.A.L score≥7 may benefit more from 3D printing assessment before undergoing partial nephrectomy.
Blood Loss, Surgical
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Creatinine
;
Female
;
Humans
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Ischemia
;
Kidney Neoplasms/surgery*
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Laparoscopy/methods*
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Male
;
Nephrectomy/methods*
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Printing, Three-Dimensional
;
Retrospective Studies
;
Treatment Outcome
10.Urodynamic analysis of extraperitoneal Studer orthotropic ileal neobladder following radical cystectomy
Keke CAI ; Yang YAN ; Jiang GENG ; Jianhua HUANG ; Ming LUO ; Junfeng ZHANG ; Shiyu MAO ; Mengnan LIU ; Xudong YAO
Chinese Journal of Urology 2019;40(3):183-187
Objective To evaluate changes of the urodynamics of extraperitoneal Studer orthotropic ileal neobladder after radical cystectomy.Methods Between July 2013 and October 2017,Retrospective analysis was performed on 58 bladder cancer patients.58 patients who underwent retrograde extraperitoneal approach of radical cystectomy and Studer orthotopic ileal neobladder.The patients were comprised of 56 male and 2 female patients with average age of 62 years.There were 9 cases of T1,26 cases of T2,20 cases of T3,and 3 cases of T4.All operations were completed by open suprapubic extraperitoneal approach,then entered the abdominal cavity.An ileal segment 50-55 cm long was isolated which was 25 cm proximal to the ileocecum.The 35-40 cm ileal segment was detubularized along its antimesenteric border.The anterior wall was folded forward with U-shaped and the edges were sutured to formed a neobladder.The proximal 15cm was reserved for the double isoperistaltic afferent limb.The lowest part of the neobladder was anastomosed with urethral stump,the peritoneum was closed at the mesentery,and the neobladder was completely placed extraperitoneal.Upper urinary tract function was examined by renal function test,enhanced CT,IVU or cystography.Uroflowmetry,urodynamic evaluation,diurnal and nocturnal continence were performed at 3,6,12,24 months following the surgery.Results After removed of the catheter,all patients were able to urinate through the urethra.The 3,6,12,24 month follow-up data of urodynamic were compared.The maximum neobladder capacity was[(378 ±66) vs.(381 ± 102)vs.(438 ± 75)vs.(472 ±96)] ml,the maximum flow rate [(10.2 ± 2.8) vs.(14.9 ± 4.3) vs.(16.4 ± 3.6) vs.(17.6 ± 2.1)] ml/s,maximum bladder pressure during filling was [(23.0 ± 4.6) vs.(21.7 ± 7.1) vs.(20.6 ± 6.4) vs.(18.8 ±6.3)] cmH2 O,the PVR was[(68.0 ± 33.2) vs.(36.2 ± 10.1) vs.(30.6 ± 11.9) vs.(14.0 t 9.6)] ml.There were significant differences between the 6-month and 12-month.There were no significant differences in the maximum bladder pressure during flowing [(38.6 ± 7.4) vs.(49.2 ± 6.8) vs.(58.4 ± 10.5) vs.(56.8 ± 7.4)] cmH2O.53 cases were followed up 12 months after surgery.Excellent daytime and nighttime continence was 98% (52/53)and 83 % (44/53)in the first year.Mild unilateral hydronephrosis occurred in 2 cases 1 month after surgery.Blood electrolytes and renal function were within the normal range.1 case presented bilateral mild hydronephrosis 12 months after surgery,without bladder and ureter regurgitation.The blood electrolyte and renal function of the other patients were in normal range with no signs of ureteral stricture and upper urinary tract hydronephrosis.Conclusions Extraperitoneal Studer orthotopic ileal neobladder reduced the interference of postoperative intraperitoneal intestinal tract on neobladder function.Postoperative patients have a smooth urination,a safe pressure during the storage period.The urination period,and the function of day and night urinary control is close to normal physiological characteristics.

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