1.The Applications and Challenges of Generative Artificial Intelligence in Theoretical and Case Analysis Assessment for Resident Physician Education
Yuankai ZHOU ; Jun SUN ; Shengjun LIU ; Yingying YANG ; Siyi YUAN ; Huaiwu HE ; Yun LONG
Medical Journal of Peking Union Medical College Hospital 2025;16(5):1352-1356
Generative artificial intelligence (GAI) represents a prominent research focus in medicine, with medical education being a key application area. GAI demonstrates potential to enhance residency training efficacy through personalized instruction, automated assessment item generation, question bank updating, and intelligent scoring systems. However, current limitations exist regarding output accuracy and content consistency. To address these constraints, strategic measures are required: continuous GAI model refinement, development of standardized usage guidelines, enhanced data quality control, and implementation of human verification protocols for generated content. Concurrently, residents should proactively acquire GAI utilization skills to strengthen the practical application of theoretical knowledge. With these advancements, GAI is anticipated to evolve into a valuable asset for improving the efficiency and quality of residency training programs.
2.Imaging findings of embryonal tumor with multilayered rosettes
Lingxu CHEN ; Xiaochen WANG ; Sihui WANG ; Xuening ZHAO ; Shengjun SUN
Chinese Journal of Medical Imaging Technology 2024;40(2):193-197
Objective To observe the imaging findings of embryonal tumor with multilayered rosettes(ETMR).Methods MRI(n=8)and CT(n=6)data of 8 children with pathologically confirmed ETMR were retrospectively reviewed,and the imaging findings were analyzed.Results ETMR present as masses with the maximum diameter of 32-96 mm and clear edges in all 8 cases,located supratentorially in 5 and infratentorially in 3 cases.The supratentorial ETMR were giant cystic solid masses,while the infratentorial ETMR had relatively small volumes.No peritumoral edema was noticed.Cystic solid masses were observed in 6 cases,and the cystic portion presented as low T1WI and high T2WI signals at the edge of the masses.After administration of contrast agents,mild focal uneven enhancement in the solid portion was found in 5 cases,while 1 case was not found enhancement.Among the above 6 cases,the intratumoral bleeding and empty blood vessel shadows within the masses were observed each in 5 cases,while adjacent dura mater invasion was noticed in 3 cases.Two ETMR present as solid masses with focal nodular uneven enhancement,and the enhanced area corresponded to the low signal area on apparent diffusion coefficient(ADC)image,among them,increased choline(Cho)/creatine(Cr)and decreased N-acetyl aspartate(NAA)was found in 1 case.Limited diffusion on diffusion weighted imaging(DWI)were detected in all 8 cases.Among 6 cases who underwent CT scanning,patchy or punctate calcification,corresponding to the low signal area on MRI were detected in 4 cases.Conclusion ETMR mostly present as supratentorial large solid cystic masses with clear edges,and the cystic portion often located at the edge of masses,with characteristic vascular flow voids often accompanied by intratumoral bleeding and some with calcifications but without peritumoral edema,which showed significantly limited diffusion on DWI and weakly inhomogeneous enhancement of the solid part.
3.Research Progress and Quality Marker Prediction of Famous Classical Formula Baihe Dihuangtang
Yan LIU ; Jiameng LIU ; Dan LI ; Bo SUN ; Jingfan YANG ; Yu FU ; Shengjun MA ; Guangwei ZHU
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(18):235-242
Baihe Dihuangtang is a famous classical formula that has been respected by physicians in the past and is still used today. It was first recorded in ZHANG Zhongjing's Synopsis of the Golden Chamber, and is composed of Lilii Bulbus and Rehmanniae Radix juice. This paper systematically reviewed the research progress of historical evolution, pharmacological activities and clinical applications of Baihe Dihuangtang in recent years, and found that there was no major changes in the composition, decoction method and indications of this formula since the Han dynasty. According to the herbal textual research, the fleshy scaly leaves of Lilium brownii var. viridulum should be selected for Lilii Bulbus in this formula, and the tuberous roots of Rehmannia glutinosa were selected for Rehmanniae Radix. According to the dosage conversion of ancient and modern times, the dosage is 245 g of fresh Lilii Bulbus and 400 g of fresh Rehmanniae Radix, and the ratio of their juice is 1∶1. Its efficacy is to nourish Yin and clear heat, and to tonify the heart and lungs, which is used to treat the heart and lung Yin deficiency syndrome of lily disease. Modern pharmacological studies have shown that the research on the pharmacological effects of Baihe Dihuangtang mainly focuses on anti-depressant, anti-anxiety, improving insomnia and regulating metabolism, and it is mostly used clinically for neurological disorders such as depression, anxiety and insomnia. The quality marker(Q-Marker) of Baihe Dihuangtang were predicted according to the principles of ingredient specificity, component validity, component measurability, formula compatibility, and quality transmissibility and traceability, and it was determined that catalpol, rhmannioside D, regaloside A, regaloside B, regaloside C, and acteoside could be selected as potential Q-Markers of Baihe Dihuangtang, which could provide scientific reference for the establishment of the quality control system and the development of compound preparation of this famous classical formula.
