1.Internal tension relieving technique assisted anterior cruciate ligament reconstruction to promote ligamentization of Achilles tendon grafts in small ear pigs in southern Yunnan province
Bohan XIONG ; Guoliang WANG ; Yang YU ; Wenqiang XUE ; Hong YU ; Jinrui LIU ; Zhaohui RUAN ; Yajuan LI ; Haolong LIU ; Kaiyan DONG ; Dan LONG ; Zhao CHEN
Chinese Journal of Tissue Engineering Research 2025;29(4):713-720
BACKGROUND:We have successfully established an animal model of small ear pig in southern Yunnan province with internal tension relieving technique combined with autologous Achilles tendon for anterior cruciate ligament reconstruction,and verified the stability and reliability of the model.However,whether internal tension relieving technique can promote the ligamentalization process of autologous Achilles tendon graft has not been studied. OBJECTIVE:To investigate the differences in the process of ligamentalization between conventional reconstruction and internal reduction reconstruction of the anterior cruciate ligament by gross view,histology and electron microscopy. METHODS:Thirty adult female small ear pigs in southern Yunnan province were selected.Anterior cruciate ligament reconstruction was performed on the left knee joint with the ipsilateral knee Achilles tendon(n=30 in the normal group),and anterior cruciate ligament reconstruction was performed on the right knee joint with the ipsilateral knee Achilles tendon combined with the internal relaxation and enhancement system(n=30 in the relaxation group).The autogenous right forelimb was used as the control group;the anterior cruciate ligament was exposed but not severed or surgically treated.At 12,24,and 48 weeks after surgery,10 animals were sacrificed,respectively.The left and right knee joint specimens were taken for gross morphological observation to evaluate the graft morphology.MAS score was used to evaluate the excellent and good rate of the ligament at each time point.Hematoxylin-eosin staining was used to evaluate the degree of ligament graft vascularization.Collagen fibers and nuclear morphology were observed,and nuclear morphology was scored.Ultrastructural remodeling was evaluated by scanning electron microscopy and transmission electron microscopy. RESULTS AND CONCLUSION:(1)The ligament healing shape of the relaxation group was better at various time points after surgery,and the excellent and good rate of MAS score was higher(P<0.05).Moreover,the relaxation group could obtain higher ligament vascularization score(P<0.05).(2)The arrangement of collagen bundles and fiber bundles in the two groups gradually tended to be orderly,and the transverse fiber connections between collagen gradually increased and thickened,suggesting that the strength and shape degree of the grafts were gradually improved,but the ligament remodeling in the relaxation group was always faster than that in the normal group at various time points after surgery.(3)The diameter,distribution density,and arrangement degree of collagen fibers in the relaxation group were better than those in the normal group at all time points,especially in the comparison of collagen fiber diameter between and within the relaxation group(P<0.05).
2.Mechanism of Hedyotis diffusa-Scutellaria barbata D. Don for treatment of primary liver cancer: analysis with network pharmacology, molecular docking and in vitro validation.
Meng XU ; Lina CHEN ; Jinyu WU ; Lili LIU ; Mei SHI ; Hao ZHOU ; Guoliang ZHANG
Journal of Southern Medical University 2025;45(1):80-89
OBJECTIVES:
To investigate the active ingredients in Hedyotis diffusa-Scutellaria barbata D. Don and the main biological processes and signaling pathways mediating their inhibitory effect on primary hepatocellular carcinoma (HCC).
METHODS:
The core intersecting genes of HCC and the two drugs were screened from TCMSP, Uniport, Genecards, and String databases using Cytoscape software, and GO and KEGG enrichment analyses of the intersecting genes were conducted. Molecular docking between the active ingredients of the drugs and the core genes was carried out using Pubcham, RCSB and Autoduckto to identify the active ingredients with the highest binding energy, whose inhibitory effect on HepG2 cells was verifies using CCK-8 assay, flow cytometry and Western blotting.
