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
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Neural Networks, Computer
;
Mandibular Reconstruction/methods*
;
Mandible/diagnostic imaging*
;
Imaging, Three-Dimensional/methods*
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Adult
;
Databases, Factual
;
Female
;
Male
;
Algorithms
;
Middle Aged
;
Cephalometry
2.A novel nomogram-based model to predict the postoperative overall survival in patients with gastric and colorectal cancer
Siwen WANG ; Kangjing XU ; Xuejin GAO ; Tingting GAO ; Guangming SUN ; Yaqin XIAO ; Haoyang WANG ; Chenghao ZENG ; Deshuai SONG ; Yupeng ZHANG ; Lingli HUANG ; Bo LIAN ; Jianjiao CHEN ; Dong GUO ; Zhenyi JIA ; Yong WANG ; Fangyou GONG ; Junde ZHOU ; Zhigang XUE ; Zhida CHEN ; Gang LI ; Mengbin LI ; Wei ZHAO ; Yanbing ZHOU ; Huanlong QIN ; Xiaoting WU ; Kunhua WANG ; Qiang CHI ; Jianchun YU ; Yun TANG ; Guoli LI ; Li ZHANG ; Xinying WANG
Chinese Journal of Clinical Nutrition 2024;32(3):138-149
Objective:We aimed to develop a novel visualized model based on nomogram to predict postoperative overall survival.Methods:This was a multicenter, retrospective, observational cohort study, including participants with histologically confirmed gastric and colorectal cancer who underwent radical surgery from 11 medical centers in China from August 1, 2015 to June 30, 2018. Baseline characteristics, histopathological data and nutritional status, as assessed using Nutrition Risk Screening 2002 (NRS 2002) score and the scored Patient-Generated Subjective Global Assessment, were collected. The least absolute shrinkage and selection operator regression and Cox regression were used to identify variables to be included in the predictive model. Internal and external validations were performed.Results:There were 681 and 127 patients in the training and validation cohorts, respectively. A total of 188 deaths were observed over a median follow-up period of 59 (range: 58 to 60) months. Two independent predictors of NRS 2002 and Tumor-Node-Metastasis (TNM) stage were identified and incorporated into the prediction nomogram model together with the factor of age. The model's concordance index for 1-, 3- and 5-year overall survival was 0.696, 0.724, and 0.738 in the training cohort and 0.801, 0.812, and 0.793 in the validation cohort, respectively.Conclusions:In this study, a new nomogram prediction model based on NRS 2002 score was developed and validated for predicting the overall postoperative survival of patients with gastric colorectal cancer. This model has good differentiation, calibration and clinical practicability in predicting the long-term survival rate of patients with gastrointestinal cancer after radical surgery.
3.miR-195 regulates FOXK1 gene and inhibits PI3K/Akt pathway’s biological behavior in stomach adenocarcinoma
Xiaobin FAN ; Fengfeng SONG ; Xiaoqing LI ; Wenxing LI ; Xianying FAN ; Yanwei HU ; Zhigang SONG ; Qiang WANG ; Yanjun LIAN
Chinese Journal of Endocrine Surgery 2022;16(6):655-661
Objective:To investigate the effect and mechanism of miR-195 regulating FOXK1 gene and PI3K/Akt pathway on stomach adenocarcinoma proliferation, invasion and migration ability.Methods:Public database samples were employed to analyze the expression differences and prognostic significance of miR-195 in stomach adenocarcinoma. After overexpression of mir-195-5p in two cell lines, MGC803 and AGS, altered cell proliferation, invasion, and migration abilities were detected by Alamar Blue, Wound healing, and Transwell assays. The potential target genes and binding sites of miR-195 were predicted by the starBase. Western blot was used to detect the expression levels of foxk1 and phosphorylation sites in the PI3K/Akt pathway of target genes after overexpression of mir-195-5p. A Dual-luciferase reporter assay was used to verify the relationship between mir-195-5p and foxk1. Statistical analyses were performed with IBM SPSS 22 software and R 4.0.3.Results:Our results showed a significant over-expression of miR-195 in the tumor tissues, compared with the paired normal tissues ( P<0.001) , which could inhibit the proliferation and invasion of stomach carcinoma cells and significantly correlated with survival ( P=0.011) . Moreover, our study indicated that miR-195 depressed the expression of FOXK1 and significantly reduced the activation of the PI3K/Akt pathway, which had a negative effect on the proliferation and invasion of stomach carcinoma cells. The phosphorylated Akt (s473 site) expression in the PI3K/Akt pathway was significantly decreased after overexpression of miR-195. Conclusion:Overall, our studies clarify the important function of the miR-195 in the diagnosis and therapy of patients with stomach carcinoma and reveal the FOXK1 and PI3K/Akt pathway regulation by the miR-195, which are of important clinical significance in the differential diagnosis.