4.Automatic assessment of root numbers of vertical mandibular third molar using a deep learning model based on attention mechanism
Chunsheng SUN ; Xiubin DAI ; Manting ZHOU ; Qiuping JING ; Chi ZHANG ; Shengjun YANG ; Dongmiao WANG
STOMATOLOGY 2024;44(11):831-836
Objective To develop a deep learning network based on attention mechanism to identify the number of the vertical man-dibular third molar(MTM)roots(single or double)on panoramic radiographs in an automatic way.Methods The sample consisted of 1 045 patients with 1 642 MTMs on paired panoramic radiographs and Cone-beam computed tomography(CBCT)and were randomly grouped into the training(80%),the validation(10%),and the test(10%).The evaluation of CBCT was defined as the ground truth.A deep learning network based on attention mechanism,which was named as RN-MTMnet,was trained to judge if the MTM on pano-ramic radiographs had one or two roots.Diagnostic performance was evaluated by accuracy,sensitivity,specificity,and positive predict value(PPV),and the receiver operating characteristic(ROC)curve with the area under the ROC curve(AUC).Its diagnostic perform-ance was compared with dentists'diagnosis,Faster-RCNN,CenterNet,and SSD using evaluation metrics.Results On CBCT images,single-rooted MTM was observed on 336(20.46%)sides,while two-rooted MTM was 1 306(79.54%).The RN-MTMnet achieved an accuracy of 0.888,a sensitivity of 0.885,a specificity of 0.903,a PPV of 0.976,and the AUC value of 0.90.Conclusion RN-MTM-net is developed as a novel,robust and accurate method for detecting the numberof MTM roots on panoramic radiographs.
5.Four intravenous iron formulations in the treatment of iron deficiency anemia:a rapid health technology assessment
Zhicong XING ; Fudong SUN ; Qingxia XUE ; Bei ZHANG ; Shengjun MU ; Quan ZHAO
Chinese Journal of Pharmacoepidemiology 2024;33(9):1030-1043
Objective To evaluate the efficacy,safety,and economy of 4 intravenous iron formulations in the treatment of iron deficiency anemia(IDA)by rapid health technology assessment,and to provide evidence for clinical decision-making.Methods PubMed,Embase,the Cochrane Library,CNKI,WanFang,SinoMed,and official websites of international health technology assessment agencies were electronically searched to collect health technology assessment reports,systematic reviews/Meta-analysis,and pharmacoeconomic studies concerning the treatment of IDA with iron sucrose(IS),iron dextran(ID),ferric carboxymaltose(FCM),and iron isomaltoside(IIM)from the inception to August 15,2024.Two researchers independently screened the studies,extracted data and assessed the quality of included studies.The results were then qualitatively described and analyzed.Results A total of 32 studies were included,including one health technology assessment report,16 systematic reviews/Meta-analysis,and 15 pharmacoeconomic evaluations.In terms of effectiveness,FCM had a higher response rate than that of IS(P<0.05),FCM and IIM had no statistical difference(P>0.05).Regarding hemoglobin level change,patients treated with FCM had higher hemoglobin levels than those treated with IS(P<0.05);the improvement in hemoglobin levels between IIM and FCM was inconclusive.In terms of ferritin level change,FCM might be superior to the other three intravenous iron formulations.In terms of safety,the adverse event rates for FCM,IS,ID and IIM were 12.0%,15.3%,12.0%and 17.0%,respectively;IIM was significantly associated with a lower rate of cardiovascular adverse events compared to FCM and IS(P<0.05);FCM had the highest rate of hypophosphatemia among the four formulations(P<0.05),and there was no significant difference among IIM,IS and ID(P>0.05);IIM had a lower risk of severe or serious hypersensitivity reactions compared to FCM and IS.In terms of economy,FCM and IIM had an economic advantage compared to IS.The economic efficiency ranking among IS,ID,and FCM was in the order of FCM,ID,and IS,the economic comparison between FCM and IIM remains inconclusive and needs to be further demonstrated.Conclusion FCM and IIM have good efficacy,safety and economy in the treatment of IDA,but most of the included economy studies based on foreign populations,and domestic economic studies need to be further demonstrated.