RESULTS:
TP53 and ESR1 were identified as the core genes of HCC and the two drugs. GO and KEGG analyses showed that the two genes were mainly involved in regulation of apoptotic signaling pathway, cell population proliferation, methane raft, and protein kinase activity, and participated in the signaling pathways of apoptosis, proteoglycans in cancer, PI3K Akt signaling pathway, and hepatitis B. Molecular docking studies showed that the active ingredients of the drugs could be docked with TP53 and ESR1 genes under natural conditions, and ursolic acid had the highest binding energy to ESR1 (-4.98 kcal/mol). The results of CCK-8 assay, flow cytometry and Western blotting all demonstrated significant inhibitory effect of ursolic acid on HepG2 cells.
CONCLUSIONS
The inhibitory effect of Hedyotis diffusa-scutellariae barbatae on HCC is mediated by multiple active ingredients in the two drugs.
Humans
;
Molecular Docking Simulation
;
Liver Neoplasms/drug therapy*
;
Hep G2 Cells
;
Network Pharmacology
;
Carcinoma, Hepatocellular/drug therapy*
;
Hedyotis/chemistry*
;
Signal Transduction/drug effects*
;
Cell Proliferation/drug effects*
;
Tumor Suppressor Protein p53/metabolism*
;
Apoptosis/drug effects*
;
Estrogen Receptor alpha/metabolism*
;
Drugs, Chinese Herbal/pharmacology*
3.A quinolinyl analog of resveratrol improves neuronal damage after ischemic stroke by promoting Parkin-mediated mitophagy.
Qingqi MENG ; Yan MI ; Libin XU ; Yeshu LIU ; Dong LIANG ; Yongping WANG ; Yan WANG ; Yueyang LIU ; Guoliang CHEN ; Yue HOU
Chinese Journal of Natural Medicines (English Ed.) 2025;23(2):214-224
Ischemic stroke (IS) is a prevalent neurological disorder often resulting in significant disability or mortality. Resveratrol, extracted from Polygonum cuspidatum Sieb. et Zucc. (commonly known as Japanese knotweed), has been recognized for its potent neuroprotective properties. However, the neuroprotective efficacy of its derivative, (E)-4-(3,5-dimethoxystyryl) quinoline (RV02), against ischemic stroke remains inadequately explored. This study aimed to evaluate the protective effects of RV02 on neuronal ischemia-reperfusion injury both in vitro and in vivo. The research utilized an animal model of middle cerebral artery occlusion/reperfusion and SH-SY5Y cells subjected to oxygen-glucose deprivation and reperfusion to simulate ischemic conditions. The findings demonstrate that RV02 attenuates neuronal mitochondrial damage and scavenges reactive oxygen species (ROS) through mitophagy activation. Furthermore, Parkin knockdown was found to abolish RV02's ability to activate mitophagy and neuroprotection in vitro. These results suggest that RV02 shows promise as a neuroprotective agent, with the activation of Parkin-mediated mitophagy potentially serving as the primary mechanism underlying its neuroprotective effects.
Animals
;
Ubiquitin-Protein Ligases/genetics*
;
Mitophagy/drug effects*
;
Resveratrol/analogs & derivatives*
;
Neuroprotective Agents/pharmacology*
;
Humans
;
Neurons/metabolism*
;
Reactive Oxygen Species/metabolism*
;
Ischemic Stroke/genetics*
;
Male
;
Quinolines/pharmacology*
;
Mice
;
Fallopia japonica/chemistry*
;
Mitochondria/metabolism*
;
Reperfusion Injury/metabolism*
;
Rats
;
Mice, Inbred C57BL
;
Disease Models, Animal
4.Clinical application of reconstruction of pelvic floor with pedunculated omentum flap combined with basement membrane biological products in pelvic exenteration with sacrococcygeal bone
Guoliang CHEN ; Yulu WANG ; Qifeng XIE ; Ning SU ; Zhiguo WANG ; Guoyi SHAO ; Jian ZHANG
Chinese Journal of Gastrointestinal Surgery 2024;27(11):1162-1167
Objective:To introduce the experience of reconstructing the pelvic floor with a pedicled large omental flap combined with a basement membrane biological mesh in combined pelvic organ resection for locally advanced or locally recurrent rectal cancer combined with sacrococcygeal resection, and to discuss the feasibility, safety, and near-term therapeutic efficacy of this technique.Methods:For patients with sacrococcygeal resection of combined pelvic organs, a basement membrane mesh was used to rebuild the pelvic floor with a pedicled greater omentum flap to isolate the abdominopelvic cavity. The main operation was to pull the greater omentum, which preserved the double