4.Clinical research on childhood Langerhans cell histiocytosis with skin-limited lesion
Hongyun LIAN ; Xiaoxi ZHAO ; Li ZHANG ; Lei CUI ; Honghao MA ; Dong WANG ; Yunze ZHAO ; Zhigang LI ; Tianyou WANG ; Rui ZHANG
Chinese Journal of Applied Clinical Pediatrics 2021;36(7):520-524
Objective:To understand the clinical characteristics and prognosis of Langerhans cell histiocytosis (LCH) with skin-limited lesion.Methods:A retrospective analysis was performed on clinical characteristics and prognosis of 16 skin-limited LCH patients, out of 578 LCH patients who were hospitalized in Beijing Children′s Hospital during December 2013 to June 2018.Results:A total of 16 skin-limited LCH cases, accounted for 2.7% of all 578 cases, were included.Among which, sex ratio (male vs.female) was 1.28∶1.00.Median ages of skin eruption occurrence and of diagnosis of the disease were 3.5 months (3 days to 2 years and 5 months) and 6 months (2 months 14 days to 2 years and 8 months) in this group.Among the 16 cases, seborrheic dermatitis-like lesions(11 cases, 68.7%) was the most common, and the trunk was most frequently involved[75.0% (12 cases)]. Serine/threonine protein kinase gene V600E [ BRAF (p.V600E)] mutation was detected in pathological specimens from 10 skin-limi-ted cases, with 9 cases being positive.Plasma samples from 5 positive cases were further detected for BRAF (p.V600E) mutation, and 4 positive results were gained.Of all 16 patients, 11 cases (68.7%) were treated.Remission were achieved in 3-6 months from treatment start in patients treated whether according to the Histiocyte Society′s LCH-2009 protocol for 25 weeks(6 cases, 37.5%), or with topical mometasonefuroate for 3 months (3 cases, 18.8%). Two patients(12.5%) with solitary cutaneous lesions underwent excision biopsy (one face and one prepuce) and were considered to be in remission immediately after surgery.None of these patients suffered from the recurrence of the disease.The remaining 5 patients (31.3%) with skin-limited LCH were just evaluated regularly, and achieved remission in 3-6 months of commencing observation.Among these untreated patients, 1 with consistently positive BRAF (p.V600E) mutation in plasma had bone involvement in the 24 th month of assessment, and was then treated based on the Histiocyte Society′s LCH-2009 Protocol.No clinical or imageological evidence supporting disease progression was found on this patient.Median follow-up period was 32.8 months (2.9-63.9 months). Except one patient, none of the rest cases had active disease till follow-up ended.Two-year event free survival(EFS) of this research was (92.3± 7.4)%.There was no significant difference between EFS of treated group and that of observation group( χ2=1.250, P=0.264). Conclusions:Skin-limited LCH often occurs in infants and newborns, with strong heterogeneity in clinical manifestations, laboratory indicators, and pathogenesis.Seborrheic dermatitis-like lesions were the most common cutaneous type.The prognosis of the patients is excellent despite progressing into multisystem involvement can be seen in a few patients.
5.The role of SMARCE1 in the diagnosis of clear cell meningioma
Li ZHANG ; Zhigang YAO ; Fang LIAN ; Daizhong WANG ; Yupeng CHEN ; Shanshan CAI ; Sheng ZHANG ; Xingfu WANG
Chinese Journal of Pathology 2020;49(3):234-238
Objective:To analyze the expression of SMARCE1 in clear cell meningioma (CCM), and evaluate the role of SMARCE1 in the differential diagnosis in morphologically similar diseases.Methods:Thirteen samples/11 cases of CCMs were collected from the First Affiliated Hospital of Fujian Medical University, Shandong Provincial Hospital, Xuanwu Hospital of Capital Medical University and Thaihe Hospital of Hubei Province from January 2000 to December 2018, as well as 17 cases of meningiomas with clear-cell-like morphology, 782 cases of other types of meningiomas and other intracranial tumors with clear-like morphology. A tissue microarray was made using these cases, on which immunohistochemical/histochemical staining of SMARCE1, SSTR2, EMA, Ki-67, p53, PAS and D-PAS were performed.Result:The tumor cells of CCM had sheet-like architecture, without typical whorl formation.The CCM had round to polygonal cells, with clear, glycogen-rich cytoplasm and prominent blocky perivascular and interstitial collagen. The immunohistochemistry staining showed that none of the CCMs expressed SMARCE1(0/13).However, all of the other types of lesions, including meningioma(782/782), meningiomas with clear-like morphology(17/17), intracranial metastatic clear cell renal cell carcinoma(10/10), haemangioblastoma(10/10), central neurocytoma(10/10), oligodendroglioma(10/10), ependymoma(13/13), lioblastoma(42/42), and solitary fibrous tumor/hemangiopericytoma(35/35) showed positive nuclear staining of SMARCE1. Ki-67 index were 1%-5%, and p53 positive-rate were 0-40% in CCMs. PAS stain showed cytoplasmic granular positive and D-PAS were negative in all CCMs and meningiomas with clear-like morphology.Conclusion:SMARCE1 is a useful marker for the diagnosis of CCM and its mimickers.
