1.Application of natural language processing models in cervical cancer staging and risk factors extraction
Xiang CHEN ; Shengyun FAN ; Yihang ZHANG ; Yi XU ; Shengyu YAO ; Ge YAN
Tumor 2025;45(3):287-296
Objective:To evaluate the accuracy and output stability of online general natural language processing(NLP)models for staging diagnosis and identifying medium-and high-risk factors in cervical cancer patients based on pathology reports.Methods:Surgical pathological reports of 65 patients with cervical cancer who received postoperative adjuvant radiotherapy at Shanghai General Hospital from January 2022 to December 2023 were retrospectively selected.These reports were input into two online NLP models,Kimi and ChatGPT-4o,and their output staging diagnosis results were recorded.Then,the results were classified into 3 categories and scored as follows:correct(2 points),basically correct(1 point)and incorrect(0 point).Each pathologic report was tested 5 times to assess the stability of the outputs form Kimi and ChatGPT-4o,and the consistency between the NLP models and clinical physicians in cervical cancer staging was compared.Prompt-based questioning was used to evaluate Kimi's ability to extract medium-and high-risk factors from the pathology reports of cervical cancer patients.Results:There was no statistical significant difference in the staging diagnosis results between the two NLP models and the clinical physicians(x2=5.740,P=0.057).Kimi and ChatGPT-4o respectively produced 56 and 47 correct results,6 and 15 basically correct results,and 3 and 3 incorrect results.Their mean scores were 7.08±2.70 and 7.97±2.97,and the difference between them was statistically significant(P=0.040).In the extraction of risk factors from 65 cervical cancer patients,involving a total of 390 factors,Kimi made only three false-positive errors,with all other factors correctly identified.Conclusion:Online general NLP models can stably output the stage of cervical cancer patients with diagnostic accuracy comparable to clinical physicians.With the assistance of prompt-based questioning,these NLP models can accurately extract medium-and high-risk factors from pathology reports of cervical cancer patients,demonstrating promising clinical application potential.
2.Telpegfilgrastim for chemotherapy-induced neutropenia in breast cancer: A multicenter, randomized, phase 3 study.
Yuankai SHI ; Qingyuan ZHANG ; Junsheng WANG ; Zhong OUYANG ; Tienan YI ; Jiazhuan MEI ; Xinshuai WANG ; Zhidong PEI ; Tao SUN ; Junheng BAI ; Shundong CANG ; Yarong LI ; Guohong FU ; Tianjiang MA ; Huaqiu SHI ; Jinping LIU ; Xiaojia WANG ; Hongrui NIU ; Yanzhen GUO ; Shengyu ZHOU ; Li SUN
Chinese Medical Journal 2025;138(4):496-498
3.Application of natural language processing models in cervical cancer staging and risk factors extraction
Xiang CHEN ; Shengyun FAN ; Yihang ZHANG ; Yi XU ; Shengyu YAO ; Ge YAN
Tumor 2025;45(3):287-296
Objective:To evaluate the accuracy and output stability of online general natural language processing(NLP)models for staging diagnosis and identifying medium-and high-risk factors in cervical cancer patients based on pathology reports.Methods:Surgical pathological reports of 65 patients with cervical cancer who received postoperative adjuvant radiotherapy at Shanghai General Hospital from January 2022 to December 2023 were retrospectively selected.These reports were input into two online NLP models,Kimi and ChatGPT-4o,and their output staging diagnosis results were recorded.Then,the results were classified into 3 categories and scored as follows:correct(2 points),basically correct(1 point)and incorrect(0 point).Each pathologic report was tested 5 times to assess the stability of the outputs form Kimi and ChatGPT-4o,and the consistency between the NLP models and clinical physicians in cervical cancer staging was compared.Prompt-based questioning was used to evaluate Kimi's ability to extract medium-and high-risk factors from the pathology reports of cervical cancer patients.Results:There was no statistical significant difference in the staging diagnosis results between the two NLP models and the clinical physicians(x2=5.740,P=0.057).Kimi and ChatGPT-4o respectively produced 56 and 47 correct results,6 and 15 basically correct results,and 3 and 3 incorrect results.Their mean scores were 7.08±2.70 and 7.97±2.97,and the difference between them was statistically significant(P=0.040).In the extraction of risk factors from 65 cervical cancer patients,involving a total of 390 factors,Kimi made only three false-positive errors,with all other factors correctly identified.Conclusion:Online general NLP models can stably output the stage of cervical cancer patients with diagnostic accuracy comparable to clinical physicians.With the assistance of prompt-based questioning,these NLP models can accurately extract medium-and high-risk factors from pathology reports of cervical cancer patients,demonstrating promising clinical application potential.
