1.Combining radiomics and deep learning to predict overall survival in non-small cell lung cancer patients
Yongxin LIU ; Qiusheng WANG ; Huayong JIANG ; Na LU ; Diandian CHEN ; Yanjun YU ; Yanxiang GAO ; Huijuan ZHANG ; Minmin DENG ; Yinglun SUN ; Fuli ZHANG
Chinese Journal of Medical Physics 2025;42(11):1462-1468
Objective To develop a combined model integrating radiomics and 3D deep learning features for improving the predictive efficacy of overall survival in non-small cell lung cancer(NSCLC)patients undergoing radiotherapy,thereby providing a foundation for optimizing individualized radiotherapy strategies.Methods A retrospective analysis was conducted on 522 NSCLC patients from 3 centers.Radiomics features were extracted from the tumor region of interest on radiotherapy planning CT scans,and a 3D-SE-ResNet was constructed to extract deep learning features.Following feature extraction,features were selected via univariate Cox analysis and Lasso-Cox regression,and a combined model was established by fusing the two feature types through principal component analysis.The discriminative ability of the model was evaluated using the concordance index(C-index)and the area under the receiver operating characteristic curve(AUC),while the risk stratification efficacy was verified by Kaplan-Meier survival analysis.Results The predictive performance of deep learning features was significantly superior to that of radiomics features(C-index:0.73 vs 0.65).The combined model achieved the highest predictive performance in the training set,internal test set,and external test set(C-index:0.74,0.69,0.72 respectively),with higher AUC values for predicting 1-year,2-year,and 3-year OS than either single model.Kaplan-Meier analysis showed significant differences in survival between the high-and low-risk groups(Log-rank test,P<0.001),and calibration curves indicated good consistency between predicted and actual survival outcomes.Conclusion The combined model integrating radiomics and 3D deep learning features can accurately predict survival outcomes in NSCLC patients undergoing radiotherapy.The multi-center validation results support its potential application in prognosis stratification for individualized radiotherapy.
2.Combining radiomics and deep learning to predict overall survival in non-small cell lung cancer patients
Yongxin LIU ; Qiusheng WANG ; Huayong JIANG ; Na LU ; Diandian CHEN ; Yanjun YU ; Yanxiang GAO ; Huijuan ZHANG ; Minmin DENG ; Yinglun SUN ; Fuli ZHANG
Chinese Journal of Medical Physics 2025;42(11):1462-1468
Objective To develop a combined model integrating radiomics and 3D deep learning features for improving the predictive efficacy of overall survival in non-small cell lung cancer(NSCLC)patients undergoing radiotherapy,thereby providing a foundation for optimizing individualized radiotherapy strategies.Methods A retrospective analysis was conducted on 522 NSCLC patients from 3 centers.Radiomics features were extracted from the tumor region of interest on radiotherapy planning CT scans,and a 3D-SE-ResNet was constructed to extract deep learning features.Following feature extraction,features were selected via univariate Cox analysis and Lasso-Cox regression,and a combined model was established by fusing the two feature types through principal component analysis.The discriminative ability of the model was evaluated using the concordance index(C-index)and the area under the receiver operating characteristic curve(AUC),while the risk stratification efficacy was verified by Kaplan-Meier survival analysis.Results The predictive performance of deep learning features was significantly superior to that of radiomics features(C-index:0.73 vs 0.65).The combined model achieved the highest predictive performance in the training set,internal test set,and external test set(C-index:0.74,0.69,0.72 respectively),with higher AUC values for predicting 1-year,2-year,and 3-year OS than either single model.Kaplan-Meier analysis showed significant differences in survival between the high-and low-risk groups(Log-rank test,P<0.001),and calibration curves indicated good consistency between predicted and actual survival outcomes.Conclusion The combined model integrating radiomics and 3D deep learning features can accurately predict survival outcomes in NSCLC patients undergoing radiotherapy.The multi-center validation results support its potential application in prognosis stratification for individualized radiotherapy.