vascular arches, to the pelvic floor to cover the pelvic floor, and then the mesh was used to cover the posterior peritoneal defect and pelvic inlet with absorbable sutures of 2-0 or thicker.Results:In this study, a retrospective cohort study was used to collect clinical data through the China Rectal Cancer Combined Pelvic Organs Resections Case Database. Twenty patients with locally advanced or locally recurrent rectal cancer without extra-pelvic metastasis or only oligometastases underwent combined pelvic organ and sacrococcygeal resection in the Department of Anal and Intestinal Surgery of the Second Affiliated Hospital of the Naval Military Medical University during the period of July 1, 2022, to June 30, 2023, and 10 patients underwent simple basement membrane resection with a simple basement membrane. Among them, the pelvic floor were reconstructed by basement membrane mesh alone in 10 cases (mesh only group), and 10 cases were reconstructed the pelvic floor by pedicled large omental flap combined with basement membrane mesh (omental flap-combined mesh group). The recent outcomes of the two groups of patients were studied comparatively. Comparison of baseline data and intraoperative conditions between the two groups showed no statistically significant differences (all P>0.05); the drain removal time in the omental flap-combined mesh group was 26.7 (19-42) days, which was shorter than that in the mesh only group, which was 40.4 (24-56) days ( U=4.125, P=0.001); The empty pelvis healing time in the omental flap-combined mesh group was 29.4 (23~43) days, which was shorter than that of 42.2 (27~58) days in the mesh-only group ( U=4.043, P=0.001); the differences were all statistically significant. The postoperative complication rate of grade ≥III in the omental flap-combined mesh group was 1/10, which was lower than that of 6/10 in the mesh-only group; the difference was not statistically significant when comparing the two groups ( P = 0.057). Follow-up ended on 09/30/2023, with a median follow-up of 9.5 (3-15) months in 20 patients, and all 20 cases survived during the follow-up period, with no tumor recurrence at the surgical site. Conclusion:In locally advanced or locally recurrent rectal cancer undergoing combined pelvic organ resection with sacrococcygeal, compared with reconstruction of the pelvic floor by basement membrane mesh alone, reconstruction of the pelvic floor and isolation of the abdominopelvic cavity by a pedicled greater omentum flap combined with a basement membrane mesh is safe and feasible.
5.Research on ameliorating pulmonary fibrosis in silicosis mice of Cordyceps cicadae polysaccharides
Lei CAO ; Guoliang WANG ; Lei CHEN ; Shengping LIU
Chinese Journal of Industrial Hygiene and Occupational Diseases 2024;42(9):641-649
Objective:A mouse silicosis model was constructed by injecting silicon dioxide (SiO 2) particles into the trachea to explore the effect and mechanism of Cordyceps cicadae polysaccharides (CCP) on ameliorating pulmonary fibrosis in silicosis mice. Methods:In May 2023, CCP were extracted and isolated, the monosaccharide composition and functional group composition were analyzed by high performance liquid chromatography and Fourier transform infrared spectroscopy. C57BL/6J mice were injected with 50 μl 50 mg/ml SiO 2 suspension to construct silicosis mouse model, which were then randomly divided into model group, CCP intervention groups [low dose group (LCCP group), medium dose group (MCCP group) and high dose group (HCCP group) ], the control group was administered by physiological saline, 8 mice in each group. Mice in the CCP intervention groups received oral gavage administration once daily with CCP solution (100, 200 and 400 mg/kg), while control group and model group received physiological saline, lasted for 30 days. The body weight of mice was recorded and the lung coefficient was calculated. The pathomorphological changes of mouse lung tissue were determined by HE and Masson staining. The contents of fibrosis indexes [hydroxyproline acid (HYP), connective tissue growth factor (CTGF) and matrix metallopeptidase 2 (MMP-2) ] of lung tissue and the pro-inflammatory factors[tumor necrosis factor-alpha (TNF-α), interleukin-1 beta (IL-1β) and interleukin-6 (IL-6) ] of lung