6.A single-arm prospective study on induction chemotherapy and subsequent comprehensive therapy for advanced hypopharyngeal squamous cell carcinoma: report of 260 cases in a single center
Yifan YANG ; Ru WANG ; Jugao FANG ; Qi ZHONG ; Zhigang HUANG ; Xiaohong CHEN ; Shurong ZHANG ; Junmao GAO ; Shuling LI ; Pingdong LI ; Lizhen HOU ; Xuejun CHEN ; Hongzhi MA ; Ling FENG ; Yang ZHANG ; Shizhi HE ; Meng LIAN ; Shuzhou LIU
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2020;55(12):1143-1153
Objective:To study the significance of induction chemotherapy and subsequent comprehensive therapy for overall survival rate (OS) and larynx dysfunction-free survival rate (LDFS) in patients with advanced hypopharyngeal carcinoma.Methods:Patients who met the inclusion criteria with the diagnoses of advanced hypopharyngeal carcinoma between 2011 and 2017 received 2 or 3 cycles of TPF regimen induction chemotherapy. Patients who attained complete response (CR) received radical chemotherapy. Patients who attained partial response (PR) and the reduction of tumor volume was more than 70% were defined as large PR and received concurrent chemoradiotherapy. When the tumor volume reduction of PR patients was less than 70%, they were defined as small PR. (CR+large PR) group was defined as effective group. Patients who did not reach CR and large PR were defined as uneffective group and underwent radical surgery and received adjuvant radiotherapy as appropriate after the surgery. The end points of the study were OS, progression-free survival (PFS) and LDFS. Chi-square (χ 2) test was used for correlation analysis. Survival analysis was performed by the Kaplan-Meier method with a Log-rank test. Cox proportional hazards model was used for univariate and multivariate survival analysis. Results:A total of 260 patients were enrolled in the study. The follow-up period ranged from 5 to 83 months, with an average of 24.7 months. The 3-year and 5-year OS rate was 46.0% and 32.6%, respectively. The 3-year and 5-year PFS rate was 41.0% and 26.6%, respectively. The 3-year and 5-year LDFS rate was 37.9% and 24.8%, respectively. Poor outcome of induction chemotherapy, advanced N stage, strong positive Ki-67 immunohistochemistry (all P<0.001) were negative prognostic factors. The advanced clinical stage was positively related to the poor outcome of induction chemotherapy ( P=0.015). There was no significant difference in OS and PFS between the large PR group and the small PR group (all P>0.005). Conclusion:TPF regimen induction chemotherapy and subsequent comprehensive therapy for patients with advanced hypopharyngeal carcinoma may improve the quality of life of patients, with high OS rate and LDFS rate.
7. Clinical analysis of pediatric Langerhans cell histiocytosis with craniofacial bone involvement
Hongyun LIAN ; Li ZHANG ; Zhigang LI ; Honghao MA ; Dong WANG ; Yunze ZHAO ; Chao GAO ; Xiaoxi ZHAO ; Tianyou WANG ; Rui ZHANG
Chinese Journal of Applied Clinical Pediatrics 2019;34(15):1151-1155
Objective:
To investigate the clinical characteristics and outcomes of pediatric Langerhans cell histiocytosis (LCH) with craniofacial bone involvement.
Methods:
A retrospective analysis was performed on 145 pediatric LCH patients with craniofacial bone involvement registered at Beijing Children′s Hospital Affiliated to Capital Medical University from January 2007 to July 2013.The patients were divided into 2 groups: central nervous system risk craniofacial bone involvement group(CNS-RISK) and non-central nervous system risk craniofacial bone involvement group(non-CNS-RISK). All patients were assessed at 5 weeks, 11 weeks, 25 weeks and 52 weeks respectively after chemotherapy started, and 3 months, 6 months, 1 year and 3 years after chemotherapy withdrawal.Statistics and related risk analysis was performed respectively.