3.Value of 18F-FDG PET/CT combined with conventional imaging modalities in TNM staging of rectal cancer
Changhong LI ; Zhen LIU ; Cheng GUO ; Huayong GU ; Xipeng ZHAO ; Lin GAO ; Xinglong GUO ; Yue LU ; Yanli WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(6):349-354
Objective:To investigate the value of 18F-FDG PET/CT combined with conventional imaging modalities in the evaluation of the depth of tumor invasion, regional lymph node metastasis, distant organ and lymph node metastasis (TNM staging), and the adjacent structure invasion of rectal cancer. Methods:Fifty-four patients (28 males, 26 females, age (65.8±11.0) years) with pathologically confirmed rectal cancer admitted to the Affiliated Qingdao Central Hospital of Qingdao University between September 2019 and June 2021 were retrospectively analyzed. 18F-FDG PET/CT examination, conventional imaging modalities including high-resolution MRI (HR-MRI), chest CT plain scan, upper abdominal MRI or CT plain scan+ enhanced examination were performed within 2 weeks before or after the rectal cancer being confirmed. The TNM staging and adjacent structural invasions including circumferential resection margin (CRM), extramural vascular invasion (EMVI), anal sphincter complex involvement were evaluated by 18F-FDG PET/CT and conventional imaging modalities separately or in combination, and those results based on imaging were compared with the pathological results or clinical follow-up results. χ2 test was used to compare the differences of diagnostic sensitivity, specificity and accuracy between the 18F-FDG PET/CT or conventional imaging modalities and combined examination. Results:The accuracy for T staging and the sensitivity and accuracy for N staging of the combined examination were 96.30%(52/54), 98.65%(73/74) and 93.91%(185/197), respectively, which were significantly higher than those of 18F-FDG PET/CT (85.19%(46/54), 66.22%(49/74), 81.73%(161/197); χ2 values: 3.97, 26.88, 13.66, all P<0.05). The specificity (91.06%, 112/123) and accuracy of the combined examination for N staging were higher than those of the conventional imaging modalities (77.24%(95/123), 83.76%(165/197); χ2 values: 8.81, 10.23, both P<0.05). The sensitivity and accuracy of the combined examination for M staging were higher than those of the conventional imaging modalities (97.01%(65/67) vs 73.13%(49/67), 95.95%(71/74) vs 68.92%(51/74); χ2 values: 15.05, 18.66, both P<0.001). The sensitivities of the combined examination in evaluating CRM and EMVI were 100%(22/22) and 95.00%(19/20), and the accuracies were 98.15%(53/54) and 96.30%(52/54), all of which were higher than those of 18F-FDG PET/CT (CRM: 54.55%(12/22), 74.07%(40/54); EVMI: 30.00%(6/20), 74.07%(40/54); χ2 values: 12.94, 13.08, 18.03, 10.56, all P<0.01). The accuracy of the combined examination in evaluating EMVI was higher than that of the conventional imaging modalities (85.19%(46/54); χ2=3.97, P=0.046). Conclusion:18F-FDG PET/CT combined with conventional imaging modalities can improve the diagnostic efficacy for TNM staging and assessment of adjacent structural invasion in rectal cancer.
4.Furazolidone-induced interstitial lung disease: a case series analysis and literature review
Yejin ZHANG ; Huayong LIU ; Lixia XIE
Adverse Drug Reactions Journal 2024;26(3):138-144
Objective:To explore the clinical characteristics of interstitial lung disease (ILD) caused by furazolidone.Methods:Clinical data of 7 patients with furazolidone-related ILD (hospital cases) hospitalized in the Department of Respiratory Medicine, Huazhong University of Science and Technology Union Shenzhen Hospital from April 1, 2022 to April 1, 2023 were collected and retrospectively analyzed, including patient basic information, medication treatments, and characteristics, treatment and outcomes of ILD. Relevant databases at home and abroad were searched, and case reports of furazolidone-related ILD (literature cases) were collected. The basic information of literature, involving patient information, indications and treatment doses of furazolidone, as well as the latentperiod, main symptoms, laboratory tests, and auxiliary examination related to ILD was descriptively analyzed.Results:Among the 7 hospital cases, 2 were males and 5 were females, with a median age of 34 years. All patients were treated with a bismuth quadruple therapy containing furazolidone (0.2 g, once daily) due to Helicobacter pylori (HP)-associated gastritis. The median time from taking medicine to the onset of clinical symptoms of interstitial lung disease was 10 days. All patients had fever, and 6 had respiratory symptoms (dry cough, dyspnea, chest pain, etc.). ILD changes were found in all patients in their chest imaging, and pleural effusion was also found in 1 patient. Seven patients had normal eosinophil counts, and 1 had mild hypoxemia. The severity of ILD was grade 2 in 6 patients and grade 3 in 1 patient. All 7 patients stopped using furazolidone, and 4 received glucocorticoids additionally. After the hospitalization of 3-10 days, all the 7 patients recovered. Eighteen literature cases of furazolidone-related ILD were retrieved, of which 15 were from China and 14 used furazolidone to treat HP infection. The time from taking medicine to the onset of clinical symptoms was 2-14 days, and the time was >7 days in 13 patients. Sixteen patients had fever, 14 had respiratory symptoms, and 1 had respiratory failure. The peripheral blood eosinophil count or percentage increased in 12 patients. All 18 patients stopped using furazolidone; 7 received glucocorticoids and 1 received ventilator assisted ventilation. All patients recovered or were improved. ILD recured in rechallenge with furazolidone in 2 patients, and 1 of them had a strong positive reaction to furazolidone in vitro lymphocyte transformation test. Conclusions:ILD is a rare adverse reaction of furazolidone, main manifests as fever and respiratory symptoms and mostly occurs 7 days after furazolidone treatment. Early detection and timely withdrawal of furazolidone generally lead to a good prognosis.