4.Multicenter retrospect analysis of early clinical features and analysis of risk factors on prognosis of elderly patients with severe burns
Qimin MA ; Wenbin TANG ; Xiaojian LI ; Fei CHANG ; Xi YIN ; Zhaohong CHEN ; Guohua WU ; Chengde XIA ; Xiaoliang LI ; Deyun WANG ; Zhigang CHU ; Yi ZHANG ; Lei WANG ; Choulang WU ; Yalin TONG ; Pei CUI ; Guanghua GUO ; Zhihao ZHU ; Shengyu HUANG ; Liu CHANG ; Rui LIU ; Yongji LIU ; Yusong WANG ; Xiaobin LIU ; Tuo SHEN ; Feng ZHU
Chinese Journal of Burns 2024;40(3):249-257
Objective:To investigate the early clinical characteristics of elderly patients with severe burns and the risk factors on prognosis.Methods:This study was a retrospective case series study. Clinical data of 124 elderly patients with severe burns who met the inclusion criteria and were admitted to the 12 hospitals from January 2015 to December 2020 were collected, including 4 patients from the Fourth People's Hospital of Dalian, 5 patients from Fujian Medical University Union Hospital, 22 patients from Guangzhou Red Cross Hospital of Jinan University, 5 patients from Heilongjiang Provincial Hospital, 27 patients from the First Affiliated Hospital of Naval Medical University, 9 patients from the First Affiliated Hospital of Nanchang University, 10 patients from Affiliated Hospital of Nantong University, 9 patients from Tongren Hospital of Wuhan University & Wuhan Third Hospital, 12 patients from the 924 th Hospital of PLA, 6 patients from Zhangjiagang First People's Hospital, 4 patients from Taizhou Hospital of Zhejiang Province, and 11 patients from Zhengzhou First People's Hospital. The patients' overall clinical characteristics, such as gender, age, body mass index, total burn area, full-thickness burn area, inhalation injury, causative factors, whether combined with underlying medical diseases, and admission time after injury were recorded. According to the survival outcome within 28 days after injury, the patients were divided into survival group (89 cases) and death group (35 cases). The following data of patients were compared between the two groups, including the basic data and injuries (the same as the overall clinical characteristics ahead); the coagulation indexes within the first 24 hours of injury such as prothrombin time (PT), activated partial thromboplastin time (APTT), thrombin time, D-dimer, fibrinogen degradation product (FDP), international normalized ratio (INR), and fibrinogen; the blood routine indexes within the first 24 hours of injury such as white blood cell count, platelet count, neutrophil-to-lymphocyte ratio, monocyte count, red blood cell count, hemoglobin, and hematocrit; the organ function indexes within the first 24 hours of injury such as direct bilirubin, total bilirubin, urea, serum creatinine, aspartate aminotransferase, alanine aminotransferase, total protein, albumin, globulin, blood glucose, triglyceride, total cholesterol, alkaline phosphatase, creatine kinase, electrolyte indexes (potassium, sodium, chlorine, calcium, magnesium, and phosphorus in blood), uric acid, myoglobin, and brain natriuretic peptide; the infection and blood gas indexes within the first 24 hours of injury such as procalcitonin, C-reactive protein, pH value, oxygenation index, base excess, and lactate; treatment such as whether conducted with mechanical ventilation, whether conducted with continuous renal replacement therapy, whether conducted with anticoagulation therapy, whether applied with vasoactive drugs, and fluid resuscitation. The analysis was conducted to screen the independent risk factors for the mortality within 28 days after injury in elderly patients with severe burns. Results:Among 124 patients, there were 82 males and 42 females, aged 