6.Research progresses of MRI radiomics in pituitary adenoma
Xuening ZHAO ; Xiaochen WANG ; Sihui WANG ; Lingxu CHEN ; Mengyuan YUAN ; Shengjun SUN
Chinese Journal of Medical Imaging Technology 2024;40(10):1619-1622
Pituitary adenoma is the third most common primary central nervous system tumor in adults.Radiomics can explore and analyze massive quantitative features in medical images,and has been used in the precise diagnosis and treatment of pituitary adenomas.The research progresses of MRI radiomics in pituitary adenoma were reviewed in this article.
7.Robot-assisted screw fixation for unstable pelvic ring fractures
Zhen ZHANG ; Xueguang WANG ; Shengjun DUAN ; Yanbin SUN ; Bo TANG ; Daofu JIA ; Chang LI ; Houling ZHAO ; Shang LI ; Hongfei LI ; Huashui LIU
Chinese Journal of Orthopaedics 2024;44(7):470-476
Objective:To investigate the clinical efficacy of robot-assisted screw fixation for unstable pelvic ring multifocal fractures.Methods:A retrospective analysis was performed on 76 patients with unstable pelvic fractures treated with orthopaedic robot-assisted screw fixation in the Trauma Center of the Affiliated Central Hospital of Shandong First Medical University from January 2015 to June 2022, including 43 males and 33 females, aged 52.53±13.68 years (range, 16-87 years). There were 43 cases of falling injuries from high places, 22 cases of traffic accidents, 11 cases of crushing injuries and heavy objects. Fifty-five patients were employed before the injury, while 21 were not. Fractures were classified according to the Tile classification, with 72 cases classified as type B and 4 cases as type C. Robot-assisted fixation techniques included internal fixator (INFIX), anterior ring screws, sacroiliac screws, and LC-II screws. Intraoperative blood loss, fluoroscopy frequency, surgical time, and the success rate of initial guidewire placement were recorded. Fracture reduction quality was evaluated using the Matta criteria, and postoperative pelvic function recovery was assessed using the Majeed criteria.Results:A total of 150 surgical procedures were performed on 76 patients, including 34 cases of INFIX fixation, 48 cases of anterior ring screws, 61 cases of sacroiliac joint screws, and 7 cases of LC-II screws. The mean intraoperative fluoroscopy frequency was 46.63±17.50 times (range, 15-93 times). Intraoperative fluoroscopy frequency varied among different fixation techniques, with INFIX group at 16.44±4.32 times, LC-II group at 21.59±5.80 times, anterior ring screws group at 29.44±11.65 times, and sacroiliac screws group at 23.10±11.87 times. The intraoperative blood loss was 20 (10, 47.5) ml (range, 5-300 ml), and the surgical time was 105 (86, 150) min (range, 30-290 min). The mean surgical time varied among different fixation techniques. All patients were followed up for an average of 6.46±2.26 months (range, 3-16 months). Clinical healing was achieved in all patients within 6 months, with an average time of 3.14±0.50 months. At the last follow-up, fracture reduction quality assessed by the Matta score was excellent in 21 cases and good in 43 cases, with an excellent/good rate of 84% (64/76). The Majeed score was 81.82±9.14 points (range, 50-92 points). For patients who were employed before the injury, the Majeed score was 86.55±4.85 points (range, 60-92 points), with 49 cases rated as excellent, 5 cases as good, and 1 case as fair. For patients who were not employed before the injury, the Majeed score was 69.43±5.34 points (range, 50-73 points), with 18 cases rated as excellent, 2 cases as good, and 1 case as fair. The overall excellent and good rate was 97% (74/76). Among patients who underwent INFIX internal fixation, 8 cases experienced lateral femoral cutaneous nerve injury postoperatively, all of which recovered sensation after 3 months; 1 case using LC-II screws experienced screw loosening postoperatively and was advised to reduce activity, then the screw was removed after fracture healing at 6 months postoperatively; 1 case using anterior ring channel screws experienced surgical site infection postoperatively, which was controlled after debridement.Conclusion:In the treatment of unstable pelvic ring multiple fractures, robot-assisted screw fixation has less blood loss, less fluoroscopy times, high success rate of planning guide needle, satisfactory reduction quality and postoperative function.