5.Furazolidone-induced interstitial lung disease: a case series analysis and literature review
Yejin ZHANG ; Huayong LIU ; Lixia XIE
Adverse Drug Reactions Journal 2024;26(3):138-144
Objective:To explore the clinical characteristics of interstitial lung disease (ILD) caused by furazolidone.Methods:Clinical data of 7 patients with furazolidone-related ILD (hospital cases) hospitalized in the Department of Respiratory Medicine, Huazhong University of Science and Technology Union Shenzhen Hospital from April 1, 2022 to April 1, 2023 were collected and retrospectively analyzed, including patient basic information, medication treatments, and characteristics, treatment and outcomes of ILD. Relevant databases at home and abroad were searched, and case reports of furazolidone-related ILD (literature cases) were collected. The basic information of literature, involving patient information, indications and treatment doses of furazolidone, as well as the latentperiod, main symptoms, laboratory tests, and auxiliary examination related to ILD was descriptively analyzed.Results:Among the 7 hospital cases, 2 were males and 5 were females, with a median age of 34 years. All patients were treated with a bismuth quadruple therapy containing furazolidone (0.2 g, once daily) due to Helicobacter pylori (HP)-associated gastritis. The median time from taking medicine to the onset of clinical symptoms of interstitial lung disease was 10 days. All patients had fever, and 6 had respiratory symptoms (dry cough, dyspnea, chest pain, etc.). ILD changes were found in all patients in their chest imaging, and pleural effusion was also found in 1 patient. Seven patients had normal eosinophil counts, and 1 had mild hypoxemia. The severity of ILD was grade 2 in 6 patients and grade 3 in 1 patient. All 7 patients stopped using furazolidone, and 4 received glucocorticoids additionally. After the hospitalization of 3-10 days, all the 7 patients recovered. Eighteen literature cases of furazolidone-related ILD were retrieved, of which 15 were from China and 14 used furazolidone to treat HP infection. The time from taking medicine to the onset of clinical symptoms was 2-14 days, and the time was >7 days in 13 patients. Sixteen patients had fever, 14 had respiratory symptoms, and 1 had respiratory failure. The peripheral blood eosinophil count or percentage increased in 12 patients. All 18 patients stopped using furazolidone; 7 received glucocorticoids and 1 received ventilator assisted ventilation. All patients recovered or were improved. ILD recured in rechallenge with furazolidone in 2 patients, and 1 of them had a strong positive reaction to furazolidone in vitro lymphocyte transformation test. Conclusions:ILD is a rare adverse reaction of furazolidone, main manifests as fever and respiratory symptoms and mostly occurs 7 days after furazolidone treatment. Early detection and timely withdrawal of furazolidone generally lead to a good prognosis.
