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.Utility of upper urinary tract video urodynamics in recurrent symptoms and equivocal hydronephrosis after ureteral reconstruction: A retrospective cohort study.
Xinfei LI ; Yiming ZHANG ; Liqing XU ; Chen HUANG ; Zhihua LI ; Kunlin YANG ; Hua GUAN ; Jing LIU ; Peng ZHANG ; Hongjian ZHU ; Liqun ZHOU ; Xuesong LI
Chinese Medical Journal 2025;138(18):2350-2352
5.Application of pulsed Thulium fiber laser enucleation in treatment of benign prostatic hyperplasia
Xiaoda LAN ; Xinyan CHE ; Jianing HAN ; Kunlin YANG ; Chao ZUO ; Qian ZHANG ; Kai ZHANG ; Yisen MENG
Chinese Journal of Urology 2024;45(5):372-378
Objective:To investigate the safety and efficacy of pulsed Thulium fiber laser enucleation (ThuFLEP) in the treatment of benign prostatic hyperplasia (BPH).Methods:Clinical data of 238 BPH patients who underwent ThuFLEP from November 2022 to November 2023 at Peking University First Hospital were retrospectively analyzed. Patients were divided into two groups based on different surgical techniques: 199 patients underwent traditional continuous-wave Thulium fiber laser prostatectomy (C-ThuFLEP group), and 39 patients underwent Thulium fiber laser enucleation with pulse modulation (P-ThuFLEP group). Propensity score matching was used to balance baseline characteristics between the two groups. Operative time, resected tissue weight, pre- and postoperative hemoglobin decrease, postoperative hospital stay, and postoperative catheterization time were recorded and compared between the matched groups. Intraoperative and short-term postoperative complications were also recorded and compared between the two groups. Follow-up assessments at 1 month postoperatively were conducted to compare the maximum urinary flow rate (Q max), international prostate symptom score (IPSS), international index of erectile function (IIEF-5) score, quality of life (QOL) score, and International Consultation on Incontinence Questionnaire Short Form (ICIQ-SF) score between the two groups, as well as changes in Q max and IPSS, IIEF-5, and QOL before and after surgery. Results:After matching, a total of 60 patients were included, with 30 patients in each group. There were no statistically significant differences between the two groups in terms of age [(68.73±6.91) years vs. (71.07±7.34) years], American Society of Anesthesiologists (ASA) score (1-2/3-4: 23/7 vs. 23/7), comorbidity count (0-1/>1: 15/15 vs. 15/15), prostate volume [68.3 (50.0, 105.3) ml vs. 63.3 (45.7, 106.0) ml], preoperative IPSS score [24 (21, 29) vs. 23 (14, 26)], IIEF-5 score [5 (0, 15) vs. 5 (0, 13)], and QOL score [5 (4, 6) vs. 5 (5, 6)] (all P>0.05). The tissue removal rate in the P-ThuFLEP group was higher than that in the C-ThuFLEP group [0.82 (0.71, 1.18) g/min vs. 0.72 (0.46, 0.95) g/min, P=0.026], while there were no statistically significant differences between the two groups in operative time [47 (37, 79) min vs. 65 (33, 87) min], resected tissue weight [45 (31, 75) g vs. 33 (22, 65) g], postoperative hemoglobin decrease [17 (10, 23) g/L vs. 12 (7, 19) g/L], postoperative hospital stay [4 (3, 5) days vs. 4 (3, 5) days], and postoperative catheterization time [3 (3, 5) days vs. 3 (3, 6) days]. The incidence of intraoperative complications in both groups was 10% (3/30), with no statistically significant difference ( P=1.000), and no severe complications of grade Ⅲ or above occurred. There were no statistically significant differences in Q max [24 (15, 33) ml/s vs. 16 (10, 32) ml/s], IPSS score [14 (12, 15) vs. 9 (7, 12)], QOL score [2 (1, 3) vs. 2 (1, 3)], and IIEF-5 score [3 (0, 5) vs. 3 (0, 6)] between the C-ThuFLEP and P-ThuFLEP group at 1 month postoperatively (all P > 0.05), and both showed significant improvement compared to preoperative values (all P < 0.05). The ICIQ-SF score in the P-ThuFLEP group was lower than that in the C-ThuFLEP group [0 (0, 4) vs. 4 (3, 8)], with a statistically significant difference ( P=0.033). Conclusions:Compared with traditional continuous-wave Thulium fiber laser prostatectomy, pulse-modulated Thulium fiber laser enucleation demonstrates higher efficiency in tissue removal, lower early postoperative ICIQ-SF score for urinary incontinence, similar risk of intraoperative complications, and can be safely and effectively applied in the surgical treatment of BPH patients.
