1.Prediction of EGFR mutation status in non-small cell lung cancer based on CT radiomic features combined with clinical characteristics
Taotao YANG ; Xianqi WANG ; Cancan CHEN ; Wanying YAN ; Dawei WANG ; Kunlin XIONG ; Zhiyuan SUN ; Wei CHEN
Journal of Army Medical University 2025;47(8):847-857
Objective To investigate the predictive value of combined radiomic features derived from chest CT scans with clinical characteristics for epidermal growth factor receptor(EGFR)gene mutations in non-small cell lung cancer(NSCLC).Methods A multi-center case-control study was conducted on the clinical data and CT images of 1 070 NSCLC patients from the radiology departments of the 3 medical institutions between January 2013 and October 2023.The 719 NSCLC patients from the First Affiliated Hospital of Army Medical University were randomly divided into a training set and an internal validation set in a ratio of 7∶3;The 173 patients in the Eastern Theatre General Hospital and the 178 patients in Army Medical Centre of PLA were assigned into the external validation set 1 and 2,respectively.Least absolute shrinkage and selection operator(LASSO)regression was employed to identify the optimal radiomic features,which were subsequently used to construct a radiomics model.Univariate and multivariate logistic regression analyses were applied to identify clinical features associated with EGFR mutation,thereby developing a clinical model.The radiomic and clinical features were subsequently combined to develop a comprehensive model.All the 3 classification models were built using random forest(RF)machine learning.The area under curve(AUC),accuracy,sensitivity and specificity were utilized to evaluate the predictive performance of the models.Calibration curve was plotted to assess the goodness of fit of the comprehensive model,while decision curve analysis was performed to assess the clinical utility of the model.Results The AUC value of the radiomics model was 0.762 4(95%CI:0.692 4~0.825 1),0.745 4(95%CI:0.671 1~0.814 3),and 0.724 7(95%CI:0.639 7~0.801 6),respectively,in the internal validation set,external validation set 1,and external validation set 2;The AUC value of the clinical prediction model was 0.691 7(95%CI:0.627 9~0.757 6),0.652 5(95%CI:0.576 7~0.729 1),and 0.779 2(95%CI:0.712 5~0.847 3),respectively in the above sets in turn;The comprehensive model constructed based on clinical features and radiomic features showed the best predictive efficacy,with an AUC value of 0.818 0(95%CI:0.757 7~0.874 3),0.782 4(95%CI:0.703 1~0.848 2),and 0.796 6(95%CI:0.718 1~0.868 6),respectively in the above sets.Calibration curve analysis indicated that the comprehensive model had a good fit,while decision curve analysis revealed that the model provided a favorable net benefit.Conclusion Our comprehensive model constructed based on chest CT radiomic features and clinical characteristics shows superior predictive performance for EGFR gene mutations in NSCLC across multiple center datasets,which may be helpful for clinical decision-making for treatment strategies.
2.Integrative model combining deep learning,clinical and radiomic features enhances EGFR mutation prediction in non-small cell lung cancer
Taotao YANG ; Wei CHEN ; Cancan CHEN ; Wanying YAN ; Dawei WANG ; Kunlin XIONG ; Zhiyuan SUN ; Xianqi WANG
Journal of Army Medical University 2025;47(23):2991-3001
Objective To evaluate the predictive value of deep learning features from chest CT images combined with clinical and radiomics features for epidermal growth factor receptor(EGFR)mutations in non-small cell lung cancer(NSCLC).Methods This case-control study retrospectively analyzed clinical and imaging data of 1 070 NSCLC patients from radiology departments at three hospitals(January 2013 to October 2023).Patients were divided into:a training set(n=502)and internal validation set(n=217)via 7∶3 randomization of 719 cases from the First Affiliated Hospital of Army Medical University;external validation set 1(n=173)from General Hospital of Eastern Theater Command;external validation set 2(n=178)from Daping Hospital of Army Medical University.Deep learning features were extracted using a 2.5D convolutional neural network(CNN)with ResNet101 backbone,radiomics features were derived from CT images,and clinical risk factors were identified to construct models.An integrated model combined deep learning,clinical,and radiomics features.All four models were developed using random forest(RF)classifiers.Calibration curves assessed goodness-of-fit,and decision curve analysis(DCA)evaluated clinical utility.Results The deep learning model achieved AUCs of 0.833 7(95%CI:0.770 6~0.884 7),0.815 1(0.741 6~0.882 8),and 0.810 1(0.745 2~0.873 6)in the internal and two external validation sets,respectively.Clinical models yielded AUCs of 0.731 0(0.660 2~0.802 1),0.746 0(0.666 4~0.824 9),and 0.813 4(0.743 1~0.883 6);radiomics models showed AUCs of 0.762 4(0.692 4~0.825 1),0.745 4(0.671 1~0.814 3),and 0.724 7(0.639 7~0.801 6).The integrated model demonstrated optimal performance with AUCs of 0.905 5(0.857 0~0.945 4),0.832 7(0.763 3~0.896 4),and 0.889 0(0.834 4~0.934 3).DCA indicated significant net benefit for EGFR prediction at threshold probabilities of 0.15~0.85 using the integrated model.Conclusion Deep learning features from CT images effectively predict EGFR mutation status in NSCLC.The integrated model combining deep learning,clinical,and radiomics features further enhances predictive performance.