7.Factors related to postoperative 1-year and 5-year mortalities in elderly patients with hip fracture plus chronic obstructive pulmonary disease
Xiaowei WANG ; Huayong ZHENG ; Shaoguang LI ; Jianzheng ZHANG ; Zhi LIU ; Tiansheng SUN
Chinese Journal of Orthopaedic Trauma 2022;24(1):46-53
Objective:To determine the factors related to postoperative 1-year and 5-year mortalities in elderly patients with hip fracture plus chronic obstructive pulmonary disease (COPD).Methods:A retrospective study was conducted of the elderly patients with hip fracture who had sought medical attention at Department of Orthopaedics, The 7th Medical Center of PLA General Hospital from January 2012 to December 2016.Of them, 103 were complicated with COPD, and another 103 without COPD were selected as controls who were matched in age, gender and fracture site. The 2 groups were compared in terms of postoperative 30-day, 1-year and 5-year mortalities; the risk factors were explored for postoperative 1-year and 5-year mortalities in patients with hip fracture plus COPD.Results:The postoperative 30-day, 1-year and 5-year mortalities in the COPD group were 7.8%(8/103), 29.1%(30/103) and 48.5%(50/103), significantly higher than those in the control group except for the 30-day value [1.9%(2/103), 13.6%(14/103) and 31.1%(32/103)] ( P<0.05). Advanced age ( P=0.003), cardiovascular disease ( P=0.006), respiratory disease ( P=0.009), acute exacerbation of COPD (AECOPD) ( P<0.01), American Society of anesthesiologists (ASA) grades Ⅲ+Ⅳ ( P=0.001), delayed surgery (>48 h) ( P=0.015), pre-injury activities of daily living (ADL) score ( P=0.002) and mobility ( P=0.010) were related to an increased risk for 1-year mortality after operation. Advanced age ( OR=1.106, 95% CI: 1.016 to 1.210, P=0.021), AECOPD ( OR=5.053, 95% CI: 1.520 to 16.800, P=0.008), and ASA grades Ⅲ+Ⅳ ( OR=1.657, 95% CI: 1.072 to 3.912, P=0.040) were the risk factors for 5-year mortality in patients with COPD; pre-injury ADL ( OR=0.974, 95% CI: 0.987 to 0.967, P=0.043) was negatively correlated with 5-year mortality. Conclusions:COPD can significantly increase the short-term and long-term mortalities in elderly patients with hip fracture.Cardiovascular disease, AECOPD and ASA grades Ⅲ+Ⅳ are factors related to postoperative 1-year mortality in patients with hip fracture plus COPD. Advanced age, AECOPD and ASA grades Ⅲ+Ⅳ and delayed surgery (>48 h) are risk factors for postoperative 5-year mortality in patients with hip fracture plus COPD. ADL score before injury is negatively correlated with postoperative 1-year and 5-year mortalities.
8.Clinical effect of anterolateral minimally invasive plate osteosynthesis in treatment of middle-distal humeral shaft fracture
Huayong ZHENG ; Jie GAO ; Yongzhi GUO ; Xiaowei WANG ; Jianzheng ZHANG ; Shaoguang LI ; Zhi LIU ; Tiansheng SUN
Chinese Journal of Trauma 2021;37(6):549-554
Objective:To investigate the clinical effect of minimally invasive plate osteosynthesis (MIPO) through anterolateral approach in treatment of middle-distal humeral shaft fracture.Methods:A retrospective case series study was conducted to analyze the clinical data of 21 patients with middle-distal humeral shaft fracture admitted to 7th Medical Center of Chinese PLA General Hospital from August 2015 to March 2018, including 12 males and 9 females, aged 18-68 years [(31.3±3.6)years]. All were closed fracture. According to AO classification, the fracture were classified as type A in 6 patients, type B in 10 and type C in 5. All patients were treated with anterolateral minimally invasive plate fixation. The operation time, intraoperative blood loss and hospital stay were recorded. The fracture healing was observed after operation. The visual analogue scale (VAS), University of California at Los Angeles (UCLA) shoulder rating scale, and Mayo elbow performance score (MEPS) were used to evaluate the effectiveness before operation and at 2 weeks, 3 months and 12 months after operation.Results:All patients were followed up for 12-26 months [(18.2±2.4)months]. The operation time was 50-82 minutes [(68.2±19.4)minutes], with intraoperative blood loss of 40-95 ml [(60.2±21.3)ml]. The hospital stay was 6-16 days [(6.8±1.2)days]. There was no iatrogenic vascular or nerve injury during operation. The patients with radial nerve injury before operation were all adventitia contusion. The nerve function returned to normal within 3 months after operation. All fractures were healed within 5-10 months [(5.3±1.2)months]. At 2 weeks, 3 months and 12 months after operation, the VAS [(3.6±0.8)points, (2.1±0.4)points, (1.8±0.3)points] was lower than that before operation [(8.3±1.6)points] ( P<0.05); UCLA shoulder rating scale [(31.2±1.5)points, (33.6±0.8)points, (34.6±0.5)points] was higher than that before operation [(28.4±2.3)points] ( P<0.05); and MEPS [(80.2±3.4)points, (93.4±2.2)points, (96.4±3.5)points] was higher than that before operation [(60.5±4.5)points] ( P<0.05). At the last follow-up, the UCLA shoulder rating scale and MEPS showed excellent results. Conclusion:For middle and lower humeral shaft fracture especially for the fracture line relatively distal to the shaft, MIPO technique through anterolateral approach can attain satisfactory results in terms of pain, range of motion of shoulder and elbow joint, and joint function.
