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.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.
3.Application of POGIL theory combined with micro-class teaching in orthopedic clinical teaching
Jianbo FAN ; Youhua WANG ; Haiping ZHANG ; Xinhui ZHU ; Shengyu CUI ; Wei ZHANG
Chinese Journal of Medical Education Research 2024;23(11):1535-1538
Objective:To explore the application effect of the teaching method combining process-oriented-guided inquiry learning (POGIL) theory and micro-class in orthopedic clinical internship.Methods:The 118 interns who completed internship from January 2022 to December 2022 were randomly divided into a control group (58) and an experimental group (60). The control group received traditional teaching, while the experimental group received a teaching method combining POGIL theory and micro-class. After the internship, the two groups were compared for assessment scores (basic theoretical knowledge and professional theoretical knowledge), learning status (classroom performance and self-learning ability), clinical practice ability (Leicester Assessment Scale), and teaching satisfaction. The t-test and chi-square test were performed using SPSS 21.0. Results:After the internship, the assessment scores, classroom performance, self-directed learning ability scores, clinical skills, case writing scores, and teaching satisfaction of the experimental group were all higher than those of the control group ( t/ χ2=5.01, 3.72, 2.20, 6.57, 3.56, 4.52, P<0.05). Conclusions:The teaching method combining POGIL theory and micro-class can enhance the master of theoretical knowledge by orthopedic interns, optimize classroom performance, cultivate self-learning ability, and improve clinical practice ability and teaching satisfaction.
4.Prolonging use of tranexamic acid is helpful to reduce perioperative hidden blood loss in senile patients with intertrochanteric fractures
Yan ZHAO ; Fan WU ; Hong LI ; Shengyu WAN ; Jin HE ; Binren ZHU ; Congbing JIANG
Chinese Journal of Tissue Engineering Research 2024;28(36):5858-5864
BACKGROUND:Intertrochanteric fracture of femur often occurs in the elderly,and there will be a large amount of hidden blood loss after surgery.Reducing hidden blood loss can decrease complications and hospital stay. OBJECTIVE:To evaluate the effect of prolonged use of tranexamic acid on hidden blood loss after proximal femoral nail antirotation implantation in senile intertrochanteric fractures. METHODS:From January 2022 to May 2023,62 elderly admitted patients with intertrochanteric fracture of femur were selected from Zigong Fourth People's Hospital.All of them were treated with proximal femoral nail antirotation implantation after closed reduction on the traction bed.According to the use time of tranexamic acid,they were divided into two groups.In the control group(n=38),1 g tranexamic acid was given intravenically 15-30 minutes before incision,and 1 g was added 3 hours later.Based on the control group,the trial group(n=24)was given 1 g tranexamic acid intravenously once for 12 hours on the first day after surgery.Blood routine examinations were performed before surgery,on the day after surgery,and on the first,third and fifth days after surgery.Hemoglobin and hematocrit were counted.The theoretical total blood loss was calculated by Cross equation,and the incidence of complications in the two groups was recorded. RESULTS AND CONCLUSION:(1)Through statistical analysis,there was no significant difference in the amount of dominant blood loss between the two groups(P>0.05).(2)The number of grams of hemoglobin decreased,total blood loss and hidden blood loss in the trial group during perioperative period were lower than those in the control group,and the differences were statistically significant(P<0.05).(3)The hemoglobin values of the trial group on day 3 after surgery,and the hematocrit values on days 1 and 3 after surgery were higher than those of the control group,with statistical significance(P<0.05).(4)The hemoglobin and platelet count showed a downward trend after surgery,and the hemoglobin value was the lowest value on day 3,and the platelet value was the lowest value on day 1 after surgery,and then began to rise in both groups.(5)There was no significant difference in postoperative complications between the two groups(P>0.05).(6)The results show that prolonging use of tranatemic acid can effectively reduce the hidden blood loss in the treatment of femoral intertrochanteric fracture with proximal anti-rotation intramedullary nail,and does not increase the risk of complications.