tissue and alveolar lavage fluid were determined by ELISA. The expression level of Collagen Ⅰ was determined by immunohistochemistry. The relative protein expression levels of transforming growth factor-β1 (TGF-β1), P-Smad2, α-smooth muscle actin (α-SMA), Toll-like receptor 4 (TLR4), nuclear factor kappa-B p65 (NF-κBp65) and myeloid differentiation primary response gene 88 (MyD88) in lung tissue were determined by Western blot. Results:The total sugar content of the CCP was 86.78%, composed of D-mannose, D-rhamnose, D-glucose and D-galactose, with a molar ratio of 12.71∶1.53∶1.00∶12.64. The infrared spectrum indicated the characteristic groups of its polysaccharides. Compared with the control group, the body weight of mice in the model group was decreased, lung coefficient was increased, the contents of HYP, CTGF and MMP-2 in lung tissue were increased, and the contents of TNF-α, IL-1β and IL-6 in lung tissue and alveolar lavage fluid were increased ( P<0.05). The mice lung showed massive inflammatory cell infiltration and collagen fiber deposition, and the silicosis fibrosis was severe. The expression of CollagenⅠin lung tissue of model group was increased, and the proteins expression levels of TGF-β1, P-Smad2/Smad2, α-SMA, TLR4, NF-κBp65 and MyD88 were increased in mouse lung tissue ( P<0.05). Compared with the model group, the body weights of mice in the MCCP and HCCP groups were increased, the lung coefficients were decreased, the contents of HYP, CTGF and MMP-2 in lung tissue were decreased, and the contents of TNF-α, IL-1β and IL-6 in lung tissue and alveolar lavage fluid were decreased ( P<0.05). The inflammatory cell infiltration in the lung was reduced, and the degree of fibrosis was improved to varying degrees. The expression level of CollagenⅠwas down-regulated in the lung tissue of MCCP and HCCP groups, and the protein expression levels of TGF-β1, P-Smad2/Smad2, α-SMA, TLR4, NF-κBp65 and MyD88 were decreased in lung tissue ( P<0.05) . Conclusion:The CCP could reduce the levels of fibrosis-related indicators and pro-inflammatory factors in lung tissue, ameliorating mouse lung inflammation and silicosis fibrosis caused by SiO 2 particles by inhibiting the activation of TGF-β1/Smad pathway and TLR4/nuclear factor kappa-B (NF-κB) pathway.
6.Analysis of clinical and prognostic characteristics and risk factors of patients with adenoid cystic carcinoma of the head and neck with extrapulmonary as the initial site
Shujing ZHANG ; Tingyao MA ; Guoliang YANG ; Xuelian WANG ; Xiaohong CHEN
Chinese Archives of Otolaryngology-Head and Neck Surgery 2024;31(5):273-277
OBJECTIVE To assess the clinical profile,prognosis,and risk factors of extrapulmonary metastasis in adenoid cystic carcinoma patients.METHODS A retrospective analysis was conducted on 126 patients diagnosed with adenoid cystic carcinoma at Beijing Tongren Hospital between January 2002 and December 2020.Of these patients,21 cases had metastases outside the lungs as their initial site of metastasis,while 105 cases had lungs as the initial site of distant metastasis.In addition,clinical data of patients diagnosed with adenoid cystic carcinoma from the Surveillance,Epidemiology,and End Results(SEER)database in the United States from 2010 to 2019 were analyzed for prognosis.RESULTS Univariate analysis showed that factors such as N stage,neurological symptoms,pathological subtype,grading,Ki67,neural invasion,and p63 status were associated with extrapulmonary metastasis(χ2=5.385,9.888,20.485,15.579,8.711,5.476,5.280;all P values<0.05).Multivariate logistic regression analysis indicated that N stage,pathological grading,and neurological symptoms were correlated with an increased risk of extrapulmonary metastasis.Survival analysis indicated lower cumulative survival and progression-free survival rates in the initial extrapulmonary metastasis group(both P values<0.05).CONCLUSION The initial metastasis site in adenoid cystic carcinoma is associated with multiple factors including N stage,pathological grading,and neurological symptoms.Patients displaying a solid subtype and those accompanied by high-grade transformation are more prone to extrapulmonary metastasis.Patients with extrapulmonary metastasis as their initial diagnosis typically exhibit poorer prognosis.