8.Effects of pre-treatment Naples prognostic score on the efficacy and prognosis for patients with thoracic esophageal squamous cell carcinoma receiving chemoradiotherapy
Xinwei GUO ; Hongxun YE ; Hongjuan SUN ; Shaobing ZHOU ; Yangchen LIU ; Xiaoxiang YIN ; Shengjun JI
Chinese Journal of Radiological Medicine and Protection 2022;42(1):18-24
Objective:To investigate the effects of pre-treatment Naples prognostic score (NPS), including inflammation-related and nutrition-related indicators, on the treatment efficacy and prognosis of patients with thoracic esophageal squamous cell carcinoma (ESCC) receiving chemoradiotherapy.Methods:A retrospective analysis was conducted for 123 patients diagnosed with thoracic ESCC. These patients were treated either with standard curative radiotherapy (RT) alone or with concurrent chemoradiotherapy (CCRT) in the Affiliated Taixing People's Hospital of Yangzhou University between January 2014 and December 2017. The patients were divided into NPS 0 group (18 cases), NPS 1 or 2 group (60 cases), and NPS 3 or 4 group (45 cases). The responsiveness to treatment was analyzed using logistic regression analysis. The Kaplan-Meier method and log-rank test were adopted to calculate and compare the progression-free survival (PFS) and overall survival (OS) rates. Meanwhile, Cox proportional hazards models were used for the multivariate analyses.Results:The overall effective rate across the entire cohort was 65.0%, and the effective rates of the NPS 0 group, NPS 1 or 2 group, and NPS 3 or 4 group were 88.9%, 73.3%, and 44.4%, respectively. As indicated by the univariate logistic analysis, the treatment responses in patients with ESCC were highly associated with TNM stage, treatment method, neutrophil to lymphocyte ratio (NLR), lymphocyte to monocyte ratio (LMR), and NPS (1 or 2 group and 3 or 4 group) ( HR =1.633, 0.225, 4.002, 0.320, 2.909, 6.591, P<0.05). Subsequently, multivariate logistic regression analysis showed that treatment strategy alone ( HR =0.214, 95% CI 0.105-0.436, P=0.001), NLR ( HR =2.547, 95% CI 1.248-5.199, P=0.010), and NPS (1 or 2 group: HR=1.193, 95% CI 1.377-9.691, P=0.033; 3 or 4 group: HR =3.349, 95% CI 1.548-10.499, P=0.003) were independent risk factors for tumour response. In addition, the univariate analysis indicates that TNM stage, treatment modality, NLR, LMR, and NPS were significantly associated with PFS and OS( HRPFS=1.480, 0.364, 2.129, 0.635, 3.316, 6.599, P < 0.05; HROS=1.149, 0.308, 2.306, 0.609, 3.316, 6.599, P < 0.05). Furthermore, multivariate Cox proportional hazard regression model analysis showed that TNM stage ( HR =1.408, 95% CI 1.069-1.854, P=0.015), treatment modality ( HR =0.367, 95% CI 0.261-0.516, P=0.015), NLR ( HR =1.518, 95% CI 1.078-2.139, P=0.017), and NPS (1 or 2 group: HR=3.279, 95% CI 1.405-7.653, P=0.006; 3 or 4 group: HR =6.233, 95% CI 2.439-15.875, P < 0.001) were considered independent prognostic factors for PFS. Additionally, these parameters were also independent prognostic factors for OS. Conclusions:Using inflammation-related and nutrition-related biomarkers, this study demonstrated that NPS is promising as a predictive indicator for the therapeutic effects and survival prognosis in patients with ESCC receiving CRT or RT alone.