5.Clinical efficacy of individual molded Ozaki autologous pericardial aortic valve reconstruction
Fan ZHANG ; Haibo ZHANG ; Jiangang WANG ; Jie HAN ; Shengyu WANG
Chinese Journal of Thoracic and Cardiovascular Surgery 2024;40(12):732-735
Objective:To investigate the clinical efficacy of individual molded Ozaki autologous pericardial aortic valve reconstruction in the treatment of aortic valve disease.Methods:This study adopted the method of retrospective statistical analysis. A total of 32 patients with complete follow-up of autologous pericardial aortic valve reconstruction were all included in the cardiac surgery department of Beijing Anzhen Hospital from 2015 to 2021. The basic clinical data, the echocardiography results before or after operation of the patients were collected and recorded. All patients were followed up in October 2023, the survival status and the echocardiography results in 12 months were recorded.Results:There was no death and operation related complications during the postoperative hospitalization. The results of postoperative esophageal echocardiography showed that the degree of valve regurgitation was significantly reduced in all patients. The echocardiographic results showed that the maximum aortic velocity[(172.00±49.54)cm/s vs. (221.90±114.90)cm/s, P=0.026], transvalvular gradients of aortic valve[(17.23±10.39)mmHg vs.(40.58±30.75)mmHg, P<0.01], and end diastolic diameter of left ventricular[(48.81±7.60 )mm vs.(58.45±7.56)mm, P<0.001]were significantly reduced after operation( P<0.05). 26 patients were followed up and survival, and no moderate to severe aortic regurgitation occurred in these patients. The echocardiogram results showed the ejection fraction was 0.60±0.15, end diastolic diameter of left ventricular was(37.15±8.40)mm, the maximum aortic velocity was(158.00±37.42)cm/s, transvalvular gradients of aortic was(18.95±14.57)mmHg. Conclusion:The clinical effect of individual molded Ozaki autologous pericardial aortic valve reconstruction technique in the treatment of aortic valve stenosis or aortic valve insufficiency is better, showed that this method can significantly improve the valve hemodynamics.
6.Clinical efficacy of individual molded Ozaki autologous pericardial aortic valve reconstruction
Fan ZHANG ; Haibo ZHANG ; Jiangang WANG ; Jie HAN ; Shengyu WANG
Chinese Journal of Thoracic and Cardiovascular Surgery 2024;40(12):732-735
Objective:To investigate the clinical efficacy of individual molded Ozaki autologous pericardial aortic valve reconstruction in the treatment of aortic valve disease.Methods:This study adopted the method of retrospective statistical analysis. A total of 32 patients with complete follow-up of autologous pericardial aortic valve reconstruction were all included in the cardiac surgery department of Beijing Anzhen Hospital from 2015 to 2021. The basic clinical data, the echocardiography results before or after operation of the patients were collected and recorded. All patients were followed up in October 2023, the survival status and the echocardiography results in 12 months were recorded.Results:There was no death and operation related complications during the postoperative hospitalization. The results of postoperative esophageal echocardiography showed that the degree of valve regurgitation was significantly reduced in all patients. The echocardiographic results showed that the maximum aortic velocity[(172.00±49.54)cm/s vs. (221.90±114.90)cm/s, P=0.026], transvalvular gradients of aortic valve[(17.23±10.39)mmHg vs.(40.58±30.75)mmHg, P<0.01], and end diastolic diameter of left ventricular[(48.81±7.60 )mm vs.(58.45±7.56)mm, P<0.001]were significantly reduced after operation( P<0.05). 26 patients were followed up and survival, and no moderate to severe aortic regurgitation occurred in these patients. The echocardiogram results showed the ejection fraction was 0.60±0.15, end diastolic diameter of left ventricular was(37.15±8.40)mm, the maximum aortic velocity was(158.00±37.42)cm/s, transvalvular gradients of aortic was(18.95±14.57)mmHg. Conclusion:The clinical effect of individual molded Ozaki autologous pericardial aortic valve reconstruction technique in the treatment of aortic valve stenosis or aortic valve insufficiency is better, showed that this method can significantly improve the valve hemodynamics.