60-97 years, with body mass index of 23.44 (21.09, 25.95) kg/m 2, total burn area of 54.00% (42.00%, 75.00%) total body surface area (TBSA), and full-thickness burn area of 25.00% (10.00%, 40.00%) TBSA. The patients were mainly combined with moderate to severe inhalation injury and caused by flame burns. There were 43 cases with underlying medical diseases. The majority of patients were admitted to the hospital within 8 hours after injury. There were statistically significant differences between patients in the 2 groups in terms of age, total burn area, full-thickness burn area, and inhalation injury, and PT, APTT, D-dimer, FDP, INR, white blood cell count, platelet count, urea, serum creatinine, blood glucose, blood sodium, uric acid, myoglobin, and urine volume within the first 24 hours of injury (with Z values of 2.37, 5.49, 5.26, 5.97, 2.18, 1.95, 2.68, 2.68, 2.51, 2.82, 2.14, 3.40, 5.31, 3.41, 2.35, 3.81, 2.16, and -3.82, respectively, P<0.05); there were statistically significant differences between two groups of patients in whether conducted with mechanical ventilation and whether applied with vasoactive drugs (with χ2 values of 9.44 and 28.50, respectively, P<0.05). Age, total burn area, full-thickness burn area, serum creatinine within the first 24 hours of injury, and APTT within the first 24 hours of injury were the independent risk factors for the mortality within 28 days after injury in elderly patients with severe burns (with odds ratios of 1.17, 1.10, 1.10, 1.09, and 1.27, 95% confidence intervals of 1.03-1.40, 1.04-1.21, 1.05-1.19, 1.05-1.17, and 1.07-1.69, respectively, P<0.05). Conclusions:The elderly patients with severe burns had the injuries mainly from flame burns, often accompanied by moderate to severe inhalation injury and enhanced inflammatory response, elevated blood glucose levels, activated fibrinolysis, and impaired organ function in the early stage, which are associated with their prognosis. Age, total burn area, full-thickness burn area, and serum creatinine and APTT within the first 24 hours of injury are the independent risk factors for death within 28 days after injury in this population.
5.A pentapeptide enabled AL3810 liposome-based glioma-targeted therapy with immune opsonic effect attenuated.
Jinyang LI ; Jiasheng LU ; Haiyan GUO ; Jianfen ZHOU ; Songli WANG ; Kuan JIANG ; Zhilan CHAI ; Shengyu YAO ; Xiaoyi WANG ; Linwei LU ; Cao XIE ; Yi CHEN ; Weiyue LU
Acta Pharmaceutica Sinica B 2021;11(1):283-299
AL3810, a molecular dual inhibitor of the vascular endothelial growth factor receptor (VEGFR) and fibroblast growth factor receptor (FGFR), has earned the permission of phase II clinical trial for tumor treatment by China FDA. As a reversible ATP-competitive inhibitor, AL3810 targets ATP-binding site on intracellular region of VEGFR and FGFR, whereas, AL3810 lacking interplay with extracellular region of receptors rendered deficient blood-brain tumor barrier (BBTB) recognition, poor brain penetration and unsatisfactory anti-glioma efficacy. Integrin
6.Polyester braided wire and belt lock cable are employed for treatment of serious comminuted patellar fractures
Xin SHI ; Jianhong ZHAO ; Jianjun YAN ; Yi LIU ; Shengyu CUI ; Zhiming CUI
Chinese Journal of Tissue Engineering Research 2014;(3):482-487
BACKGROUND:Serious patel ar comminuted fractures can be treated by a number of methods such as cerclage with tension band steel wire or steel wire, or fixation with the nickel titanium patel a concentrator and absorption lines, or cerclage with 10# double-loop wire plus fixation with split-type patel a claws or with the memory al oy patel a concentrator. But it is difficult to achieve strongly fixed effect on patel a fractures by these methods.