7.Clinical diagnosis and treatment of renal angiomyolipoma with inferior vena cava tumor thrombus
Kewei CHEN ; Zhuo LIU ; Shaohui DENG ; Fan ZHANG ; Jianfei YE ; Guoliang WANG ; Shudong ZHANG
Journal of Peking University(Health Sciences) 2024;56(4):617-623
Objective:To summarize the clinical characteristics of patients with renal angiomyolipoma(RAML)combined with inferior vena cava(IVC)tumor thrombus,and to explore the feasibility of par-tial nephrectomy and thrombectomy in this series of patients.Methods:The clinical data of patients diagnosed with RAML combined with IVC tumor thrombus in the Department of Urology of the Peking University Third Hospital from April 2014 to March 2023 were retrospectively analyzed,and demographic and perioperative data of RAML patients with IVC tumor thrombus were recorded and collected from Elec-tronic Medical Record System,including age,gender,surgical methods,and follow-up time,etc.The clinical characteristics between classic angiomyolipoma(CAML)patients with IVC tumor thrombus and epithelioid angiomyolipoma(EAML)patients with IVC tumor thrombus were compared to determine the clinical characteristics of these patients.Results:A total of 11 patients were included in this study,in-cluding 7 patients with CAML with IVC tumor thrombus and 4 patients with EAML with IVC tumor thrombus.There were 9 females(9/11,81.8%)and 2 males(2/11,18.2%),with an average age of(44.0±17.1)years.9 patients(9/11,81.8%)experienced clinical symptoms,including local symp-toms including abdominal pain,hematuria,abdominal masses,and systemic symptoms including weight loss and fever;2 patients(2/11,18.2%)with RAML and IVC tumor thrombus did not show clinical symptoms,which were discovered by physical examination.Among the 11 patients,10 underwent radical nephrectomy with thrombectomy,of whom,3 underwent open surgery(3/10,30.0%),2 underwent laparoscopic surgery(2/10,20.0%),and 5 underwent robot-assisted laparoscopic surgery(5/10,50.0%).In addition,1 patient underwent open partial nephrectomy and thrombectomy.The patients with EAML combined with I VC tumor thrombus had a higher proportion of systemic clinical symptoms(100%vs.0%,P=0.003),more intraoperative bleeding[400(240,3 050)mL vs.50(50,300)mL,P=0.036],and a higher proportion of tumor necrosis(75%vs.0%,P=0.024)compared to the patients with CAML combined with I VC tumor thrombus.However,there was no statistically significant difference in operation time[(415.8±201.2)min vs.(226.0±87.3)min,P=0.053]between the two groups.Conclusion:Compared with the patients with CAML and IVC tumor thrombus,the patients with EAML and IVC tumor thrombus had a higher rate of systemic symptoms and tumor necrosis.In addi-tion,in the selected patients with CAML with IVC tumor thrombus,partial nephrectomy and tumor thrombectomy could be performed to better preserve renal function.