9.Pharmacological Activation of RXR-α Promotes Hematoma Absorption via a PPAR-γ-dependent Pathway After Intracerebral Hemorrhage.
Chaoran XU ; Huaijun CHEN ; Shengjun ZHOU ; Chenjun SUN ; Xiaolong XIA ; Yucong PENG ; Jianfeng ZHUANG ; Xiongjie FU ; Hanhai ZENG ; Hang ZHOU ; Yang CAO ; Qian YU ; Yin LI ; Libin HU ; Guoyang ZHOU ; Feng YAN ; Gao CHEN ; Jianru LI
Neuroscience Bulletin 2021;37(10):1412-1426
Endogenously eliminating the hematoma is a favorable strategy in addressing intracerebral hemorrhage (ICH). This study sought to determine the role of retinoid X receptor-α (RXR-α) in the context of hematoma absorption after ICH. Our results showed that pharmacologically activating RXR-α with bexarotene significantly accelerated hematoma clearance and alleviated neurological dysfunction after ICH. RXR-α was expressed in microglia/macrophages, neurons, and astrocytes. Mechanistically, bexarotene promoted the nuclear translocation of RXR-α and PPAR-γ, as well as reducing neuroinflammation by modulating microglia/macrophage reprograming from the M1 into the M2 phenotype. Furthermore, all the beneficial effects of RXR-α in ICH were reversed by the PPAR-γ inhibitor GW9662. In conclusion, the pharmacological activation of RXR-α confers robust neuroprotection against ICH by accelerating hematoma clearance and repolarizing microglia/macrophages towards the M2 phenotype through PPAR-γ-related mechanisms. Our data support the notion that RXR-α might be a promising therapeutic target for ICH.
Anilides/pharmacology*
;
Cerebral Hemorrhage/drug therapy*
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Hematoma/drug therapy*
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Humans
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Macrophages
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Microglia
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Neuroprotection
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PPAR gamma
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Retinoid X Receptor alpha
10. Pharmacological Activation of RXR-α Promotes Hematoma Absorption via a PPAR-γ-dependent Pathway After Intracerebral Hemorrhage
Chaoran XU ; Huaijun CHEN ; Shengjun ZHOU ; Chenjun SUN ; Xiaolong XIA ; Yucong PENG ; Jianfeng ZHUANG ; Xiongjie FU ; Hanhai ZENG ; Hang ZHOU ; Yang CAO ; Qian YU ; Yin LI ; Libin HU ; Guoyang ZHOU ; Feng YAN ; Gao CHEN ; Jianru LI
Neuroscience Bulletin 2021;37(10):1412-1426
Endogenously eliminating the hematoma is a favorable strategy in addressing intracerebral hemorrhage (ICH). This study sought to determine the role of retinoid X receptor-α (RXR-α) in the context of hematoma absorption after ICH. Our results showed that pharmacologically activating RXR-α with bexarotene significantly accelerated hematoma clearance and alleviated neurological dysfunction after ICH. RXR-α was expressed in microglia/macrophages, neurons, and astrocytes. Mechanistically, bexarotene promoted the nuclear translocation of RXR-α and PPAR-γ, as well as reducing neuroinflammation by modulating microglia/macrophage reprograming from the M1 into the M2 phenotype. Furthermore, all the beneficial effects of RXR-α in ICH were reversed by the PPAR-γ inhibitor GW9662. In conclusion, the pharmacological activation of RXR-α confers robust neuroprotection against ICH by accelerating hematoma clearance and repolarizing microglia/macrophages towards the M2 phenotype through PPAR-γ-related mechanisms. Our data support the notion that RXR-α might be a promising therapeutic target for ICH.

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