OBJECTIVE:To investigate the clinical effects of suture with polyester braided wire and cerclage with belt lock cable on serious comminuted patel ar fractures.
METHODS:A retrospective analysis was performed on the clinical data of 57 patients with serious comminuted patel ar fractures who received suture with polyester braided wire and cerclage with belt lock cable from January 2007 to October 2012. According to AO classification of fractures, there were nine cases of type B3, 22 cases of type C2 and 26 cases of type C3. After satisfactory reduction of comminuted patel ar fractures during the operation, firstly we sewed up both sides of the expansion region of quadriceps muscle and stitched on periosteum and prepatel ar tissue with thick polyester braided wire fol owed by patel ar cerclage with belt lock cable. According to the stability of fracture blocks, tension band fixation with polyester braided wire was partial y added. After the operation, the clinical effects were assessed based on the Bostman score system.
RESULTS AND CONCLUSION:Total y 46 out of 57 cases were fol owed up with an average of 8 months (4-18 months). Al patients obtained bone union within 3-5 months. Wounds healed in the first stage without any infections, and fractures in al patients healed without complications such as implant loosening and skin irritation. According to the Bostman score system, 33 cases were scored excellent, 10 good and three fair. The excellent and good rate was 93.5%. It suggests that treatment of serious patel ar comminuted fracture by the combination of polyester braided wire and belt lock cable leads to closely contact fracture sites and reliably fix bone fragments. It can facilitate early postoperative range of motion exercises.
7.Synthes cable system for periprosthetic femoral fractures after total hip replacement
Yi LIU ; Jianjun YAN ; Shengyu CUI ; Zhiming CUI
Chinese Journal of Tissue Engineering Research 2014;(13):1988-1993
BACKGROUND:Recently, periprosthetic femoral fractures have been a common complication after total hip replacement. Vancouver type B1 periprosthetic femoral fractures commonly received internal fixation due to stable femoral prosthesis and less bone defects.
OBJECTIVE:To evaluate the effect of the application of Synthes cable system in the treatment of Vancouver type B1 periprosthetic femoral fractures after total hip replacement.
METHODS:From May 2009 to October 2012, 18 patients with Vancouver type B1 periprosthetic femoral fractures were treated with Synthes cable system in the Department of Orthopedics, Nantong First People’s Hospital. There were 8 males and 10 females with an average age of (62.67±8.67) years ranging 45 to 80 years. They received a further consultation at 1, 3 and 6 months after treatment. The function of hip joint was evaluated by Harrris evaluation standard:ful marks, 100 points, ≥ 90 points, excellent;80-89 points, better;70-79 points, good;<70 points, poor.
RESULTS AND CONCLUSION:Al 18 patients were fol owed up for 6 to 43 months. Mean healing period was (19.06±4.04) weeks. Harris score was (22.3±3.6) points before treatment in 18 cases. Harris score was higher significantly at 1, 3 and 6 months after treatment compared with that before treatment (P<0.01), and the recovery of hip function was good. Results indicated that Synthes cable system could help to restore the normal anatomic structure of femur in the greatest extent, showing simple operation, little injury, high stability and high safety. It is an ideal method for treating Vancouver type B1 periprosthetic femoral fractures.
8.Clinical and imaging feature of 3 patients with combined developmental venous anomalies and cerebral cavernous malformations
Jianjun LIU ; Ting XIONG ; Zunbo LI ; Shengyu LI ; Yi JIA
Chinese Journal of Neurology 2012;(10):724-729
Objective To investigate the clinical,neuroradiologic characteristics and possible causes in 3 patients with combined developmental venous anomalies (DVAs) and cerebral cavernous malformations (CCM).Methods The clinical examination,magnetic resonance imaging (MRI) T1-weighted (T1 WI),T2-weighted (T2WI),susceptibility-weighted imaging (SWI) or T2 fast field echo (T2 FFE),contrast-enhanced MRI at 1.5 T field strength and digital substrate angiography were performed in 3 patients.Results Three patients presented with the seizure,vertigo,and dizziness respectively.MRI findings of reticulated “popcorn like” lesion with complete hemosiden rim showed typical sign of CCM.DSA,contrast-enhanced MRI and MRI-SWI revealed the caput medusae of the medullary veins and collected veins which was drained into subcortical and deep venous system,which indicated DVAs in 3 patients.The angulated medullary veins and collected veins in approaching distal zone of CCM were observed.Conclusion DVAs can be combined with CCM.The angulated medullary veins and collected veins combined with CCM in same territory reveals that the angioarchitectural factors is a key factor in pathogenesis of cavernous malformation.