8.Quality Evaluation of Atractylodis Macrocephalae Rhizoma in Different Production Methods Based on Traditional Traits
Jinxiu QIAN ; Yihan WANG ; Yapeng WANG ; Guoliang YU ; Qiuxiang PAN ; Jiawei SHI ; Meiping CHEN ; Yangqing LIU ; Lun LU ; Yanmeng LIU ; Tiegui NAN ; Liping KANG ; Zhilai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(1):43-52
ObjectiveBased on the experience of traditional quality evaluation, the quality of Atractylodis Macrocephalae Rhizoma(AMR) with different production methods such as direct seeding, transplanting after seedling raising, topping and non-topping, and difference in growth years was compared. MethodVernier caliper was used to measure the trait data of AMR in different production methods. Paraffin sections of AMR with different production methods were made by saffron solid green staining, and the microstructure was observed. The contents of water-soluble and alcohol-soluble extracts in AMR with different production methods were determined according to the 2020 edition of Chinese Pharmacopoeia. The content of water-soluble total polysaccharides in AMR with different production methods was detected by sulfuric acid-anthrone method. Fiber analyzer was used to detect the content of fiber components in AMR with different production methods. The contents of monosaccharides, oligosaccharides and some secondary metabolites in AMR with different production methods were detected by ultra performance liquid chromatography(UPLC), and the differences of chemical components were compared by multivariate statistical analysis methods such as principal component analysis(PCA) and partial least squares-discriminant analysis(PLS-DA). ResultIn terms of traits, the 3-year-old AMR with direct seeding and without topping was close to the high-quality AMR with "phoenix-head and crane-neck, strong sweetness and clear aroma" recorded in ancient materia medica, followed by the 3-year-old AMR with topping after transplanting, while the 2-year-old AMR with topping after transplanting with high market circulation rate was generally fat and strong with mild odor. In the microscopic aspect, the arrangement of xylem vessels and fiber bundles in the 3-year-old samples formed two obvious rings. Compared with the 2-year-old samples cultivated in Bozhou and Zhejiang, the 3-year-old samples without topping after transplanting had more wood fibers. In terms of chemical composition, the contents of 70% ethanol extract, fructose, glucose, sucrose, 1-kestose, atractylenolide Ⅰ, chlorogenic acid, neochlorogenic acid, cryptochlorogenic acid and other components in 3-year-old AMR with direct seeding and without topping were significantly higher than those in the other three samples(P<0.05). The contents of cellulose, 70% ethanol extract, sucrose, atractylenolide Ⅰ, atractylone and other components in 3-year-old AMR with topping after transplanting were significantly higher than those in the 2-year-old AMR with high market circulation rate(P<0.05), while the contents of water-soluble extract and water-soluble total polysaccharides in 2-year-old samples with topping after transplanting were significantly higher than those in the 3-year-old AMR with topping after transplanting, direct seeding and without topping(P<0.05). ConclusionUnder the current mainstream production mode, too much manual intervention makes AMR heavily enriched in polysaccharides and increased the yield, but the accumulation of sweet substances, fragrant substances and fiber substances is insufficient, which affects its quality. The current quality standard of AMR has some shortcomings in guiding the high quality production of it, it is suggested to revise the quality standard of AMR, supplement the quantitative analysis of secondary metabolites, and strengthen the production of imitation wild AMR.
9.Effect of AI-CAD assisting doctors with different seniority in CT image interpretation to predict the enlargement of hematoma in early stage of cerebral hemorrhage
Wei WEI ; Wenjing FAN ; Xin CHEN ; Zheming ZHANG ; Guoliang LI ; Dong CHEN
Chinese Journal of Arteriosclerosis 2024;32(5):429-436