7.Effect of the ultrasound-guided transperitoneal percutaneous nephrolithotomy in treatment of renal calculi in pelvic ectopic kidney
Shengyu PAN ; Ting RAO ; Fan CHENG ; Yuan RUAN ; Weimin YU
Chinese Journal of Urology 2018;39(9):656-660
Objective To evaluate the safety and efficacy of ultrasound-guided transperitoneal PCNL for treatment of renal calculi in pelvic ectopic kidney.Methods The clinical data of 4 cases of pelvic ectopic kidney treated in our hospital from June 2016 to August 2017 were retrospectively analyzed.The patient's age ranged from 30 to 67 years with an average of 47.25 years.There were two male and two female patients.2 cases suffered with left pelvic ectopic kidney stones.One case had right pelvic horseshoe ectopic kidney stones and one case had spinal deformity left pelvic ectopic kidney stones.Multiple stones were found in 2 cases.The mainly stones located in the renal pelvis in one case.Multiple stones in the lower calyx was found in another case.The remaining 2 cases had single stones in the renal pelvis.Stone size was 3.4 cm × 2.1 cm,3.0cm×2.1 cm,2.8 cm×2.4 cm and 2.1 cm×1.9 cm respectively.And 1 case with renal calculi in left pelvic ectopic kidney had a history of open surgerv 11 years ago because of the same situation with pelvic ectopic kidney calculi.In this study,all operation was performed under general anesthesia.The ultrasound-guided percutaneous nephrolithotomy combined with preoperative CTU and intraoperative color Doppler ultrasound was used to find the target renal calyx or renal pelvis.And a certain pressure was applied to the abdominal wall to make the intestinal canal deviate from the surface of the pelvic ectopic kidney as much as possible.Under ultrasound real-time detection,it was punctured into the target renal calyx or renal pelvis to find and break stones.And F6 double J tube and F18 nephrostomy tube were left.Operative and post-operative related details (stone free,bleeding,abdominal infection) were reviewed.Results Stone free rate were 100% (4/4).The time of operation and hospital stay were 62,59,55,51 min and 6,6,5,5 days,respectively.None had significant intraoperative and postoperative complications,including haemorrhage,injury of mesenteric vessels,abdominal infection and hydrops.No one left residual stones during 1 month and 3 nonths of follow-up.Conclusions The ultrasound-guided transperitoneal PCNL is a safe and effective procedure for the treatment of patients with renal calculi in pelvic ectopic kidney.
8.The acceleration algorithm for projection decomposition of dual-energy computed tomography image reconstruction based on projection matching.
Xiaowen HOU ; Zipeng LU ; Yueyang TENG ; Dayu XIAO ; Shengyu FAN ; Chaoran YANG ; Yujia LIU ; Yan KANG
Journal of Biomedical Engineering 2018;35(3):376-383
Dual-energy computed tomography (CT) reconstruction imaging technology is an important development direction in the field of CT imaging. The mainstream model of dual-energy CT reconstruction algorithm is the basis material decomposition model, and the projection decomposition is the crucial technique. The projection decomposition algorithm based on projection matching was a general method. With establishing the energy spectrum lookup table, we can obtain the stable solution by the least squares matching method. But the computation cost will increase dramatically when size of lookup table enlarges and it will slow down the computer. In this paper, an acceleration algorithm based on projection matching is proposed. The proposed algorithm makes use of linear equations and plane equations to fit the lookup table data, so that the projection value of the decomposition coefficients can be calculated quickly. As the result of simulation experiment, the acceleration algorithm can greatly shorten the running time of the program to get the stable and correct solution.