3.Research progress on postoperative quality of life in adult patients with ureteropelvic junction obstruction
Zhihua LI ; Man ZHANG ; Xiang WANG ; Han ZHAO ; Qiang ZHANG ; Xinfei LI ; Kunlin YANG ; Xuesong LI
International Journal of Surgery 2025;52(10):657-661
Ureteropelvic junction obstruction, as a common urological disorder, not only affects the renal function of patients, but also seriously reduces their quality of life. Pyeloplasty, as the first-line therapy for ureteral stricture at present, is a key approach to eliminating hydronephrosis and improving renal function. The quality of life of postoperative patients, as an important criterion for measuring the therapeutic effect, has also attracted increasing attention. Therefore, this article reviews the evaluation tools, research status and influencing factors of the postoperative quality of life of ureteropelvic junction obstruction patients, aiming to provide a reference for the formulation of relevant nursing intervention measures in clinical practice.
4.An accurate diagnostic approach for urothelial carcinomas based on novel dual methylated DNA markers in small-volume urine.
Yucai WU ; Di CAI ; Jian FAN ; Chang MENG ; Shiming HE ; Zhihua LI ; Lianghao ZHANG ; Kunlin YANG ; Aixiang WANG ; Xinfei LI ; Yicong DU ; Shengwei XIONG ; Mancheng XIA ; Tingting LI ; Lanlan DONG ; Yanqing GONG ; Liqun ZHOU ; Xuesong LI
Chinese Medical Journal 2024;137(2):232-234
5.Comparative analysis of the efficacy of different surgical approaches in sporadic medullary thyroid carcinoma
Mingyu YANG ; Chengqiu SUI ; Kunlin LI ; Hongbo WANG ; Hao CHI ; Dongyuan LAN ; Kecheng BAI ; Daqi ZHANG
Chinese Journal of Endocrine Surgery 2024;18(1):57-62
Objective:To investigate the efficacy and prognosis of different surgical approaches in sporadic medullary thyroid carcinoma.Methods:A retrospective analysis was conducted on 101 patients with sporadic medullary thyroid carcinoma (MTC) who underwent surgical treatment at the Department of Thyroid Surgery, China-Japan Union Hospital of Jilin University, from Feb. 2009 to Nov. 2023. The patients included 36 males and 75 females, with a male-to-female ratio of 1:2.1. The median age of the patients was 47 years old, with an age range of 21 to 72 years old. The study divided participants into two groups based on their surgical methods: an observation group (78 cases) and a control group (23 cases). The observation group received surgical methods in accordance with expert consensus, while the control group did not. The study compared the efficacy and prognosis of the two groups.Results:Statistical differences were found between the two groups in terms of stage II and III in TNM staging, intraoperative frozen pathological findings, number of lymph node resections in the central group, number of lymph node metastases in the central group, number of lymph node resections in the lateral cervical region, postoperative follow-up time, and five-year postoperative serum procalcitonin (Ctn) levels ( P<0.05) .Both groups of patients obtained a significant decrease in Ctn after surgical treatment. In the observation group, Ctn was at the remission level in 57 cases (73.1%), at the stable level in 13 cases (16.7%), and at the progression level in 8 cases (10.2%), while in the control group, Ctn was at the remission level in 20 cases (86.9%), at the progression level in 3 cases (13.1%), and there were no patients at the stable level after the operation.One patient (1.3 per cent) in the observation group had a recurrence after surgery; Two patients (8.7 per cent) in the control group had a recurrence. Conclusions:Standardised and thorough surgery can maximise the clearance of metastatic lymph nodes, effectively reduce the recurrence rate, achieve better efficacy, and improve the long-term prognosis of patients without increasing the risk of surgery and postoperative complications.