Aim To investigate the effect of artificial intelligence(AI)assisting doctors with different seniority in predicting the enlargement of hematoma in the early stage of cerebral hemorrhage.Methods A total of 108 patients diagnosed with cerebral hemorrhage in Central Hospital Affiliated to Dalian University of Technology were retrospectively collected.CT images at admission and 24 hours after admission were collected.DICOM images obtained from plain CT scan were input into AI-CAD model developed by Biomind in collaboration with Temple of Heaven.A total of 9 doctors of different senior-level were selected in neurosurgery department of our hospital.Firstly,independent prediction was applied in the patients and then the study predicted whether patients would delelop hematoma enlargement within 24 hours combined with the results of auxiliary AI.The accuracy of independent prediction of doctors with different seniority and assisted AI prediction of aneurysm stability was calculated respectively.McNemar of paired samples was used to test the significance of difference between independent prediction coincidence rate and assisted AI prediction accuracy among differ-ent doctors.Results The accuracy of high,middle and low seniority doctors independently predicting the early expan-sion of cerebral hemorrhage was 58.95%,50.62%and 38.89%,respectively,and the accuracy of prediction was signifi-cantly improved after assisted AI(P<0.001),the highest increase rate was low seniority doctors(25.92%),followed by middle seniority doctors(19.75%)and high seniority doctors(11.73%).The ability of senior physicians to independ-ently predict the expansion of intracerebral hemorrhage was strongest in patients and non-patients,with sensitivity of 18.75%(95%CI:9.44%~33.10%)and specificity of 65.94%(95%CI:59.98%~71.45%).The sensitivity of middle seniority doctors was 16.67%(95%CI:7.97%~30.76%),the specificity was 56.52%(95%CI:50.44%~62.42%),and the sensitivity of low seniority doctors was 8.33%(95%CI:2.70%~20.87%),the specificity was 44.20%(95%CI:38.29%~50.28%).However,after AI assisted the prediction of senior doctors,the sensitivity and specificity of each seniority group of doctors increased.The sensitivity of high seniority doctors was 60.42%(95%CI:45.29%~73.88%),the specificity was 72.46%(95%CI:66.72%~77.57%),the sensitivity of middle seniority doc-tors was 64.58%(95%CI:49.40%~77.45%),the specificity was 71.38%(95%CI:65.59%~76.56%),and the sensitivity of low seniority doctors was 68.75%(95%CI:53.60%~80.91%),the specificity was 64.13%(95%CI:58.13%~69.73%).Conclusion AI-CAD assisted doctors with high,middle and low seniority can improve the ac-curacy of predicting the enlargement of hematoma in early stage of cerebral hemorrhage,especially the ability of doctors with low seniority to find patients can be significantly improved,which can make up for the lack of work experience of doc-tors with low seniority to a certain extent.
10.Feasibility analysis of dose calculation for nasopharyngeal carcinoma radiotherapy planning using MRI-only simulation
Xuejie XIE ; Guoliang ZHANG ; Siqi YUAN ; Yuxiang LIU ; Yunxiang WANG ; Bining YANG ; Ji ZHU ; Xinyuan CHEN ; Kuo MEN ; Jianrong DAI
Chinese Journal of Radiation Oncology 2024;33(5):446-453
Objective:To evaluate the feasibility of using MRI-only simulation images for dose calculation of both photon and proton radiotherapy for nasopharyngeal carcinoma cases.Methods:T 1-weighted MRI images and CT images of 100 patients with nasopharyngeal carcinoma treated with radiotherapy in Cancer Hospital of Chinese Academy of Medical Sciences from January 2020 to December 2021 were retrospectively analyzed. MRI images were converted to generate pseudo-CT images by using deep learning network models. The training set, validation set and test set included 70 cases, 10 cases and 20 cases, respectively. Convolutional neural network (CNN) and cycle-consistent generative adversarial neural network (CycleGAN) were exploited. Quantitative assessment of image quality was conducted by using mean absolute error (MAE) and structural similarity (SSIM), etc. Dose assessment was performed by using 3D-gamma pass rate and dose-volume histogram (DVH). The quality of pseudo-CT images generated was statistically analyzed by Wilcoxon signed-rank test. Results:The MAE of the CNN and CycleGAN was (91.99±19.98) HU and (108.30±20.54) HU, and the SSIM was 0.97±0.01 and 0.96±0.01, respectively. In terms of dosimetry, the accuracy of pseudo-CT for photon dose calculation was higher than that of the proton plan. For CNN, the gamma pass rate (3 mm/3%) of the photon radiotherapy plan was 99.90%±0.13%. For CycleGAN, the value was 99.87%±0.34%. The gamma pass rates of proton radiotherapy plans were 98.65%±0.64% (CNN, 3 mm/3%) and 97.69%±0.86% (CycleGAN, 3 mm/3%). For DVH, the dose calculation accuracy in the photon plan of pseudo-CT was better than that of the proton plan.Conclusions:The deep learning-based model generated accurate pseudo-CT images from MR images. Most dosimetric differences were within clinically acceptable criteria for photon and proton radiotherapy, demonstrating the feasibility of an MRI-only workflow for radiotherapy of nasopharyngeal cancer. However, compared with the raw CT images, the error of the CT value in the nasal cavity of the pseudo-CT images was relatively large and special attention should be paid during clinical application.

Result Analysis
Print
Save
E-mail