9.A new method for quantifying mitochondrial axonal transport.
Mengmeng CHEN ; Yang LI ; Mengxue YANG ; Xiaoping CHEN ; Yemeng CHEN ; Fan YANG ; Sheng LU ; Shengyu YAO ; Timothy ZHOU ; Jianghong LIU ; Li ZHU ; Sidan DU ; Jane Y WU
Protein & Cell 2016;7(11):804-819
Axonal transport of mitochondria is critical for neuronal survival and function. Automatically quantifying and analyzing mitochondrial movement in a large quantity remain challenging. Here, we report an efficient method for imaging and quantifying axonal mitochondrial transport using microfluidic-chamber-cultured neurons together with a newly developed analysis package named "MitoQuant". This tool-kit consists of an automated program for tracking mitochondrial movement inside live neuronal axons and a transient-velocity analysis program for analyzing dynamic movement patterns of mitochondria. Using this method, we examined axonal mitochondrial movement both in cultured mammalian neurons and in motor neuron axons of Drosophila in vivo. In 3 different paradigms (temperature changes, drug treatment and genetic manipulation) that affect mitochondria, we have shown that this new method is highly efficient and sensitive for detecting changes in mitochondrial movement. The method significantly enhanced our ability to quantitatively analyze axonal mitochondrial movement and allowed us to detect dynamic changes in axonal mitochondrial transport that were not detected by traditional kymographic analyses.
Animals
;
Axonal Transport
;
physiology
;
Cerebral Cortex
;
cytology
;
metabolism
;
Drosophila melanogaster
;
cytology
;
metabolism
;
Embryo, Mammalian
;
Gene Expression
;
Lab-On-A-Chip Devices
;
Microscopy, Confocal
;
Mitochondria
;
metabolism
;
ultrastructure
;
Motor Neurons
;
metabolism
;
ultrastructure
;
Movement
;
Mutation
;
Primary Cell Culture
;
RNA-Binding Protein FUS
;
genetics
;
metabolism
;
Rats
;
Rats, Sprague-Dawley
;
Software
10.The MRI and clinical features of acinic cell carcinoma of the parotid gland.
Xinping KUAI ; Shengyu WANG ; Guorun FAN ; Qingguo DING ; Hongbo ZHAO ; Chuanhai JIA ; Yongming LU
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2014;28(24):1968-1971
OBJECTIVE:
To analyze the MR imaging findins of acinic cell carcinoma(ACC) in parotid gland and develop the diagnosis of this disease.
METHOD:
The MR imaging fearures of 11 patients with pathologically proved ACC were retrospectively analyzed. MR imagings were analyzed in relation to the follow:amount, location, size, shape, margin, pseudocapsule, MR signal intensity and enhanced pattern and the cervical lymphadenopathy. The clinical analysis on patients included age, sex, and follow-up.
RESULT:
There were 11 patients, 7 lesions was located in the right parotid gland and 4 lesions was located in the left parotid gland; the average maximum diameter was (2.66±0.99)cm; 7 lesions showed lobulated,and 4 lesions showed round; 8 lesions had no pseudocapsules and 3 lesions had incomplete pseudocapsule. All lesions showed homogeneous or heterogeneous isointense and slight hyperintense on T1 WI and T2WI. On post contrast images, the tumor parenchyma ingredients showed remarkable enhancement in all lesions.
CONCLUSION
The MR imaging of ACC in the parotid gland don't have specific features, but when the tumor of the parotid gland showed no pseudocapsule (or showed incomplete pseudocapsule), lobulate, small cysitc and remarkable enhancement, it may indicate ACC, and the correct diagnosis depends on clinical pathology.
Carcinoma, Acinar Cell
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pathology
;
Contrast Media
;
Humans
;
Magnetic Resonance Imaging
;
Parotid Gland
;
Retrospective Studies
;
Salivary Gland Neoplasms
;
pathology

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