6.The efficiency and safety of "U-shape" en bloc enucleation technique in Thulium fiber laser enucleation and resection of prostate
Chao ZUO ; Kunlin YANG ; Xinyan CHE ; Yaming GU ; Yingzhi DIAO ; Xuebing MENG ; Yisen MENG ; Kai ZHANG
Chinese Journal of Urology 2024;45(7):515-520
Objective:To investigate the therapeutic effectiveness and safety of "U shape" en bloc Thulium fiber laser enucleation and resection of the prostate (ThuLERP) technique.Methods:The clinical data of 105 benign prostatic hyperplasia (BPH) patients treated by a single surgeon in Peking University First Hospital from January to October 2022 were retrospectively reviewed. Among them, 50 patients underwent "U-shaped" en bloc technique prostate enucleation (UEBT), and 55 patients underwent prostate lobe removal using the lobe technique (LT). There were no significant differences between UEBT and LT groups ( P>0.05) in term of the age[(69.1±6.9)years old vs.( 68.8±9.1)years old], international prostate symptom score(IPSS)[(22.7±1.9)vs.(22.8±2.7)] and maximum flow rate(Q max ) [(9.0±3.7)ml/s vs.(9.3±4.3)ml/s]. The prostate-specific antigen(PSA) of UEBT group was higher than that of LT group[7.52(3.05, 8.76)ng/ml vs.6.78(1.61, 7.45)ng/ml], and the prostate volume of the UEBT group was larger than that of LT group [(103.49±46.19)ml vs.(75.73±30.69) ml, all P<0.05]. In the UEBT group, the apical of prostate was bluntly enucleated with pre-transection urethral mucosa at the apex of prostate technique. Secondly, glands formed grooves at 12 o'clock after vaporization, which served as anatomical marker. At last, the whole lobe which was like "U shape" were resected using laser. In the LT group, glands was divided to three lobe, the middle, the left and the right lobe was bluntly enucleated respectively. Perioperative data, postoperative complications and clinical outcomes were compared between the two groups. Correlation between enucleation efficiency and enucleation weight was analysed using linear regression. Results:There were no significant differences between the UEBT and LT group ( P>0.05) in term of morcellation time[18(9, 34)min vs.16(8, 28)min], resection rate[(0.5±0.1)g/ml vs.(0.5±0.1)g/ml], catheter indwelling duration[(3.8±1.4)d vs.(3.6±1.1)d] and hospitalization stay[(4.1±0.3)d vs.(3.9±0.8)d].The difference between the UEBT group and LT group in operation time[54(42, 100)min vs.80(60, 150)min], enucleated time[37(26, 75)min vs.47(31, 69)min], hemostasis time[4(3, 6)min vs.9(7, 15)min], enucleation efficiency[(1.8±0.5)g/min vs.(1.1±0.4)g/min] and hemoglobin decline[13(9, 22)g/L vs.17(10, 22)g/L]were statistically significant ( P<0.05). In both groups, postoperative IPSS were (6.6±1.7) and (6.2±1.4) respectively, and Q max were(18.9±3.1)ml/s and (16.8±3.8)ml/s respectively, which were significantly different from that before the operation ( P<0.05). However, there was no significant difference between the two groups ( P>0.05). The enucleation efficiency increased with the increase of prostate volume( r=0.791, 0.880 respectively, P<0.05).After 2 weeks of follow up the postoperative immediate urinary continence rate of UEBT group and LT group were 10.0%(5/50)and 27.3%(15/55), respectively, and the two groups had statistical differences ( P<0.05). But after 3 months of follow up, there was no urinary continence in the two groups, and incidence of postoperative urethral stricture were 2.0%(1/50) and 5.5%(3/55) respectively in UEBT and LT group, whose difference was not significant( P>0.05). Conclusions:ThuLERP can relieve lower urinary tract symptoms in a comparable way with high efficacy and safety. ThuLERP with the "U-shaped" en bloc technique was statistically superior to the lobe technique in operation time, enucleation time, enucleation efficiency, hemoglobin decline and also avoided stress urinary incontinence at early stage after operation.
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.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
10.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.

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