Results:
A total of 145 craniofacial bone involved LCH cases were included, which was composed of 62.5% of 232 LCH cases hospitalized during the same period.The median age of these patients was 29 months, and median follow-up time period was 31 months.The most commonly involved craniofacial bone was parietal bone(78 cases, 53.8%), followed by temporal bone(59 cases, 40.7%) and frontal bone(57 cases, 39.3%). The onset age was significantly different (26 months
8.Problem exploration and measures on the investigator initiated trial from the perspective of scientific research supervision
Lian XUE ; Xiaoliang ZHU ; Xingyuan HU ; Wentao TANG ; Liling LIN ; Tao CEN ; Zhigang LIU ; Peng PENG ; Hong LU
Chinese Journal of Medical Science Research Management 2019;32(5):337-341
Objective By analyzing the problems existed in the Investigator Initiated Trial (IIT),this article put forward the corresponding countermeasures and therefore provides reference for the standardization of clinical research project management.Methods Four types of problems identified in the supervision of hospital IIT projects are analyzed according to literature review,data analysis of clinical research project,comparative study and summary.Identified problems are existed in the following aspects:scientific research supervision function,research method guidelines,technical specification of the diagnosis and treatment,scientific research design and project approval review,research funds,medical ethics committee,construction of Biobank and Regulation Conflicts.Results This article put forward 6 countermeasures for improvement:establishing and perfect IIT project scientific research supervision entity,bring in the IIT project steering group to strengthen the scientific review;Strengthen risk management to ensure medical safety,carry out IIT training,establish IIT management database information system,build a comprehensive integrated development multi-point application model of hospital BioBank.Conclusions The establishment of the hospital's IIT scientific research supervision system,management mode and technical standard system is of great importance to standardize clinical research,ensure research quality and guide the clinical research work of the hospital effectively.
9.Repair of bile duct defection with decellularized vascular matrix scaffold in a porcine model
Xiaoyu LI ; Dongbo LIAN ; Mengmeng XIAO ; Zhigang HU ; Jirun PENG ; Lei CUI
Chinese Journal of General Surgery 2018;33(2):152-155
Objective To explore the feasibility of repairing porcine bile duct defect with decellularized rabbit abdominal aorta matrix scaffold.Methods Sodium dodecyl sulfate and Sodium deoxycholate were used to remove the cells in the blood vessel,and the residual DNA and RNA fragments were removed by nuclease.The prepared scaffold was implanted to repair defect of bile duct in swine,which were sacrificed after 45 days of surgery for histological evaluation.Results HE,Masson and elastic fiber staining showed that the composition and structure of the scaffold maintained their native features after dcellularization treatment.DNA content in acelllular scaffold (0.12 ± 0.01) μg/mg dry weight) was significantly decreased as compared with the native ones (2.31 ± 0.03) μg/mg dry weight,P < 0.05).Collagen content was increased from (152 ±22) μg/mg dry weight in intact aorta to (177 ±21) μg/mg dry weight.Adipose derived mesenchymal stem cells with typical morphology survived well in the decellularized vascular matrix.It was observed that seeded ASCs penetrated into the inner wall of the scaffold.After transplantation,there was no leakage in the anastomosis and collapse of acellular blood vessel matrix.After 45 days of transplantation,repaired bile duct was harvested for histological evaluation.HE and Masson staining revealed that there were a large number of cells distributed in the inner wall of the scaffold,and some suspected epithelial cells and glands were found.Conclusion Decellularized aorta matrix scaffold hold great potential in serving as scaffold repairing defect of bile duct.
10.Survival and life quality evaluation on advanced laryngeal cancer treated with modified supracricoid partial laryngectomy
Ru WANG ; Jugao FANG ; Hongzhi MA ; Ling FENG ; Qi ZHONG ; Lizhen HOU ; Pingdong LI ; Zhigang HUANG ; Xiaohong CHEN ; Xuejun CHEN ; Meng LIAN
Chinese Archives of Otolaryngology-Head and Neck Surgery 2017;24(11):557-560
OBJECTIVE To evaluate the survival and functional outcomes of advanced laryngeal squamous cell carcinoma after modified supracricoid partial laryngectomy(SCPL).METHODS We selected 65 laryngeal cancer patients treated with modified supracricoid partial laryngectomy from 2002 to 2015 in our hospital.Among them,62 cases were males,3 cases were females with an age ranged from 35 to 80 years(median age 58 years)There were 26 cases with T2 stage,32 cases with T3 stage and 7 cases with T4 stage.We selected 120 laryngeal cancer patients treated with vertical partial laryngectomy at the same period as control.Then we evaluated the functional outcomes of modified supracricoid partial laryngectomy group compared with vertical partial hemilaryngectomy group.RESULTS The 5-year cumulative survival rate and decannulation rate were 82.3% and 98.3% for supracricoid laryngectomy group respectively.Decannulation ratewas 86.1% for vertical partial hemilaryngectomy group(P<0.05).However,there was no significant difference between supracricoid partial laryngectomy group and vertical partial laryngectomy group in pronunciation evaluation and abnormal deglutition.CONCLUSION Modified supracricoid partial laryngectomy is a good choice for local advanced laryngeal squamous cell carcinoma.

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