9.Diffusion changes in substantia nigra following striatum infarction with diffusion tensor imaging
Chao QIN ; Zhijian LIANG ; Jinou ZHENG ; Xuean MO ; Jinsheng ZENG ; Daobin CHENG ; Kai LI ; Wei YE ; Shengyu LI ; Yi DAI
Chinese Journal of Neurology 2010;43(8):538-541
Objective To investigate the diffusion changes in ipsilateral substantia nigra after a chronic striatum infarction with diffusion tensor imaging ( DTI ) and its connotation for clinical lecture.Methods Participators underwent a DTI scan and were divided into three groups. The striatum infarction (SI) group consisted of twenty patients with chronic basal ganglia infarction with striatum involved, while the non striatum infarction (NSI) group consisted of another twenty patients with chronic basal ganglia infarctions without striatum involved. The control group consisted of twenty healthy volunteers. Before the DTI scan all patients underwent a clinical evaluation with Modified Rankin Scale (mRS) and Barthol Index,and the four patients of SI group with symptoms like Parkinson disease underwent an additional evaluation with the third subscale of Unified Parkinson' s Disease Rating Scale ( UPDRS Ⅲ ). Results Compared with NSI and control groups, the infarct side substantia nigra MD of SI group increased by 30. 86 percent (t =40.07,P=0.000) and 31.42 percent (t =42. 64,P =0.000). The FA values from the three groups were not different. There were four patients with some symptoms like Parkinson disease in SI group. Compared with those patients without symptom like Parkinson disease in SI group, the infarct side substantia nigra MD of these four patients increased by 22 percent(t = 18.03, P =0. 01 ). Moreover, the infarct side substantia nigra MD of these four patients was correlated with their UPDRS Ⅲ positively ( r = 0. 97, P = 0. 03 ).Conclusions The secondary degeneration in the ipsilateral side substantia nigra after striatum infarction could be detested quantitatively with diffusion tensor imaging. The secondary degeneration in substantia nigra may be responsible for the symptoms like Parkinson disease in striatum infarction patients.
10.Expression and activities analysis of a fusion protein CREKA/tTF
Yi SU ; Jianghua YAN ; Shengyu WANG ; Jie HE ; Min YE
Chinese Journal of Biochemical Pharmaceutics 2010;31(2):94-97
Purpose To prepare a novel fusion protein of CREKA and tTF as a universal carrier targeting to cancer,and to analyze its activities.Methods CREKA and tTF gene were acquired by PCR,and inserted into plasmid pET22b(+)to construct recombinant plasmid CREKA/tTF/pET22b(+),and the fusion gene was expressed in E.coli BL21.The fusion protein Wag purified through Nickel-affinity chromatography column.After purifying,the fusion protein was refold by subsequent dialysis.The activities of the fusion proteins were measured by coagulation timing and quantitative fluorescence test in vitro.Results The recombinant plasmid CREKA/tTF/pET22b(+)with correct sequence was obtained.The fusion protein was highly expressed in E.coli BL21.The coagulation of the fusion protein Was determined by the coagulation test.And the capability of the fusion protein effectively binding to clotted plasma proteins is identified in quantitative fluorescence test.Conclusion The recombinant plasmid CREKA/tTF/pET22b(+)with correct sequence was built.The fusion protein CREKA/tTF with both TF and CREKA activity was successfully obtained.

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