6.Review of the exploration and progress in dismembered and non-dismembered flap pyeloplasty
Chang LIU ; Bing WANG ; Kunlin YANG ; Xuesong LI
Journal of Modern Urology 2024;29(1):5-11
Ureteropelvic junction obstruction (UPJO) is a condition characterized by the blockage of urine flow from the kidney to the ureter.With advancements in endoscopic technology, robotic-assisted laparoscopic dismembered pyeloplasty has become the dominant approach.However, approximately 10% of patients who undergo pyeloplasty still experience treatment failure, often due to long-segment proximal ureteral strictures (length greater than 2 cm).This increases the difficulty and risk of subsequent surgeries.In the past, ileal ureter replacement or kidney autotransplantation procedures were used as alternatives to shorten or replace the ureter.However, these procedures are associated with metabolic and vascular complications and are not always preferred.A pelvic flap, which utilizes the enlarged wall of the renal pelvis, is a good solution for bridging longer segments of a diseased ureter.This article reviews the specific applications of pelvic flap pyeloplasty in the existing literature and summarizes the technical improvements and research progress of renal pelvic flap pyeloplasty in our center to provide a reference for clinical application.
7.Robot-assisted laparoscopic ureteroplasty with buccal mucosa graft for complex ureteral stricture
Yicen YING ; Yicong DU ; Zhihua LI ; Yiming ZHANG ; Xinfei LI ; Bing WANG ; Peng ZHANG ; Hongjian ZHU ; Liqun ZHOU ; Kunlin YANG ; Xuesong LI
Journal of Peking University(Health Sciences) 2024;56(4):640-645
Objective:To investigate the feasibility,safety and effectiveness of robot-assisted laparo-scopic buccal mucosa graft ureteroplasty in the treatment of complex long proximal ureteral stricture.Methods:The clinical data of 20 patients with proximal ureteral stricture undergoing robot-assisted lapa-roscopic buccal mucosa graft ureteroplasty admitted to the Department of Urology,Peking University First Hospital and Beijing Jiangong Hospital from July 2022 to January 2023 were prospectively collected and analyzed.Intraoperative conditions,postoperative complications and follow-up data were also recorded and analyzed.Results:The operations under robot-assisted laparoscopy were performed successfully in all the 20 patients without conversion to traditional laparoscopic surgery or open surgery.The study in-cluded 14 males and 6 females with a mean age of(41±11)years(range:19 to 60 years)and a mean body mass index of(24.3±3.6)kg/m2(range:18.2 to 31.8 kg/m2).There were 9 cases on the left side and 11 cases on the right side.The strictures of all the patients were located in the proximal segment of the ureter(including the ureteropelvic junction).The mean preoperative serum creatinine was(92.2±23.3)μmol/L(range:49.2 to 138.9 μmol/L),and the mean length of ureteral stricture was(2.8±0.9)cm(range:1.0 to 4.0 cm).Ten patients had previously undergone unsuccessful reconstructive surgery.During the operation,12 patients received posteriorly augmented anastomosis with ventral onlay.The mean length of the buccal mucosa graft harvested during the operation was(3.1±0.6)cm(range:2.0 to 4.3 cm),and the median width was 1.5 cm(range:1.0 to 2.0 cm).The omentum flap was used to wrap the reconstructed ureteral segment in all the 20 cases.The median operative time was 154 min(range:113 to 300 min),and the median estimated blood loss was 45 mL(range:0 to 100 mL).The median postoperative hospital stay was 4 d(range:4 to 14 d).The mean postoperative follow-up time was(15.0±1.7)months(range:12.5 to 17.9 months),and the surgical success rate was 100.0%in this study.After surgery,11 patients reported mild discomfort at the oral donor site,2 patients deve-loped urinary tract infection,and no postoperative complications were reported in the other 7 patients.The mean serum creatinine was(90.9±23.9)μmol/L(range:60.0 to 153.0 μmol/L)six months after surgery.Conclusion:Robot-assisted laparoscopic buccal mucosa graft ureteroplasty for the treatment of complex long proximal ureteral stricture has satisfactory efficacy without severe complications,which has shown good feasibility,safety and effectiveness.However,large sample studies and long-term follow-up are still needed to evaluate its long-term efficacy.