9.Acumed intramedullary nailing for AO type A3 forearm diaphyseal fracture in adults
Hao WANG ; Hongying HE ; Huayong ZHENG ; Dongdong LYU ; Jianzheng ZHANG ; Zhi LIU
Chinese Journal of Orthopaedic Trauma 2021;23(10):896-899
Objective:To evaluate the clinical outcomes of Acumed intramedullary nailing for AO type A3 forearm diaphyseal fracture in adults.Methods:A retrospective study was conducted of the 20 adult patients with AO type A3 forearm diaphyseal fracture who had been treated by Acumed intramedullary nailing from January 2016 to November 2018 at PLA General Hospital. They were 18 males and 2 females, aged from 18 to 56 years (average, 36.5 years). There were 6 radius diaphyseal fractures, 9 ulna diaphyseal fractures and 5 diaphyseal fractures of both forearm bones. The clinical outcomes of Acumed intramedullary nailing for AO type A3 forearm diaphyseal fractures were evaluated by recording the perioperative complications, fracture union time, forearm rotation range at 12-month follow-up, and Disability of the Arm, Shoulder and Hand Questionnaire (DASH) scores for the upper limb function.Results:The 20 patients were followed up for 12 to 18 months (mean, 15.8 months). Bony union was achieved in all the patients after 3 to 4 months (average, 3.3 months). Partial rupture of the extensor pollicis longus tendon happened during operation in one patient and at 3 months post-operation in another due to fixation irritation, and linear ossification of interosseous membranes was observed in one patient with diaphyseal fractures of both forearm bones. 12-month follow-ups showed that, in the 20 patients, forearm pronation ranged from 80° to 90° (average, 89°), supination from 60° to 90° (average, 86.3°) and DASH scores from 0 to 37 (average, 6.5).Conclusions:In the treatment of AO type A3 forearm diaphyseal fracture in adults, Acumed intramedullary nailing can lead to successful fracture union and excellent rotational activity at one year after operation. Therefore, adult AO type A3 forearm diaphyseal fracture can be listed as an indication for Acumed intramedullary nailing.
10.Neuroimaging study of interlaminar percutaneous endoscopic lumbar discectomy
Yanhong LIU ; Bo ZHONG ; Shengtao WANG ; Congxian YANG ; Siyan ZHANG ; Sanliang LI ; Huayong CHEN
Chinese Journal of Neuromedicine 2019;18(8):818-823
Objective To utilize the magnetic resonance neurography (MRN) as a feasible tool for measuring the anatomical parameters of lumbar spinal nerves, and further to evaluate the neuro-safety of interlaminar percutaneous endoscopic lumbar discectomy.Methods Thirty healthy adult volunteers without significant history of low back pain or lumbar deformity were selected in our hospital from September 2016 to December 2016. All subjects accepted MRN. The nerve roots of L2-S1 were measured at the starting point of dural sac, and the angles between nerve roots and dural sac were measured. The distances between L2-L5 nerve roots and the edge of ipsilateral dural sac were measured and analyzed statistically.Results All MRN showed a gradual increase in the origin of the nerve roots from L2 to S1. The origin of the root was found to be below the corresponding disc for the L2 to L4 roots. There were 70% of the L5 roots originated below the L4/5 disc, 26.7% at the L4/5 disc, and 3.3% above the L4/5 disc; about 70% of the S1 roots originated above the L5/S1 disc. There were no statistically significant differences in the angles between dural sac and both left and right nerve roots (P>0.05). The angels between the nerve root and the dural sac from L5 and S1 was smaller than those from L2, L3, and L4 (P<0.05); that from S1 was significantly smaller than that from L5 (P<0.05). The distance of the nerve root and the ipsilateral dural sac was significantly increased in each side from L2 to L5 (P<0.05). There was no statistically significant difference in the distances between the left and right nerve roots and the edge of the ipsilateral dural sac in the same segment (P>0.05).Conclusion MRN is a feasible tool to measure the anatomical parameters of the lumbar spinal nerve, and there is a safe neurological area of the percutaneous endoscopic lumbar discectomy through the interlaminar approach.

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