8.Comparison of robot-assisted partial nephrectomy with KangDuo surgical system vs . the da Vinci Si system: Quality of life and medium-term oncological outcomes.
Zhihua LI ; Yiwei HUANG ; Xiang WANG ; Meng ZHANG ; Shubo FAN ; Fan LIU ; Shengwei XIONG ; Kunlin YANG ; Hua GUAN ; Xuesong LI ; Liqun ZHOU
Chinese Medical Journal 2024;137(22):2767-2769
9.The influence of spaceflight on human upper limb movement control:a review and prospect
Yu TIAN ; Zhaoran ZHANG ; Bo WANG ; Yaping WANG ; Fenggang XU ; Hongqiang YU ; Lizhi WANG ; Kunlin WEI
Space Medicine & Medical Engineering 2024;35(5):325-330
Accurate and efficient upper limb movement control is a critical guarantee for astronauts to complete their daily tasks in space.Exploring the laws and mechanisms of the influence of microgravity and nonspecific stressors(isolation,noise,fatigue,etc.)in spaceflight on astronauts'upper limb movement control is an important direction of spaceflight human factors engineering research.This article summarizes the research paradigms and findings of in-orbit upper limb movement control research,revealing patterns such as slowed movements and decreased motor control performance under high cognitive load in spaceflight.It also points out the potential mechanisms underlying the inconsistent research results under various research paradigms.On this basis,the paper addresses existing controversies and shortcomings in previous studies,and puts forward prospects and suggestions for subsequent in-orbit movement control research.
10.Robotic urologic surgery using the KangDuo-Surgical Robot-01 system: A single-center prospective analysis.
Shengwei XIONG ; Shubo FAN ; Silu CHEN ; Xiang WANG ; Guanpeng HAN ; Zhihua LI ; Wei ZUO ; Zhenyu LI ; Kunlin YANG ; Zhongyuan ZHANG ; Cheng SHEN ; Liqun ZHOU ; Xuesong LI
Chinese Medical Journal 2023;136(24):2960-2966
BACKGROUND:
The KangDuo-Surgical Robot-01 (KD-SR-01) system is a new surgical robot recently developed in China. The aim of this study was to present our single-center experience and mid-term outcomes of urological procedures using the KD-SR-01 system.
METHODS:
From August 2020 to April 2023, consecutive urologic procedures were performed at Peking University First Hospital using the KD-SR-01 system. The clinical features, perioperative data, and follow-up outcomes were prospectively collected and analyzed.
RESULTS:
A total of 110 consecutive patients were recruited. Among these patients, 28 underwent partial nephrectomy (PN), 41 underwent urinary tract reconstruction (26 underwent pyeloplasty, 3 underwent ureteral reconstruction and 12 underwent ureterovesical reimplantation [UR]), and 41 underwent radical prostatectomy (RP). The median operative time for PN was 112.5 min, 157.0 min for pyeloplasty, 151.0 min for ureteral reconstruction, 142.5 min for UR, and 138.0 min for RP. The median intraoperative blood loss was 10 mL for PN, 10 mL for pyeloplasty, 30 mL for ureteral reconstruction, 20 mL for UR, and 50 mL for RP. All procedures were successfully completed without conversion, and there were no major complications in any patient. The median warm ischemia time of PN was 17.3 min, and positive surgical margin was not noted in any patient. The overall positive surgical margin rate of RP was 39% (16/41), and no biochemical recurrence was observed in any RP patient during the median follow-up of 11.0 months. The surgical success rates of pyeloplasty and UR were 96% (25/26) and 92% (11/12) during the median follow-up of 29.5 months and 11.5 months, respectively.
CONCLUSION
The KD-SR-01 system appears feasible, safe, and effective for most urological procedures, based on our single-center experience.
Male
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Humans
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Robotic Surgical Procedures/methods*
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Robotics
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Treatment Outcome
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Retrospective Studies
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Ureter/surgery*
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Urologic Surgical Procedures/methods*
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Laparoscopy/methods*

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